4225 lines
330 KiB
Plaintext
4225 lines
330 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "1a452ff0-7c2f-4fa7-abf4-f7c8b09a9932",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-07-15T08:37:07.475122Z",
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"iopub.status.busy": "2026-07-15T08:37:07.474905Z",
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"iopub.status.idle": "2026-07-15T08:37:11.452120Z",
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"shell.execute_reply": "2026-07-15T08:37:11.451112Z"
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},
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
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"*[data-root-id] > * {\n",
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" box-sizing: border-box;\n",
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" font-family: var(--jp-ui-font-family);\n",
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" font-size: var(--jp-ui-font-size1);\n",
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" color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
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"}\n",
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"\n",
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"/* Override VSCode background color */\n",
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".cell-output-ipywidget-background:has(\n",
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" > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
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"),\n",
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".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
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" background-color: transparent !important;\n",
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"}\n",
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"</style>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/javascript": [
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"(function(root) {\n",
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" function now() {\n",
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" return new Date();\n",
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" }\n",
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"\n",
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" const force = true;\n",
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" const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
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" const reloading = false;\n",
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" const Bokeh = root.Bokeh;\n",
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"\n",
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" // Set a timeout for this load but only if we are not already initializing\n",
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" if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
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" root._bokeh_timeout = Date.now() + 5000;\n",
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" root._bokeh_failed_load = false;\n",
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" }\n",
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"\n",
|
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" function run_callbacks() {\n",
|
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" try {\n",
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" root._bokeh_onload_callbacks.forEach(function(callback) {\n",
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" if (callback != null)\n",
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" callback();\n",
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" });\n",
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" } finally {\n",
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" delete root._bokeh_onload_callbacks;\n",
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" }\n",
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" console.debug(\"Bokeh: all callbacks have finished\");\n",
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" }\n",
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"\n",
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" function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
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" if (css_urls == null) css_urls = [];\n",
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" if (js_urls == null) js_urls = [];\n",
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" if (js_modules == null) js_modules = [];\n",
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" if (js_exports == null) js_exports = {};\n",
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"\n",
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" root._bokeh_onload_callbacks.push(callback);\n",
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"\n",
|
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" if (root._bokeh_is_loading > 0) {\n",
|
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" // Don't load bokeh if it is still initializing\n",
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" console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
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" return null;\n",
|
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" } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
|
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" // There is nothing to load\n",
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" run_callbacks();\n",
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" return null;\n",
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" }\n",
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"\n",
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" function on_load() {\n",
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" root._bokeh_is_loading--;\n",
|
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" if (root._bokeh_is_loading === 0) {\n",
|
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" console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
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" run_callbacks()\n",
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" }\n",
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" }\n",
|
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" window._bokeh_on_load = on_load\n",
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"\n",
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" function on_error(e) {\n",
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" const src_el = e.srcElement\n",
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" console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
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" }\n",
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"\n",
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" const skip = [];\n",
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" if (window.requirejs) {\n",
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" window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
|
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" root._bokeh_is_loading = css_urls.length + 0;\n",
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" } else {\n",
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" root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
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" }\n",
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"\n",
|
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" const existing_stylesheets = []\n",
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" const links = document.getElementsByTagName('link')\n",
|
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" for (let i = 0; i < links.length; i++) {\n",
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" const link = links[i]\n",
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" if (link.href != null) {\n",
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" existing_stylesheets.push(link.href)\n",
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" }\n",
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" }\n",
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" for (let i = 0; i < css_urls.length; i++) {\n",
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" const url = css_urls[i];\n",
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" const escaped = encodeURI(url)\n",
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" if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
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" on_load()\n",
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" continue;\n",
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" }\n",
|
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" const element = document.createElement(\"link\");\n",
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" element.onload = on_load;\n",
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" element.onerror = on_error;\n",
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" element.rel = \"stylesheet\";\n",
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" element.type = \"text/css\";\n",
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" element.href = url;\n",
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" console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
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" document.body.appendChild(element);\n",
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" } var existing_scripts = []\n",
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" const scripts = document.getElementsByTagName('script')\n",
|
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" for (let i = 0; i < scripts.length; i++) {\n",
|
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" var script = scripts[i]\n",
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" if (script.src != null) {\n",
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" existing_scripts.push(script.src)\n",
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" }\n",
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" }\n",
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" for (let i = 0; i < js_urls.length; i++) {\n",
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" const url = js_urls[i];\n",
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" const escaped = encodeURI(url)\n",
|
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" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
|
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" if (!window.requirejs) {\n",
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" on_load();\n",
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" }\n",
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" continue;\n",
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" }\n",
|
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" const element = document.createElement('script');\n",
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" element.onload = on_load;\n",
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" element.onerror = on_error;\n",
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" element.async = false;\n",
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" element.src = url;\n",
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" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
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" document.head.appendChild(element);\n",
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" }\n",
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" for (let i = 0; i < js_modules.length; i++) {\n",
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" const url = js_modules[i];\n",
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" const escaped = encodeURI(url)\n",
|
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" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
|
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" if (!window.requirejs) {\n",
|
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" on_load();\n",
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" }\n",
|
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" continue;\n",
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" }\n",
|
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" var element = document.createElement('script');\n",
|
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" element.onload = on_load;\n",
|
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" element.onerror = on_error;\n",
|
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" element.async = false;\n",
|
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" element.src = url;\n",
|
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" element.type = \"module\";\n",
|
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" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
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" document.head.appendChild(element);\n",
|
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" }\n",
|
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" for (const name in js_exports) {\n",
|
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" const url = js_exports[name];\n",
|
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" const escaped = encodeURI(url)\n",
|
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" if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
|
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" if (!window.requirejs) {\n",
|
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" on_load();\n",
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" }\n",
|
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" continue;\n",
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" }\n",
|
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" var element = document.createElement('script');\n",
|
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" element.onerror = on_error;\n",
|
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" element.async = false;\n",
|
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" element.type = \"module\";\n",
|
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" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
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" element.textContent = `\n",
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" import ${name} from \"${url}\"\n",
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" window.${name} = ${name}\n",
|
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" window._bokeh_on_load()\n",
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" `\n",
|
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" document.head.appendChild(element);\n",
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" }\n",
|
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" if (!js_urls.length && !js_modules.length) {\n",
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" on_load()\n",
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" }\n",
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" };\n",
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"\n",
|
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" function inject_raw_css(css) {\n",
|
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" const element = document.createElement(\"style\");\n",
|
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" element.appendChild(document.createTextNode(css));\n",
|
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" document.body.appendChild(element);\n",
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" }\n",
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"\n",
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" const js_urls = [\"https://cdn.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.7.3.min.js\", \"https://cdn.holoviz.org/panel/1.7.5/dist/panel.min.js\"];\n",
|
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" const js_modules = [];\n",
|
|
" const js_exports = {};\n",
|
|
" const css_urls = [];\n",
|
|
" const inline_js = [ function(Bokeh) {\n",
|
|
" Bokeh.set_log_level(\"info\");\n",
|
|
" },\n",
|
|
"function(Bokeh) {} // ensure no trailing comma for IE\n",
|
|
" ];\n",
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|
"\n",
|
|
" function run_inline_js() {\n",
|
|
" if ((root.Bokeh !== undefined) || (force === true)) {\n",
|
|
" for (let i = 0; i < inline_js.length; i++) {\n",
|
|
" try {\n",
|
|
" inline_js[i].call(root, root.Bokeh);\n",
|
|
" } catch(e) {\n",
|
|
" if (!reloading) {\n",
|
|
" throw e;\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }\n",
|
|
" // Cache old bokeh versions\n",
|
|
" if (Bokeh != undefined && !reloading) {\n",
|
|
" var NewBokeh = root.Bokeh;\n",
|
|
" if (Bokeh.versions === undefined) {\n",
|
|
" Bokeh.versions = new Map();\n",
|
|
" }\n",
|
|
" if (NewBokeh.version !== Bokeh.version) {\n",
|
|
" Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
|
|
" }\n",
|
|
" root.Bokeh = Bokeh;\n",
|
|
" }\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",
|
|
" }\n",
|
|
" root._bokeh_is_initializing = false\n",
|
|
" }\n",
|
|
"\n",
|
|
" function load_or_wait() {\n",
|
|
" // Implement a backoff loop that tries to ensure we do not load multiple\n",
|
|
" // versions of Bokeh and its dependencies at the same time.\n",
|
|
" // In recent versions we use the root._bokeh_is_initializing flag\n",
|
|
" // to determine whether there is an ongoing attempt to initialize\n",
|
|
" // bokeh, however for backward compatibility we also try to ensure\n",
|
|
" // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
|
|
" // before older versions are fully initialized.\n",
|
|
" if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
|
|
" // If the timeout and bokeh was not successfully loaded we reset\n",
|
|
" // everything and try loading again\n",
|
|
" root._bokeh_timeout = Date.now() + 5000;\n",
|
|
" root._bokeh_is_initializing = false;\n",
|
|
" root._bokeh_onload_callbacks = undefined;\n",
|
|
" root._bokeh_is_loading = 0\n",
|
|
" console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
|
|
" load_or_wait();\n",
|
|
" } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
|
|
" setTimeout(load_or_wait, 100);\n",
|
|
" } else {\n",
|
|
" root._bokeh_is_initializing = true\n",
|
|
" root._bokeh_onload_callbacks = []\n",
|
|
" const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
|
|
" if (!reloading && !bokeh_loaded) {\n",
|
|
" if (root.Bokeh) {\n",
|
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" root.Bokeh = undefined;\n",
|
|
" }\n",
|
|
" console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
|
|
" }\n",
|
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" load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
|
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" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
|
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" run_inline_js();\n",
|
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" });\n",
|
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" }\n",
|
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" }\n",
|
|
" // Give older versions of the autoload script a head-start to ensure\n",
|
|
" // they initialize before we start loading newer version.\n",
|
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" setTimeout(load_or_wait, 100)\n",
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"}(window));"
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],
|
