4428 lines
263 KiB
Plaintext
4428 lines
263 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": "db6b50b8-f9c5-4ee9-b93f-ed38a89156ba",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-07-16T04:20:28.356829Z",
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"iopub.status.busy": "2026-07-16T04:20:28.356683Z",
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"iopub.status.idle": "2026-07-16T04:20:32.722052Z",
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"shell.execute_reply": "2026-07-16T04:20:32.721347Z"
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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",
|
|
"\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",
|
|
" 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",
|
|
" 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='635170b4-8b8e-4e9e-be49-6ac0a4dd9a70'>\n",
|
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" <div id=\"e4a33050-916d-402c-8e90-ba9f51485344\" data-root-id=\"635170b4-8b8e-4e9e-be49-6ac0a4dd9a70\" style=\"display: contents;\"></div>\n",
|
|
"</div>\n",
|
|
"<script type=\"application/javascript\">(function(root) {\n",
|
|
" var docs_json = {\"9d57d8b9-36f0-44df-aed9-f1eff7cdc086\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"635170b4-8b8e-4e9e-be49-6ac0a4dd9a70\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"9c6fc6a1-0eea-4f4e-b6bc-0be9897e1293\",\"attributes\":{\"plot_id\":\"635170b4-8b8e-4e9e-be49-6ac0a4dd9a70\",\"comm_id\":\"96b0b228ae17445dad5fd905034f4bdc\",\"client_comm_id\":\"0564635fc0234699a1699ab89af0d9c8\"}}],\"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\":\"9d57d8b9-36f0-44df-aed9-f1eff7cdc086\",\"roots\":{\"635170b4-8b8e-4e9e-be49-6ac0a4dd9a70\":\"e4a33050-916d-402c-8e90-ba9f51485344\"},\"root_ids\":[\"635170b4-8b8e-4e9e-be49-6ac0a4dd9a70\"]}];\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": "635170b4-8b8e-4e9e-be49-6ac0a4dd9a70"
|
|
}
|
|
},
|
|
"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"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CPU times: user 6.44 s, sys: 387 ms, total: 6.83 s\n",
|
|
"Wall time: 4.36 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time \n",
|
|
"%matplotlib inline\n",
|
|
"from new_import_ODC import *"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "bfdefd7d-90d2-43bf-aa58-ebb4caef0f85",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:32.724034Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:32.723555Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:32.994905Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:32.994366Z"
|
|
},
|
|
"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",
|
|
"# Cấu hình Daskgateway\n",
|
|
"cluster, client = notebook_utils.initialize_dask(use_gateway=True, workers=(1,10))\n",
|
|
"# Khai báo 1 Datacube là dc\n",
|
|
"dc = None\n",
|
|
"\n",
|
|
"# Cấu hình truy cập dịch vụ S3\n",
|
|
"configure_s3_access(aws_unsigned=False, requester_pays=True, client=client)\n",
|
|
"\n",
|
|
"client"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "657547be-5136-439b-b194-e5944c905138",
|
|
"metadata": {},
|
|
"source": [
|
|
"LOAD VH, VV"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "a0a8a450-3725-48d8-837e-2f19c2e6db59",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:32.996822Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:32.996657Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:32.999520Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:32.998899Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## cấu hình thời gian lấy ảnh và tọa độ\n",
|
|
"date_range = ('2022-09-01', '2022-10-01')\n",
|
|
"longtitude_range = (105.86, 105.94)\n",
|
|
"latitude_range = (9.65, 9.69) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "05c2a58f-d0e5-4b20-9320-de05897cbdf7",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:33.001017Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:33.000863Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:33.132197Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:33.131561Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## cấu hình dữ liệu train và vh vv file\n",
|
|
"train_path = \"train/ST_training_data_updated_1130points.shp\" # đường dẫn shp file train\n",
|
|
"name_vh = \"vh-0922_0923-full_ST.tif\"\n",
|
|
"name_vv = \"vv-0922_0923-full_ST.tif\"\n",
|
|
"\n",
|
|
"\n",
|
|
"train = load_train_data(train_path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "33471ca1-6e5a-403e-b9af-2e7b45c1d892",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:33.134211Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:33.133827Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:33.136604Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:33.136120Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# %%time\n",
|
|
"# ## tải về dữ liệu sen1\n",
|
|
"# import os\n",
|
|
"# if not os.path.exists(name_vh):\n",
|
|
"# !aws s3 cp s3://easi-asia-dc-data/staging/ctu/sentinel-1/vh-0922_0923-full_ST.tif vh-0922_0923-full_ST.tif\n",
|
|
"# if not os.path.exists(name_vv):\n",
|
|
"# !aws s3 cp s3://easi-asia-dc-data/staging/ctu/sentinel-1/vv-0922_0923-full_ST.tif vv-0922_0923-full_ST.tif"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "6ebfc48a-2bed-4909-b495-6bbfd3f3cc6f",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "8471dbbf-c3c6-4f03-94b0-11795b8d2062",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:33.137856Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:33.137718Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:33.139902Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:33.139462Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# ds = dc.load(\n",
|
|
"# product=\"sentinel1_grd_gamma0_20m\",\n",
|
|
"# x=(105.5, 106.4),\n",
|
|
"# y=(9.2, 10.0),\n",
|
|
"# time=(\"2022-09-01\", \"2022-10-01\"),\n",
|
|
"# measurements=[\"vv\", \"vh\"],\n",
|
|
"# output_crs=\"EPSG:32648\",\n",
|
|
"# resolution=(-10,10),\n",
|
|
"# dask_chunks={\"x\":2048, \"y\":2048},\n",
|
|
"# skip_broken_datasets=True,\n",
|
|
"# group_by=\"solar_day\"\n",
|
|
"# )\n",
|
|
"# notebook_utils.heading(notebook_utils.xarray_object_size(ds))\n",
|
|
"# ds"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "3b51729a-3cdc-4ec5-957d-6861c0338dd8",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:33.141114Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:33.140944Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:33.143233Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:33.142767Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# vv_data = ds.vv\n",
|
|
"# vv_data\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "8e5fd090-d355-45bd-ba1b-b95d0584dd8c",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:33.144457Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:33.144332Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:40.863353Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:40.862533Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
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"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",
|
|
"/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"
|
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]
|
|
},
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"\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",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:focus + label {\n",
|
|
" border: 2px solid var(--xr-font-color0) !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
|
|
"\n",
|
|
".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",
|
|
" display: inline-block;\n",
|
|
" content: \"►\";\n",
|
|
" font-size: 11px;\n",
|
|
" 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",
|
|
" display: none;\n",
|
|
" 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.DataArray 'vv' (band: 1, y: 6, x: 10)> Size: 240B\n",
|
|
"array([[[0.20200339, 0.184596 , 0.21124503, 0.20331693, 0.1884 ,\n",
|
|
" 0.2735713 , 0.1444959 , 0.19934565, 0.16420695, 0.20490396],\n",
|
|
" [0.20082322, 0.2443025 , 0.12078094, 0.18949991, 0.219684 ,\n",
|
|
" 0.2085375 , 0.53661674, 0.21402478, 0.21814747, 0.19039509],\n",
|
|
" [0.25092804, 0.19753425, 0.18494031, 0.16937539, 0.16997567,\n",
|
|
" 0.15630367, 0.19967255, 0.21627274, 0.21175028, 0.22967656],\n",
|
|
" [0.2012301 , 0.23230979, 0.22190598, 0.2193865 , 0.18846193,\n",
|
|
" 0.16099635, 0.13527659, 0.2958786 , 0.2072275 , 0.24274352],\n",
|
|
" [0.23056144, 0.25007445, 0.14025834, 0.21292531, 0.1575762 ,\n",
|
|
" 0.10948348, 0.19437967, 0.16421579, 0.26592922, 0.2787917 ],\n",
|
|
" [0.200758 , 0.22657377, 0.20378906, 0.19336893, 0.18733293,\n",
|
|
" 0.16490099, 0.20782855, 0.22409885, 0.34375262, 0.28688908]]],\n",
|
|
" dtype=float32)\n",
|
|
"Coordinates:\n",
|
|
" * y (y) float64 48B 1.072e+06 1.07e+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 int64 8B 0\n",
|
|
