4735 lines
507 KiB
Plaintext
4735 lines
507 KiB
Plaintext
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{
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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": "a33d402d-a18e-4c67-a7e7-c5392d30a50c",
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"metadata": {},
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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 = '3.5.2'.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/1.5.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.5.2.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/panel.min.js\"];\n",
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" const js_modules = [];\n",
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" const js_exports = {};\n",
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" const css_urls = [];\n",
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" const inline_js = [ function(Bokeh) {\n",
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" Bokeh.set_log_level(\"info\");\n",
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" },\n",
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"function(Bokeh) {} // ensure no trailing comma for IE\n",
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" ];\n",
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"\n",
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" function run_inline_js() {\n",
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" if ((root.Bokeh !== undefined) || (force === true)) {\n",
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" for (let i = 0; i < inline_js.length; i++) {\n",
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" try {\n",
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" inline_js[i].call(root, root.Bokeh);\n",
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" } catch(e) {\n",
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" if (!reloading) {\n",
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" throw e;\n",
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" }\n",
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" }\n",
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" }\n",
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" // Cache old bokeh versions\n",
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" if (Bokeh != undefined && !reloading) {\n",
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" var NewBokeh = root.Bokeh;\n",
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" if (Bokeh.versions === undefined) {\n",
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" Bokeh.versions = new Map();\n",
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" }\n",
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" if (NewBokeh.version !== Bokeh.version) {\n",
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" Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
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" }\n",
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" root.Bokeh = Bokeh;\n",
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" }\n",
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" } else if (Date.now() < root._bokeh_timeout) {\n",
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" setTimeout(run_inline_js, 100);\n",
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" } else if (!root._bokeh_failed_load) {\n",
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" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
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" root._bokeh_failed_load = true;\n",
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" }\n",
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" root._bokeh_is_initializing = false\n",
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" }\n",
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"\n",
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" function load_or_wait() {\n",
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" // Implement a backoff loop that tries to ensure we do not load multiple\n",
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" // versions of Bokeh and its dependencies at the same time.\n",
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" // In recent versions we use the root._bokeh_is_initializing flag\n",
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" // to determine whether there is an ongoing attempt to initialize\n",
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" // bokeh, however for backward compatibility we also try to ensure\n",
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" // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
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" // before older versions are fully initialized.\n",
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" if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
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" // If the timeout and bokeh was not successfully loaded we reset\n",
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" // everything and try loading again\n",
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" root._bokeh_timeout = Date.now() + 5000;\n",
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" root._bokeh_is_initializing = false;\n",
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" root._bokeh_onload_callbacks = undefined;\n",
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" root._bokeh_is_loading = 0\n",
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" console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
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" load_or_wait();\n",
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" } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
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" setTimeout(load_or_wait, 100);\n",
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" } else {\n",
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" root._bokeh_is_initializing = true\n",
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" root._bokeh_onload_callbacks = []\n",
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|
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" const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
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|
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" if (!reloading && !bokeh_loaded) {\n",
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|
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" if (root.Bokeh) {\n",
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|
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" root.Bokeh = undefined;\n",
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" }\n",
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|
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" console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