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"application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n const reloading = false;\n const Bokeh = root.Bokeh;\n\n // Set a timeout for this load but only if we are not already initializing\n if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n // Don't load bokeh if it is still initializing\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n // There is nothing to load\n run_callbacks();\n return null;\n }\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 window._bokeh_on_load = on_load\n\n function on_error(e) {\n const src_el = e.srcElement\n console.error(\"failed to load \" + (src_el.href || src_el.src));\n }\n\n const skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n root._bokeh_is_loading = css_urls.length + 0;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n const existing_stylesheets = []\n const links = document.getElementsByTagName('link')\n for (let i = 0; i < links.length; i++) {\n const link = links[i]\n if (link.href != null) {\n existing_stylesheets.push(link.href)\n }\n }\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const escaped = encodeURI(url)\n if (existing_stylesheets.indexOf(escaped) !== -1) {\n on_load()\n continue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } var existing_scripts = []\n const scripts = document.getElementsByTagName('script')\n for (let i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n existing_scripts.push(script.src)\n }\n }\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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 for (let i = 0; i < js_modules.length; i++) {\n const url = js_modules[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n const url = js_exports[name];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\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.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.7.3.min.js\", \"https://cdn.holoviz.org/panel/1.7.5/dist/panel.min.js\"];\n const js_modules = [];\n const js_exports = {};\n const css_urls = [];\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (let i = 0; i < inline_js.length; i++) {\n try {\n inline_js[i].call(root, root.Bokeh);\n } catch(e) {\n if (!reloading) {\n throw e;\n }\n }\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n var NewBokeh = root.Bokeh;\n if (Bokeh.versions === undefined) {\n Bokeh.versions = new Map();\n }\n if (NewBokeh.version !== Bokeh.version) {\n Bokeh.versions.set(NewBokeh.version, NewBokeh)\n }\n root.Bokeh = Bokeh;\n }\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 }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n // If the timeout and bokeh was not successfully loaded we reset\n // everything and try loading again\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n root._bokeh_is_loading = 0\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = []\n const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n if (!reloading && !bokeh_loaded) {\n if (root.Bokeh) {\n root.Bokeh = undefined;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"\n",
|
|
"if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
|
|
" window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
" function JupyterCommManager() {\n",
|
|
" }\n",
|
|
"\n",
|
|
" JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
|
|
" if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
|
|
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
|
|
" comm_manager.register_target(comm_id, function(comm) {\n",
|
|
" comm.on_msg(msg_handler);\n",
|
|
" });\n",
|
|
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
|
|
" window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
|
|
" comm.onMsg = msg_handler;\n",
|
|
" });\n",
|
|
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
|
|
" google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
|
|
" var messages = comm.messages[Symbol.asyncIterator]();\n",
|
|
" function processIteratorResult(result) {\n",
|
|
" var message = result.value;\n",
|
|
" var content = {data: message.data, comm_id};\n",
|
|
" var buffers = []\n",
|
|
" for (var buffer of message.buffers || []) {\n",
|
|
" buffers.push(new DataView(buffer))\n",
|
|
" }\n",
|
|
" var metadata = message.metadata || {};\n",
|
|
" var msg = {content, buffers, metadata}\n",
|
|
" msg_handler(msg);\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" })\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
|
|
" if (comm_id in window.PyViz.comms) {\n",
|
|
" return window.PyViz.comms[comm_id];\n",
|
|
" } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
|
|
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
|
|
" var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
|
|
" if (msg_handler) {\n",
|
|
" comm.on_msg(msg_handler);\n",
|
|
" }\n",
|
|
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
|
|
" var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
|
|
" let retries = 0;\n",
|
|
" const open = () => {\n",
|
|
" if (comm.active) {\n",
|
|
" comm.open();\n",
|
|
" } else if (retries > 3) {\n",
|
|
" console.warn('Comm target never activated')\n",
|
|
" } else {\n",
|
|
" retries += 1\n",
|
|
" setTimeout(open, 500)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" if (comm.active) {\n",
|
|
" comm.open();\n",
|
|
" } else {\n",
|
|
" setTimeout(open, 500)\n",
|
|
" }\n",
|
|
" if (msg_handler) {\n",
|
|
" comm.onMsg = msg_handler;\n",
|
|
" }\n",
|
|
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
|
|
" var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
|
|
" comm_promise.then((comm) => {\n",
|
|
" window.PyViz.comms[comm_id] = comm;\n",
|
|
" if (msg_handler) {\n",
|
|
" var messages = comm.messages[Symbol.asyncIterator]();\n",
|
|
" function processIteratorResult(result) {\n",
|
|
" var message = result.value;\n",
|
|
" var content = {data: message.data};\n",
|
|
" var metadata = message.metadata || {comm_id};\n",
|
|
" var msg = {content, metadata}\n",
|
|
" msg_handler(msg);\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" })\n",
|
|
" var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
|
|
" return comm_promise.then((comm) => {\n",
|
|
" comm.send(data, metadata, buffers, disposeOnDone);\n",
|
|
" });\n",
|
|
" };\n",
|
|
" var comm = {\n",
|
|
" send: sendClosure\n",
|
|
" };\n",
|
|
" }\n",
|
|
" window.PyViz.comms[comm_id] = comm;\n",
|
|
" return comm;\n",
|
|
" }\n",
|
|
" window.PyViz.comm_manager = new JupyterCommManager();\n",
|
|
" \n",
|
|
"\n",
|
|
"\n",
|
|
"var JS_MIME_TYPE = 'application/javascript';\n",
|
|
"var HTML_MIME_TYPE = 'text/html';\n",
|
|
"var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
|
|
"var CLASS_NAME = 'output';\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Render data to the DOM node\n",
|
|
" */\n",
|
|
"function render(props, node) {\n",
|
|
" var div = document.createElement(\"div\");\n",
|
|
" var script = document.createElement(\"script\");\n",
|
|
" node.appendChild(div);\n",
|
|
" node.appendChild(script);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle when a new output is added\n",
|
|
" */\n",
|
|
"function handle_add_output(event, handle) {\n",
|
|
" var output_area = handle.output_area;\n",
|
|
" var output = handle.output;\n",
|
|
" if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
|
|
" return\n",
|
|
" }\n",
|
|
" var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
|
|
" var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
|
|
" if (id !== undefined) {\n",
|
|
" var nchildren = toinsert.length;\n",
|
|
" var html_node = toinsert[nchildren-1].children[0];\n",
|
|
" html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
|
" var scripts = [];\n",
|
|
" var nodelist = html_node.querySelectorAll(\"script\");\n",
|
|
" for (var i in nodelist) {\n",
|
|
" if (nodelist.hasOwnProperty(i)) {\n",
|
|
" scripts.push(nodelist[i])\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" scripts.forEach( function (oldScript) {\n",
|
|
" var newScript = document.createElement(\"script\");\n",
|
|
" var attrs = [];\n",
|
|
" var nodemap = oldScript.attributes;\n",
|
|
" for (var j in nodemap) {\n",
|
|
" if (nodemap.hasOwnProperty(j)) {\n",
|
|
" attrs.push(nodemap[j])\n",
|
|
" }\n",
|
|
" }\n",
|
|
" attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
|
|
" newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
|
|
" oldScript.parentNode.replaceChild(newScript, oldScript);\n",
|
|
" });\n",
|
|
" if (JS_MIME_TYPE in output.data) {\n",
|
|
" toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
|
|
" }\n",
|
|
" output_area._hv_plot_id = id;\n",
|
|
" if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
|
|
" window.PyViz.plot_index[id] = Bokeh.index[id];\n",
|
|
" } else {\n",
|
|
" window.PyViz.plot_index[id] = null;\n",
|
|
" }\n",
|
|
" } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
|
|
" var bk_div = document.createElement(\"div\");\n",
|
|
" bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
|
" var script_attrs = bk_div.children[0].attributes;\n",
|
|
" for (var i = 0; i < script_attrs.length; i++) {\n",
|
|
" toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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",
|
|
"/**\n",
|
|
" * Handle when an output is cleared or removed\n",
|
|
" */\n",
|
|
"function handle_clear_output(event, handle) {\n",
|
|
" var id = handle.cell.output_area._hv_plot_id;\n",
|
|
" var server_id = handle.cell.output_area._bokeh_server_id;\n",
|
|
" if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
|
|
" var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
|
|
" if (server_id !== null) {\n",
|
|
" comm.send({event_type: 'server_delete', 'id': server_id});\n",
|
|
" return;\n",
|
|
" } else if (comm !== null) {\n",
|
|
" comm.send({event_type: 'delete', 'id': id});\n",
|
|
" }\n",
|
|
" delete PyViz.plot_index[id];\n",
|
|
" if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
|
|
" var doc = window.Bokeh.index[id].model.document\n",
|
|
" doc.clear();\n",
|
|
" const i = window.Bokeh.documents.indexOf(doc);\n",
|
|
" if (i > -1) {\n",
|
|
" window.Bokeh.documents.splice(i, 1);\n",
|
|
" }\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle kernel restart event\n",
|
|
" */\n",
|
|
"function handle_kernel_cleanup(event, handle) {\n",
|
|
" delete PyViz.comms[\"hv-extension-comm\"];\n",
|
|
" window.PyViz.plot_index = {}\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle update_display_data messages\n",
|
|
" */\n",
|
|
"function handle_update_output(event, handle) {\n",
|
|
" handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
|
|
" handle_add_output(event, handle)\n",
|
|
"}\n",
|
|
"\n",
|
|
"function register_renderer(events, OutputArea) {\n",
|
|
" function append_mime(data, metadata, element) {\n",
|
|
" // create a DOM node to render to\n",
|
|
" var 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",
|
|
" var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
|
|
" render(props, toinsert[0]);\n",
|
|
" element.append(toinsert);\n",
|
|
" return toinsert\n",
|
|
" }\n",
|
|
"\n",
|
|
" events.on('output_added.OutputArea', handle_add_output);\n",
|
|
" events.on('output_updated.OutputArea', handle_update_output);\n",
|
|
" events.on('clear_output.CodeCell', handle_clear_output);\n",
|
|
" events.on('delete.Cell', handle_clear_output);\n",
|
|
" events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
|
|
"\n",
|
|
" OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
|
|
" safe: true,\n",
|
|
" index: 0\n",
|
|
" });\n",
|
|
"}\n",
|
|
"\n",
|
|
"if (window.Jupyter !== undefined) {\n",
|
|
" try {\n",
|
|
" var events = require('base/js/events');\n",
|
|
" var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
|
|
" if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
|
|
" register_renderer(events, OutputArea);\n",
|
|
" }\n",
|
|
" } catch(err) {\n",
|
|
" }\n",
|
|
"}\n"
|
|
],
|
|
"application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n let retries = 0;\n const open = () => {\n if (comm.active) {\n comm.open();\n } else if (retries > 3) {\n console.warn('Comm target never activated')\n } else {\n retries += 1\n setTimeout(open, 500)\n }\n }\n if (comm.active) {\n comm.open();\n } else {\n setTimeout(open, 500)\n }\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n })\n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var 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 var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.holoviews_exec.v0+json": "",
|
|
"text/html": [
|
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"<div id='08b0adce-b0f2-424b-8364-deeb14e23989'>\n",
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" <div id=\"f52c6bef-a287-4b42-ad42-cd47d18d587b\" data-root-id=\"08b0adce-b0f2-424b-8364-deeb14e23989\" style=\"display: contents;\"></div>\n",
|
|
"</div>\n",
|
|
"<script type=\"application/javascript\">(function(root) {\n",
|
|
" var docs_json = {\"7d1547b0-1df3-4ae1-b311-c5cd1679e3d0\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"08b0adce-b0f2-424b-8364-deeb14e23989\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"e5e0d93f-798d-4337-a47b-95323f3bd6ad\",\"attributes\":{\"plot_id\":\"08b0adce-b0f2-424b-8364-deeb14e23989\",\"comm_id\":\"43964e61e2554c288c6a5f67ecde0dd7\",\"client_comm_id\":\"6aac76674a95408891bab7bfded723dd\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
|
|
" var render_items = [{\"docid\":\"7d1547b0-1df3-4ae1-b311-c5cd1679e3d0\",\"roots\":{\"08b0adce-b0f2-424b-8364-deeb14e23989\":\"f52c6bef-a287-4b42-ad42-cd47d18d587b\"},\"root_ids\":[\"08b0adce-b0f2-424b-8364-deeb14e23989\"]}];\n",
|
|
" var docs = Object.values(docs_json)\n",
|
|
" if (!docs) {\n",
|
|
" return\n",
|
|
" }\n",
|
|
" const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
|
|
" async function embed_document(root) {\n",
|
|
" var Bokeh = get_bokeh(root)\n",
|
|
" await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
|
|
" for (const render_item of render_items) {\n",
|
|
" for (const root_id of render_item.root_ids) {\n",
|
|
"\tconst id_el = document.getElementById(root_id)\n",
|
|
"\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
|
|
"\t const root_el = id_el.children[0]\n",
|
|
"\t root_el.id = root_el.id + '-rendered'\n",
|
|
"\t for (const child of root_el.children) {\n",
|
|
" // Ensure JupyterLab does not capture keyboard shortcuts\n",
|
|
" // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
|
|
"\t child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
|
|
"\t }\n",
|
|
"\t}\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }\n",
|
|
" function get_bokeh(root) {\n",
|
|
" if (root.Bokeh === undefined) {\n",
|
|
" return null\n",
|
|
" } else if (root.Bokeh.version !== py_version) {\n",
|
|
" if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
|
|
"\treturn null\n",
|
|
" }\n",
|
|
" return root.Bokeh.versions.get(py_version);\n",
|
|
" } else if (root.Bokeh.version === py_version) {\n",
|
|
" return root.Bokeh\n",
|
|
" }\n",
|
|
" return null\n",
|
|
" }\n",
|
|
" function is_loaded(root) {\n",
|
|
" var Bokeh = get_bokeh(root)\n",
|
|
" return (Bokeh != null && Bokeh.Panel !== undefined)\n",
|
|
" }\n",
|
|
" if (is_loaded(root)) {\n",
|
|
" embed_document(root);\n",
|
|
" } else {\n",
|
|
" var attempts = 0;\n",
|
|
" var timer = setInterval(function(root) {\n",
|
|
" if (is_loaded(root)) {\n",
|
|
" clearInterval(timer);\n",
|
|
" embed_document(root);\n",
|
|
" } else if (document.readyState == \"complete\") {\n",
|
|
" attempts++;\n",
|
|
" if (attempts > 200) {\n",
|
|
" clearInterval(timer);\n",
|
|
"\t var Bokeh = get_bokeh(root)\n",
|
|
"\t if (Bokeh == null || Bokeh.Panel == null) {\n",
|
|
" console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
|
|
"\t } else {\n",
|
|
"\t console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
|
|
"\t embed_document(root)\n",
|
|
"\t }\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }, 25, root)\n",
|
|
" }\n",
|
|
"})(window);</script>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"application/vnd.holoviews_exec.v0+json": {
|
|
"id": "08b0adce-b0f2-424b-8364-deeb14e23989"
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
|
|
"*[data-root-id] > * {\n",
|
|
" box-sizing: border-box;\n",
|
|
" font-family: var(--jp-ui-font-family);\n",
|
|
" font-size: var(--jp-ui-font-size1);\n",
|
|
" color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Override VSCode background color */\n",
|
|
".cell-output-ipywidget-background:has(\n",
|
|
" > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
|
|
"),\n",
|
|
".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
|
|
" background-color: transparent !important;\n",
|
|
"}\n",
|
|
"</style>"
|
|
]
|
|
},
|
|
"metadata": {},
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|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"(function(root) {\n",
|
|
" function now() {\n",
|
|
" return new Date();\n",
|
|
" }\n",
|
|
"\n",
|
|
" const force = false;\n",
|
|
" const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
|
|
" const reloading = true;\n",
|
|
" const Bokeh = root.Bokeh;\n",
|
|
"\n",
|
|
" // Set a timeout for this load but only if we are not already initializing\n",
|
|
" if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
|
|
" root._bokeh_timeout = Date.now() + 5000;\n",
|
|
" root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n",
|
|
" if (css_urls == null) css_urls = [];\n",
|
|
" if (js_urls == null) js_urls = [];\n",
|
|
" if (js_modules == null) js_modules = [];\n",
|
|
" if (js_exports == null) js_exports = {};\n",
|
|
"\n",
|
|
" root._bokeh_onload_callbacks.push(callback);\n",
|
|
"\n",
|
|
" if (root._bokeh_is_loading > 0) {\n",
|
|
" // Don't load bokeh if it is still initializing\n",
|
|
" console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
|
|
" return null;\n",
|
|
" } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
|
|
" // There is nothing to load\n",
|
|
" run_callbacks();\n",
|
|
" return null;\n",
|
|
" }\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",
|
|
" window._bokeh_on_load = on_load\n",
|
|
"\n",
|
|
" function on_error(e) {\n",
|
|
" const src_el = e.srcElement\n",
|
|
" console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
|
|
" }\n",
|
|
"\n",
|
|
" const skip = [];\n",
|
|
" if (window.requirejs) {\n",
|
|
" window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
|
|
" root._bokeh_is_loading = css_urls.length + 0;\n",
|
|
" } else {\n",
|
|
" root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
|
|
" }\n",
|
|
"\n",
|
|
" const existing_stylesheets = []\n",
|
|
" const links = document.getElementsByTagName('link')\n",
|
|
" for (let i = 0; i < links.length; i++) {\n",
|
|
" const link = links[i]\n",
|
|
" if (link.href != null) {\n",
|
|
" existing_stylesheets.push(link.href)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" for (let i = 0; i < css_urls.length; i++) {\n",
|
|
" const url = css_urls[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
|
|
" on_load()\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" const element = document.createElement(\"link\");\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\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",
|
|
" } var existing_scripts = []\n",
|
|
" const scripts = document.getElementsByTagName('script')\n",
|
|
" for (let i = 0; i < scripts.length; i++) {\n",
|
|
" var script = scripts[i]\n",
|
|
" if (script.src != null) {\n",
|
|
" existing_scripts.push(script.src)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" for (let i = 0; i < js_urls.length; i++) {\n",
|
|
" const url = js_urls[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" const element = document.createElement('script');\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\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",
|
|
" for (let i = 0; i < js_modules.length; i++) {\n",
|
|
" const url = js_modules[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" var element = document.createElement('script');\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\n",
|
|
" element.async = false;\n",
|
|
" element.src = url;\n",
|
|
" element.type = \"module\";\n",
|
|
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
|
" document.head.appendChild(element);\n",
|
|
" }\n",
|
|
" for (const name in js_exports) {\n",
|
|
" const url = js_exports[name];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" var element = document.createElement('script');\n",
|
|
" element.onerror = on_error;\n",
|
|
" element.async = false;\n",
|
|
" element.type = \"module\";\n",
|
|
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
|
" element.textContent = `\n",
|
|
" import ${name} from \"${url}\"\n",
|
|
" window.${name} = ${name}\n",
|
|
" window._bokeh_on_load()\n",
|
|
" `\n",
|
|
" document.head.appendChild(element);\n",
|
|
" }\n",
|
|
" if (!js_urls.length && !js_modules.length) {\n",
|
|
" on_load()\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.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n",
|
|
" const js_modules = [];\n",
|
|
" const js_exports = {};\n",
|
|
" const css_urls = [];\n",
|
|
" const inline_js = [ function(Bokeh) {\n",
|
|
" Bokeh.set_log_level(\"info\");\n",
|
|
" },\n",
|
|
"function(Bokeh) {} // ensure no trailing comma for IE\n",