"Dimensions without coordinates: band</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'>'vv'</div><ul class='xr-dim-list'><li><span>band</span>: 1</li><li><span class='xr-has-index'>y</span>: 6</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-7effea42-ee14-441e-853e-3a4314041ba8' class='xr-array-in' type='checkbox' checked><label for='section-7effea42-ee14-441e-853e-3a4314041ba8' 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>0.202 0.1846 0.2112 0.2033 0.1884 ... 0.2078 0.2241 0.3438 0.2869</span></div><div class='xr-array-data'><pre>array([[[0.20200339, 0.184596 , 0.21124503, 0.20331693, 0.1884 ,\n",
|
|
" 0.2735713 , 0.1444959 , 0.19934565, 0.16420695, 0.20490396],\n",
|
|
" [0.20082322, 0.2443025 , 0.12078094, 0.18949991, 0.219684 ,\n",
|
|
" 0.2085375 , 0.53661674, 0.21402478, 0.21814747, 0.19039509],\n",
|
|
" [0.25092804, 0.19753425, 0.18494031, 0.16937539, 0.16997567,\n",
|
|
" 0.15630367, 0.19967255, 0.21627274, 0.21175028, 0.22967656],\n",
|
|
" [0.2012301 , 0.23230979, 0.22190598, 0.2193865 , 0.18846193,\n",
|
|
" 0.16099635, 0.13527659, 0.2958786 , 0.2072275 , 0.24274352],\n",
|
|
" [0.23056144, 0.25007445, 0.14025834, 0.21292531, 0.1575762 ,\n",
|
|
" 0.10948348, 0.19437967, 0.16421579, 0.26592922, 0.2787917 ],\n",
|
|
" [0.200758 , 0.22657377, 0.20378906, 0.19336893, 0.18733293,\n",
|
|
" 0.16490099, 0.20782855, 0.22409885, 0.34375262, 0.28688908]]],\n",
|
|
" dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-2bc9c158-0928-42e1-be4c-4f0e7c3d5dfe' class='xr-section-summary-in' type='checkbox' checked><label for='section-2bc9c158-0928-42e1-be4c-4f0e7c3d5dfe' class='xr-section-summary' >Coordinates: <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 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 1.07e+06 ... 1.066e+06</div><input id='attrs-c864bfd2-e7e9-4fc9-8068-c019f2c9b171' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c864bfd2-e7e9-4fc9-8068-c019f2c9b171' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b3f2506-81ee-44a5-8c50-4b9d8dc4bc39' class='xr-var-data-in' type='checkbox'><label for='data-7b3f2506-81ee-44a5-8c50-4b9d8dc4bc39' 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([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-5ab40089-0695-4cdb-8149-33f022baab06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5ab40089-0695-4cdb-8149-33f022baab06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f6ef2bf-bb6c-4c60-949b-a931b9b97c3c' class='xr-var-data-in' type='checkbox'><label for='data-7f6ef2bf-bb6c-4c60-949b-a931b9b97c3c' 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'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-f16d36de-4029-4c6e-94b0-b8d96b5c5f3d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f16d36de-4029-4c6e-94b0-b8d96b5c5f3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d3edd72-4abd-4322-b94f-755e1dd256d3' class='xr-var-data-in' type='checkbox'><label for='data-2d3edd72-4abd-4322-b94f-755e1dd256d3' 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>crs_wkt :</span></dt><dd>PROJCS["WGS 84 / UTM zone 48N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",105],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["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</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>spatial_ref :</span></dt><dd>PROJCS["WGS 84 / UTM zone 48N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",105],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32648"]]</dd><dt><span>GeoTransform :</span></dt><dd>594000.0 1000.0 0.0 1072000.0 0.0 -1000.0</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9ef9b37d-522b-43d3-9ace-ee8bdf784066' class='xr-section-summary-in' type='checkbox' ><label for='section-9ef9b37d-522b-43d3-9ace-ee8bdf784066' class='xr-section-summary' >Indexes: <span>(2)</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-294310b3-71ca-4a97-b20a-a628af82e511' class='xr-index-data-in' type='checkbox'/><label for='index-294310b3-71ca-4a97-b20a-a628af82e511' 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([1071500.0, 1070500.0, 1069500.0, 1068500.0, 1067500.0, 1066500.0], 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-c8ebd27a-3346-4a9b-a52b-733ae8cca9e8' class='xr-index-data-in' type='checkbox'/><label for='index-c8ebd27a-3346-4a9b-a52b-733ae8cca9e8' 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",
|
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" 601500.0, 602500.0, 603500.0],\n",
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" dtype='float64', name='x'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b2c3c88f-13d0-47e8-bb85-7d682b2fc9e4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b2c3c88f-13d0-47e8-bb85-7d682b2fc9e4' 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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" spatial_ref int64 8B 0\n",
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},
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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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"source": [
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"bbox = [longtitude_range[0], latitude_range[0], longtitude_range[1], latitude_range[1]]\n",
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"time_range = f'{date_range[0]}/{date_range[1]}'\n",
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"dsvh, dsvv = load_sen1(bbox, time_range)\n",
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"dsvv"
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"metadata": {},
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"source": [
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" --jp-layout-color2,\n",
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" hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
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"\n",
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" var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
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" );\n",
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" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
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" );\n",
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" --xr-background-color: var(\n",
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" var(--pst-color-on-background, #111111)\n",
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" );\n",
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" --xr-background-color-row-even: var(\n",
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"\n",
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"\n",
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".xr-header {\n",
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" padding-top: 6px;\n",
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" padding-bottom: 6px;\n",
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" margin-bottom: 4px;\n",
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" border-bottom: solid 1px var(--xr-border-color);\n",
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"}\n",
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"\n",
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".xr-header > div,\n",
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".xr-header > ul {\n",
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" display: inline;\n",
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" margin-top: 0;\n",
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" margin-bottom: 0;\n",
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"}\n",
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"\n",
|
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".xr-obj-type,\n",
|
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".xr-array-name {\n",
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" margin-left: 2px;\n",
|
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" margin-right: 10px;\n",
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"}\n",
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"\n",
|
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".xr-obj-type {\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-sections {\n",
|
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" padding-left: 0 !important;\n",
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" display: grid;\n",
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" grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
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"}\n",
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"\n",
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".xr-section-item {\n",
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" display: contents;\n",
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"}\n",
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"\n",