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" }\n",
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" load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
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" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
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" run_inline_js();\n",
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" });\n",
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" }\n",
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" }\n",
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|
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" // Give older versions of the autoload script a head-start to ensure\n",
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||
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" // they initialize before we start loading newer version.\n",
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" setTimeout(load_or_wait, 100)\n",
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"}(window));"
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],
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|
|
"application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n const py_version = '3.5.2'.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 con
|
||
|
|
},
|
||
|
|
"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",
|
||
|
|
" console.log(message)\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",
|
||
|
|
" comm.open();\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 console.log(message)\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 comm.open();\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.creat
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"application/vnd.holoviews_exec.v0+json": "",
|
||
|
|
"text/html": [
|
||
|
|
"<div id='e9baf3cb-64cd-4451-8adb-3bdad8d90494'>\n",
|
||
|
|
" <div id=\"e7ae0695-99d5-49d6-9fce-711893c19eee\" data-root-id=\"e9baf3cb-64cd-4451-8adb-3bdad8d90494\" style=\"display: contents;\"></div>\n",
|
||
|
|
"</div>\n",
|
||
|
|
"<script type=\"application/javascript\">(function(root) {\n",
|
||
|
|
" var docs_json = {\"0f37b649-bc9a-4636-9d1f-b9f12b2e7df5\":{\"version\":\"3.5.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"e9baf3cb-64cd-4451-8adb-3bdad8d90494\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"746838f0-7b1b-4163-9560-2e3c9eef1c30\",\"attributes\":{\"plot_id\":\"e9baf3cb-64cd-4451-8adb-3bdad8d90494\",\"comm_id\":\"73010565d65141b4955d1a1a99d91fe1\",\"client_comm_id\":\"818f8b2b82c64c889812be9f4f2da225\"}}],\"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\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"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\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"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\":\"_destroyed\",\"kind\":\"Any\",\"
|
||
|
|
" var render_items = [{\"docid\":\"0f37b649-bc9a-4636-9d1f-b9f12b2e7df5\",\"roots\":{\"e9baf3cb-64cd-4451-8adb-3bdad8d90494\":\"e7ae0695-99d5-49d6-9fce-711893c19eee\"},\"root_ids\":[\"e9baf3cb-64cd-4451-8adb-3bdad8d90494\"]}];\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": "e9baf3cb-64cd-4451-8adb-3bdad8d90494"
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"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 = '3.5.2'.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/1.5.4/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 = '3.5.2'.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 con
|
||
|
|
},
|
||
|
|
"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",
|
||
|
|
" console.log(message)\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",
|
||
|
|
" comm.open();\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 console.log(message)\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 comm.open();\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.creat
|
||
|
|
},
|
||
|
|
"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 = '3.5.2'.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/1.5.4/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 = '3.5.2'.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 con
|
||
|
|
},
|
||
|
|
"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",
|
||
|
|
" console.log(message)\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",
|
||
|
|
" comm.open();\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 console.log(message)\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 comm.open();\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.creat
|
||
|
|
},
|
||
|
|
"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 = '3.5.2'.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/1.5.4/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 = '3.5.2'.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 con
|
||
|
|
},
|
||
|
|
"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",
|
||
|
|
" console.log(message)\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",
|
||
|
|
" comm.open();\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 console.log(message)\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 comm.open();\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.creat
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"\n",
|
||
|
|
"import importlib\n",
|
||
|
|
"import new_import\n",
|
||
|
|
"importlib.reload(new_import)\n",
|
||
|
|
"\n",
|
||
|
|
"from new_import import *"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 2,
|
||
|
|
"id": "fc5decb7-259f-4df5-abca-f287035c55ec",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"Starting new cluster.\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/html": [
|
||
|
|
"<div>\n",
|
||
|
|
" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
|
||
|
|
" <div style=\"margin-left: 48px;\">\n",
|
||
|
|
" <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
|
||
|
|
" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-0d47191e-ea6a-11ef-805e-4f8c64f4c9ec</p>\n",
|
||
|
|
" <table style=\"width: 100%; text-align: left;\">\n",
|
||
|
|
"\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
|
||
|
|
" <td style=\"text-align: left;\"><strong>Cluster type:</strong> dask_gateway.GatewayCluster</td>\n",
|
||
|
|
" \n",
|
||
|
|
" </tr>\n",
|
||
|
|
"\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td style=\"text-align: left;\">\n",
|
||
|
|
" <strong>Dashboard: </strong> <a href=\"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.b6811833ff2d49e0b4bf19bcd65ee123/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.b6811833ff2d49e0b4bf19bcd65ee123/status</a>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" <td style=\"text-align: left;\"></td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
"\n",
|
||
|
|
" </table>\n",
|
||
|
|
"\n",
|
||
|
|
" \n",
|
||
|
|
" <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.b6811833ff2d49e0b4bf19bcd65ee123/status\" }'>\n",
|
||
|
|
" Launch dashboard in JupyterLab\n",
|
||
|