|
|
" ];\n",
|
|
"\n",
|
|
" function run_inline_js() {\n",
|
|
" if ((root.Bokeh !== undefined) || (force === true)) {\n",
|
|
" for (let i = 0; i < inline_js.length; i++) {\n",
|
|
" try {\n",
|
|
" inline_js[i].call(root, root.Bokeh);\n",
|
|
" } catch(e) {\n",
|
|
" if (!reloading) {\n",
|
|
" throw e;\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }\n",
|
|
" // Cache old bokeh versions\n",
|
|
" if (Bokeh != undefined && !reloading) {\n",
|
|
" var NewBokeh = root.Bokeh;\n",
|
|
" if (Bokeh.versions === undefined) {\n",
|
|
" Bokeh.versions = new Map();\n",
|
|
" }\n",
|
|
" if (NewBokeh.version !== Bokeh.version) {\n",
|
|
" Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
|
|
" }\n",
|
|
" root.Bokeh = Bokeh;\n",
|
|
" }\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",
|
|
" }\n",
|
|
" root._bokeh_is_initializing = false\n",
|
|
" }\n",
|
|
"\n",
|
|
" function load_or_wait() {\n",
|
|
" // Implement a backoff loop that tries to ensure we do not load multiple\n",
|
|
" // versions of Bokeh and its dependencies at the same time.\n",
|
|
" // In recent versions we use the root._bokeh_is_initializing flag\n",
|
|
" // to determine whether there is an ongoing attempt to initialize\n",
|
|
" // bokeh, however for backward compatibility we also try to ensure\n",
|
|
" // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
|
|
" // before older versions are fully initialized.\n",
|
|
" if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
|
|
" // If the timeout and bokeh was not successfully loaded we reset\n",
|
|
" // everything and try loading again\n",
|
|
" root._bokeh_timeout = Date.now() + 5000;\n",
|
|
" root._bokeh_is_initializing = false;\n",
|
|
" root._bokeh_onload_callbacks = undefined;\n",
|
|
" root._bokeh_is_loading = 0\n",
|
|
" console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
|
|
" load_or_wait();\n",
|
|
" } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
|
|
" setTimeout(load_or_wait, 100);\n",
|
|
" } else {\n",
|
|
" root._bokeh_is_initializing = true\n",
|
|
" root._bokeh_onload_callbacks = []\n",
|
|
" const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
|
|
" if (!reloading && !bokeh_loaded) {\n",
|
|
" if (root.Bokeh) {\n",
|
|
" root.Bokeh = undefined;\n",
|
|
" }\n",
|
|
" console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
|
|
" }\n",
|
|
" load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
|
|
" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
|
|
" run_inline_js();\n",
|
|
" });\n",
|
|
" }\n",
|
|
" }\n",
|
|
" // Give older versions of the autoload script a head-start to ensure\n",
|
|
" // they initialize before we start loading newer version.\n",
|
|
" setTimeout(load_or_wait, 100)\n",
|
|
"}(window));"
|
|
],
|
|
"application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = false;\n const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n const reloading = true;\n const Bokeh = root.Bokeh;\n\n // Set a timeout for this load but only if we are not already initializing\n if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n // Don't load bokeh if it is still initializing\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n // There is nothing to load\n run_callbacks();\n return null;\n }\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 window._bokeh_on_load = on_load\n\n function on_error(e) {\n const src_el = e.srcElement\n console.error(\"failed to load \" + (src_el.href || src_el.src));\n }\n\n const skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n root._bokeh_is_loading = css_urls.length + 0;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n const existing_stylesheets = []\n const links = document.getElementsByTagName('link')\n for (let i = 0; i < links.length; i++) {\n const link = links[i]\n if (link.href != null) {\n existing_stylesheets.push(link.href)\n }\n }\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const escaped = encodeURI(url)\n if (existing_stylesheets.indexOf(escaped) !== -1) {\n on_load()\n continue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } var existing_scripts = []\n const scripts = document.getElementsByTagName('script')\n for (let i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n existing_scripts.push(script.src)\n }\n }\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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 for (let i = 0; i < js_modules.length; i++) {\n const url = js_modules[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n const url = js_exports[name];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\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.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n const js_modules = [];\n const js_exports = {};\n const css_urls = [];\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (let i = 0; i < inline_js.length; i++) {\n try {\n inline_js[i].call(root, root.Bokeh);\n } catch(e) {\n if (!reloading) {\n throw e;\n }\n }\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n var NewBokeh = root.Bokeh;\n if (Bokeh.versions === undefined) {\n Bokeh.versions = new Map();\n }\n if (NewBokeh.version !== Bokeh.version) {\n Bokeh.versions.set(NewBokeh.version, NewBokeh)\n }\n root.Bokeh = Bokeh;\n }\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 }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n // If the timeout and bokeh was not successfully loaded we reset\n // everything and try loading again\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n root._bokeh_is_loading = 0\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = []\n const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n if (!reloading && !bokeh_loaded) {\n if (root.Bokeh) {\n root.Bokeh = undefined;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"\n",
|
|
"if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
|
|
" window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
" function JupyterCommManager() {\n",
|
|
" }\n",
|
|
"\n",
|
|
" JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
|
|
" if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
|
|
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
|
|
" comm_manager.register_target(comm_id, function(comm) {\n",
|
|
" comm.on_msg(msg_handler);\n",
|
|
" });\n",
|
|
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
|
|
" window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
|
|
" comm.onMsg = msg_handler;\n",
|
|
" });\n",
|
|
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
|
|
" google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
|
|
" var messages = comm.messages[Symbol.asyncIterator]();\n",
|
|
" function processIteratorResult(result) {\n",
|
|
" var message = result.value;\n",
|
|
" var content = {data: message.data, comm_id};\n",
|
|
" var buffers = []\n",
|
|
" for (var buffer of message.buffers || []) {\n",
|
|
" buffers.push(new DataView(buffer))\n",
|
|
" }\n",
|
|
" var metadata = message.metadata || {};\n",
|
|
" var msg = {content, buffers, metadata}\n",
|
|
" msg_handler(msg);\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" })\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
|
|
" if (comm_id in window.PyViz.comms) {\n",
|
|
" return window.PyViz.comms[comm_id];\n",
|
|
" } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
|
|
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
|
|
" var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
|
|
" if (msg_handler) {\n",
|
|
" comm.on_msg(msg_handler);\n",
|
|
" }\n",
|
|
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
|
|
" var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
|
|
" let retries = 0;\n",
|
|
" const open = () => {\n",
|
|
" if (comm.active) {\n",
|
|
" comm.open();\n",
|
|
" } else if (retries > 3) {\n",
|
|
" console.warn('Comm target never activated')\n",
|
|
" } else {\n",
|
|
" retries += 1\n",
|
|
" setTimeout(open, 500)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" if (comm.active) {\n",
|
|
" comm.open();\n",
|
|
" } else {\n",
|
|
" setTimeout(open, 500)\n",
|
|
" }\n",
|
|
" if (msg_handler) {\n",
|
|
" comm.onMsg = msg_handler;\n",
|
|
" }\n",
|
|
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
|
|
" var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
|
|
" comm_promise.then((comm) => {\n",
|
|
" window.PyViz.comms[comm_id] = comm;\n",
|
|
" if (msg_handler) {\n",
|
|
" var messages = comm.messages[Symbol.asyncIterator]();\n",
|
|
" function processIteratorResult(result) {\n",
|
|
" var message = result.value;\n",
|
|
" var content = {data: message.data};\n",
|
|
" var metadata = message.metadata || {comm_id};\n",
|
|
" var msg = {content, metadata}\n",
|
|
" msg_handler(msg);\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" })\n",
|
|
" var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
|
|
" return comm_promise.then((comm) => {\n",
|
|
" comm.send(data, metadata, buffers, disposeOnDone);\n",
|
|
" });\n",
|
|
" };\n",
|
|
" var comm = {\n",
|
|
" send: sendClosure\n",
|
|
" };\n",
|
|
" }\n",
|
|
" window.PyViz.comms[comm_id] = comm;\n",
|
|
" return comm;\n",
|
|
" }\n",
|
|
" window.PyViz.comm_manager = new JupyterCommManager();\n",
|
|
" \n",
|
|
"\n",
|
|
"\n",
|
|
"var JS_MIME_TYPE = 'application/javascript';\n",
|
|
"var HTML_MIME_TYPE = 'text/html';\n",
|
|
"var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
|
|
"var CLASS_NAME = 'output';\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Render data to the DOM node\n",
|
|
" */\n",
|
|
"function render(props, node) {\n",
|
|
" var div = document.createElement(\"div\");\n",
|
|
" var script = document.createElement(\"script\");\n",
|
|
" node.appendChild(div);\n",
|
|
" node.appendChild(script);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle when a new output is added\n",
|
|
" */\n",
|
|
"function handle_add_output(event, handle) {\n",
|
|
" var output_area = handle.output_area;\n",
|
|
" var output = handle.output;\n",
|
|
" if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
|
|
" return\n",
|
|
" }\n",
|
|
" var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
|
|
" var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
|
|
" if (id !== undefined) {\n",
|
|
" var nchildren = toinsert.length;\n",
|
|
" var html_node = toinsert[nchildren-1].children[0];\n",
|
|
" html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
|
" var scripts = [];\n",
|
|
" var nodelist = html_node.querySelectorAll(\"script\");\n",
|
|
" for (var i in nodelist) {\n",
|
|
" if (nodelist.hasOwnProperty(i)) {\n",
|
|
" scripts.push(nodelist[i])\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" scripts.forEach( function (oldScript) {\n",
|
|
" var newScript = document.createElement(\"script\");\n",
|
|
" var attrs = [];\n",
|
|
" var nodemap = oldScript.attributes;\n",
|
|
" for (var j in nodemap) {\n",
|
|
" if (nodemap.hasOwnProperty(j)) {\n",
|
|
" attrs.push(nodemap[j])\n",
|
|
" }\n",
|
|
" }\n",
|
|
" attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
|
|
" newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
|
|
" oldScript.parentNode.replaceChild(newScript, oldScript);\n",
|
|
" });\n",
|
|
" if (JS_MIME_TYPE in output.data) {\n",
|
|
" toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
|
|
" }\n",
|
|
" output_area._hv_plot_id = id;\n",
|
|
" if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
|
|
" window.PyViz.plot_index[id] = Bokeh.index[id];\n",
|
|
" } else {\n",
|
|
" window.PyViz.plot_index[id] = null;\n",
|
|
" }\n",
|
|
" } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
|
|
" var bk_div = document.createElement(\"div\");\n",
|
|
" bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
|
" var script_attrs = bk_div.children[0].attributes;\n",
|
|
" for (var i = 0; i < script_attrs.length; i++) {\n",
|
|
" toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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",
|
|
"/**\n",
|
|
" * Handle when an output is cleared or removed\n",
|
|
" */\n",
|
|
"function handle_clear_output(event, handle) {\n",
|
|
" var id = handle.cell.output_area._hv_plot_id;\n",
|
|
" var server_id = handle.cell.output_area._bokeh_server_id;\n",
|
|
" if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
|
|
" var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
|
|
" if (server_id !== null) {\n",
|
|
" comm.send({event_type: 'server_delete', 'id': server_id});\n",
|
|
" return;\n",
|
|
" } else if (comm !== null) {\n",
|
|
" comm.send({event_type: 'delete', 'id': id});\n",
|
|
" }\n",
|
|
" delete PyViz.plot_index[id];\n",
|
|
" if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
|
|
" var doc = window.Bokeh.index[id].model.document\n",
|
|
" doc.clear();\n",
|
|
" const i = window.Bokeh.documents.indexOf(doc);\n",
|
|
" if (i > -1) {\n",
|
|
" window.Bokeh.documents.splice(i, 1);\n",
|
|
" }\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle kernel restart event\n",
|
|
" */\n",
|
|
"function handle_kernel_cleanup(event, handle) {\n",
|
|
" delete PyViz.comms[\"hv-extension-comm\"];\n",
|
|
" window.PyViz.plot_index = {}\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle update_display_data messages\n",
|
|
" */\n",
|
|
"function handle_update_output(event, handle) {\n",
|
|
" handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
|
|
" handle_add_output(event, handle)\n",
|
|
"}\n",
|
|
"\n",
|
|
"function register_renderer(events, OutputArea) {\n",
|
|
" function append_mime(data, metadata, element) {\n",
|
|
" // create a DOM node to render to\n",
|
|
" var 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",
|
|
" var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
|
|
" render(props, toinsert[0]);\n",
|
|
" element.append(toinsert);\n",
|
|
" return toinsert\n",
|
|
" }\n",
|
|
"\n",
|
|
" events.on('output_added.OutputArea', handle_add_output);\n",
|
|
" events.on('output_updated.OutputArea', handle_update_output);\n",
|
|
" events.on('clear_output.CodeCell', handle_clear_output);\n",
|
|
" events.on('delete.Cell', handle_clear_output);\n",
|
|
" events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
|
|
"\n",
|
|
" OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
|
|
" safe: true,\n",
|
|
" index: 0\n",
|
|
" });\n",
|
|
"}\n",
|
|
"\n",
|
|
"if (window.Jupyter !== undefined) {\n",
|
|
" try {\n",
|
|
" var events = require('base/js/events');\n",
|
|
" var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
|
|
" if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
|
|
" register_renderer(events, OutputArea);\n",
|
|
" }\n",
|
|
" } catch(err) {\n",
|
|
" }\n",
|
|
"}\n"
|
|
],
|
|
"application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n let retries = 0;\n const open = () => {\n if (comm.active) {\n comm.open();\n } else if (retries > 3) {\n console.warn('Comm target never activated')\n } else {\n retries += 1\n setTimeout(open, 500)\n }\n }\n if (comm.active) {\n comm.open();\n } else {\n setTimeout(open, 500)\n }\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n })\n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var 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 var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
|
|
"*[data-root-id] > * {\n",
|
|
" box-sizing: border-box;\n",
|
|
" font-family: var(--jp-ui-font-family);\n",
|
|
" font-size: var(--jp-ui-font-size1);\n",
|
|
" color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Override VSCode background color */\n",
|
|
".cell-output-ipywidget-background:has(\n",
|
|
" > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
|
|
"),\n",
|
|
".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
|
|
" background-color: transparent !important;\n",
|
|
"}\n",
|
|
"</style>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"(function(root) {\n",
|
|
" function now() {\n",
|
|
" return new Date();\n",
|
|
" }\n",
|
|
"\n",
|
|
" const force = false;\n",
|
|
" const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
|
|
" const reloading = true;\n",
|
|
" const Bokeh = root.Bokeh;\n",
|
|
"\n",
|
|
" // Set a timeout for this load but only if we are not already initializing\n",
|
|
" if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
|
|
" root._bokeh_timeout = Date.now() + 5000;\n",
|
|
" root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n",
|
|
" if (css_urls == null) css_urls = [];\n",
|
|
" if (js_urls == null) js_urls = [];\n",
|
|
" if (js_modules == null) js_modules = [];\n",
|
|
" if (js_exports == null) js_exports = {};\n",
|
|
"\n",
|
|
" root._bokeh_onload_callbacks.push(callback);\n",
|
|
"\n",
|
|
" if (root._bokeh_is_loading > 0) {\n",
|
|
" // Don't load bokeh if it is still initializing\n",
|
|
" console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
|
|
" return null;\n",
|
|
" } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
|
|
" // There is nothing to load\n",
|
|
" run_callbacks();\n",
|
|
" return null;\n",
|
|
" }\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",
|
|
" window._bokeh_on_load = on_load\n",
|
|
"\n",
|
|
" function on_error(e) {\n",
|
|
" const src_el = e.srcElement\n",
|
|
" console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
|
|
" }\n",
|
|
"\n",
|
|
" const skip = [];\n",
|
|
" if (window.requirejs) {\n",
|
|
" window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
|
|
" root._bokeh_is_loading = css_urls.length + 0;\n",
|
|
" } else {\n",
|
|
" root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
|
|
" }\n",
|
|
"\n",
|
|
" const existing_stylesheets = []\n",
|
|
" const links = document.getElementsByTagName('link')\n",
|
|
" for (let i = 0; i < links.length; i++) {\n",
|
|
" const link = links[i]\n",
|
|
" if (link.href != null) {\n",
|
|
" existing_stylesheets.push(link.href)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" for (let i = 0; i < css_urls.length; i++) {\n",
|
|
" const url = css_urls[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
|
|
" on_load()\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" const element = document.createElement(\"link\");\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\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",
|
|
" } var existing_scripts = []\n",
|
|
" const scripts = document.getElementsByTagName('script')\n",
|
|
" for (let i = 0; i < scripts.length; i++) {\n",
|
|
" var script = scripts[i]\n",
|
|
" if (script.src != null) {\n",
|
|
" existing_scripts.push(script.src)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" for (let i = 0; i < js_urls.length; i++) {\n",
|
|
" const url = js_urls[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" const element = document.createElement('script');\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\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",
|
|
" for (let i = 0; i < js_modules.length; i++) {\n",
|
|
" const url = js_modules[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" var element = document.createElement('script');\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\n",
|
|
" element.async = false;\n",
|
|
" element.src = url;\n",
|
|
" element.type = \"module\";\n",
|
|
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
|
" document.head.appendChild(element);\n",
|
|
" }\n",
|
|
" for (const name in js_exports) {\n",
|
|
" const url = js_exports[name];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" var element = document.createElement('script');\n",
|
|
" element.onerror = on_error;\n",
|
|
" element.async = false;\n",
|
|
" element.type = \"module\";\n",
|
|
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
|
" element.textContent = `\n",
|
|
" import ${name} from \"${url}\"\n",
|
|
" window.${name} = ${name}\n",
|
|
" window._bokeh_on_load()\n",
|
|
" `\n",
|
|
" document.head.appendChild(element);\n",
|
|
" }\n",
|
|
" if (!js_urls.length && !js_modules.length) {\n",
|
|
" on_load()\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.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n",
|
|
" const js_modules = [];\n",
|
|
" const js_exports = {};\n",
|
|
" const css_urls = [];\n",
|
|
" const inline_js = [ function(Bokeh) {\n",
|
|
" Bokeh.set_log_level(\"info\");\n",
|
|
" },\n",
|
|
"function(Bokeh) {} // ensure no trailing comma for IE\n",
|
|
" ];\n",
|
|
"\n",
|
|
" function run_inline_js() {\n",
|
|
" if ((root.Bokeh !== undefined) || (force === true)) {\n",
|
|
" for (let i = 0; i < inline_js.length; i++) {\n",
|
|
" try {\n",
|
|
" inline_js[i].call(root, root.Bokeh);\n",
|
|
" } catch(e) {\n",
|
|
" if (!reloading) {\n",
|
|
" throw e;\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }\n",