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".xr-section-item input {\n",
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" display: inline-block;\n",
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" opacity: 0;\n",
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" height: 0;\n",
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"}\n",
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"\n",
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".xr-section-item input + label {\n",
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" color: var(--xr-disabled-color);\n",
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" border: 2px solid transparent !important;\n",
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"}\n",
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"\n",
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".xr-section-item input:enabled + label {\n",
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" cursor: pointer;\n",
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"\n",
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".xr-section-item input:focus + label {\n",
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" border: 2px solid var(--xr-font-color0) !important;\n",
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"\n",
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".xr-section-item input:enabled + label:hover {\n",
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" color: var(--xr-font-color0);\n",
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"}\n",
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"\n",
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".xr-section-summary {\n",
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" grid-column: 1;\n",
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" color: var(--xr-font-color2);\n",
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"\n",
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".xr-section-summary > span {\n",
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".xr-section-summary-in:disabled + label {\n",
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"\n",
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".xr-section-summary-in + label:before {\n",
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".xr-section-summary-in:disabled + label:before {\n",
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".xr-section-summary-in:checked + label:before {\n",
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".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",
|
|
" display: none;\n",
|
|
" 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: 4kB\n",
|
|
"Dimensions: (y: 6, x: 10, time: 6)\n",
|
|
"Coordinates:\n",
|
|
" * y (y) float64 48B 1.072e+06 1.07e+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 1kB dask.array<chunksize=(1, 6, 10), meta=np.ndarray>\n",
|
|
" nir (time, y, x) float32 1kB dask.array<chunksize=(1, 6, 10), meta=np.ndarray>\n",
|
|
" scl (time, y, x) float32 1kB dask.array<chunksize=(1, 6, 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-c3ae8b22-b2a7-4e4a-ba26-2b10bac2c6d7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c3ae8b22-b2a7-4e4a-ba26-2b10bac2c6d7' 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>: 6</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-7a6421e7-384d-45cf-a916-f934df998a69' class='xr-section-summary-in' type='checkbox' checked><label for='section-7a6421e7-384d-45cf-a916-f934df998a69' 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 1.07e+06 ... 1.066e+06</div><input id='attrs-b5bb6e1f-cfd2-47f0-9a16-f210ab7635f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b5bb6e1f-cfd2-47f0-9a16-f210ab7635f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06d22fa0-50ba-48db-9ae0-607f1328f1d2' class='xr-var-data-in' type='checkbox'><label for='data-06d22fa0-50ba-48db-9ae0-607f1328f1d2' 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([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-0b95808e-c5f9-4e71-9ffa-4b8632356cc6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b95808e-c5f9-4e71-9ffa-4b8632356cc6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cc76466-a52e-4a13-9ea3-463242f10eb2' class='xr-var-data-in' type='checkbox'><label for='data-8cc76466-a52e-4a13-9ea3-463242f10eb2' 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-4607a432-acad-4bcf-8e65-ecbf3a428bcc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4607a432-acad-4bcf-8e65-ecbf3a428bcc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1bb2c27f-0689-45f1-9be0-23b75fab0499' class='xr-var-data-in' type='checkbox'><label for='data-1bb2c27f-0689-45f1-9be0-23b75fab0499' 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 1072000 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-623ea209-d454-4ac5-afaf-f19ffb528932' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-623ea209-d454-4ac5-afaf-f19ffb528932' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23ab1ee0-fdef-4d08-bdd0-1b855618a856' class='xr-var-data-in' type='checkbox'><label for='data-23ab1ee0-fdef-4d08-bdd0-1b855618a856' 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",
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" '2022-09-12T03:15:31.025000000', '2022-09-17T03:15:19.024000000',\n",
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" '2022-09-22T03:15:31.024000000', '2022-09-27T03:15:19.024000000'],\n",
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" dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4ff234b5-c8b3-4db0-bfb1-60e53f4fad6a' class='xr-section-summary-in' type='checkbox' checked><label for='section-4ff234b5-c8b3-4db0-bfb1-60e53f4fad6a' 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, 6, 10), meta=np.ndarray></div><input id='attrs-d83eb16e-e3fa-41fd-8f45-72b9d8c26359' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d83eb16e-e3fa-41fd-8f45-72b9d8c26359' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75ceda33-363c-4339-8237-bc21f13fa5fe' class='xr-var-data-in' type='checkbox'><label for='data-75ceda33-363c-4339-8237-bc21f13fa5fe' 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",
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" <tr>\n",
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" <td>\n",
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" <table style=\"border-collapse: collapse;\">\n",
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" <thead>\n",
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" <tr>\n",
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" <td> </td>\n",
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" <th> Array </th>\n",
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" <th> Chunk </th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" \n",
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" <tr>\n",
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" <th> Bytes </th>\n",
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" <td> 1.41 kiB </td>\n",
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" <td> 240 B </td>\n",
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" </tr>\n",
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" \n",
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" <tr>\n",
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" <th> Shape </th>\n",
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" <td> (6, 6, 10) </td>\n",
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" <td> (1, 6, 10) </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th> Dask graph </th>\n",
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" <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th> Data type </th>\n",
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" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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" </tr>\n",
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" </tbody>\n",
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" </table>\n",
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" </td>\n",
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" <td>\n",
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" <svg width=\"222\" height=\"164\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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"\n",
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" <!-- Horizontal lines -->\n",
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" <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
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" <line x1=\"10\" y1=\"72\" x2=\"52\" y2=\"114\" style=\"stroke-width:2\" />\n",
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" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"86\" />\n",
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"\n",