|
" </button>\n",
|
||
|
|
" \n",
|
||
|
|
"\n",
|
||
|
|
" \n",
|
||
|
|
" <details>\n",
|
||
|
|
" <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
|
||
|
|
" <div style='background-color: #f2f2f2; display: inline-block; padding: 10px; border: 1px solid #999999;'>\n",
|
||
|
|
" <h3>GatewayCluster</h3>\n",
|
||
|
|
" <ul>\n",
|
||
|
|
" <li><b>Name: </b>easihub.b6811833ff2d49e0b4bf19bcd65ee123\n",
|
||
|
|
" <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.b6811833ff2d49e0b4bf19bcd65ee123/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.b6811833ff2d49e0b4bf19bcd65ee123/status</a>\n",
|
||
|
|
" </ul>\n",
|
||
|
|
"</div>\n",
|
||
|
|
"\n",
|
||
|
|
" </details>\n",
|
||
|
|
" \n",
|
||
|
|
"\n",
|
||
|
|
" </div>\n",
|
||
|
|
"</div>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
"<Client: 'tls://10.0.59.97:8786' processes=0 threads=0, memory=0 B>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 2,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"name": "stderr",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"2025-02-14 01:02:35,415 - distributed.client - ERROR - Failed to reconnect to scheduler after 30.00 seconds, closing client\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"cluster, client = notebook_utils.initialize_dask(use_gateway=True, workers=(1,10))\n",
|
||
|
|
"# Khai báo 1 Datacube là dc\n",
|
||
|
|
"dc = datacube.Datacube()\n",
|
||
|
|
"client"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 3,
|
||
|
|
"id": "46931660-ebb5-40de-84fc-afc150c4855b",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"date_range = ('2023-09-01', '2023-10-01')\n",
|
||
|
|
"longtitude_range = (105.5, 106.4)\n",
|
||
|
|
"latitude_range = (9.2, 10.0) \n",
|
||
|
|
"\n",
|
||
|
|
"coordinates = (longtitude_range, latitude_range)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 4,
|
||
|
|
"id": "cad8c2d3-f545-4582-96b0-df9d9779d798",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/html": [
|
||
|
|
"<h4>Dataset size: 1.96 GB</h4>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
"<IPython.core.display.HTML object>"
|
||
|
|
]
|
||
|
|
},
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||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/html": [
|
||
|
|
"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
|
||
|
|
"<defs>\n",
|
||
|
|
"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
|
||
|
|
"<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
|
||
|
|
"<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
|
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|
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"<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
|
||
|
|
"</symbol>\n",
|
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"<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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|
||
|
|
"</symbol>\n",
|
||
|
|
"</defs>\n",
|
||
|
|
"</svg>\n",
|
||
|
|
"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
|
||
|
|
" *\n",
|
||
|
|
" */\n",
|
||
|
|
"\n",
|
||
|
|
":root {\n",
|
||
|
|
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
|
||
|
|
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
|
||
|
|
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
||
|
|
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
|
||
|
|
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
|
||
|
|
" --xr-background-color: var(--jp-layout-color0, white);\n",
|
||
|
|
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
|
||
|
|
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"html[theme=\"dark\"],\n",
|
||
|
|
"html[data-theme=\"dark\"],\n",
|
||
|
|
"body[data-theme=\"dark\"],\n",
|
||
|
|
"body.vscode-dark {\n",
|
||
|
|
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
||
|
|
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
|
||
|
|
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
|
||
|
|
" --xr-border-color: #1f1f1f;\n",
|
||
|
|
" --xr-disabled-color: #515151;\n",
|
||
|
|
" --xr-background-color: #111111;\n",
|
||
|
|
" --xr-background-color-row-even: #111111;\n",
|
||
|
|
" --xr-background-color-row-odd: #313131;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-wrap {\n",
|
||
|
|
" display: block !important;\n",
|
||
|
|
" min-width: 300px;\n",
|
||
|
|
" max-width: 700px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-text-repr-fallback {\n",
|
||
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
||
|
|
" display: none;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-header {\n",
|
||
|
|
" padding-top: 6px;\n",
|
||
|
|
" padding-bottom: 6px;\n",
|
||
|
|
" margin-bottom: 4px;\n",
|
||
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-header > div,\n",
|
||
|
|
".xr-header > ul {\n",
|
||
|
|
" display: inline;\n",
|
||
|
|
" margin-top: 0;\n",
|
||
|
|
" margin-bottom: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-obj-type,\n",
|
||
|
|
".xr-array-name {\n",
|
||
|
|
" margin-left: 2px;\n",
|
||
|
|
" margin-right: 10px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-obj-type {\n",
|
||
|
|
" color: var(--xr-font-color2);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-sections {\n",
|
||
|
|
" padding-left: 0 !important;\n",
|
||
|
|
" display: grid;\n",
|
||
|
|
" grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item {\n",
|
||
|
|
" display: contents;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item input {\n",
|
||
|
|
" display: inline-block;\n",
|
||
|
|
" opacity: 0;\n",
|
||
|
|
" height: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item input + label {\n",
|
||
|
|
" color: var(--xr-disabled-color);\n",
|
||
|
|
"}\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);\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",
|
||
|
|
" margin-bottom: 0;\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",
|
||
|
|
"}\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",
|
||
|
|
" background-color: var(--xr-background-color) !important;\n",
|
||
|
|
" padding-bottom: 5px !important;\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-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",
|
||
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.Dataset> Size: 2GB\n",
|
||
|
|
"Dimensions: (time: 3, y: 8874, x: 9902)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 24B 2023-09-01T22:46:18.500000 ... 202...\n",
|
||
|
|
" * y (y) float64 71kB 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n",
|
||
|
|
" * x (x) float64 79kB 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
|
||
|
|
" spatial_ref int32 4B 32648\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" vv (time, y, x) float32 1GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" vh (time, y, x) float32 1GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" crs: EPSG:32648\n",
|
||
|
|