|
|
" // Cache old bokeh versions\n",
|
|
" if (Bokeh != undefined && !reloading) {\n",
|
|
" var NewBokeh = root.Bokeh;\n",
|
|
" if (Bokeh.versions === undefined) {\n",
|
|
" Bokeh.versions = new Map();\n",
|
|
" }\n",
|
|
" if (NewBokeh.version !== Bokeh.version) {\n",
|
|
" Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
|
|
" }\n",
|
|
" root.Bokeh = Bokeh;\n",
|
|
" }\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",
|
|
" }\n",
|
|
" root._bokeh_is_initializing = false\n",
|
|
" }\n",
|
|
"\n",
|
|
" function load_or_wait() {\n",
|
|
" // Implement a backoff loop that tries to ensure we do not load multiple\n",
|
|
" // versions of Bokeh and its dependencies at the same time.\n",
|
|
" // In recent versions we use the root._bokeh_is_initializing flag\n",
|
|
" // to determine whether there is an ongoing attempt to initialize\n",
|
|
" // bokeh, however for backward compatibility we also try to ensure\n",
|
|
" // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
|
|
" // before older versions are fully initialized.\n",
|
|
" if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
|
|
" // If the timeout and bokeh was not successfully loaded we reset\n",
|
|
" // everything and try loading again\n",
|
|
" root._bokeh_timeout = Date.now() + 5000;\n",
|
|
" root._bokeh_is_initializing = false;\n",
|
|
" root._bokeh_onload_callbacks = undefined;\n",
|
|
" root._bokeh_is_loading = 0\n",
|
|
" console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
|
|
" load_or_wait();\n",
|
|
" } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
|
|
" setTimeout(load_or_wait, 100);\n",
|
|
" } else {\n",
|
|
" root._bokeh_is_initializing = true\n",
|
|
" root._bokeh_onload_callbacks = []\n",
|
|
" const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
|
|
" if (!reloading && !bokeh_loaded) {\n",
|
|
" if (root.Bokeh) {\n",
|
|
" root.Bokeh = undefined;\n",
|
|
" }\n",
|
|
" console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
|
|
" }\n",
|
|
" load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
|
|
" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
|
|
" run_inline_js();\n",
|
|
" });\n",
|
|
" }\n",
|
|
" }\n",
|
|
" // Give older versions of the autoload script a head-start to ensure\n",
|
|
" // they initialize before we start loading newer version.\n",
|
|
" setTimeout(load_or_wait, 100)\n",
|
|
"}(window));"
|
|
],
|
|
"application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = false;\n const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n const reloading = true;\n const Bokeh = root.Bokeh;\n\n // Set a timeout for this load but only if we are not already initializing\n if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n // Don't load bokeh if it is still initializing\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n // There is nothing to load\n run_callbacks();\n return null;\n }\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 window._bokeh_on_load = on_load\n\n function on_error(e) {\n const src_el = e.srcElement\n console.error(\"failed to load \" + (src_el.href || src_el.src));\n }\n\n const skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n root._bokeh_is_loading = css_urls.length + 0;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n const existing_stylesheets = []\n const links = document.getElementsByTagName('link')\n for (let i = 0; i < links.length; i++) {\n const link = links[i]\n if (link.href != null) {\n existing_stylesheets.push(link.href)\n }\n }\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const escaped = encodeURI(url)\n if (existing_stylesheets.indexOf(escaped) !== -1) {\n on_load()\n continue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } var existing_scripts = []\n const scripts = document.getElementsByTagName('script')\n for (let i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n existing_scripts.push(script.src)\n }\n }\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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 for (let i = 0; i < js_modules.length; i++) {\n const url = js_modules[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n const url = js_exports[name];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\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.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n const js_modules = [];\n const js_exports = {};\n const css_urls = [];\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (let i = 0; i < inline_js.length; i++) {\n try {\n inline_js[i].call(root, root.Bokeh);\n } catch(e) {\n if (!reloading) {\n throw e;\n }\n }\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n var NewBokeh = root.Bokeh;\n if (Bokeh.versions === undefined) {\n Bokeh.versions = new Map();\n }\n if (NewBokeh.version !== Bokeh.version) {\n Bokeh.versions.set(NewBokeh.version, NewBokeh)\n }\n root.Bokeh = Bokeh;\n }\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 }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n // If the timeout and bokeh was not successfully loaded we reset\n // everything and try loading again\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n root._bokeh_is_loading = 0\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = []\n const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n if (!reloading && !bokeh_loaded) {\n if (root.Bokeh) {\n root.Bokeh = undefined;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"\n",
|
|
"if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
|
|
" window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
" function JupyterCommManager() {\n",
|
|
" }\n",
|
|
"\n",
|
|
" JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
|
|
" if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
|
|
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
|
|
" comm_manager.register_target(comm_id, function(comm) {\n",
|
|
" comm.on_msg(msg_handler);\n",
|
|
" });\n",
|
|
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
|
|
" window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
|
|
" comm.onMsg = msg_handler;\n",
|
|
" });\n",
|
|
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
|
|
" google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
|
|
" var messages = comm.messages[Symbol.asyncIterator]();\n",
|
|
" function processIteratorResult(result) {\n",
|
|
" var message = result.value;\n",
|
|
" var content = {data: message.data, comm_id};\n",
|
|
" var buffers = []\n",
|
|
" for (var buffer of message.buffers || []) {\n",
|
|
" buffers.push(new DataView(buffer))\n",
|
|
" }\n",
|
|
" var metadata = message.metadata || {};\n",
|
|
" var msg = {content, buffers, metadata}\n",
|
|
" msg_handler(msg);\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" })\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
|
|
" if (comm_id in window.PyViz.comms) {\n",
|
|
" return window.PyViz.comms[comm_id];\n",
|
|
" } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
|
|
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
|
|
" var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
|
|
" if (msg_handler) {\n",
|
|
" comm.on_msg(msg_handler);\n",
|
|
" }\n",
|
|
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
|
|
" var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
|
|
" let retries = 0;\n",
|
|
" const open = () => {\n",
|
|
" if (comm.active) {\n",
|
|
" comm.open();\n",
|
|
" } else if (retries > 3) {\n",
|
|
" console.warn('Comm target never activated')\n",
|
|
" } else {\n",
|
|
" retries += 1\n",
|
|
" setTimeout(open, 500)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" if (comm.active) {\n",
|
|
" comm.open();\n",
|
|
" } else {\n",
|
|
" setTimeout(open, 500)\n",
|
|
" }\n",
|
|
" if (msg_handler) {\n",
|
|
" comm.onMsg = msg_handler;\n",
|
|
" }\n",
|
|
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
|
|
" var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
|
|
" comm_promise.then((comm) => {\n",
|
|
" window.PyViz.comms[comm_id] = comm;\n",
|
|
" if (msg_handler) {\n",
|
|
" var messages = comm.messages[Symbol.asyncIterator]();\n",
|
|
" function processIteratorResult(result) {\n",
|
|
" var message = result.value;\n",
|
|
" var content = {data: message.data};\n",
|
|
" var metadata = message.metadata || {comm_id};\n",
|
|
" var msg = {content, metadata}\n",
|
|
" msg_handler(msg);\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" })\n",
|
|
" var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
|
|
" return comm_promise.then((comm) => {\n",
|
|
" comm.send(data, metadata, buffers, disposeOnDone);\n",
|
|
" });\n",
|
|
" };\n",
|
|
" var comm = {\n",
|
|
" send: sendClosure\n",
|
|
" };\n",
|
|
" }\n",
|
|
" window.PyViz.comms[comm_id] = comm;\n",
|
|
" return comm;\n",
|
|
" }\n",
|
|
" window.PyViz.comm_manager = new JupyterCommManager();\n",
|
|
" \n",
|
|
"\n",
|
|
"\n",
|
|
"var JS_MIME_TYPE = 'application/javascript';\n",
|
|
"var HTML_MIME_TYPE = 'text/html';\n",
|
|
"var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
|
|
"var CLASS_NAME = 'output';\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Render data to the DOM node\n",
|
|
" */\n",
|
|
"function render(props, node) {\n",
|
|
" var div = document.createElement(\"div\");\n",
|
|
" var script = document.createElement(\"script\");\n",
|
|
" node.appendChild(div);\n",
|
|
" node.appendChild(script);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle when a new output is added\n",
|
|
" */\n",
|
|
"function handle_add_output(event, handle) {\n",
|
|
" var output_area = handle.output_area;\n",
|
|
" var output = handle.output;\n",
|
|
" if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
|
|
" return\n",
|
|
" }\n",
|
|
" var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
|
|
" var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
|
|
" if (id !== undefined) {\n",
|
|
" var nchildren = toinsert.length;\n",
|
|
" var html_node = toinsert[nchildren-1].children[0];\n",
|
|
" html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
|
" var scripts = [];\n",
|
|
" var nodelist = html_node.querySelectorAll(\"script\");\n",
|
|
" for (var i in nodelist) {\n",
|
|
" if (nodelist.hasOwnProperty(i)) {\n",
|
|
" scripts.push(nodelist[i])\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" scripts.forEach( function (oldScript) {\n",
|
|
" var newScript = document.createElement(\"script\");\n",
|
|
" var attrs = [];\n",
|
|
" var nodemap = oldScript.attributes;\n",
|
|
" for (var j in nodemap) {\n",
|
|
" if (nodemap.hasOwnProperty(j)) {\n",
|
|
" attrs.push(nodemap[j])\n",
|
|
" }\n",
|
|
" }\n",
|
|
" attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
|
|
" newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
|
|
" oldScript.parentNode.replaceChild(newScript, oldScript);\n",
|
|
" });\n",
|
|
" if (JS_MIME_TYPE in output.data) {\n",
|
|
" toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
|
|
" }\n",
|
|
" output_area._hv_plot_id = id;\n",
|
|
" if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
|
|
" window.PyViz.plot_index[id] = Bokeh.index[id];\n",
|
|
" } else {\n",
|
|
" window.PyViz.plot_index[id] = null;\n",
|
|
" }\n",
|
|
" } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
|
|
" var bk_div = document.createElement(\"div\");\n",
|
|
" bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
|
" var script_attrs = bk_div.children[0].attributes;\n",
|
|
" for (var i = 0; i < script_attrs.length; i++) {\n",
|
|
" toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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",
|
|
"/**\n",
|
|
" * Handle when an output is cleared or removed\n",
|
|
" */\n",
|
|
"function handle_clear_output(event, handle) {\n",
|
|
" var id = handle.cell.output_area._hv_plot_id;\n",
|
|
" var server_id = handle.cell.output_area._bokeh_server_id;\n",
|
|
" if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
|
|
" var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
|
|
" if (server_id !== null) {\n",
|
|
" comm.send({event_type: 'server_delete', 'id': server_id});\n",
|
|
" return;\n",
|
|
" } else if (comm !== null) {\n",
|
|
" comm.send({event_type: 'delete', 'id': id});\n",
|
|
" }\n",
|
|
" delete PyViz.plot_index[id];\n",
|
|
" if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
|
|
" var doc = window.Bokeh.index[id].model.document\n",
|
|
" doc.clear();\n",
|
|
" const i = window.Bokeh.documents.indexOf(doc);\n",
|
|
" if (i > -1) {\n",
|
|
" window.Bokeh.documents.splice(i, 1);\n",
|
|
" }\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle kernel restart event\n",
|
|
" */\n",
|
|
"function handle_kernel_cleanup(event, handle) {\n",
|
|
" delete PyViz.comms[\"hv-extension-comm\"];\n",
|
|
" window.PyViz.plot_index = {}\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle update_display_data messages\n",
|
|
" */\n",
|
|
"function handle_update_output(event, handle) {\n",
|
|
" handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
|
|
" handle_add_output(event, handle)\n",
|
|
"}\n",
|
|
"\n",
|
|
"function register_renderer(events, OutputArea) {\n",
|
|
" function append_mime(data, metadata, element) {\n",
|
|
" // create a DOM node to render to\n",
|
|
" var 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",
|
|
" var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
|
|
" render(props, toinsert[0]);\n",
|
|
" element.append(toinsert);\n",
|
|
" return toinsert\n",
|
|
" }\n",
|
|
"\n",
|
|
" events.on('output_added.OutputArea', handle_add_output);\n",
|
|
" events.on('output_updated.OutputArea', handle_update_output);\n",
|
|
" events.on('clear_output.CodeCell', handle_clear_output);\n",
|
|
" events.on('delete.Cell', handle_clear_output);\n",
|
|
" events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
|
|
"\n",
|
|
" OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
|
|
" safe: true,\n",
|
|
" index: 0\n",
|
|
" });\n",
|
|
"}\n",
|
|
"\n",
|
|
"if (window.Jupyter !== undefined) {\n",
|
|
" try {\n",
|
|
" var events = require('base/js/events');\n",
|
|
" var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
|
|
" if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
|
|
" register_renderer(events, OutputArea);\n",
|
|
" }\n",
|
|
" } catch(err) {\n",
|
|
" }\n",
|
|
"}\n"
|
|
],
|
|
"application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n let retries = 0;\n const open = () => {\n if (comm.active) {\n comm.open();\n } else if (retries > 3) {\n console.warn('Comm target never activated')\n } else {\n retries += 1\n setTimeout(open, 500)\n }\n }\n if (comm.active) {\n comm.open();\n } else {\n setTimeout(open, 500)\n }\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n })\n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var 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 var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
|
|
"*[data-root-id] > * {\n",
|
|
" box-sizing: border-box;\n",
|
|
" font-family: var(--jp-ui-font-family);\n",
|
|
" font-size: var(--jp-ui-font-size1);\n",
|
|
" color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Override VSCode background color */\n",
|
|
".cell-output-ipywidget-background:has(\n",
|
|
" > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
|
|
"),\n",
|
|
".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
|
|
" background-color: transparent !important;\n",
|
|
"}\n",
|
|
"</style>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"(function(root) {\n",
|
|
" function now() {\n",
|
|
" return new Date();\n",
|
|
" }\n",
|
|
"\n",
|
|
" const force = false;\n",
|
|
" const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
|
|
" const reloading = true;\n",
|
|
" const Bokeh = root.Bokeh;\n",
|
|
"\n",
|
|
" // Set a timeout for this load but only if we are not already initializing\n",
|
|
" if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
|
|
" root._bokeh_timeout = Date.now() + 5000;\n",
|
|
" root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n",
|
|
" if (css_urls == null) css_urls = [];\n",
|
|
" if (js_urls == null) js_urls = [];\n",
|
|
" if (js_modules == null) js_modules = [];\n",
|
|
" if (js_exports == null) js_exports = {};\n",
|
|
"\n",
|
|
" root._bokeh_onload_callbacks.push(callback);\n",
|
|
"\n",
|
|
" if (root._bokeh_is_loading > 0) {\n",
|
|
" // Don't load bokeh if it is still initializing\n",
|
|
" console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
|
|
" return null;\n",
|
|
" } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
|
|
" // There is nothing to load\n",
|
|
" run_callbacks();\n",
|
|
" return null;\n",
|
|
" }\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",
|
|
" window._bokeh_on_load = on_load\n",
|
|
"\n",
|
|
" function on_error(e) {\n",
|
|
" const src_el = e.srcElement\n",
|
|
" console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
|
|
" }\n",
|
|
"\n",
|
|
" const skip = [];\n",
|
|
" if (window.requirejs) {\n",
|
|
" window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
|
|
" root._bokeh_is_loading = css_urls.length + 0;\n",
|
|
" } else {\n",
|
|
" root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
|
|
" }\n",
|
|
"\n",
|
|
" const existing_stylesheets = []\n",
|
|
" const links = document.getElementsByTagName('link')\n",
|
|
" for (let i = 0; i < links.length; i++) {\n",
|
|
" const link = links[i]\n",
|
|
" if (link.href != null) {\n",
|
|
" existing_stylesheets.push(link.href)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" for (let i = 0; i < css_urls.length; i++) {\n",
|
|
" const url = css_urls[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
|
|
" on_load()\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" const element = document.createElement(\"link\");\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\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",
|
|
" } var existing_scripts = []\n",
|
|
" const scripts = document.getElementsByTagName('script')\n",
|
|
" for (let i = 0; i < scripts.length; i++) {\n",
|
|
" var script = scripts[i]\n",
|
|
" if (script.src != null) {\n",
|
|
" existing_scripts.push(script.src)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" for (let i = 0; i < js_urls.length; i++) {\n",
|
|
" const url = js_urls[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" const element = document.createElement('script');\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\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",
|
|
" for (let i = 0; i < js_modules.length; i++) {\n",
|
|
" const url = js_modules[i];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" var element = document.createElement('script');\n",
|
|
" element.onload = on_load;\n",
|
|
" element.onerror = on_error;\n",
|
|
" element.async = false;\n",
|
|
" element.src = url;\n",
|
|
" element.type = \"module\";\n",
|
|
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
|
" document.head.appendChild(element);\n",
|
|
" }\n",
|
|
" for (const name in js_exports) {\n",
|
|
" const url = js_exports[name];\n",
|
|
" const escaped = encodeURI(url)\n",
|
|
" if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
|
|
" if (!window.requirejs) {\n",
|
|
" on_load();\n",
|
|
" }\n",
|
|
" continue;\n",
|
|
" }\n",
|
|
" var element = document.createElement('script');\n",
|
|
" element.onerror = on_error;\n",
|
|
" element.async = false;\n",
|
|
" element.type = \"module\";\n",
|
|
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
|
" element.textContent = `\n",
|
|
" import ${name} from \"${url}\"\n",
|
|
" window.${name} = ${name}\n",
|
|
" window._bokeh_on_load()\n",
|
|
" `\n",
|
|
" document.head.appendChild(element);\n",
|
|
" }\n",
|
|
" if (!js_urls.length && !js_modules.length) {\n",
|
|
" on_load()\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.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n",
|
|
" const js_modules = [];\n",
|
|
" const js_exports = {};\n",
|
|
" const css_urls = [];\n",
|
|
" const inline_js = [ function(Bokeh) {\n",
|
|
" Bokeh.set_log_level(\"info\");\n",
|
|
" },\n",
|
|
"function(Bokeh) {} // ensure no trailing comma for IE\n",
|
|
" ];\n",
|
|
"\n",
|
|
" function run_inline_js() {\n",
|
|
" if ((root.Bokeh !== undefined) || (force === true)) {\n",
|
|
" for (let i = 0; i < inline_js.length; i++) {\n",
|
|
" try {\n",
|
|
" inline_js[i].call(root, root.Bokeh);\n",
|
|
" } catch(e) {\n",
|
|
" if (!reloading) {\n",
|
|
" throw e;\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }\n",
|
|
" // Cache old bokeh versions\n",
|
|
" if (Bokeh != undefined && !reloading) {\n",
|
|
" var NewBokeh = root.Bokeh;\n",
|
|
" if (Bokeh.versions === undefined) {\n",
|
|