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" <!-- Horizontal lines -->\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 172.35294117647058,114.35294117647058 52.35294117647059,114.35294117647058\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
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"\n",
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" <!-- Text -->\n",
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" <text x=\"112.352941\" y=\"134.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
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" <text x=\"192.352941\" y=\"78.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,192.352941,78.352941)\">6</text>\n",
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" <text x=\"21.176471\" y=\"113.176471\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,21.176471,113.176471)\">6</text>\n",
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"</svg>\n",
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" </td>\n",
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" </tr>\n",
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"</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, 6, 10), meta=np.ndarray></div><input id='attrs-ba3d119f-d801-43d1-bb2c-fa9961c16579' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ba3d119f-d801-43d1-bb2c-fa9961c16579' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c82ce956-4a69-4f42-8eec-c25b30ff6529' class='xr-var-data-in' type='checkbox'><label for='data-c82ce956-4a69-4f42-8eec-c25b30ff6529' 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",
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" <tr>\n",
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" <td>\n",
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" <table style=\"border-collapse: collapse;\">\n",
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" <thead>\n",
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" <tr>\n",
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" <td> </td>\n",
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" <th> Array </th>\n",
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" <th> Chunk </th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" \n",
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" <tr>\n",
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" <th> Bytes </th>\n",
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" <td> 1.41 kiB </td>\n",
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" <td> 240 B </td>\n",
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" </tr>\n",
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" \n",
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" <tr>\n",
|
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" <th> Shape </th>\n",
|
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" <td> (6, 6, 10) </td>\n",
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" <td> (1, 6, 10) </td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
|
" <th> Dask graph </th>\n",
|
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" <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th> Data type </th>\n",
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" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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" </tr>\n",
|
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" </tbody>\n",
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" </table>\n",
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" </td>\n",
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" <td>\n",
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" <svg width=\"222\" height=\"164\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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"\n",
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" <!-- Horizontal lines -->\n",
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" <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
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" <line x1=\"10\" y1=\"72\" x2=\"52\" y2=\"114\" 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=\"10\" y2=\"72\" style=\"stroke-width:2\" />\n",
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" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"86\" />\n",
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" <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"93\" />\n",
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" <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"100\" />\n",
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" <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"107\" />\n",
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" <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"114\" style=\"stroke-width:2\" />\n",
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"\n",
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"\n",
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" <!-- Horizontal lines -->\n",
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" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\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=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
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"\n",
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"\n",
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" <!-- Text -->\n",
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" <text x=\"112.352941\" y=\"134.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
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" <text x=\"192.352941\" y=\"78.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,192.352941,78.352941)\">6</text>\n",
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" <text x=\"21.176471\" y=\"113.176471\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,21.176471,113.176471)\">6</text>\n",
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"</svg>\n",
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" </td>\n",
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" </tr>\n",
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"</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, 6, 10), meta=np.ndarray></div><input id='attrs-eb24367f-1333-46d7-9beb-a75786965344' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb24367f-1333-46d7-9beb-a75786965344' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-863756f9-f387-45bc-97eb-e97e03a3c4c5' class='xr-var-data-in' type='checkbox'><label for='data-863756f9-f387-45bc-97eb-e97e03a3c4c5' 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",
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" <tr>\n",
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" <td>\n",
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" <table style=\"border-collapse: collapse;\">\n",
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" <thead>\n",
|
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" <tr>\n",
|
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" <td> </td>\n",
|
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" <th> Array </th>\n",
|
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" <th> Chunk </th>\n",
|
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" </tr>\n",
|
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" </thead>\n",
|
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" <tbody>\n",
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" \n",
|
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" <tr>\n",
|
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" <th> Bytes </th>\n",
|
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" <td> 1.41 kiB </td>\n",
|
|
" <td> 240 B </td>\n",
|
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" </tr>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Shape </th>\n",
|
|
" <td> (6, 6, 10) </td>\n",
|
|
" <td> (1, 6, 10) </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Dask graph </th>\n",
|
|
" <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
|
" <th> Data type </th>\n",
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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" </tr>\n",
|
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" </tbody>\n",
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" </table>\n",
|
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" </td>\n",
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" <td>\n",
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" <svg width=\"222\" height=\"164\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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"\n",
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" <!-- Horizontal lines -->\n",
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" <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