" grid_mapping: spatial_ref</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-2b483c75-694e-433d-b8ac-b002d2a6704c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2b483c75-694e-433d-b8ac-b002d2a6704c' 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'>time</span>: 3</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6b1ee46a-06b6-4abd-b2c3-84cbd840082d' class='xr-section-summary-in' type='checkbox' checked><label for='section-6b1ee46a-06b6-4abd-b2c3-84cbd840082d' 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'>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'>2023-09-01T22:46:18.500000 ... 2...</div><input id='attrs-296c9e31-1850-441a-a1c6-adc843ce3793' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-296c9e31-1850-441a-a1c6-adc843ce3793' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-294d981d-edae-4092-8c3c-4c462ab105f1' class='xr-var-data-in' type='checkbox'><label for='data-294d981d-edae-4092-8c3c-4c462ab105f1' 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>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array(['2023-09-01T22:46:18.500000000', '2023-09-13T22:46:18.500000000',\n",
|
||
|
|
" '2023-09-25T22:46:19.500000000'], dtype='datetime64[ns]')</pre></div></li><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'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-1f44bbc7-87d5-40c7-bcbf-420c73b3cbcd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f44bbc7-87d5-40c7-bcbf-420c73b3cbcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32f5910d-0603-488f-a2ea-5cadecb10e40' class='xr-var-data-in' type='checkbox'><label for='data-32f5910d-0603-488f-a2ea-5cadecb10e40' 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>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</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'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-923f4f21-569e-46d4-b1b5-395dc34f0521' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-923f4f21-569e-46d4-b1b5-395dc34f0521' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3af90b48-2b33-4c38-b16a-ada4d336f0bb' class='xr-var-data-in' type='checkbox'><label for='data-3af90b48-2b33-4c38-b16a-ada4d336f0bb' 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>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</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-22ea982b-61a6-4e37-b26f-1aff6a0d833b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-22ea982b-61a6-4e37-b26f-1aff6a0d833b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0fef845d-2e75-43ac-a625-6193cdfd69c3' class='xr-var-data-in' type='checkbox'><label for='data-0fef845d-2e75-43ac-a625-6193cdfd69c3' 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>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>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr
|
||
|
|
" <tr>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
||
|
|
" <thead>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td> </td>\n",
|
||
|
|
" <th> Array </th>\n",
|
||
|
|
" <th> Chunk </th>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </thead>\n",
|
||
|
|
" <tbody>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Bytes </th>\n",
|
||
|
|
" <td> 0.98 GiB </td>\n",
|
||
|
|
" <td> 16.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (3, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 75 chunks in 1 graph layer </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Data type </th>\n",
|
||
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </tbody>\n",
|
||
|
|
" </table>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <svg width=\"194\" height=\"172\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
||
|
|
" <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"24\" x2=\"24\" y2=\"39\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"49\" x2=\"24\" y2=\"64\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"74\" x2=\"24\" y2=\"89\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"99\" x2=\"24\" y2=\"114\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"107\" x2=\"24\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Vertical lines -->\n",
|
||
|
|
" <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"107\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"112\" />\n",
|
||
|
|
" <line x1=\"19\" y1=\"9\" x2=\"19\" y2=\"117\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Colored Rectangle -->\n",
|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
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|
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" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
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|
|
" <line x1=\"14\" y1=\"4\" x2=\"134\" y2=\"4\" />\n",
|
||
|
|
" <line x1=\"19\" y1=\"9\" x2=\"139\" y2=\"9\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
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|
|
"\n",
|
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|
|
" <!-- Vertical lines -->\n",
|
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|
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" <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
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" <line x1=\"34\" y1=\"0\" x2=\"49\" y2=\"14\" />\n",
|
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|
|
" <line x1=\"59\" y1=\"0\" x2=\"74\" y2=\"14\" />\n",
|
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|
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" <line x1=\"84\" y1=\"0\" x2=\"99\" y2=\"14\" />\n",
|
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" <line x1=\"109\" y1=\"0\" x2=\"124\" y2=\"14\" />\n",
|
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|
|
" <line x1=\"130\" y1=\"0\" x2=\"144\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
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|
|
"\n",
|
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" <!-- Colored Rectangle -->\n",
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|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
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|
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" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" style=\"stroke-width:2\" />\n",
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|
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" <line x1=\"24\" y1=\"64\" x2=\"144\" y2=\"64\" />\n",
|
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" <line x1=\"24\" y1=\"89\" x2=\"144\" y2=\"89\" />\n",
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" <line x1=\"24\" y1=\"114\" x2=\"144\" y2=\"114\" />\n",
|
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" <line x1=\"24\" y1=\"122\" x2=\"144\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
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|
|
"\n",
|
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|
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" <!-- Vertical lines -->\n",
|
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" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" style=\"stroke-width:2\" />\n",