" Bokeh.versions = new Map();\n",
|
|
" }\n",
|
|
" if (NewBokeh.version !== Bokeh.version) {\n",
|
|
" Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
|
|
" }\n",
|
|
" root.Bokeh = Bokeh;\n",
|
|
" }\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",
|
|
" }\n",
|
|
" root._bokeh_is_initializing = false\n",
|
|
" }\n",
|
|
"\n",
|
|
" function load_or_wait() {\n",
|
|
" // Implement a backoff loop that tries to ensure we do not load multiple\n",
|
|
" // versions of Bokeh and its dependencies at the same time.\n",
|
|
" // In recent versions we use the root._bokeh_is_initializing flag\n",
|
|
" // to determine whether there is an ongoing attempt to initialize\n",
|
|
" // bokeh, however for backward compatibility we also try to ensure\n",
|
|
" // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
|
|
" // before older versions are fully initialized.\n",
|
|
" if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
|
|
" // If the timeout and bokeh was not successfully loaded we reset\n",
|
|
" // everything and try loading again\n",
|
|
" root._bokeh_timeout = Date.now() + 5000;\n",
|
|
" root._bokeh_is_initializing = false;\n",
|
|
" root._bokeh_onload_callbacks = undefined;\n",
|
|
" root._bokeh_is_loading = 0\n",
|
|
" console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
|
|
" load_or_wait();\n",
|
|
" } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
|
|
" setTimeout(load_or_wait, 100);\n",
|
|
" } else {\n",
|
|
" root._bokeh_is_initializing = true\n",
|
|
" root._bokeh_onload_callbacks = []\n",
|
|
" const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
|
|
" if (!reloading && !bokeh_loaded) {\n",
|
|
" if (root.Bokeh) {\n",
|
|
" root.Bokeh = undefined;\n",
|
|
" }\n",
|
|
" console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
|
|
" }\n",
|
|
" load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
|
|
" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
|
|
" run_inline_js();\n",
|
|
" });\n",
|
|
" }\n",
|
|
" }\n",
|
|
" // Give older versions of the autoload script a head-start to ensure\n",
|
|
" // they initialize before we start loading newer version.\n",
|
|
" setTimeout(load_or_wait, 100)\n",
|
|
"}(window));"
|
|
],
|
|
"application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = false;\n const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n const reloading = true;\n const Bokeh = root.Bokeh;\n\n // Set a timeout for this load but only if we are not already initializing\n if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n // Don't load bokeh if it is still initializing\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n // There is nothing to load\n run_callbacks();\n return null;\n }\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 window._bokeh_on_load = on_load\n\n function on_error(e) {\n const src_el = e.srcElement\n console.error(\"failed to load \" + (src_el.href || src_el.src));\n }\n\n const skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n root._bokeh_is_loading = css_urls.length + 0;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n const existing_stylesheets = []\n const links = document.getElementsByTagName('link')\n for (let i = 0; i < links.length; i++) {\n const link = links[i]\n if (link.href != null) {\n existing_stylesheets.push(link.href)\n }\n }\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const escaped = encodeURI(url)\n if (existing_stylesheets.indexOf(escaped) !== -1) {\n on_load()\n continue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } var existing_scripts = []\n const scripts = document.getElementsByTagName('script')\n for (let i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n existing_scripts.push(script.src)\n }\n }\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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 for (let i = 0; i < js_modules.length; i++) {\n const url = js_modules[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n const url = js_exports[name];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\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.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n const js_modules = [];\n const js_exports = {};\n const css_urls = [];\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (let i = 0; i < inline_js.length; i++) {\n try {\n inline_js[i].call(root, root.Bokeh);\n } catch(e) {\n if (!reloading) {\n throw e;\n }\n }\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n var NewBokeh = root.Bokeh;\n if (Bokeh.versions === undefined) {\n Bokeh.versions = new Map();\n }\n if (NewBokeh.version !== Bokeh.version) {\n Bokeh.versions.set(NewBokeh.version, NewBokeh)\n }\n root.Bokeh = Bokeh;\n }\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 }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n // If the timeout and bokeh was not successfully loaded we reset\n // everything and try loading again\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n root._bokeh_is_loading = 0\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = []\n const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n if (!reloading && !bokeh_loaded) {\n if (root.Bokeh) {\n root.Bokeh = undefined;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"\n",
|
|
"if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
|
|
" window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
" function JupyterCommManager() {\n",
|
|
" }\n",
|
|
"\n",
|
|
" JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
|
|
" if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
|
|
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
|
|
" comm_manager.register_target(comm_id, function(comm) {\n",
|
|
" comm.on_msg(msg_handler);\n",
|
|
" });\n",
|
|
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
|
|
" window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
|
|
" comm.onMsg = msg_handler;\n",
|
|
" });\n",
|
|
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
|
|
" google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
|
|
" var messages = comm.messages[Symbol.asyncIterator]();\n",
|
|
" function processIteratorResult(result) {\n",
|
|
" var message = result.value;\n",
|
|
" var content = {data: message.data, comm_id};\n",
|
|
" var buffers = []\n",
|
|
" for (var buffer of message.buffers || []) {\n",
|
|
" buffers.push(new DataView(buffer))\n",
|
|
" }\n",
|
|
" var metadata = message.metadata || {};\n",
|
|
" var msg = {content, buffers, metadata}\n",
|
|
" msg_handler(msg);\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" })\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
|
|
" if (comm_id in window.PyViz.comms) {\n",
|
|
" return window.PyViz.comms[comm_id];\n",
|
|
" } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
|
|
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
|
|
" var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
|
|
" if (msg_handler) {\n",
|
|
" comm.on_msg(msg_handler);\n",
|
|
" }\n",
|
|
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
|
|
" var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
|
|
" let retries = 0;\n",
|
|
" const open = () => {\n",
|
|
" if (comm.active) {\n",
|
|
" comm.open();\n",
|
|
" } else if (retries > 3) {\n",
|
|
" console.warn('Comm target never activated')\n",
|
|
" } else {\n",
|
|
" retries += 1\n",
|
|
" setTimeout(open, 500)\n",
|
|
" }\n",
|
|
" }\n",
|
|
" if (comm.active) {\n",
|
|
" comm.open();\n",
|
|
" } else {\n",
|
|
" setTimeout(open, 500)\n",
|
|
" }\n",
|
|
" if (msg_handler) {\n",
|
|
" comm.onMsg = msg_handler;\n",
|
|
" }\n",
|
|
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
|
|
" var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
|
|
" comm_promise.then((comm) => {\n",
|
|
" window.PyViz.comms[comm_id] = comm;\n",
|
|
" if (msg_handler) {\n",
|
|
" var messages = comm.messages[Symbol.asyncIterator]();\n",
|
|
" function processIteratorResult(result) {\n",
|
|
" var message = result.value;\n",
|
|
" var content = {data: message.data};\n",
|
|
" var metadata = message.metadata || {comm_id};\n",
|
|
" var msg = {content, metadata}\n",
|
|
" msg_handler(msg);\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" return messages.next().then(processIteratorResult);\n",
|
|
" }\n",
|
|
" })\n",
|
|
" var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
|
|
" return comm_promise.then((comm) => {\n",
|
|
" comm.send(data, metadata, buffers, disposeOnDone);\n",
|
|
" });\n",
|
|
" };\n",
|
|
" var comm = {\n",
|
|
" send: sendClosure\n",
|
|
" };\n",
|
|
" }\n",
|
|
" window.PyViz.comms[comm_id] = comm;\n",
|
|
" return comm;\n",
|
|
" }\n",
|
|
" window.PyViz.comm_manager = new JupyterCommManager();\n",
|
|
" \n",
|
|
"\n",
|
|
"\n",
|
|
"var JS_MIME_TYPE = 'application/javascript';\n",
|
|
"var HTML_MIME_TYPE = 'text/html';\n",
|
|
"var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
|
|
"var CLASS_NAME = 'output';\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Render data to the DOM node\n",
|
|
" */\n",
|
|
"function render(props, node) {\n",
|
|
" var div = document.createElement(\"div\");\n",
|
|
" var script = document.createElement(\"script\");\n",
|
|
" node.appendChild(div);\n",
|
|
" node.appendChild(script);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle when a new output is added\n",
|
|
" */\n",
|
|
"function handle_add_output(event, handle) {\n",
|
|
" var output_area = handle.output_area;\n",
|
|
" var output = handle.output;\n",
|
|
" if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
|
|
" return\n",
|
|
" }\n",
|
|
" var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
|
|
" var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
|
|
" if (id !== undefined) {\n",
|
|
" var nchildren = toinsert.length;\n",
|
|
" var html_node = toinsert[nchildren-1].children[0];\n",
|
|
" html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
|
" var scripts = [];\n",
|
|
" var nodelist = html_node.querySelectorAll(\"script\");\n",
|
|
" for (var i in nodelist) {\n",
|
|
" if (nodelist.hasOwnProperty(i)) {\n",
|
|
" scripts.push(nodelist[i])\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" scripts.forEach( function (oldScript) {\n",
|
|
" var newScript = document.createElement(\"script\");\n",
|
|
" var attrs = [];\n",
|
|
" var nodemap = oldScript.attributes;\n",
|
|
" for (var j in nodemap) {\n",
|
|
" if (nodemap.hasOwnProperty(j)) {\n",
|
|
" attrs.push(nodemap[j])\n",
|
|
" }\n",
|
|
" }\n",
|
|
" attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
|
|
" newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
|
|
" oldScript.parentNode.replaceChild(newScript, oldScript);\n",
|
|
" });\n",
|
|
" if (JS_MIME_TYPE in output.data) {\n",
|
|
" toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
|
|
" }\n",
|
|
" output_area._hv_plot_id = id;\n",
|
|
" if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
|
|
" window.PyViz.plot_index[id] = Bokeh.index[id];\n",
|
|
" } else {\n",
|
|
" window.PyViz.plot_index[id] = null;\n",
|
|
" }\n",
|
|
" } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
|
|
" var bk_div = document.createElement(\"div\");\n",
|
|
" bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
|
" var script_attrs = bk_div.children[0].attributes;\n",
|
|
" for (var i = 0; i < script_attrs.length; i++) {\n",
|
|
" toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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",
|
|
"/**\n",
|
|
" * Handle when an output is cleared or removed\n",
|
|
" */\n",
|
|
"function handle_clear_output(event, handle) {\n",
|
|
" var id = handle.cell.output_area._hv_plot_id;\n",
|
|
" var server_id = handle.cell.output_area._bokeh_server_id;\n",
|
|
" if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
|
|
" var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
|
|
" if (server_id !== null) {\n",
|
|
" comm.send({event_type: 'server_delete', 'id': server_id});\n",
|
|
" return;\n",
|
|
" } else if (comm !== null) {\n",
|
|
" comm.send({event_type: 'delete', 'id': id});\n",
|
|
" }\n",
|
|
" delete PyViz.plot_index[id];\n",
|
|
" if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
|
|
" var doc = window.Bokeh.index[id].model.document\n",
|
|
" doc.clear();\n",
|
|
" const i = window.Bokeh.documents.indexOf(doc);\n",
|
|
" if (i > -1) {\n",
|
|
" window.Bokeh.documents.splice(i, 1);\n",
|
|
" }\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle kernel restart event\n",
|
|
" */\n",
|
|
"function handle_kernel_cleanup(event, handle) {\n",
|
|
" delete PyViz.comms[\"hv-extension-comm\"];\n",
|
|
" window.PyViz.plot_index = {}\n",
|
|
"}\n",
|
|
"\n",
|
|
"/**\n",
|
|
" * Handle update_display_data messages\n",
|
|
" */\n",
|
|
"function handle_update_output(event, handle) {\n",
|
|
" handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
|
|
" handle_add_output(event, handle)\n",
|
|
"}\n",
|
|
"\n",
|
|
"function register_renderer(events, OutputArea) {\n",
|
|
" function append_mime(data, metadata, element) {\n",
|
|
" // create a DOM node to render to\n",
|
|
" var 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",
|
|
" var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
|
|
" render(props, toinsert[0]);\n",
|
|
" element.append(toinsert);\n",
|
|
" return toinsert\n",
|
|
" }\n",
|
|
"\n",
|
|
" events.on('output_added.OutputArea', handle_add_output);\n",
|
|
" events.on('output_updated.OutputArea', handle_update_output);\n",
|
|
" events.on('clear_output.CodeCell', handle_clear_output);\n",
|
|
" events.on('delete.Cell', handle_clear_output);\n",
|
|
" events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
|
|
"\n",
|
|
" OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
|
|
" safe: true,\n",
|
|
" index: 0\n",
|
|
" });\n",
|
|
"}\n",
|
|
"\n",
|
|
"if (window.Jupyter !== undefined) {\n",
|
|
" try {\n",
|
|
" var events = require('base/js/events');\n",
|
|
" var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
|
|
" if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
|
|
" register_renderer(events, OutputArea);\n",
|
|
" }\n",
|
|
" } catch(err) {\n",
|
|
" }\n",
|
|
"}\n"
|
|
],
|
|
"application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n let retries = 0;\n const open = () => {\n if (comm.active) {\n comm.open();\n } else if (retries > 3) {\n console.warn('Comm target never activated')\n } else {\n retries += 1\n setTimeout(open, 500)\n }\n }\n if (comm.active) {\n comm.open();\n } else {\n setTimeout(open, 500)\n }\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n })\n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var 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 var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CPU times: user 6.08 s, sys: 340 ms, total: 6.42 s\n",
|
|
"Wall time: 3.97 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"import importlib\n",
|
|
"import new_import_ODC \n",
|
|
"\n",
|
|
"importlib.reload(new_import_ODC)\n",
|
|
"\n",
|
|
"from new_import_ODC import *"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "219d4303-b606-45e1-a3a7-0b52e3cfe279",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:11.455635Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:11.454903Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:11.705419Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:11.704706Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"ename": "ValueError",
|
|
"evalue": "No dask-gateway address provided or found in configuration",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
|
|
"File \u001b[0;32m<timed exec>:2\u001b[0m\n",
|
|
"File \u001b[0;32m~/CSIROBoeingPhase4-Vietnam/easi_tools/notebook_utils.py:123\u001b[0m, in \u001b[0;36minitialize_dask\u001b[0;34m(use_gateway, workers, wait, local_port, **kwargs)\u001b[0m\n\u001b[1;32m 121\u001b[0m \u001b[38;5;66;03m# Dask gateway\u001b[39;00m\n\u001b[1;32m 122\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m use_gateway:\n\u001b[0;32m--> 123\u001b[0m gateway \u001b[38;5;241m=\u001b[39m \u001b[43mGateway\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 124\u001b[0m clusters \u001b[38;5;241m=\u001b[39m gateway\u001b[38;5;241m.\u001b[39mlist_clusters()\n\u001b[1;32m 125\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m clusters:\n",
|
|
"File \u001b[0;32m~/miniconda3/envs/env_01/lib/python3.10/site-packages/dask_gateway/client.py:282\u001b[0m, in \u001b[0;36mGateway.__init__\u001b[0;34m(self, address, proxy_address, public_address, auth, asynchronous, loop)\u001b[0m\n\u001b[1;32m 280\u001b[0m address \u001b[38;5;241m=\u001b[39m format_template(dask\u001b[38;5;241m.\u001b[39mconfig\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgateway.address\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 281\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m address \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 282\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 283\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo dask-gateway address provided or found in configuration\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 284\u001b[0m )\n\u001b[1;32m 285\u001b[0m address \u001b[38;5;241m=\u001b[39m address\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 287\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m public_address \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
|
|
"\u001b[0;31mValueError\u001b[0m: No dask-gateway address provided or found in configuration"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"# Dask gateway\n",
|
|
"cluster, client = notebook_utils.initialize_dask(use_gateway=True, workers=(1,4))\n",
|
|
"dc = None\n",
|
|
"\n",
|
|
"# Configure s3 access\n",
|
|
"configure_s3_access(aws_unsigned=False, requester_pays=True, client=client)\n",
|
|
"\n",
|
|
"client"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "56a9e23b-435e-4235-b09d-196662813f5a",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:11.707138Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:11.706982Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:11.710081Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:11.709426Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## cấu hình thời gian lấy ảnh và tọa độ\n",
|
|
"date_range = ('2022-09-01', '2022-10-01')\n",
|
|
"longtitude_range = (105.86575, 105.94120)\n",
|
|
"latitude_range = (9.65070, 9.69850)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "606d23a3-7db6-4eb2-9d31-1e31ee3aaef7",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:11.711848Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:11.711685Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:13.797414Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:13.796807Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
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" hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
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" );\n",
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" --jp-layout-color3,\n",
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" hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
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" );\n",
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" --xr-background-color: var(\n",
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|
" --jp-layout-color0,\n",
|
|
" var(--pst-color-on-background, white)\n",
|
|
" );\n",
|
|
" --xr-background-color-row-even: var(\n",
|
|
" --jp-layout-color1,\n",
|
|
" hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
|
|
" );\n",
|
|
" --xr-background-color-row-odd: var(\n",
|
|
" --jp-layout-color2,\n",
|
|
" hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
|
|
" );\n",
|
|
"}\n",
|
|
"\n",
|
|
"html[theme=\"dark\"],\n",
|
|
"html[data-theme=\"dark\"],\n",
|
|
"body[data-theme=\"dark\"],\n",
|
|
"body.vscode-dark {\n",
|
|
" --xr-font-color0: var(\n",
|
|
" --jp-content-font-color0,\n",
|
|
" var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
|
|
" );\n",
|
|
" --xr-font-color2: var(\n",
|
|
" --jp-content-font-color2,\n",
|
|
" var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
|
|
" );\n",
|
|
" --xr-font-color3: var(\n",
|
|
" --jp-content-font-color3,\n",
|
|
" var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
|
|
" );\n",
|
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" --xr-border-color: var(\n",
|
|
" --jp-border-color2,\n",
|
|
" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
|
|
" );\n",
|
|
" --xr-disabled-color: var(\n",
|
|
" --jp-layout-color3,\n",
|
|
" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
|
|