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" <line x1=\"10\" y1=\"72\" x2=\"52\" y2=\"114\" 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=\"10\" y2=\"72\" style=\"stroke-width:2\" />\n",
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" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"86\" />\n",
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" <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"114\" style=\"stroke-width:2\" />\n",
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"\n",
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" <!-- Colored Rectangle -->\n",
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" <polygon points=\"10.0,0.0 52.35294117647059,42.35294117647059 52.35294117647059,114.35294117647058 10.0,72.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
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"\n",
|
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" <!-- Horizontal lines -->\n",
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" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
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" <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=\"31\" y1=\"21\" x2=\"151\" y2=\"21\" />\n",
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" <line x1=\"38\" y1=\"28\" x2=\"158\" y2=\"28\" />\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",
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" <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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"\n",
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" <!-- Vertical lines -->\n",
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" <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"114\" style=\"stroke-width:2\" />\n",
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" <line x1=\"172\" y1=\"42\" x2=\"172\" y2=\"114\" 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 172.35294117647058,114.35294117647058 52.35294117647059,114.35294117647058\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
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"\n",
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" <!-- Text -->\n",
|
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" <text x=\"112.352941\" y=\"134.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
|
|
" <text x=\"192.352941\" y=\"78.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,192.352941,78.352941)\">6</text>\n",
|
|
" <text x=\"21.176471\" y=\"113.176471\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,21.176471,113.176471)\">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-191211e9-1c47-4254-935e-c8ef4713d9f3' class='xr-section-summary-in' type='checkbox' ><label for='section-191211e9-1c47-4254-935e-c8ef4713d9f3' 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-36238c79-31da-44f2-9bb9-fce3cb1c4cdd' class='xr-index-data-in' type='checkbox'/><label for='index-36238c79-31da-44f2-9bb9-fce3cb1c4cdd' 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([1071500.0, 1070500.0, 1069500.0, 1068500.0, 1067500.0, 1066500.0], 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-625e0f85-b9d3-4b32-89a9-29ba0e104d12' class='xr-index-data-in' type='checkbox'/><label for='index-625e0f85-b9d3-4b32-89a9-29ba0e104d12' 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-e7003ac3-c67f-497f-be9f-0744a2d71efa' class='xr-index-data-in' type='checkbox'/><label for='index-e7003ac3-c67f-497f-be9f-0744a2d71efa' 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-d11958c1-cdb3-402b-9cdd-c71945a884b7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d11958c1-cdb3-402b-9cdd-c71945a884b7' 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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],
|
|
"text/plain": [
|
|
"<xarray.Dataset> Size: 4kB\n",
|
|
"Dimensions: (y: 6, x: 10, time: 6)\n",
|
|
"Coordinates:\n",
|
|
" * y (y) float64 48B 1.072e+06 1.07e+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",
|
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"Data variables:\n",
|
|
" red (time, y, x) float32 1kB dask.array<chunksize=(1, 6, 10), meta=np.ndarray>\n",
|
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" nir (time, y, x) float32 1kB dask.array<chunksize=(1, 6, 10), meta=np.ndarray>\n",
|
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" scl (time, y, x) float32 1kB dask.array<chunksize=(1, 6, 10), meta=np.ndarray>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"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": 10,
|
|
"id": "0c1ac39c-7a78-425d-afbc-b04a7988f012",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:43.202242Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:43.202074Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:50.967456Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:50.966997Z"
|
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},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CPU times: user 867 ms, sys: 60 ms, total: 927 ms\n",
|
|
"Wall time: 7.76 s\n"
|
|
]
|
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}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"# Tiến hành loại bỏ các vị trí bị mây ảnh hưởng\n",
|
|
"result = mask_clean(data)\n",
|
|
"# progress(result)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "cd57a554-a804-4d0f-ac69-136e34d089db",
|
|
"metadata": {},
|
|
"source": [
|
|
"CALCULATING THE MEAN VALUE AND FILL TO NAN POINT"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "973ac9b2-14fd-45e4-934c-b201ac51ec9e",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:50.973157Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:50.972989Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:51.026372Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:51.025921Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"ds1 = calculate_indices(result, index='NDVI', satellite_mission='s2')\n",
|
|
"ndvi = ds1[\"NDVI\"]\n",
|
|
"average_ndvi = ndvi.resample(time='1M').mean().persist() ## tính mean cho từng tháng -> time = 12\n",
|
|
"# progress(average_ndvi)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "5af8393a-e667-4c93-ae32-ca69ee9d9da7",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:51.028130Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:51.027975Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:51.030890Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:51.030588Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(1, 6, 10)"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"dsvh.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "5b81db73-d533-483e-bab5-44d2c3eff64c",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:51.032140Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:51.031930Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:51.040007Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:51.039686Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"average_ndvi = average_ndvi.compute()\n",
|
|
"average_ndvi = average_ndvi[:, :dsvh.shape[1], :dsvh.shape[2]]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "504a37be-62cc-4121-b0bf-46639cb82fe6",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:51.041696Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:51.041569Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:51.050131Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:51.049812Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CPU times: user 962 μs, sys: 71 μs, total: 1.03 ms\n",
|
|
"Wall time: 1.02 ms\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"filled_ds = average_ndvi.bfill(dim='time')\n",
|
|
"filled_ds = filled_ds.ffill(dim='time')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2b6caa44-5793-4bac-ab67-d1e75d19aab3",
|
|
"metadata": {},
|
|
"source": [
|
|
"FIND NAN POINT AFTER FILLING AND FILLING AGAIN WITH LINEARREGRESSION ALGORITHM"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "0c47e46d-2c74-4b96-91b8-fcd5e46e7699",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:51.052033Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:51.051770Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:51.059849Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:51.059534Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Number of NaNs: 30\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"nan_mask = filled_ds.isnull()\n",
|
|
"\n",
|
|
"# Print the NaN mask\n",
|
|
"# print(nan_mask)\n",
|
|
"\n",
|
|
"# Count the number of NaNs\n",
|
|
"num_nans = nan_mask.sum()\n",
|
|
"print(f'Number of NaNs: {num_nans.values}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "ca51b1a5-2499-457b-bb99-65a950092270",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:51.062740Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:51.062603Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:51.065672Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:51.065333Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.preprocessing import PolynomialFeatures\n",