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" <line x1=\"49\" y1=\"14\" x2=\"49\" y2=\"122\" />\n",
|
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" <line x1=\"74\" y1=\"14\" x2=\"74\" y2=\"122\" />\n",
|
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" <line x1=\"99\" y1=\"14\" x2=\"99\" y2=\"122\" />\n",
|
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|
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" <line x1=\"124\" y1=\"14\" x2=\"124\" y2=\"122\" />\n",
|
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|
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" <line x1=\"144\" y1=\"14\" x2=\"144\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
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|
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"\n",
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" <!-- Colored Rectangle -->\n",
|
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" <polygon points=\"24.9485979497544,14.948597949754403 144.9485979497544,14.948597949754403 144.9485979497544,122.49050867486044 24.9485979497544,122.49050867486044\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Text -->\n",
|
||
|
|
" <text x=\"84.948598\" y=\"142.490509\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >9902</text>\n",
|
||
|
|
" <text x=\"164.948598\" y=\"68.719553\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,164.948598,68.719553)\">8874</text>\n",
|
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|
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" <text x=\"7.474299\" y=\"135.016210\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,7.474299,135.016210)\">3</text>\n",
|
||
|
|
"</svg>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vh</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, 2048, 2048), meta=np.ndarray></div><input id='attrs-3e82f8cb-b661-478f-8ff1-d01e432f5f94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3e82f8cb-b661-478f-8ff1-d01e432f5f94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4625a6d1-7e26-4f56-9a21-f4b9c39ed64c' class='xr-var-data-in' type='checkbox'><label for='data-4625a6d1-7e26-4f56-9a21-f4b9c39ed64c' 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>intensity</dd><dt><span>nodata :</span></dt><dd>nan</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
||
|
|
" <thead>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td> </td>\n",
|
||
|
|
" <th> Array </th>\n",
|
||
|
|
" <th> Chunk </th>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </thead>\n",
|
||
|
|
" <tbody>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Bytes </th>\n",
|
||
|
|
" <td> 0.98 GiB </td>\n",
|
||
|
|
" <td> 16.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (3, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 75 chunks in 1 graph layer </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Data type </th>\n",
|
||
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </tbody>\n",
|
||
|
|
" </table>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <svg width=\"194\" height=\"172\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
||
|
|
"\n",
|
||
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|
" <!-- Horizontal lines -->\n",
|
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" <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
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" <line x1=\"10\" y1=\"24\" x2=\"24\" y2=\"39\" />\n",
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" <line x1=\"10\" y1=\"49\" x2=\"24\" y2=\"64\" />\n",
|
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" <line x1=\"10\" y1=\"74\" x2=\"24\" y2=\"89\" />\n",
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" <line x1=\"10\" y1=\"99\" x2=\"24\" y2=\"114\" />\n",
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|
" <line x1=\"10\" y1=\"107\" x2=\"24\" y2=\"122\" 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=\"107\" style=\"stroke-width:2\" />\n",
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" <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"112\" />\n",
|
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" <line x1=\"19\" y1=\"9\" x2=\"19\" y2=\"117\" />\n",
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" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" 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 24.9485979497544,14.948597949754403 24.9485979497544,122.49050867486044 10.0,107.54191072510604\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
||
|
|
"\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=\"14\" y1=\"4\" x2=\"134\" y2=\"4\" />\n",
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" <line x1=\"19\" y1=\"9\" x2=\"139\" y2=\"9\" />\n",
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" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" 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=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
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" <line x1=\"34\" y1=\"0\" x2=\"49\" y2=\"14\" />\n",
|
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|
" <line x1=\"59\" y1=\"0\" x2=\"74\" y2=\"14\" />\n",
|
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|
" <line x1=\"84\" y1=\"0\" x2=\"99\" y2=\"14\" />\n",
|
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|
" <line x1=\"109\" y1=\"0\" x2=\"124\" y2=\"14\" />\n",
|
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" <line x1=\"130\" y1=\"0\" x2=\"144\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
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|
|
"\n",
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" <!-- Colored Rectangle -->\n",
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" <polygon points=\"10.0,0.0 130.0,0.0 144.9485979497544,14.948597949754403 24.9485979497544,14.948597949754403\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
||
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|
" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" style=\"stroke-width:2\" />\n",
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" <line x1=\"24\" y1=\"39\" x2=\"144\" y2=\"39\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"64\" x2=\"144\" y2=\"64\" />\n",
|
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" <line x1=\"24\" y1=\"89\" x2=\"144\" y2=\"89\" />\n",
|
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|
|
" <line x1=\"24\" y1=\"114\" x2=\"144\" y2=\"114\" />\n",
|
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|
|
" <line x1=\"24\" y1=\"122\" x2=\"144\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Vertical lines -->\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"49\" y1=\"14\" x2=\"49\" y2=\"122\" />\n",
|
||
|
|
" <line x1=\"74\" y1=\"14\" x2=\"74\" y2=\"122\" />\n",
|
||
|
|
" <line x1=\"99\" y1=\"14\" x2=\"99\" y2=\"122\" />\n",
|
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|
" <line x1=\"124\" y1=\"14\" x2=\"124\" y2=\"122\" />\n",
|
||
|
|
" <line x1=\"144\" y1=\"14\" x2=\"144\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