" );\n",
|
|
" --xr-background-color: var(\n",
|
|
" --jp-layout-color0,\n",
|
|
" var(--pst-color-on-background, #111111)\n",
|
|
" );\n",
|
|
" --xr-background-color-row-even: var(\n",
|
|
" --jp-layout-color1,\n",
|
|
" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
|
|
" );\n",
|
|
" --xr-background-color-row-odd: var(\n",
|
|
" --jp-layout-color2,\n",
|
|
" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
|
|
" );\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-wrap {\n",
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|
" display: block !important;\n",
|
|
" min-width: 300px;\n",
|
|
" max-width: 700px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-text-repr-fallback {\n",
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header {\n",
|
|
" padding-top: 6px;\n",
|
|
" padding-bottom: 6px;\n",
|
|
" margin-bottom: 4px;\n",
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header > div,\n",
|
|
".xr-header > ul {\n",
|
|
" display: inline;\n",
|
|
" margin-top: 0;\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type,\n",
|
|
".xr-array-name {\n",
|
|
" margin-left: 2px;\n",
|
|
" margin-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-sections {\n",
|
|
" padding-left: 0 !important;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
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".xr-section-item input {\n",
|
|
" display: inline-block;\n",
|
|
" opacity: 0;\n",
|
|
" height: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input + label {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
" border: 2px solid transparent !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label {\n",
|
|
" cursor: pointer;\n",
|
|
" color: var(--xr-font-color2);\n",
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|
"}\n",
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"\n",
|
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".xr-section-item input:focus + label {\n",
|
|
" border: 2px solid var(--xr-font-color0) !important;\n",
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"}\n",
|
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"\n",
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".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
|
|
"\n",
|
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".xr-section-summary {\n",
|
|
" grid-column: 1;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
" font-weight: 500;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary > span {\n",
|
|
" display: inline-block;\n",
|
|
" padding-left: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in + label:before {\n",
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|
" display: inline-block;\n",
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|
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|
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|
" width: 15px;\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label:before {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label:before {\n",
|
|
" content: \"▼\";\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label > span {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary,\n",
|
|
".xr-section-inline-details {\n",
|
|
" padding-top: 4px;\n",
|
|
" padding-bottom: 4px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-inline-details {\n",
|
|
" grid-column: 2 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-details {\n",
|
|
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|
|
" grid-column: 1 / -1;\n",
|
|
" margin-bottom: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 20px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap > label {\n",
|
|
" grid-column: 1;\n",
|
|
" vertical-align: top;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-preview {\n",
|
|
" color: var(--xr-font-color3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-preview,\n",
|
|
".xr-array-data {\n",
|
|
" padding: 0 5px !important;\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-data,\n",
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
|
|
" display: inline-block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list {\n",
|
|
" display: inline-block !important;\n",
|
|
" list-style: none;\n",
|
|
" padding: 0 !important;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li {\n",
|
|
" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: \"(\";\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: \")\";\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: \",\";\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" border-color: var(--xr-background-color-row-odd);\n",
|
|
" margin-bottom: 0;\n",
|
|
" padding-top: 2px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
" border-color: var(--xr-background-color-row-even);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" border-top: 2px dotted var(--xr-background-color);\n",
|
|
" padding-bottom: 20px !important;\n",
|
|
" padding-top: 10px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in + label,\n",
|
|
".xr-var-data-in + label,\n",
|
|
".xr-index-data-in + label {\n",
|
|
" padding: 0 1px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > pre,\n",
|
|
".xr-index-data > pre,\n",
|
|
".xr-var-data > table > tbody > tr {\n",
|
|
" background-color: transparent !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
|
|
".xr-var-data-in:checked + label > .xr-icon-database,\n",
|
|
".xr-index-data-in:checked + label > .xr-icon-database {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
" filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
|
|
" stroke-width: 0.8px;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.Dataset> Size: 5kB\n",
|
|
"Dimensions: (y: 7, x: 10, time: 6)\n",
|
|
"Coordinates:\n",
|
|
" * y (y) float64 56B 1.072e+06 1.072e+06 ... 1.068e+06 1.066e+06\n",
|
|
" * x (x) float64 80B 5.945e+05 5.955e+05 ... 6.025e+05 6.035e+05\n",
|
|
" spatial_ref int32 4B 32648\n",
|
|
" * time (time) datetime64[ns] 48B 2022-09-02T03:15:31.024000 ... 202...\n",
|
|
"Data variables:\n",
|
|
" red (time, y, x) float32 2kB dask.array<chunksize=(1, 7, 10), meta=np.ndarray>\n",
|
|
" nir (time, y, x) float32 2kB dask.array<chunksize=(1, 7, 10), meta=np.ndarray>\n",
|
|
" scl (time, y, x) float32 2kB dask.array<chunksize=(1, 7, 10), meta=np.ndarray></pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6f5da63a-5383-49d8-b1ff-cda5a0e41686' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6f5da63a-5383-49d8-b1ff-cda5a0e41686' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 7</li><li><span class='xr-has-index'>x</span>: 10</li><li><span class='xr-has-index'>time</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f0bbfac0-d486-4cde-8692-b4fd218f25a5' class='xr-section-summary-in' type='checkbox' checked><label for='section-f0bbfac0-d486-4cde-8692-b4fd218f25a5' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.072e+06 1.072e+06 ... 1.066e+06</div><input id='attrs-fd4fa7ef-7603-4079-beb8-c18044e59a45' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd4fa7ef-7603-4079-beb8-c18044e59a45' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a218b739-e191-4bb1-b20d-c0b5fd9fb859' class='xr-var-data-in' type='checkbox'><label for='data-a218b739-e191-4bb1-b20d-c0b5fd9fb859' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-1000.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1072500., 1071500., 1070500., 1069500., 1068500., 1067500., 1066500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.945e+05 5.955e+05 ... 6.035e+05</div><input id='attrs-9ab2746d-f80b-4254-9f86-7781790f847a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ab2746d-f80b-4254-9f86-7781790f847a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7784c8fa-047f-41e7-88c9-c0cad49eacce' class='xr-var-data-in' type='checkbox'><label for='data-7784c8fa-047f-41e7-88c9-c0cad49eacce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>1000.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([594500., 595500., 596500., 597500., 598500., 599500., 600500., 601500.,\n",
|
|
" 602500., 603500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-cc3c9656-54ec-4d37-9db2-4c2b4b01bc87' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cc3c9656-54ec-4d37-9db2-4c2b4b01bc87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8dfc09fb-ae3b-44c5-ba90-b97c33a34b11' class='xr-var-data-in' type='checkbox'><label for='data-8dfc09fb-ae3b-44c5-ba90-b97c33a34b11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCRS["WGS 84 / UTM zone 48N",BASEGEOGCRS["WGS 84",ENSEMBLE["World Geodetic System 1984 ensemble",MEMBER["World Geodetic System 1984 (Transit)"],MEMBER["World Geodetic System 1984 (G730)"],MEMBER["World Geodetic System 1984 (G873)"],MEMBER["World Geodetic System 1984 (G1150)"],MEMBER["World Geodetic System 1984 (G1674)"],MEMBER["World Geodetic System 1984 (G1762)"],MEMBER["World Geodetic System 1984 (G2139)"],ELLIPSOID["WGS 84",6378137,298.257223563,LENGTHUNIT["metre",1]],ENSEMBLEACCURACY[2.0]],PRIMEM["Greenwich",0,ANGLEUNIT["degree",0.0174532925199433]],ID["EPSG",4326]],CONVERSION["UTM zone 48N",METHOD["Transverse Mercator",ID["EPSG",9807]],PARAMETER["Latitude of natural origin",0,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8801]],PARAMETER["Longitude of natural origin",105,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8802]],PARAMETER["Scale factor at natural origin",0.9996,SCALEUNIT["unity",1],ID["EPSG",8805]],PARAMETER["False easting",500000,LENGTHUNIT["metre",1],ID["EPSG",8806]],PARAMETER["False northing",0,LENGTHUNIT["metre",1],ID["EPSG",8807]]],CS[Cartesian,2],AXIS["(E)",east,ORDER[1],LENGTHUNIT["metre",1]],AXIS["(N)",north,ORDER[2],LENGTHUNIT["metre",1]],USAGE[SCOPE["Navigation and medium accuracy spatial referencing."],AREA["Between 102°E and 108°E, northern hemisphere between equator and 84°N, onshore and offshore. Cambodia. China. Indonesia. Laos. Malaysia - West Malaysia. Mongolia. Russian Federation. Singapore. Thailand. Vietnam."],BBOX[0,102,84,108]],ID["EPSG",32648]]</dd><dt><span>crs_wkt :</span></dt><dd>PROJCRS["WGS 84 / UTM zone 48N",BASEGEOGCRS["WGS 84",ENSEMBLE["World Geodetic System 1984 ensemble",MEMBER["World Geodetic System 1984 (Transit)"],MEMBER["World Geodetic System 1984 (G730)"],MEMBER["World Geodetic System 1984 (G873)"],MEMBER["World Geodetic System 1984 (G1150)"],MEMBER["World Geodetic System 1984 (G1674)"],MEMBER["World Geodetic System 1984 (G1762)"],MEMBER["World Geodetic System 1984 (G2139)"],ELLIPSOID["WGS 84",6378137,298.257223563,LENGTHUNIT["metre",1]],ENSEMBLEACCURACY[2.0]],PRIMEM["Greenwich",0,ANGLEUNIT["degree",0.0174532925199433]],ID["EPSG",4326]],CONVERSION["UTM zone 48N",METHOD["Transverse Mercator",ID["EPSG",9807]],PARAMETER["Latitude of natural origin",0,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8801]],PARAMETER["Longitude of natural origin",105,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8802]],PARAMETER["Scale factor at natural origin",0.9996,SCALEUNIT["unity",1],ID["EPSG",8805]],PARAMETER["False easting",500000,LENGTHUNIT["metre",1],ID["EPSG",8806]],PARAMETER["False northing",0,LENGTHUNIT["metre",1],ID["EPSG",8807]]],CS[Cartesian,2],AXIS["(E)",east,ORDER[1],LENGTHUNIT["metre",1]],AXIS["(N)",north,ORDER[2],LENGTHUNIT["metre",1]],USAGE[SCOPE["Navigation and medium accuracy spatial referencing."],AREA["Between 102°E and 108°E, northern hemisphere between equator and 84°N, onshore and offshore. Cambodia. China. Indonesia. Laos. Malaysia - West Malaysia. Mongolia. Russian Federation. Singapore. Thailand. Vietnam."],BBOX[0,102,84,108]],ID["EPSG",32648]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 48N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>105.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>GeoTransform :</span></dt><dd>594000 1000 0 1073000 0 -1000</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-02T03:15:31.024000 ... 2...</div><input id='attrs-07ddb872-8fa5-433e-acfe-c5932c4bcf42' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07ddb872-8fa5-433e-acfe-c5932c4bcf42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50741595-6dd9-4c04-88cb-40fb8a84a44e' class='xr-var-data-in' type='checkbox'><label for='data-50741595-6dd9-4c04-88cb-40fb8a84a44e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(['2022-09-02T03:15:31.024000000', '2022-09-07T03:15:19.024000000',\n",
|
|
" '2022-09-12T03:15:31.025000000', '2022-09-17T03:15:19.024000000',\n",
|
|
" '2022-09-22T03:15:31.024000000', '2022-09-27T03:15:19.024000000'],\n",
|
|
" dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f585ed81-32bd-491c-a8b4-83f1f9e98979' class='xr-section-summary-in' type='checkbox' checked><label for='section-f585ed81-32bd-491c-a8b4-83f1f9e98979' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>red</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array<chunksize=(1, 7, 10), meta=np.ndarray></div><input id='attrs-8691fcd6-2493-44f6-ba21-b2ce3001fa48' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8691fcd6-2493-44f6-ba21-b2ce3001fa48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcb19d51-32e2-482a-b784-24e09d0a21ac' class='xr-var-data-in' type='checkbox'><label for='data-fcb19d51-32e2-482a-b784-24e09d0a21ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
|
|
" <tr>\n",
|
|
" <td>\n",
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
|
" <thead>\n",
|
|
" <tr>\n",
|
|
" <td> </td>\n",
|
|
" <th> Array </th>\n",
|
|
" <th> Chunk </th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Bytes </th>\n",
|
|
" <td> 1.64 kiB </td>\n",
|
|
" <td> 280 B </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Shape </th>\n",
|
|
" <td> (6, 7, 10) </td>\n",
|
|
" <td> (1, 7, 10) </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Dask graph </th>\n",
|
|
" <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Data type </th>\n",
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
" </table>\n",
|
|
" </td>\n",
|
|
" <td>\n",
|
|
" <svg width=\"222\" height=\"176\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
|
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"\n",
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" <text x=\"112.352941\" y=\"146.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
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" <text x=\"192.352941\" y=\"84.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,192.352941,84.352941)\">7</text>\n",
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" <text x=\"21.176471\" y=\"125.176471\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,21.176471,125.176471)\">6</text>\n",
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"</svg>\n",
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|
" </td>\n",
|
|
" </tr>\n",
|
|
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nir</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array<chunksize=(1, 7, 10), meta=np.ndarray></div><input id='attrs-33c025ef-1881-4a16-8e48-25db548587ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-33c025ef-1881-4a16-8e48-25db548587ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e778527-9eb2-4f53-8297-c95f7b326a99' class='xr-var-data-in' type='checkbox'><label for='data-6e778527-9eb2-4f53-8297-c95f7b326a99' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
|
|
" <tr>\n",
|
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" <td>\n",
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
|
" <thead>\n",
|
|
" <tr>\n",
|
|
" <td> </td>\n",
|
|
" <th> Array </th>\n",
|
|
" <th> Chunk </th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Bytes </th>\n",
|
|
" <td> 1.64 kiB </td>\n",
|
|
" <td> 280 B </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Shape </th>\n",
|
|
" <td> (6, 7, 10) </td>\n",
|
|
" <td> (1, 7, 10) </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Dask graph </th>\n",
|
|
" <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Data type </th>\n",
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
" </table>\n",
|
|
" </td>\n",
|
|
" <td>\n",
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|
" <svg width=\"222\" height=\"176\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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"\n",
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" <text x=\"192.352941\" y=\"84.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,192.352941,84.352941)\">7</text>\n",
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" <text x=\"21.176471\" y=\"125.176471\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,21.176471,125.176471)\">6</text>\n",
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"</svg>\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scl</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array<chunksize=(1, 7, 10), meta=np.ndarray></div><input id='attrs-77aa2008-62e7-460c-b8a2-c36189845c4c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-77aa2008-62e7-460c-b8a2-c36189845c4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dadd51f0-c426-4527-86ce-7d733236d284' class='xr-var-data-in' type='checkbox'><label for='data-dadd51f0-c426-4527-86ce-7d733236d284' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
|
|
" <tr>\n",
|
|
" <td>\n",
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
|
" <thead>\n",
|
|
" <tr>\n",
|
|
" <td> </td>\n",
|
|
" <th> Array </th>\n",
|
|
" <th> Chunk </th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Bytes </th>\n",
|
|
" <td> 1.64 kiB </td>\n",
|
|
" <td> 280 B </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Shape </th>\n",
|
|
" <td> (6, 7, 10) </td>\n",
|
|
" <td> (1, 7, 10) </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Dask graph </th>\n",
|
|
" <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Data type </th>\n",
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
" </table>\n",
|
|
" </td>\n",
|
|
" <td>\n",
|
|
" <svg width=\"222\" height=\"176\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"10\" y1=\"84\" x2=\"52\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"84\" style=\"stroke-width:2\" />\n",
|
|
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|
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|
|
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|
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|
|
" <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
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"\n",
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|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"17\" y1=\"7\" x2=\"137\" y2=\"7\" />\n",
|
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" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" />\n",
|
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" <line x1=\"52\" y1=\"42\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
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"\n",
|
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" <!-- Vertical lines -->\n",
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" <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"130\" y1=\"0\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
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"\n",
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" <!-- Colored Rectangle -->\n",
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|
|
"\n",
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|
" <!-- Horizontal lines -->\n",
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" <line x1=\"52\" y1=\"42\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
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" <line x1=\"52\" y1=\"126\" x2=\"172\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
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"\n",
|
|
" <!-- Vertical lines -->\n",
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" <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
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" <line x1=\"172\" y1=\"42\" x2=\"172\" y2=\"126\" style=\"stroke-width:2\" />\n",
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"\n",
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" <!-- Colored Rectangle -->\n",
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" <polygon points=\"52.35294117647059,42.35294117647059 172.35294117647058,42.35294117647059 172.35294117647058,126.35294117647058 52.35294117647059,126.35294117647058\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
|
"\n",
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" <!-- Text -->\n",
|
|
" <text x=\"112.352941\" y=\"146.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
|
|