|
|
"from sklearn.linear_model import LinearRegression\n",
|
|
"from sklearn.ensemble import RandomForestRegressor\n",
|
|
"\n",
|
|
"mask = ~np.isnan(filled_ds)\n",
|
|
"X_train = np.stack([dsvh.values[mask], dsvv.values[mask]], axis=1)\n",
|
|
"y_train = filled_ds.values[mask]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "c78559a3-a503-4dac-a21d-63b414f932a2",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:51.069267Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:51.066898Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:51.135701Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:51.135323Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<style>#sk-container-id-1 {\n",
|
|
" /* Definition of color scheme common for light and dark mode */\n",
|
|
" --sklearn-color-text: #000;\n",
|
|
" --sklearn-color-text-muted: #666;\n",
|
|
" --sklearn-color-line: gray;\n",
|
|
" /* Definition of color scheme for unfitted estimators */\n",
|
|
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
|
|
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
|
|
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
|
|
" --sklearn-color-unfitted-level-3: chocolate;\n",
|
|
" /* Definition of color scheme for fitted estimators */\n",
|
|
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
|
|
" --sklearn-color-fitted-level-1: #d4ebff;\n",
|
|
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
|
|
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
|
|
"\n",
|
|
" /* Specific color for light theme */\n",
|
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
|
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
|
" --sklearn-color-icon: #696969;\n",
|
|
"\n",
|
|
" @media (prefers-color-scheme: dark) {\n",
|
|
" /* Redefinition of color scheme for dark theme */\n",
|
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
|
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
|
" --sklearn-color-icon: #878787;\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 pre {\n",
|
|
" padding: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 input.sk-hidden--visually {\n",
|
|
" border: 0;\n",
|
|
" clip: rect(1px 1px 1px 1px);\n",
|
|
" clip: rect(1px, 1px, 1px, 1px);\n",
|
|
" height: 1px;\n",
|
|
" margin: -1px;\n",
|
|
" overflow: hidden;\n",
|
|
" padding: 0;\n",
|
|
" position: absolute;\n",
|
|
" width: 1px;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-dashed-wrapped {\n",
|
|
" border: 1px dashed var(--sklearn-color-line);\n",
|
|
" margin: 0 0.4em 0.5em 0.4em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" padding-bottom: 0.4em;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-container {\n",
|
|
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
|
|
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
|
|
" so we also need the `!important` here to be able to override the\n",
|
|
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
|
|
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
|
|
" display: inline-block !important;\n",
|
|
" position: relative;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-text-repr-fallback {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-parallel-item,\n",
|
|
"div.sk-serial,\n",
|
|
"div.sk-item {\n",
|
|
" /* draw centered vertical line to link estimators */\n",
|
|
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
|
|
" background-size: 2px 100%;\n",
|
|
" background-repeat: no-repeat;\n",
|
|
" background-position: center center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Parallel-specific style estimator block */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item::after {\n",
|
|
" content: \"\";\n",
|
|
" width: 100%;\n",
|
|
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
|
|
" flex-grow: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel {\n",
|
|
" display: flex;\n",
|
|
" align-items: stretch;\n",
|
|
" justify-content: center;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" position: relative;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item {\n",
|
|
" display: flex;\n",
|
|
" flex-direction: column;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
|
|
" align-self: flex-end;\n",
|
|
" width: 50%;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
|
|
" align-self: flex-start;\n",
|
|
" width: 50%;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
|
|
" width: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Serial-specific style estimator block */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-serial {\n",
|
|
" display: flex;\n",
|
|
" flex-direction: column;\n",
|
|
" align-items: center;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" padding-right: 1em;\n",
|
|
" padding-left: 1em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
|
|
"clickable and can be expanded/collapsed.\n",
|
|
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
|
|
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
|
|
"*/\n",
|
|
"\n",
|
|
"/* Pipeline and ColumnTransformer style (default) */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable {\n",
|
|
" /* Default theme specific background. It is overwritten whether we have a\n",
|
|
" specific estimator or a Pipeline/ColumnTransformer */\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Toggleable label */\n",
|
|
"#sk-container-id-1 label.sk-toggleable__label {\n",
|
|
" cursor: pointer;\n",
|
|
" display: flex;\n",
|
|
" width: 100%;\n",
|
|
" margin-bottom: 0;\n",
|
|
" padding: 0.5em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" text-align: center;\n",
|
|
" align-items: start;\n",
|
|
" justify-content: space-between;\n",
|
|
" gap: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 label.sk-toggleable__label .caption {\n",
|
|
" font-size: 0.6rem;\n",
|
|
" font-weight: lighter;\n",
|
|
" color: var(--sklearn-color-text-muted);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
|
|
" /* Arrow on the left of the label */\n",
|
|
" content: \"▸\";\n",
|
|
" float: left;\n",
|
|
" margin-right: 0.25em;\n",
|
|
" color: var(--sklearn-color-icon);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Toggleable content - dropdown */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable__content {\n",
|
|
" display: none;\n",
|
|
" text-align: left;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable__content pre {\n",
|
|
" margin: 0.2em;\n",
|
|
" border-radius: 0.25em;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
|
|
" /* Expand drop-down */\n",
|
|
" display: block;\n",
|
|
" width: 100%;\n",
|
|
" overflow: visible;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
|
|
" content: \"▾\";\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Pipeline/ColumnTransformer-specific style */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific style */\n",
|
|
"\n",
|
|
"/* Colorize estimator box */\n",
|
|
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
|
|
"#sk-container-id-1 div.sk-label label {\n",
|
|
" /* The background is the default theme color */\n",
|
|
" color: var(--sklearn-color-text-on-default-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover, darken the color of the background */\n",
|
|
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Label box, darken color on hover, fitted */\n",
|
|
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator label */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label label {\n",
|
|
" font-family: monospace;\n",
|
|
" font-weight: bold;\n",
|
|
" display: inline-block;\n",
|
|
" line-height: 1.2em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label-container {\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific */\n",
|
|
"#sk-container-id-1 div.sk-estimator {\n",
|
|
" font-family: monospace;\n",
|
|
" border: 1px dotted var(--sklearn-color-border-box);\n",
|
|
" border-radius: 0.25em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" margin-bottom: 0.5em;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-estimator.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* on hover */\n",
|
|
"#sk-container-id-1 div.sk-estimator:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
|
|
"\n",
|
|
"/* Common style for \"i\" and \"?\" */\n",
|
|
"\n",
|
|
".sk-estimator-doc-link,\n",
|
|
"a:link.sk-estimator-doc-link,\n",
|
|
"a:visited.sk-estimator-doc-link {\n",
|
|
" float: right;\n",
|
|
" font-size: smaller;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1em;\n",
|
|
" height: 1em;\n",
|
|
" width: 1em;\n",
|
|
" text-decoration: none !important;\n",
|
|
" margin-left: 0.5em;\n",
|
|
" text-align: center;\n",
|
|
" /* unfitted */\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted,\n",
|
|
"a:link.sk-estimator-doc-link.fitted,\n",
|
|