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|
|
"\n",
|
||
|
|
" <!-- Colored Rectangle -->\n",
|
||
|
|
" <polygon points=\"24.9485979497544,14.948597949754403 144.9485979497544,14.948597949754403 144.9485979497544,122.49050867486044 24.9485979497544,122.49050867486044\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Text -->\n",
|
||
|
|
" <text x=\"84.948598\" y=\"142.490509\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >9902</text>\n",
|
||
|
|
" <text x=\"164.948598\" y=\"68.719553\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,164.948598,68.719553)\">8874</text>\n",
|
||
|
|
" <text x=\"7.474299\" y=\"135.016210\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,7.474299,135.016210)\">3</text>\n",
|
||
|
|
"</svg>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-ebe13939-d455-48d6-ae3d-d3b11a39b911' class='xr-section-summary-in' type='checkbox' ><label for='section-ebe13939-d455-48d6-ae3d-d3b11a39b911' 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>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-40858478-2796-4413-8c72-215cf73bbbae' class='xr-index-data-in' type='checkbox'/><label for='index-40858478-2796-4413-8c72-215cf73bbbae' 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(['2023-09-01 22:46:18.500000', '2023-09-13 22:46:18.500000',\n",
|
||
|
|
" '2023-09-25 22:46:19.500000'],\n",
|
||
|
|
" dtype='datetime64[ns]', name='time', freq=None))</pre></div></li><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-48a24e42-fa8c-4310-9342-17e9d29b9b3e' class='xr-index-data-in' type='checkbox'/><label for='index-48a24e42-fa8c-4310-9342-17e9d29b9b3e' 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([1105735.0, 1105725.0, 1105715.0, 1105705.0, 1105695.0, 1105685.0,\n",
|
||
|
|
" 1105675.0, 1105665.0, 1105655.0, 1105645.0,\n",
|
||
|
|
" ...\n",
|
||
|
|
" 1017095.0, 1017085.0, 1017075.0, 1017065.0, 1017055.0, 1017045.0,\n",
|
||
|
|
" 1017035.0, 1017025.0, 1017015.0, 1017005.0],\n",
|
||
|
|
" dtype='float64', name='y', length=8874))</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-8d71422c-ac45-4d97-b005-743ffde4de52' class='xr-index-data-in' type='checkbox'/><label for='index-8d71422c-ac45-4d97-b005-743ffde4de52' 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([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0, 554855.0,\n",
|
||
|
|
" 554865.0, 554875.0, 554885.0,\n",
|
||
|
|
" ...\n",
|
||
|
|
" 653715.0, 653725.0, 653735.0, 653745.0, 653755.0, 653765.0, 653775.0,\n",
|
||
|
|
" 653785.0, 653795.0, 653805.0],\n",
|
||
|
|
" dtype='float64', name='x', length=9902))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9e0e1779-f3f6-4316-a7e2-0282427ef964' class='xr-section-summary-in' type='checkbox' checked><label for='section-9e0e1779-f3f6-4316-a7e2-0282427ef964' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div></li></ul></div></div>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
"<xarray.Dataset> Size: 2GB\n",
|
||
|
|
"Dimensions: (time: 3, y: 8874, x: 9902)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 24B 2023-09-01T22:46:18.500000 ... 202...\n",
|
||
|
|
" * y (y) float64 71kB 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n",
|
||
|
|
" * x (x) float64 79kB 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
|
||
|
|
" spatial_ref int32 4B 32648\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" vv (time, y, x) float32 1GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" vh (time, y, x) float32 1GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" crs: EPSG:32648\n",
|
||
|
|
" grid_mapping: spatial_ref"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"No datasets require offset correction\n",
|
||
|
|
"The valid_data_mask and scale (no offset) have been applied to the reflectance bands\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/html": [
|
||
|
|
"<h4>Dataset size: 8.84 GB</h4>"
|
||
|
|
],
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||
|
|
"text/plain": [
|
||
|
|
"<IPython.core.display.HTML object>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/html": [
|
||
|
|
"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
|
||
|
|
"<defs>\n",
|
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|
"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
|
||
|
|
"<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
|
||
|
|
"<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
|
||
|
|
"<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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"</symbol>\n",
|
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"<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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"<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
|
||
|
|
"<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
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"<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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|
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"<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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||
|
|
"</symbol>\n",
|
||
|
|
"</defs>\n",
|
||
|
|
"</svg>\n",
|
||
|
|
"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
|
||
|
|
" *\n",
|
||
|
|
" */\n",
|
||
|
|
"\n",
|
||
|
|
":root {\n",
|
||
|
|
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
|
||
|
|
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
|
||
|
|
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
||
|
|
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
|
||
|
|
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
|
||
|
|
" --xr-background-color: var(--jp-layout-color0, white);\n",
|
||
|
|
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
|
||
|
|
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"html[theme=\"dark\"],\n",
|
||
|
|
"html[data-theme=\"dark\"],\n",
|
||
|
|
"body[data-theme=\"dark\"],\n",
|
||
|
|
"body.vscode-dark {\n",
|
||
|
|
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
||
|
|
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
|
||
|
|
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
|
||
|
|
" --xr-border-color: #1f1f1f;\n",
|
||
|
|
" --xr-disabled-color: #515151;\n",
|
||
|
|
" --xr-background-color: #111111;\n",
|
||
|
|
" --xr-background-color-row-even: #111111;\n",
|
||
|
|
" --xr-background-color-row-odd: #313131;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-wrap {\n",
|
||
|
|
" display: block !important;\n",
|
||
|
|
" min-width: 300px;\n",
|
||
|
|
" max-width: 700px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-text-repr-fallback {\n",
|
||
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
||
|
|
" display: none;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-header {\n",
|
||
|
|
" padding-top: 6px;\n",
|
||
|
|
" padding-bottom: 6px;\n",
|
||
|
|
" margin-bottom: 4px;\n",
|
||
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-header > div,\n",