" <text x=\"192.352941\" y=\"84.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,192.352941,84.352941)\">7</text>\n",
|
|
" <text x=\"21.176471\" y=\"125.176471\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,21.176471,125.176471)\">6</text>\n",
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"</svg>\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-0cd16aef-c565-4524-9cd8-d8f7b38f199b' class='xr-section-summary-in' type='checkbox' ><label for='section-0cd16aef-c565-4524-9cd8-d8f7b38f199b' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-39c9185f-3a83-406f-bb51-22043e2e9707' class='xr-index-data-in' type='checkbox'/><label for='index-39c9185f-3a83-406f-bb51-22043e2e9707' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1072500.0, 1071500.0, 1070500.0, 1069500.0, 1068500.0, 1067500.0,\n",
|
|
" 1066500.0],\n",
|
|
" dtype='float64', name='y'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-081dad66-7299-4368-b403-5d1fcc7d91f9' class='xr-index-data-in' type='checkbox'/><label for='index-081dad66-7299-4368-b403-5d1fcc7d91f9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([594500.0, 595500.0, 596500.0, 597500.0, 598500.0, 599500.0, 600500.0,\n",
|
|
" 601500.0, 602500.0, 603500.0],\n",
|
|
" dtype='float64', name='x'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-c70ae654-555b-4bcb-9dc2-9892c2347660' class='xr-index-data-in' type='checkbox'/><label for='index-c70ae654-555b-4bcb-9dc2-9892c2347660' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2022-09-02 03:15:31.024000', '2022-09-07 03:15:19.024000',\n",
|
|
" '2022-09-12 03:15:31.025000', '2022-09-17 03:15:19.024000',\n",
|
|
" '2022-09-22 03:15:31.024000', '2022-09-27 03:15:19.024000'],\n",
|
|
" dtype='datetime64[ns]', name='time', freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3f695953-93f1-42dd-bcf7-20fde7e4f2ba' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3f695953-93f1-42dd-bcf7-20fde7e4f2ba' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
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],
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"text/plain": [
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"<xarray.Dataset> Size: 5kB\n",
|
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"Dimensions: (y: 7, x: 10, time: 6)\n",
|
|
"Coordinates:\n",
|
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" * y (y) float64 56B 1.072e+06 1.072e+06 ... 1.068e+06 1.066e+06\n",
|
|
" * x (x) float64 80B 5.945e+05 5.955e+05 ... 6.025e+05 6.035e+05\n",
|
|
" spatial_ref int32 4B 32648\n",
|
|
" * time (time) datetime64[ns] 48B 2022-09-02T03:15:31.024000 ... 202...\n",
|
|
"Data variables:\n",
|
|
" red (time, y, x) float32 2kB dask.array<chunksize=(1, 7, 10), meta=np.ndarray>\n",
|
|
" nir (time, y, x) float32 2kB dask.array<chunksize=(1, 7, 10), meta=np.ndarray>\n",
|
|
" scl (time, y, x) float32 2kB dask.array<chunksize=(1, 7, 10), meta=np.ndarray>"
|
|
]
|
|
},
|
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"metadata": {},
|
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"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## truy vấn ảnh vệ tinh sen2\n",
|
|
"data = load_data(None, date_range, longtitude_range, latitude_range)\n",
|
|
"notebook_utils.heading(notebook_utils.xarray_object_size(data))\n",
|
|
"display(data)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "54e04079-2c12-4de1-8541-0579fbfad4a1",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:13.799050Z",
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"iopub.status.busy": "2026-07-15T08:37:13.798880Z",
|
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"iopub.status.idle": "2026-07-15T08:37:23.565202Z",
|
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"shell.execute_reply": "2026-07-15T08:37:23.564426Z"
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},
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"tags": []
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},
|
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"outputs": [
|
|
{
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|
"name": "stderr",
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"output_type": "stream",
|
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"text": [
|
|
"/home/x79/miniconda3/envs/env_01/lib/python3.10/site-packages/rasterio/warp.py:387: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
|
|
" dest = _reproject(\n",
|
|
"/home/x79/miniconda3/envs/env_01/lib/python3.10/site-packages/rasterio/warp.py:387: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
|
|
" dest = _reproject(\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
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"/home/x79/miniconda3/envs/env_01/lib/python3.10/site-packages/rasterio/warp.py:387: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
|
|
" dest = _reproject(\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CPU times: user 2.76 s, sys: 141 ms, total: 2.9 s\n",
|
|
"Wall time: 9.76 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"# Tiến hành loại bỏ các vị trí bị mây ảnh hưởng\n",
|
|
"result = mask_clean(data)\n",
|
|
"# progress(result)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "565f467b-3002-4d24-a300-d34ce548f7e3",
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|
"metadata": {
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|
"execution": {
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"iopub.execute_input": "2026-07-15T08:37:23.567046Z",
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"iopub.status.busy": "2026-07-15T08:37:23.566767Z",
|
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"iopub.status.idle": "2026-07-15T08:37:23.584931Z",
|
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"shell.execute_reply": "2026-07-15T08:37:23.584124Z"
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},
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"tags": []
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},
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"outputs": [
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|
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".xr-var-preview {\n",
|
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" grid-column: 4;\n",
|
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"}\n",
|
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"\n",
|
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".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
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" color: var(--xr-font-color2);\n",
|
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"}\n",
|
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"\n",
|
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".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" border-top: 2px dotted var(--xr-background-color);\n",
|
|
" padding-bottom: 20px !important;\n",
|
|
" padding-top: 10px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in + label,\n",
|
|
".xr-var-data-in + label,\n",
|
|
".xr-index-data-in + label {\n",
|
|
" padding: 0 1px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > pre,\n",
|
|
".xr-index-data > pre,\n",
|
|
".xr-var-data > table > tbody > tr {\n",
|
|
" background-color: transparent !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
|
|
".xr-var-data-in:checked + label > .xr-icon-database,\n",
|
|
".xr-index-data-in:checked + label > .xr-icon-database {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
" filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
|
|
" stroke-width: 0.8px;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'NDVI' (time: 6, y: 7, x: 10)> Size: 2kB\n",
|
|
"dask.array<truediv, shape=(6, 7, 10), dtype=float32, chunksize=(1, 7, 10), chunktype=numpy.ndarray>\n",
|
|
"Coordinates:\n",
|
|
" * y (y) float64 56B 1.072e+06 1.072e+06 ... 1.068e+06 1.066e+06\n",
|
|
" * x (x) float64 80B 5.945e+05 5.955e+05 ... 6.025e+05 6.035e+05\n",
|
|
" spatial_ref int32 4B 32648\n",
|
|
" * time (time) datetime64[ns] 48B 2022-09-02T03:15:31.024000 ... 202...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'NDVI'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 6</li><li><span class='xr-has-index'>y</span>: 7</li><li><span class='xr-has-index'>x</span>: 10</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-477afa08-6b90-450b-9c00-e833e873502f' class='xr-array-in' type='checkbox' checked><label for='section-477afa08-6b90-450b-9c00-e833e873502f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array<chunksize=(1, 7, 10), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n",
|
|
" <tr>\n",
|
|
" <td>\n",
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
|
" <thead>\n",
|
|
" <tr>\n",
|
|
" <td> </td>\n",
|
|
" <th> Array </th>\n",
|
|
" <th> Chunk </th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Bytes </th>\n",
|
|
" <td> 1.64 kiB </td>\n",
|
|
" <td> 280 B </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Shape </th>\n",
|
|
" <td> (6, 7, 10) </td>\n",
|
|
" <td> (1, 7, 10) </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Dask graph </th>\n",
|
|
" <td colspan=\"2\"> 6 chunks in 7 graph layers </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Data type </th>\n",
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
" </table>\n",
|
|
" </td>\n",
|
|
" <td>\n",
|
|
" <svg width=\"222\" height=\"176\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"10\" y1=\"84\" x2=\"52\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"84\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"91\" />\n",
|
|
" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"98\" />\n",
|
|
" <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"105\" />\n",
|
|
" <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"112\" />\n",
|
|
" <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"119\" />\n",
|
|
" <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"10.0,0.0 52.35294117647059,42.35294117647059 52.35294117647059,126.35294117647058 10.0,84.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"17\" y1=\"7\" x2=\"137\" y2=\"7\" />\n",
|
|
" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" />\n",
|
|
" <line x1=\"31\" y1=\"21\" x2=\"151\" y2=\"21\" />\n",
|
|
" <line x1=\"38\" y1=\"28\" x2=\"158\" y2=\"28\" />\n",
|
|
" <line x1=\"45\" y1=\"35\" x2=\"165\" y2=\"35\" />\n",
|
|
" <line x1=\"52\" y1=\"42\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"130\" y1=\"0\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"10.0,0.0 130.0,0.0 172.35294117647058,42.35294117647059 52.35294117647059,42.35294117647059\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"52\" y1=\"42\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"52\" y1=\"126\" x2=\"172\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"172\" y1=\"42\" x2=\"172\" y2=\"126\" style=\"stroke-width:2\" />\n",
|
|
"\n",
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|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"52.35294117647059,42.35294117647059 172.35294117647058,42.35294117647059 172.35294117647058,126.35294117647058 52.35294117647059,126.35294117647058\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Text -->\n",
|
|
" <text x=\"112.352941\" y=\"146.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
|
|
" <text x=\"192.352941\" y=\"84.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,192.352941,84.352941)\">7</text>\n",
|
|
" <text x=\"21.176471\" y=\"125.176471\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,21.176471,125.176471)\">6</text>\n",
|
|
"</svg>\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
"</table></div></div></li><li class='xr-section-item'><input id='section-15c4ebdb-3eb9-413b-ac45-fab7ddc5fd0d' class='xr-section-summary-in' type='checkbox' checked><label for='section-15c4ebdb-3eb9-413b-ac45-fab7ddc5fd0d' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.072e+06 1.072e+06 ... 1.066e+06</div><input id='attrs-e670c8d6-b5ae-4f35-862c-360516482f57' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e670c8d6-b5ae-4f35-862c-360516482f57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84f1f5c3-7607-4c07-828c-01847158e6f2' class='xr-var-data-in' type='checkbox'><label for='data-84f1f5c3-7607-4c07-828c-01847158e6f2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-1000.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1072500., 1071500., 1070500., 1069500., 1068500., 1067500., 1066500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.945e+05 5.955e+05 ... 6.035e+05</div><input id='attrs-897fd806-3ca4-41fe-af54-83248d994192' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-897fd806-3ca4-41fe-af54-83248d994192' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b02e39b-f021-4a50-97a3-4df4fe8a68b9' class='xr-var-data-in' type='checkbox'><label for='data-5b02e39b-f021-4a50-97a3-4df4fe8a68b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>1000.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([594500., 595500., 596500., 597500., 598500., 599500., 600500., 601500.,\n",
|
|
" 602500., 603500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-ce1792f0-6df4-4e37-9355-0a50239fdc00' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce1792f0-6df4-4e37-9355-0a50239fdc00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6b04fd0-75a6-4ec1-9079-867db977f613' class='xr-var-data-in' type='checkbox'><label for='data-e6b04fd0-75a6-4ec1-9079-867db977f613' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCRS["WGS 84 / UTM zone 48N",BASEGEOGCRS["WGS 84",ENSEMBLE["World Geodetic System 1984 ensemble",MEMBER["World Geodetic System 1984 (Transit)"],MEMBER["World Geodetic System 1984 (G730)"],MEMBER["World Geodetic System 1984 (G873)"],MEMBER["World Geodetic System 1984 (G1150)"],MEMBER["World Geodetic System 1984 (G1674)"],MEMBER["World Geodetic System 1984 (G1762)"],MEMBER["World Geodetic System 1984 (G2139)"],ELLIPSOID["WGS 84",6378137,298.257223563,LENGTHUNIT["metre",1]],ENSEMBLEACCURACY[2.0]],PRIMEM["Greenwich",0,ANGLEUNIT["degree",0.0174532925199433]],ID["EPSG",4326]],CONVERSION["UTM zone 48N",METHOD["Transverse Mercator",ID["EPSG",9807]],PARAMETER["Latitude of natural origin",0,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8801]],PARAMETER["Longitude of natural origin",105,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8802]],PARAMETER["Scale factor at natural origin",0.9996,SCALEUNIT["unity",1],ID["EPSG",8805]],PARAMETER["False easting",500000,LENGTHUNIT["metre",1],ID["EPSG",8806]],PARAMETER["False northing",0,LENGTHUNIT["metre",1],ID["EPSG",8807]]],CS[Cartesian,2],AXIS["(E)",east,ORDER[1],LENGTHUNIT["metre",1]],AXIS["(N)",north,ORDER[2],LENGTHUNIT["metre",1]],USAGE[SCOPE["Navigation and medium accuracy spatial referencing."],AREA["Between 102°E and 108°E, northern hemisphere between equator and 84°N, onshore and offshore. Cambodia. China. Indonesia. Laos. Malaysia - West Malaysia. Mongolia. Russian Federation. Singapore. Thailand. Vietnam."],BBOX[0,102,84,108]],ID["EPSG",32648]]</dd><dt><span>crs_wkt :</span></dt><dd>PROJCRS["WGS 84 / UTM zone 48N",BASEGEOGCRS["WGS 84",ENSEMBLE["World Geodetic System 1984 ensemble",MEMBER["World Geodetic System 1984 (Transit)"],MEMBER["World Geodetic System 1984 (G730)"],MEMBER["World Geodetic System 1984 (G873)"],MEMBER["World Geodetic System 1984 (G1150)"],MEMBER["World Geodetic System 1984 (G1674)"],MEMBER["World Geodetic System 1984 (G1762)"],MEMBER["World Geodetic System 1984 (G2139)"],ELLIPSOID["WGS 84",6378137,298.257223563,LENGTHUNIT["metre",1]],ENSEMBLEACCURACY[2.0]],PRIMEM["Greenwich",0,ANGLEUNIT["degree",0.0174532925199433]],ID["EPSG",4326]],CONVERSION["UTM zone 48N",METHOD["Transverse Mercator",ID["EPSG",9807]],PARAMETER["Latitude of natural origin",0,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8801]],PARAMETER["Longitude of natural origin",105,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8802]],PARAMETER["Scale factor at natural origin",0.9996,SCALEUNIT["unity",1],ID["EPSG",8805]],PARAMETER["False easting",500000,LENGTHUNIT["metre",1],ID["EPSG",8806]],PARAMETER["False northing",0,LENGTHUNIT["metre",1],ID["EPSG",8807]]],CS[Cartesian,2],AXIS["(E)",east,ORDER[1],LENGTHUNIT["metre",1]],AXIS["(N)",north,ORDER[2],LENGTHUNIT["metre",1]],USAGE[SCOPE["Navigation and medium accuracy spatial referencing."],AREA["Between 102°E and 108°E, northern hemisphere between equator and 84°N, onshore and offshore. Cambodia. China. Indonesia. Laos. Malaysia - West Malaysia. Mongolia. Russian Federation. Singapore. Thailand. Vietnam."],BBOX[0,102,84,108]],ID["EPSG",32648]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 48N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>105.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>GeoTransform :</span></dt><dd>594000 1000 0 1073000 0 -1000</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-02T03:15:31.024000 ... 2...</div><input id='attrs-da8f423d-962b-4df7-b5ba-85e60c484e0d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-da8f423d-962b-4df7-b5ba-85e60c484e0d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad8b04dc-60ce-41e6-a165-88a92c12592b' class='xr-var-data-in' type='checkbox'><label for='data-ad8b04dc-60ce-41e6-a165-88a92c12592b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(['2022-09-02T03:15:31.024000000', '2022-09-07T03:15:19.024000000',\n",
|
|
" '2022-09-12T03:15:31.025000000', '2022-09-17T03:15:19.024000000',\n",
|
|
" '2022-09-22T03:15:31.024000000', '2022-09-27T03:15:19.024000000'],\n",
|
|
" dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-12bff095-2a3a-406f-a263-afffe41abd3a' class='xr-section-summary-in' type='checkbox' ><label for='section-12bff095-2a3a-406f-a263-afffe41abd3a' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-7bf6e2e9-cab2-44c8-b16b-1bf1b04b41d6' class='xr-index-data-in' type='checkbox'/><label for='index-7bf6e2e9-cab2-44c8-b16b-1bf1b04b41d6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1072500.0, 1071500.0, 1070500.0, 1069500.0, 1068500.0, 1067500.0,\n",
|
|
" 1066500.0],\n",
|
|
" dtype='float64', name='y'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-2c39d939-79d1-4763-9763-f57bc7db4273' class='xr-index-data-in' type='checkbox'/><label for='index-2c39d939-79d1-4763-9763-f57bc7db4273' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([594500.0, 595500.0, 596500.0, 597500.0, 598500.0, 599500.0, 600500.0,\n",
|
|
" 601500.0, 602500.0, 603500.0],\n",
|
|
" dtype='float64', name='x'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-0647530e-7be8-42bd-a796-b1bf3ff988c4' class='xr-index-data-in' type='checkbox'/><label for='index-0647530e-7be8-42bd-a796-b1bf3ff988c4' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2022-09-02 03:15:31.024000', '2022-09-07 03:15:19.024000',\n",
|
|
" '2022-09-12 03:15:31.025000', '2022-09-17 03:15:19.024000',\n",
|
|
" '2022-09-22 03:15:31.024000', '2022-09-27 03:15:19.024000'],\n",
|
|
" dtype='datetime64[ns]', name='time', freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-388099ea-cef0-45bf-bf1c-10d8d531afc7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-388099ea-cef0-45bf-bf1c-10d8d531afc7' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
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],
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"text/plain": [
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"<xarray.DataArray 'NDVI' (time: 6, y: 7, x: 10)> Size: 2kB\n",
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"dask.array<truediv, shape=(6, 7, 10), dtype=float32, chunksize=(1, 7, 10), chunktype=numpy.ndarray>\n",
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"Coordinates:\n",
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" * y (y) float64 56B 1.072e+06 1.072e+06 ... 1.068e+06 1.066e+06\n",
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" * x (x) float64 80B 5.945e+05 5.955e+05 ... 6.025e+05 6.035e+05\n",
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" spatial_ref int32 4B 32648\n",
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" * time (time) datetime64[ns] 48B 2022-09-02T03:15:31.024000 ... 202..."
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
|
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],
|
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"source": [
|
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"# Tiến hành tính toán NDVI\n",
|
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"ds1 = calculate_indices(result, index='NDVI', satellite_mission='s2')\n",
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"ndvi = ds1[\"NDVI\"]\n",