"a:visited.sk-estimator-doc-link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Span, style for the box shown on hovering the info icon */\n",
|
|
".sk-estimator-doc-link span {\n",
|
|
" display: none;\n",
|
|
" z-index: 9999;\n",
|
|
" position: relative;\n",
|
|
" font-weight: normal;\n",
|
|
" right: .2ex;\n",
|
|
" padding: .5ex;\n",
|
|
" margin: .5ex;\n",
|
|
" width: min-content;\n",
|
|
" min-width: 20ex;\n",
|
|
" max-width: 50ex;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" box-shadow: 2pt 2pt 4pt #999;\n",
|
|
" /* unfitted */\n",
|
|
" background: var(--sklearn-color-unfitted-level-0);\n",
|
|
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted span {\n",
|
|
" /* fitted */\n",
|
|
" background: var(--sklearn-color-fitted-level-0);\n",
|
|
" border: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link:hover span {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
|
|
"\n",
|
|
"#sk-container-id-1 a.estimator_doc_link {\n",
|
|
" float: right;\n",
|
|
" font-size: 1rem;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1rem;\n",
|
|
" height: 1rem;\n",
|
|
" width: 1rem;\n",
|
|
" text-decoration: none;\n",
|
|
" /* unfitted */\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 a.estimator_doc_link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"#sk-container-id-1 a.estimator_doc_link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".estimator-table summary {\n",
|
|
" padding: .5rem;\n",
|
|
" font-family: monospace;\n",
|
|
" cursor: pointer;\n",
|
|
"}\n",
|
|
"\n",
|
|
".estimator-table details[open] {\n",
|
|
" padding-left: 0.1rem;\n",
|
|
" padding-right: 0.1rem;\n",
|
|
" padding-bottom: 0.3rem;\n",
|
|
"}\n",
|
|
"\n",
|
|
".estimator-table .parameters-table {\n",
|
|
" margin-left: auto !important;\n",
|
|
" margin-right: auto !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".estimator-table .parameters-table tr:nth-child(odd) {\n",
|
|
" background-color: #fff;\n",
|
|
"}\n",
|
|
"\n",
|
|
".estimator-table .parameters-table tr:nth-child(even) {\n",
|
|
" background-color: #f6f6f6;\n",
|
|
"}\n",
|
|
"\n",
|
|
".estimator-table .parameters-table tr:hover {\n",
|
|
" background-color: #e0e0e0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".estimator-table table td {\n",
|
|
" border: 1px solid rgba(106, 105, 104, 0.232);\n",
|
|
"}\n",
|
|
"\n",
|
|
".user-set td {\n",
|
|
" color:rgb(255, 94, 0);\n",
|
|
" text-align: left;\n",
|
|
"}\n",
|
|
"\n",
|
|
".user-set td.value pre {\n",
|
|
" color:rgb(255, 94, 0) !important;\n",
|
|
" background-color: transparent !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".default td {\n",
|
|
" color: black;\n",
|
|
" text-align: left;\n",
|
|
"}\n",
|
|
"\n",
|
|
".user-set td i,\n",
|
|
".default td i {\n",
|
|
" color: black;\n",
|
|
"}\n",
|
|
"\n",
|
|
".copy-paste-icon {\n",
|
|
" background-image: url(data:image/svg+xml;base64,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);\n",
|
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" background-repeat: no-repeat;\n",
|
|
" background-size: 14px 14px;\n",
|
|
" background-position: 0;\n",
|
|
" display: inline-block;\n",
|
|
" width: 14px;\n",
|
|
" height: 14px;\n",
|
|
" cursor: pointer;\n",
|
|
"}\n",
|
|
"</style><body><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>LinearRegression</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.7/modules/generated/sklearn.linear_model.LinearRegression.html\">?<span>Documentation for LinearRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
|
|
" <div class=\"estimator-table\">\n",
|
|
" <details>\n",
|
|
" <summary>Parameters</summary>\n",
|
|
" <table class=\"parameters-table\">\n",
|
|
" <tbody>\n",
|
|
" \n",
|
|
" <tr class=\"default\">\n",
|
|
" <td><i class=\"copy-paste-icon\"\n",
|
|
" onclick=\"copyToClipboard('fit_intercept',\n",
|
|
" this.parentElement.nextElementSibling)\"\n",
|
|
" ></i></td>\n",
|
|
" <td class=\"param\">fit_intercept </td>\n",
|
|
" <td class=\"value\">True</td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
"\n",
|
|
" <tr class=\"default\">\n",
|
|
" <td><i class=\"copy-paste-icon\"\n",
|
|
" onclick=\"copyToClipboard('copy_X',\n",
|
|
" this.parentElement.nextElementSibling)\"\n",
|
|
" ></i></td>\n",
|
|
" <td class=\"param\">copy_X </td>\n",
|
|
" <td class=\"value\">True</td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
"\n",
|
|
" <tr class=\"default\">\n",
|
|
" <td><i class=\"copy-paste-icon\"\n",
|
|
" onclick=\"copyToClipboard('tol',\n",
|
|
" this.parentElement.nextElementSibling)\"\n",
|
|
" ></i></td>\n",
|
|
" <td class=\"param\">tol </td>\n",
|
|
" <td class=\"value\">1e-06</td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
"\n",
|
|
" <tr class=\"default\">\n",
|
|
" <td><i class=\"copy-paste-icon\"\n",
|
|
" onclick=\"copyToClipboard('n_jobs',\n",
|
|
" this.parentElement.nextElementSibling)\"\n",
|
|
" ></i></td>\n",
|
|
" <td class=\"param\">n_jobs </td>\n",
|
|
" <td class=\"value\">None</td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
"\n",
|
|
" <tr class=\"default\">\n",
|
|
" <td><i class=\"copy-paste-icon\"\n",
|
|
" onclick=\"copyToClipboard('positive',\n",
|
|
" this.parentElement.nextElementSibling)\"\n",
|
|
" ></i></td>\n",
|
|
" <td class=\"param\">positive </td>\n",
|
|
" <td class=\"value\">False</td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
" </tbody>\n",
|
|
" </table>\n",
|
|
" </details>\n",
|
|
" </div>\n",
|
|
" </div></div></div></div></div><script>function copyToClipboard(text, element) {\n",
|
|
" // Get the parameter prefix from the closest toggleable content\n",
|
|
" const toggleableContent = element.closest('.sk-toggleable__content');\n",
|
|
" const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
|
|
" const fullParamName = paramPrefix ? `${paramPrefix}${text}` : text;\n",
|
|
"\n",
|
|
" const originalStyle = element.style;\n",
|
|
" const computedStyle = window.getComputedStyle(element);\n",
|
|
" const originalWidth = computedStyle.width;\n",
|
|
" const originalHTML = element.innerHTML.replace('Copied!', '');\n",
|
|
"\n",
|
|
" navigator.clipboard.writeText(fullParamName)\n",
|
|
" .then(() => {\n",
|
|
" element.style.width = originalWidth;\n",
|
|
" element.style.color = 'green';\n",
|
|
" element.innerHTML = \"Copied!\";\n",
|
|
"\n",
|
|
" setTimeout(() => {\n",
|
|
" element.innerHTML = originalHTML;\n",
|
|
" element.style = originalStyle;\n",
|
|
" }, 2000);\n",
|
|
" })\n",
|
|
" .catch(err => {\n",
|
|
" console.error('Failed to copy:', err);\n",
|
|
" element.style.color = 'red';\n",
|
|
" element.innerHTML = \"Failed!\";\n",
|
|
" setTimeout(() => {\n",
|
|
" element.innerHTML = originalHTML;\n",
|
|
" element.style = originalStyle;\n",
|
|
" }, 2000);\n",
|
|
" });\n",
|
|
" return false;\n",
|
|
"}\n",
|
|
"\n",
|
|
"document.querySelectorAll('.fa-regular.fa-copy').forEach(function(element) {\n",
|
|
" const toggleableContent = element.closest('.sk-toggleable__content');\n",
|
|
" const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
|
|
" const paramName = element.parentElement.nextElementSibling.textContent.trim();\n",
|
|
" const fullParamName = paramPrefix ? `${paramPrefix}${paramName}` : paramName;\n",
|
|
"\n",
|
|
" element.setAttribute('title', fullParamName);\n",
|
|
"});\n",
|
|
"</script></body>"
|
|
],
|
|
"text/plain": [
|
|
"LinearRegression()"
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"model = LinearRegression()\n",
|
|
"model.fit(X_train, y_train)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "6a987dee-50b3-46d0-8fcd-d8fefe44ecd8",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:51.145608Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:51.145447Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:51.148455Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:51.148128Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"X_pred = np.stack([dsvh.values[~mask], dsvv.values[~mask]], axis=1)\n",
|
|
"filled_ds.values[~mask] = model.predict(X_pred)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "146aa63d-217f-4c36-be36-e84a1ff3bf52",
|
|
"metadata": {},
|
|
"source": [
|
|
"MATCH LABEL TO DATASET"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "62024ea2-5b65-4aad-b1ea-66adb843f136",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:51.150728Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:51.150514Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:53.137659Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:53.137217Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CPU times: user 1.76 s, sys: 0 ns, total: 1.76 s\n",
|
|
"Wall time: 1.98 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"\n",
|
|
"# Takes 1 minute to complete.\n",
|
|
"loaded_datasets = {}\n",
|
|
"for idx, point in train.iterrows():\n",
|
|
" key = f\"point_{idx + 1}\"\n",
|
|
" try:\n",
|
|
" ndvi_data = filled_ds.sel(x=point.geometry.x, y=point.geometry.y, method='nearest').values\n",