|
||
|
|
".xr-header > ul {\n",
|
||
|
|
" display: inline;\n",
|
||
|
|
" margin-top: 0;\n",
|
||
|
|
" margin-bottom: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-obj-type,\n",
|
||
|
|
".xr-array-name {\n",
|
||
|
|
" margin-left: 2px;\n",
|
||
|
|
" margin-right: 10px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-obj-type {\n",
|
||
|
|
" color: var(--xr-font-color2);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-sections {\n",
|
||
|
|
" padding-left: 0 !important;\n",
|
||
|
|
" display: grid;\n",
|
||
|
|
" grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item {\n",
|
||
|
|
" display: contents;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item input {\n",
|
||
|
|
" display: inline-block;\n",
|
||
|
|
" opacity: 0;\n",
|
||
|
|
" height: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item input + label {\n",
|
||
|
|
" color: var(--xr-disabled-color);\n",
|
||
|
|
"}\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);\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",
|
||
|
|
" margin-bottom: 0;\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",
|
||
|
|
"}\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",
|
||
|
|
" background-color: var(--xr-background-color) !important;\n",
|
||
|
|
" padding-bottom: 5px !important;\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-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",
|
||
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.Dataset> Size: 9GB\n",
|
||
|
|
"Dimensions: (time: 12, y: 8874, x: 9902)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 96B 2023-09-02T03:35:16.627000 ... 202...\n",
|
||
|
|
" * y (y) float64 71kB 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n",
|
||
|
|
" * x (x) float64 79kB 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
|
||
|
|
" spatial_ref int32 4B 32648\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" red (time, y, x) float32 4GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" nir (time, y, x) float32 4GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" scl (time, y, x) uint8 1GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" crs: EPSG:32648\n",
|
||
|
|
" grid_mapping: spatial_ref</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-94484c3c-9b1e-4b86-8ac2-ec178c2d566a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-94484c3c-9b1e-4b86-8ac2-ec178c2d566a' 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'>time</span>: 12</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f693cce6-8a0b-4acb-b2dc-6e5238f8b8eb' class='xr-section-summary-in' type='checkbox' checked><label for='section-f693cce6-8a0b-4acb-b2dc-6e5238f8b8eb' 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'>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'>2023-09-02T03:35:16.627000 ... 2...</div><input id='attrs-962dfa44-fc50-4e68-aff5-f5a5b9b9df70' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-962dfa44-fc50-4e68-aff5-f5a5b9b9df70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b49b18f1-57da-4b37-9cae-4da2c7651eb0' class='xr-var-data-in' type='checkbox'><label for='data-b49b18f1-57da-4b37-9cae-4da2c7651eb0' 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>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array(['2023-09-02T03:35:16.627000000', '2023-09-04T03:25:21.856000000',\n",
|
||
|
|
" '2023-09-07T03:35:17.134000000', '2023-09-09T03:25:20.648000000',\n",
|
||
|
|
" '2023-09-12T03:35:15.326000000', '2023-09-14T03:25:35.755000000',\n",
|
||
|
|
" '2023-09-17T03:35:15.269000000', '2023-09-19T03:25:24.089000000',\n",
|
||
|
|
" '2023-09-22T03:35:15.439000000', '2023-09-24T03:25:18.524000000',\n",
|
||
|
|
" '2023-09-27T03:35:14.112000000', '2023-09-29T03:25:19.046000000'],\n",
|
||
|
|
" dtype='datetime64[ns]')</pre></div></li><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'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-316e8be1-7601-4d6c-8837-976dd4289575' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-316e8be1-7601-4d6c-8837-976dd4289575' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-307723a3-e5f2-42de-9bdc-3418a5c76fa6' class='xr-var-data-in' type='checkbox'><label for='data-307723a3-e5f2-42de-9bdc-3418a5c76fa6' 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>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</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'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-0b1df866-0130-49f8-b98a-53efadcd1ded' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b1df866-0130-49f8-b98a-53efadcd1ded' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d3292ad-a1f2-4c44-8a0e-524228bf524a' class='xr-var-data-in' type='checkbox'><label for='data-8d3292ad-a1f2-4c44-8a0e-524228bf524a' 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>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</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-dae0b881-715b-44f7-9e8c-637d9d0c5c46' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dae0b881-715b-44f7-9e8c-637d9d0c5c46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f5f8400-f843-4211-9895-03244787b9de' class='xr-var-data-in' type='checkbox'><label for='data-6f5f8400-f843-4211-9895-03244787b9de' 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>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>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pr
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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> 3.93 GiB </td>\n",
|
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" <td> 16.00 MiB </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> (12, 8874, 9902) </td>\n",
|
||
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" <td> (1, 2048, 2048) </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\"> 300 chunks in 8 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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"\n",
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" <polygon points=\"24.9485979497544,14.948597949754403 144.9485979497544,14.948597949754403 144.9485979497544,122.49050867486044 24.9485979497544,122.49050867486044\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
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"\n",
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" <text x=\"84.948598\" y=\"142.490509\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >9902</text>\n",
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" <text x=\"164.948598\" y=\"68.719553\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,164.948598,68.719553)\">8874</text>\n",
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" <text x=\"7.474299\" y=\"135.016210\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,7.474299,135.016210)\">12</text>\n",