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"display(ndvi)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "f3930d43-c159-49bf-8260-68b14681729d",
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"metadata": {
|
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"execution": {
|
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"iopub.execute_input": "2026-07-15T08:37:23.586604Z",
|
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"iopub.status.busy": "2026-07-15T08:37:23.586438Z",
|
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"iopub.status.idle": "2026-07-15T08:37:23.665079Z",
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"shell.execute_reply": "2026-07-15T08:37:23.664479Z"
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},
|
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"tags": []
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},
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"outputs": [
|
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{
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"data": {
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"text/plain": [
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"<matplotlib.image.AxesImage at 0x76526172d0c0>"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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},
|
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{
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"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAGGCAYAAAAnycgNAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjUsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvWftoOwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAFUZJREFUeJzt3W2MHAX9wPHf9Wq3gHeLLV6l6VILbyiUCu0RbAsogk0qEmsUhfDkwxuSA1ouKk8mGhRWJBoSkcpVglFTSwwCNQpSNVxBrJRClSDhQYg9gcpD8LbUZAnt/F8YLv8LLXSvv7vt3n0+ybzY6czNL5km883M3F5bURRFAAAkmNTsAQCA8UNYAABphAUAkEZYAABphAUAkEZYAABphAUAkGbyWB9w165d8cILL0RHR0e0tbWN9eEBgBEoiiK2b98eM2fOjEmT9nxfYszD4oUXXohKpTLWhwUAEgwMDMSsWbP2+O9jHhYdHR0R8b/BOjs7x/rwAMAI1Gq1qFQqQ9fxPRnzsHjr8UdnZ6ewAIAW826vMXh5EwBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDQjCoubbrop5syZE1OnTo2FCxfG/fffnz0XANCCGg6L2267LVauXBlXXXVVPProo3HSSSfFsmXLYuvWraMxHwDQQtqKoiga2eGEE06IBQsWxKpVq4bWzZ07N5YvXx7VavVd96/ValEul2NwcDA6OzsbnxgAGHN7e/1u6I7FG2+8EZs3b46lS5cOW7906dJ48MEHd7tPvV6PWq02bAEAxqeGwuKVV16JnTt3xowZM4atnzFjRmzbtm23+1Sr1SiXy0NLpVIZ+bQAwH5tRC9vtrW1DftcFMXb1r3liiuuiMHBwaFlYGBgJIcEAFrA5EY2PuSQQ6K9vf1tdydeeumlt93FeEupVIpSqTTyCQGAltHQHYspU6bEwoULY/369cPWr1+/PhYvXpw6GADQehq6YxER0dvbG+edd150d3fHokWLoq+vL7Zu3RoXXnjhaMwHALSQhsPi85//fLz66qtx9dVXx4svvhjz5s2L3/72tzF79uzRmA8AaCENf4/FvvI9FgDQekbleywAAN6JsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACCNsAAA0ggLACBNw2GxYcOGOOOMM2LmzJnR1tYWd9555yiMBQC0oobDYseOHfGhD30obrzxxtGYBwBoYZMb3WHZsmWxbNmyvd6+Xq9HvV4f+lyr1Ro9JADQIkb9HYtqtRrlcnloqVQqo31IAKBJRj0srrjiihgcHBxaBgYGRvuQAECTNPwopFGlUilKpdJoHwYA2A/4dVMAII2wAADSNPwo5PXXX49nnnlm6PNzzz0XW7ZsiWnTpsVhhx2WOhwA0FoaDouHH344TjnllKHPvb29ERFxwQUXxE9+8pO0wQCA1tNwWHz0ox+NoihGYxYAoMV5xwIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0DYVFtVqN448/Pjo6OqKrqyuWL18eTz755GjNBgC0mIbCor+/P3p6emLjxo2xfv36ePPNN2Pp0qWxY8eO0ZoPAGghbUVRFCPd+eWXX46urq7o7++Pk08+ea/2qdVqUS6XY3BwMDo7O0d6aABgDO3t9XvyvhxkcHAwIiKmTZu2x23q9XrU6/VhgwEA49OIX94siiJ6e3vjxBNPjHnz5u1xu2q1GuVyeWipVCojPSQAsJ8b8aOQnp6e+M1vfhMPPPBAzJo1a4/b7e6ORaVS8SgEAFrIqD4Kufjii2PdunWxYcOGd4yKiIhSqRSlUmkkhwEAWkxDYVEURVx88cVxxx13xH333Rdz5swZrbkAgBbUUFj09PTEmjVr4q677oqOjo7Ytm1bRESUy+U44IADRmVAAKB1NPSORVtb227X33rrrfGFL3xhr36GXzcFgNYzKu9Y7MNXXgAAE4C/FQIApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApGkoLFatWhXz58+Pzs7O6OzsjEWLFsXdd989WrMBAC2mobCYNWtWfOc734mHH344Hn744fjYxz4Wn/rUp+Lxxx8frfkAgBbSVhRFsS8/YNq0aXH99dfHl7/85b3avlarRblcjsHBwejs7NyXQwMAY2Rvr9+TR3qAnTt3xi9/+cvYsWNHLFq0aI/b1ev1qNfrwwYDAManhl/efOyxx+K9731vlEqluPDCC+OOO+6Io446ao/bV6vVKJfLQ0ulUtmngQGA/VfDj0LeeOON2Lp1a/znP/+J22+/PX784x9Hf3//HuNid3csKpWKRyEA0EL29lHIPr9jcdppp8URRxwRN998c+pgAMD+Y2+v3/v8PRZFUQy7IwEATFwNvbx55ZVXxrJly6JSqcT27dtj7dq1cd9998U999wzWvMBAC2kobD497//Heedd168+OKLUS6XY/78+XHPPffExz/+8dGaDwBoIQ2FxS233DJacwAA44C/FQIApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApBEWAEAaYQEApNmnsKhWq9HW1hYrV65MGgcAaGUjDotNmzZFX19fzJ8/P3MeAKCFjSgsXn/99TjnnHNi9erV8b73ve8dt63X61Gr1YYtAMD4NKKw6OnpidNPPz1OO+20d922Wq1GuVweWiqVykgOCQC0gIbDYu3atfHII49EtVrdq+2vuOKKGBwcHFoGBgYaHhIAaA2TG9l4YGAgVqxYEffee29MnTp1r/YplUpRKpVGNBwA0FraiqIo9nbjO++8Mz796U9He3v70LqdO3dGW1tbTJo0Ker1+rB/251arRblcjkGBwejs7Nz5JMDAGNmb6/fDd2xOPXUU+Oxxx4btu6LX/xiHHnkkXHZZZe9a1QAAONbQ2HR0dER8+bNG7buoIMOiunTp79tPQAw8fjmTQAgTUN3LHbnvvvuSxgDABgP3LEAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgTUNh8c1vfjPa2tqGLR/4wAdGazYAoMVMbnSHo48+On7/+98PfW5vb08dCABoXQ2HxeTJk92lAAB2q+F3LJ5++umYOXNmzJkzJ84666x49tln33H7er0etVpt2AIAjE8NhcUJJ5wQP/3pT+N3v/tdrF69OrZt2xaLFy+OV199dY/7VKvVKJfLQ0ulUtnnoQGA/VNbURTFSHfesWNHHHHEEfG1r30tent7d7tNvV6Per0+9LlWq0WlUonBwcHo7Owc6aEBgDFUq9WiXC6/6/W74Xcs/r+DDjoojjnmmHj66af3uE2pVIpSqbQvhwEAWsQ+fY9FvV6PJ554Ig499NCseQCAFtZQWHzlK1+J/v7+eO655+Ivf/lLfPazn41arRYXXHDBaM0HALSQhh6F/Otf/4qzzz47XnnllXj/+98fH/7wh2Pjxo0xe/bs0ZoPAGghDYXF2rVrR2sOAGAc8LdCAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0wgIASCMsAIA0DYfF888/H+eee25Mnz49DjzwwDj22GNj8+bNozEbANBiJjey8WuvvRZLliyJU045Je6+++7o6uqKf/zjH3HwwQeP0ngAQCtpKCyuu+66qFQqceuttw6t++AHP/iO+9Tr9ajX60Ofa7VaYxMCAC2joUch69ati+7u7jjzzDOjq6srjjvuuFi9evU77lOtVqNcLg8tlUplnwYGAPZfbUVRFHu78dSpUyMiore3N84888x46KGHYuXKlXHzzTfH+eefv9t9dnfHolKpxODgYHR2du7j+ADAWKjValEul9/1+t1QWEyZMiW6u7vjwQcfHFp3ySWXxKZNm+LPf/5z6mAAwP5jb6/fDT0KOfTQQ+Ooo44atm7u3LmxdevWkU0JAIwrDYXFkiVL4sknnxy27qmnnorZs2enDgUAtKaGwuLSSy+NjRs3xrXXXhvPPPNMrFmzJvr6+qKnp2e05gMAWkhDYXH88cfHHXfcEb/4xS9i3rx58a1vfStuuOGGOOecc0ZrPgCghTT08mYGL28CQOsZlZc3AQDeibAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANJMHusDFkURERG1Wm2sDw0AjNBb1+23ruN7MuZhsX379oiIqFQqY31oAGAfbd++Pcrl8h7/va14t/RItmvXrnjhhReio6Mj2tra0n9+rVaLSqUSAwMD0dnZmf7zaYzzsf9wLvYfzsX+w7nYe0VRxPbt22PmzJkxadKe36QY8zsWkyZNilmzZo36cTo7O/0n2Y84H/sP52L/4VzsP5yLvfNOdyre4uVNACCNsAAA0oy7sCiVSvGNb3wjSqVSs0chnI/9iXOx/3Au9h/ORb4xf3kTABi/xt0dCwCgeYQFAJBGWAAAaYQFAJBGWAAAacZdWNx0000xZ86cmDp1aixcuDDuv//+Zo804VSr1Tj++OOjo6Mjurq6Yvny5fHkk082eyzif+emra0tVq5c2exRJqznn38+zj333Jg+fXoceOCBceyxx8bmzZubPdaE8+abb8bXv/71mDNnThxwwAFx+OGHx9VXXx27du1q9mgtb1yFxW233RYrV66Mq666Kh599NE46aSTYtmyZbF169Zmjzah9Pf3R09PT2zcuDHWr18fb775ZixdujR27NjR7NEmtE2bNkVfX1/Mnz+/2aNMWK+99losWbIk3vOe98Tdd98df//73+N73/teHHzwwc0ebcK57rrr4kc/+lHceOON8cQTT8R3v/vduP766+MHP/hBs0dreePqeyxOOOGEWLBgQaxatWpo3dy5c2P58uVRrVabONnE9vLLL0dXV1f09/fHySef3OxxJqTXX389FixYEDfddFN8+9vfjmOPPTZuuOGGZo814Vx++eXxpz/9yZ3U/cAnP/nJmDFjRtxyyy1D6z7zmc/EgQceGD/72c+aOFnrGzd3LN54443YvHlzLF26dNj6pUuXxoMPPtikqYiIGBwcjIiIadOmNXmSiaunpydOP/30OO2005o9yoS2bt266O7ujjPPPDO6urriuOOOi9WrVzd7rAnpxBNPjD/84Q/x1FNPRUTEX//613jggQfiE5/4RJMna31j/tdNR8srr7wSO3fujBkzZgxbP2PGjNi2bVuTpqIoiujt7Y0TTzwx5s2b1+xxJqS1a9fGI488Eps2bWr2KBPes88+G6tWrYre3t648sor46GHHopLLrkkSqVSnH/++c0eb0K57LLLYnBwMI488shob2+PnTt3xjXXXBNnn312s0dreeMmLN7S1tY27HNRFG9bx9i56KKL4m9/+1s88MADzR5lQhoYGIgVK1bEvffeG1OnTm32OBPerl27oru7O6699tqIiDjuuOPi8ccfj1WrVgmLMXbbbbfFz3/+81izZk0cffTRsWXLlli5cmXMnDkzLrjggmaP19LGTVgccsgh0d7e/ra7Ey+99NLb7mIwNi6++OJYt25dbNiwIWbNmtXscSakzZs3x0svvRQLFy4cWrdz587YsGFD3HjjjVGv16O9vb2JE04shx56aBx11FHD1s2dOzduv/32Jk00cX31q1+Nyy+/PM4666yIiDjmmGPin//8Z1SrVWGxj8bNOxZTpkyJhQsXxvr164etX79+fSxevLhJU01MRVHERRddFL/61a/ij3/8Y8yZM6fZI01Yp556ajz22GOxZcuWoaW7uzvOOeec2LJli6gYY0uWLHnbr14/9dRTMXv27CZNNHH997//jUmThl8C29vb/bppgnFzxyIiore3N84777zo7u6ORYsWRV9fX2zdujUuvPDCZo82ofT09MSaNWvirrvuio6OjqG7SOVyOQ444IAmTzexdHR0vO3dloMOOiimT5/unZcmuPTSS2Px4sVx7bXXxuc+97l46KGHoq+vL/r6+po92oRzxhlnxDXXXBOHHXZYHH300fHoo4/G97///fjSl77U7NFaXzHO/PCHPyxmz55dTJkypViwYEHR39/f7JEmnIjY7XLrrbc2ezSKovjIRz5SrFixotljTFi//vWvi3nz5hWlUqk48sgji76+vmaPNCHVarVixYoVxWGHHVZMnTq1OPzww4urrrqqqNfrzR6t5Y2r77EAAJpr3LxjAQA0n7AAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgjbAAANIICwAgzf8B2cQioo9FcU0AAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## ảnh NDVI chưa điền mây (fill nan)\n",
|
|
"plt.imshow(ndvi.isel(time=0))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "5372d50c-7b05-475e-bdce-ed36a8ea794d",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:23.666735Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:23.666585Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:23.743669Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:23.743161Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x7652606eb010>"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# đặt thời gian các mùa\n",
|
|
"time_split = [slice('2022-09-01', '2023-01-01'), \n",
|
|
" slice('2023-01-01', '2023-05-01'),\n",
|
|
" slice('2023-05-01', '2023-07-01'),\n",
|
|
" slice('2023-07-01', '2022-10-01')]\n",
|
|
"\n",
|
|
"# Điền mây ở các vị trí mang giá trị nan (fill nan)\n",
|
|
"fill_nan_ndvi = fill_nan(ndvi, time_split)\n",
|
|
"\n",
|
|
"# In kết quả ảnh ndvi đã điền mây (đã fill nan)\n",
|
|
"plt.imshow(fill_nan_ndvi.isel(time=0))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "4e11434c-24ff-48f4-8611-b3baeb300de3",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:23.745216Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:23.745057Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:23.765896Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:23.765330Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CPU times: user 13.8 ms, sys: 4.16 ms, total: 18 ms\n",
|
|
"Wall time: 17.6 ms\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"## tính ndvi theo tháng\n",
|
|
"average_ndvi = fill_nan_ndvi.resample(time='1M').mean().persist()\n",
|
|
"# progress(average_ndvi)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "a80e2b2c-ef4b-4f39-a8df-11fc4dcd916c",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:23.767440Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:23.767282Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:23.770239Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:23.769776Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# compute average_ndvi\n",
|
|
"average_ndvi = average_ndvi.compute()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "34e7fd9c-3a16-4c82-b210-2afc4a84772e",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:23.771459Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:23.771320Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:34.767469Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:34.766821Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# load dữ liệu sen1\n",
|
|
"coordinates = (longtitude_range, latitude_range)\n",
|
|
"dsvh, dsvv = load_data_sen1(None, date_range, coordinates)\n",
|
|
"average_vv = calculate_average(dsvv, time_pattern='1M')\n",
|
|
"average_vh = calculate_average(dsvh, time_pattern='1M')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "5d29d5cf-31fd-4263-8ae4-2eb9690f739e",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:34.769705Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:34.769509Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:34.890841Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:34.890153Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# load model RF\n",
|
|
"loaded_model = joblib.load(os.path.join(\"model_train\", \"model_land_use_odc.joblib\"))\n",
|
|
"\n",
|
|
"# dự đoán\n",
|
|
"data_array = predict(loaded_model, data.rio.crs, average_ndvi, average_vh, average_vv)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "1e17f18d-0878-43d1-acf6-54dfc9f1a0db",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:34.892761Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:34.892550Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:34.954638Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:34.954131Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"<Figure size 640x480 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# cấu hình màu cho các loại đất\n",
|
|
"colors = [\n",
|
|
" \"#abcee9\",\n",
|
|
" \"#ffef44\",\n",
|
|
" \"#c4ff9e\",\n",
|
|
" \"#ffd6a8\",\n",
|
|
" \"#93ddda\",\n",
|
|
" \"#1aeef7\",\n",
|
|
" \"#ffa7f2\",\n",
|
|
" \"#33ee33\"\n",
|
|
"]\n",
|
|
"labels = [\n",
|
|
" \"Lúa tôm\",\n",
|
|
" \"Lúa\",\n",
|
|
" \"CHN\",\n",
|
|
" \"CLN\",\n",
|
|
" \"TS\",\n",
|
|
" \"Sông\",\n",
|
|
" \"Đất xây dựng\",\n",
|
|
" \"Rừng\"\n",
|
|
"]\n",
|
|
"# hiển thị phân loại sử dụng đất\n",
|
|
"cmap = ListedColormap(colors)\n",
|
|
"img = data_array.plot(cmap=cmap, add_colorbar=False)\n",
|
|
"cbar = plt.colorbar(img)\n",
|
|
"cbar.ax.set_yticklabels(labels)\n",
|
|
"plt.title(\"Phân loại sử dụng đất\")\n",
|
|
"plt.axis('off')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "caa6893e-4167-4d85-8c5e-d03cdb55f71f",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:34.956301Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:34.956134Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:35.009961Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:35.009274Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## cấu hình shapefile ranh giới thuận hòa và vh vv file\n",
|
|
"thuanhoa_path = \"ThuanHoa/region/ST_ThuanHoa_Boundaryofficially.shp\"\n",
|
|
"\n",
|
|
"# cắt theo ranh giới xã thuận hòa\n",
|
|
"region_result = cut_according_shp(thuanhoa_path, average_ndvi, data_array)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "177a672f-dc68-4987-a3c6-2123dff257c0",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:35.012040Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:35.011725Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:35.458011Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:35.457362Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.holoviews_exec.v0+json": "",
|
|
"text/html": [
|
|
"<div id='935a7b80-5720-490d-a781-f946edbcb21e'>\n",
|
|
" <div id=\"cdc3d6e0-76c8-4ca1-880f-c5a5b29d17f6\" data-root-id=\"935a7b80-5720-490d-a781-f946edbcb21e\" style=\"display: contents;\"></div>\n",
|
|
"</div>\n",
|
|
"<script type=\"application/javascript\">(function(root) {\n",
|
|
" var docs_json = {\"864e752c-46a1-4124-b5f0-5ae2c1be2302\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"935a7b80-5720-490d-a781-f946edbcb21e\",\"attributes\":{\"name\":\"Row00316\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n background-color: #c3c3c3;\\n mask-size: auto calc(min(50%, 400px));\\n -webkit-mask-size: auto calc(min(50%, 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(metre)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"ab72ba47-deb5-47b7-833a-edc46a2ec5b2\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"5d08c071-0779-40d6-b0f2-5664d983f284\",\"attributes\":{\"axis\":{\"id\":\"a96565cb-09c0-4484-9598-b95a0b8fb7b4\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"43d3f7ab-376e-46eb-b30e-225b2ed2b2ce\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"ed33fddb-24f5-4564-bc36-ecff7f72dd01\"},\"grid_line_color\":null}}],\"frame_width\":700,\"frame_height\":300,\"min_border_top\":10,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"output_backend\":\"webgl\",\"match_aspect\":true,\"hold_render\":false}},{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"7ca96f0f-5a00-4e52-9d05-248284271de3\",\"attributes\":{\"name\":\"HSpacer00321\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n background-color: #c3c3c3;\\n mask-size: auto calc(min(50%, 400px));\\n -webkit-mask-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"0dae8a2a-5492-4c60-ad48-62c351c76142\"},{\"id\":\"cbad4583-4ae0-4e90-aad5-2a601c29756a\"},{\"id\":\"95cb32e2-6219-4fdb-bdfd-d6cf66d618e1\"}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"feeb278e-b4a8-4176-9993-acd02b7d45c5\",\"attributes\":{\"plot_id\":\"935a7b80-5720-490d-a781-f946edbcb21e\",\"comm_id\":\"fd9caa15791641e6acc23c98791aab3d\",\"client_comm_id\":\"627d16f30ba049eab247a2c6ffa97c3e\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
|
|
" var render_items = [{\"docid\":\"864e752c-46a1-4124-b5f0-5ae2c1be2302\",\"roots\":{\"935a7b80-5720-490d-a781-f946edbcb21e\":\"cdc3d6e0-76c8-4ca1-880f-c5a5b29d17f6\"},\"root_ids\":[\"935a7b80-5720-490d-a781-f946edbcb21e\"]}];\n",
|
|
" var docs = Object.values(docs_json)\n",
|
|
" if (!docs) {\n",
|
|
" return\n",
|
|
" }\n",
|
|
" const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
|
|
" async function embed_document(root) {\n",
|
|
" var Bokeh = get_bokeh(root)\n",
|
|
" await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
|
|
" for (const render_item of render_items) {\n",
|
|
" for (const root_id of render_item.root_ids) {\n",
|
|
"\tconst id_el = document.getElementById(root_id)\n",
|
|
"\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
|
|
"\t const root_el = id_el.children[0]\n",
|
|
"\t root_el.id = root_el.id + '-rendered'\n",
|
|
"\t for (const child of root_el.children) {\n",
|
|
" // Ensure JupyterLab does not capture keyboard shortcuts\n",
|
|
" // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
|
|
"\t child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
|
|
"\t }\n",
|
|
"\t}\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }\n",
|
|
" function get_bokeh(root) {\n",
|
|
" if (root.Bokeh === undefined) {\n",
|
|
" return null\n",
|
|
" } else if (root.Bokeh.version !== py_version) {\n",
|
|
" if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
|
|
"\treturn null\n",
|
|
" }\n",
|
|
" return root.Bokeh.versions.get(py_version);\n",
|
|
" } else if (root.Bokeh.version === py_version) {\n",
|
|
" return root.Bokeh\n",
|
|
" }\n",
|
|
" return null\n",
|
|
" }\n",
|
|
" function is_loaded(root) {\n",
|
|
" var Bokeh = get_bokeh(root)\n",
|
|
" return (Bokeh != null && Bokeh.Panel !== undefined)\n",
|
|
" }\n",
|
|
" if (is_loaded(root)) {\n",
|
|
" embed_document(root);\n",
|
|
" } else {\n",
|
|
" var attempts = 0;\n",
|
|
" var timer = setInterval(function(root) {\n",
|
|
" if (is_loaded(root)) {\n",
|
|
" clearInterval(timer);\n",
|
|
" embed_document(root);\n",
|
|
" } else if (document.readyState == \"complete\") {\n",
|
|
" attempts++;\n",
|
|
" if (attempts > 200) {\n",
|
|
" clearInterval(timer);\n",
|
|
"\t var Bokeh = get_bokeh(root)\n",
|
|
"\t if (Bokeh == null || Bokeh.Panel == null) {\n",
|
|
" console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
|
|
"\t } else {\n",
|
|
"\t console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
|
|
"\t embed_document(root)\n",
|
|
"\t }\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }, 25, root)\n",
|
|
" }\n",
|
|
"})(window);</script>"
|
|
],
|
|
"text/plain": [
|
|
":DynamicMap []\n",
|
|
" :Image [x,y] (value)"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"application/vnd.holoviews_exec.v0+json": {
|
|
"id": "935a7b80-5720-490d-a781-f946edbcb21e"
|
|
}
|
|
},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# hiển thị kết quả phân loại sử dụng đất\n",
|
|
"colorval = list(range(len(colors)))\n",
|
|
"options = {\n",
|
|
" 'title': 'Phân loại sử dụng đất',\n",
|
|
" 'cmap': colors,\n",
|
|
" 'clim': (0, 8),\n",
|
|
" 'aspect': 'equal',\n",
|
|
" 'colorbar_opts': {\n",
|
|
" 'major_label_overrides': dict(zip(colorval, labels)),\n",
|
|
" 'major_label_text_align': 'left',\n",
|
|
" 'ticker': FixedTicker(ticks=colorval),\n",
|
|
" },\n",
|
|
"}\n",
|
|
" \n",
|
|
"region_result.hvplot(\n",
|
|
" rasterize = True, # Use Datashader, particularly useful for dask arrays\n",
|
|
" aggregator = reductions.mode(), # Datashader selects mode value, requires 'hv.Image'\n",
|
|
").options(opts.Image(**options))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "43580ab8-c637-4e79-b842-0131f970bfac",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:35.459739Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:35.459532Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:35.466109Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:35.465385Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Lưu lại kết quả\n",
|
|
"region_result.rio.to_raster(\"KetQuaPhanLoaiDatODC.tif\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "a23a5bd1-1a8c-448d-b239-8ba2d8e104f2",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-15T08:37:35.467743Z",
|
|
"iopub.status.busy": "2026-07-15T08:37:35.467587Z",
|
|
"iopub.status.idle": "2026-07-15T08:37:35.470024Z",
|
|
"shell.execute_reply": "2026-07-15T08:37:35.469451Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# đóng client, cluster\n",
|
|
"# client.close()\n",
|
|
"# cluster.close()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "4d9b1bb0-006c-4568-9712-40703f4d2e24",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.18"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|