|
|
" vh_data = dsvh.sel(x=point.geometry.x, y=point.geometry.y, method='nearest').values\n",
|
|
" vv_data = dsvv.sel(x=point.geometry.x, y=point.geometry.y, method='nearest').values\n",
|
|
" loaded_datasets[key] = {\n",
|
|
" \"data\": np.concatenate((ndvi_data, vh_data, vv_data)),\n",
|
|
" \"label\": point.HT_code\n",
|
|
" }\n",
|
|
" except Exception as e:\n",
|
|
" # loaded_datasets[key] = None\n",
|
|
" print(e)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "9d80765f-c25c-465e-8c99-582276477561",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:53.139869Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:53.139335Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:53.143365Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:53.142984Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"label_mapping = {\n",
|
|
" \"Lua tom\": \"0\",\n",
|
|
" \"Lua\": \"1\",\n",
|
|
" \"CHN\": \"2\",\n",
|
|
" \"CLN\": \"3\",\n",
|
|
" \"TS\": \"4\",\n",
|
|
" \"Song\": \"5\",\n",
|
|
" \"Dat xay dung\": \"6\",\n",
|
|
" \"Rung\": \"7\"\n",
|
|
"}\n",
|
|
"label_encoder = LabelEncoder()\n",
|
|
"\n",
|
|
"# Fit and transform the labels\n",
|
|
"labels = train.Hientrang.values\n",
|
|
"numeric_labels = label_encoder.fit_transform([label_mapping[label] for label in labels])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "dc42088b-3aae-457f-bed8-206692121a37",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:53.145815Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:53.145076Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:53.149250Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:53.148885Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"X = []\n",
|
|
"x_new = []\n",
|
|
"lb_new = []\n",
|
|
"for k, v in loaded_datasets.items():\n",
|
|
" X.append(v)\n",
|
|
"for i in range(len(X)):\n",
|
|
" if X[i] is not None:\n",
|
|
" x_new.append(X[i][\"data\"])\n",
|
|
" lb_new.append(numeric_labels[i])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6abe9a1b-55a6-48b0-a4ee-a1b2c7f209cf",
|
|
"metadata": {},
|
|
"source": [
|
|
"BUILDING DATASETS "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "e4e234b9-88e0-4f72-bf61-02cd6c6a6cfe",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:53.151720Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:53.150969Z",
|
|
"iopub.status.idle": "2026-07-16T04:20:53.155776Z",
|
|
"shell.execute_reply": "2026-07-16T04:20:53.155460Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"X_train, X_temp, y_train, y_temp= train_test_split(x_new, lb_new, test_size=0.4, random_state=42)\n",
|
|
"X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "717baa23-76b6-45e0-8e7b-42d7a79fe773",
|
|
"metadata": {},
|
|
"source": [
|
|
"TRAIN MODEL"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "131df37a-b1c0-4c16-9086-0ba0104fd803",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:20:53.157334Z",
|
|
"iopub.status.busy": "2026-07-16T04:20:53.157152Z",
|
|
"iopub.status.idle": "2026-07-16T04:34:33.024045Z",
|
|
"shell.execute_reply": "2026-07-16T04:34:33.023403Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Best Parameters: {'classifier': XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
|
|
" colsample_bylevel=None, colsample_bynode=None,\n",
|
|
" colsample_bytree=None, device='cuda', early_stopping_rounds=None,\n",
|
|
" enable_categorical=False, eval_metric=None, feature_types=None,\n",
|
|
" feature_weights=None, gamma=None, grow_policy=None,\n",
|
|
" importance_type=None, interaction_constraints=None,\n",
|
|
" learning_rate=None, max_bin=None, max_cat_threshold=None,\n",
|
|
" max_cat_to_onehot=None, max_delta_step=None, max_depth=None,\n",
|
|
" max_leaves=None, min_child_weight=None, missing=nan,\n",
|
|
" monotone_constraints=None, multi_strategy=None, n_estimators=None,\n",
|
|
" n_jobs=-1, num_parallel_tree=None, ...), 'classifier__learning_rate': 0.1, 'classifier__max_depth': 6, 'classifier__n_estimators': 500}\n",
|
|
"Accuracy: 37.0 %\n",
|
|
"CPU times: user 15.8 s, sys: 2.19 s, total: 18 s\n",
|
|
"Wall time: 13min 39s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"from sklearn.pipeline import Pipeline\n",
|
|
"from sklearn.preprocessing import StandardScaler\n",
|
|
"from sklearn.model_selection import GridSearchCV\n",
|
|
"from xgboost import XGBClassifier\n",
|
|
"from sklearn.neighbors import KNeighborsClassifier\n",
|
|
"from sklearn.naive_bayes import GaussianNB\n",
|
|
"from sklearn.svm import SVC\n",
|
|
"from sklearn.metrics import accuracy_score\n",
|
|
"\n",
|
|
"# Define the models\n",
|
|
"rf_model = XGBClassifier(tree_method='hist', device='cuda', random_state=42, n_jobs=-1)\n",
|
|
"knn_model = KNeighborsClassifier()\n",
|
|
"nb_model = GaussianNB()\n",
|
|
"svm_model = SVC()\n",
|
|
"\n",
|
|
"# Create a pipeline\n",
|
|
"pipeline = Pipeline([\n",
|
|
" ('scaler', StandardScaler()), # Apply scaling\n",
|
|
" ('classifier', rf_model) # Placeholder, will be set by param_grid\n",
|
|
"])\n",
|
|
"\n",
|
|
"# Define the parameter grid for each classifier\n",
|
|
"param_grid = [\n",
|
|
" # RandomForest\n",
|
|
" {\n",
|
|
" 'classifier': [rf_model],\n",
|
|
" 'classifier__n_estimators': [100, 300, 500, 700],\n",
|
|
" 'classifier__max_depth': [6, 8, 10, 15],\n",
|
|
" 'classifier__learning_rate': [0.01, 0.1, 0.2],\n",
|
|
" },\n",
|
|
" # KNeighborsClassifier\n",
|
|
" {\n",
|
|
" 'classifier': [knn_model],\n",
|
|
" 'classifier__n_neighbors': [3, 5, 7, 9],\n",
|
|
" 'classifier__weights': ['uniform', 'distance'],\n",
|
|
" 'classifier__metric': ['euclidean', 'manhattan']\n",
|
|
" },\n",
|
|
" # Naive Bayes (GaussianNB doesn't have hyperparameters to tune here)\n",
|
|
" {\n",
|
|
" 'classifier': [nb_model],\n",
|
|
" },\n",
|
|
" # SVM\n",
|
|
" {\n",
|
|
" 'classifier': [svm_model],\n",
|
|
" 'classifier__C': [0.1, 1, 10, 100],\n",
|
|
" 'classifier__kernel': ['linear', 'rbf'],\n",
|
|
" 'classifier__gamma': ['scale', 'auto']\n",
|
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" }\n",
|
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"]\n",
|
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"\n",
|
|
"# Use GridSearchCV to find the best classifier and hyperparameters\n",
|
|
"grid_search = GridSearchCV(pipeline, param_grid, cv=5, scoring='accuracy', n_jobs=-1)\n",
|
|
"grid_search.fit(X_train, y_train)\n",
|
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"\n",
|
|
"# Print out the best parameters and classifier\n",
|
|
"best_params = grid_search.best_params_\n",
|
|
"print(\"Best Parameters:\", best_params)\n",
|
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"\n",
|
|
"# Make predictions on the validation set\n",
|
|
"y_pred = grid_search.predict(X_val)\n",
|
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"\n",
|
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"# Evaluate the results\n",
|
|
"accuracy = accuracy_score(y_val, y_pred)\n",
|
|
"print(f\"Accuracy: {round(accuracy, 2)*100} %\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "bd2d4a3d-061d-4238-8fd9-ab4aaf062a2e",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:34:33.025779Z",
|
|
"iopub.status.busy": "2026-07-16T04:34:33.025607Z",
|
|
"iopub.status.idle": "2026-07-16T04:34:33.050547Z",
|
|
"shell.execute_reply": "2026-07-16T04:34:33.049896Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy for test data 28.999999999999996 %\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## check accuracy score\n",
|
|
"\n",
|
|
"y_pred_test = grid_search.predict(X_test)\n",
|
|
"test_accuracy = accuracy_score(y_test, y_pred_test)\n",
|
|
"print(f\"Accuracy for test data {round(test_accuracy, 2)*100} %\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "c5cd8314-c444-4bd4-a608-41e8a925ac51",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:34:33.056564Z",
|
|
"iopub.status.busy": "2026-07-16T04:34:33.056233Z",
|
|
"iopub.status.idle": "2026-07-16T04:34:33.129589Z",
|
|
"shell.execute_reply": "2026-07-16T04:34:33.128881Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['model_train/model_new2.joblib']"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"dir_save_model = \"model_train\"\n",
|
|
"if not os.path.exists(dir_save_model):\n",
|
|
" os.mkdir(dir_save_model)\n",
|
|
"joblib.dump(grid_search, os.path.join(dir_save_model, \"model_new2.joblib\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "f11593ca-dcb4-4018-8142-2e933812878e",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-07-16T04:34:33.131150Z",
|
|
"iopub.status.busy": "2026-07-16T04:34:33.130978Z",
|
|
"iopub.status.idle": "2026-07-16T04:34:33.133284Z",
|
|
"shell.execute_reply": "2026-07-16T04:34:33.132750Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# # client.close()\n",
|
|
"# # cluster.close()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "env_01",
|
|
"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
|
|
}
|