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"</svg>\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, 2048, 2048), meta=np.ndarray></div><input id='attrs-0fb2e1a1-a345-416e-8935-15b17b9ab7fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0fb2e1a1-a345-416e-8935-15b17b9ab7fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17ded2ed-1367-499f-94bf-c3e1ba53a3ea' class='xr-var-data-in' type='checkbox'><label for='data-17ded2ed-1367-499f-94bf-c3e1ba53a3ea' 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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||
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|
||
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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> 3.93 GiB </td>\n",
|
||
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" <td> 16.00 MiB </td>\n",
|
||
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" </tr>\n",
|
||
|
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" \n",
|
||
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" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (12, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
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" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 300 chunks in 8 graph layers </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Data type </th>\n",
|
||
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|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
||
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|
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|
||
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" </tbody>\n",
|
||
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|
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||
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||
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||
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" <svg width=\"194\" height=\"172\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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||
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"\n",
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||
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" <!-- Horizontal lines -->\n",
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||
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" <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
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|
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||
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|
"</svg>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scl</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray></div><input id='attrs-99f33769-5eb0-4bb1-bc09-5b121a629ce7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99f33769-5eb0-4bb1-bc09-5b121a629ce7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b211549-04e7-41ce-ab75-ba323b6626b0' class='xr-var-data-in' type='checkbox'><label for='data-5b211549-04e7-41ce-ab75-ba323b6626b0' 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>1</dd><dt><span>nodata :</span></dt><dd>0</dd><dt><span>flags_definition :</span></dt><dd>{'qa': {'bits': [0, 1, 2, 3, 4, 5, 6, 7], 'values': {'0': 'no data', '1': 'saturated or defective', '2': 'dark area pixels', '3': 'cloud shadows', '4': 'vegetation', '5': 'bare soils', '6': 'water', '7': 'unclassified', '8': 'cloud medium probability', '9': 'cloud high probability', '10': 'thin cirrus', '11': 'snow or ice'}, 'description': 'Sen2Cor Scene Classification'}}</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
||
|
|
" <thead>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td> </td>\n",
|
||
|
|
" <th> Array </th>\n",
|
||
|
|
" <th> Chunk </th>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </thead>\n",
|
||
|
|
" <tbody>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Bytes </th>\n",
|
||
|
|
" <td> 0.98 GiB </td>\n",
|
||
|
|
" <td> 4.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (12, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 300 chunks in 1 graph layer </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Data type </th>\n",
|
||
|
|
" <td colspan=\"2\"> uint8 numpy.ndarray </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </tbody>\n",
|
||
|
|
" </table>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <svg width=\"194\" height=\"172\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
||
|
|
" <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
||
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|
||
|
|
" <line x1=\"10\" y1=\"107\" x2=\"24\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Vertical lines -->\n",
|
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" <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"107\" style=\"stroke-width:2\" />\n",
|
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|
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|
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|
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|
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|
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|
" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
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"\n",
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|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
||
|
|
" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"11\" y1=\"1\" x2=\"131\" y2=\"1\" />\n",
|
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|
|
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|
||
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|
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|
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|
|
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|
||
|
|
" <line x1=\"16\" y1=\"6\" x2=\"136\" y2=\"6\" />\n",
|
||
|
|
" <line x1=\"17\" y1=\"7\" x2=\"137\" y2=\"7\" />\n",
|
||
|
|
" <line x1=\"18\" y1=\"8\" x2=\"138\" y2=\"8\" />\n",
|
||
|
|
" <line x1=\"19\" y1=\"9\" x2=\"139\" y2=\"9\" />\n",
|
||
|
|
" <line x1=\"21\" y1=\"11\" x2=\"141\" y2=\"11\" />\n",
|
||
|
|
" <line x1=\"22\" y1=\"12\" x2=\"142\" y2=\"12\" />\n",
|
||
|
|
" <line x1=\"23\" y1=\"13\" x2=\"143\" y2=\"13\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Vertical lines -->\n",
|
||
|
|
" <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"34\" y1=\"0\" x2=\"49\" y2=\"14\" />\n",
|
||
|
|
" <line x1=\"59\" y1=\"0\" x2=\"74\" y2=\"14\" />\n",
|
||
|
|
" <line x1=\"84\" y1=\"0\" x2=\"99\" y2=\"14\" />\n",
|
||
|
|
" <line x1=\"109\" y1=\"0\" x2=\"124\" y2=\"14\" />\n",
|
||
|
|
" <line x1=\"130\" y1=\"0\" x2=\"144\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
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|
|
" <!-- Colored Rectangle -->\n",
|
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|
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" <polygon points=\"10.0,0.0 130.0,0.0 144.9485979497544,14.948597949754403 24.9485979497544,14.948597949754403\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"39\" x2=\"144\" y2=\"39\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"64\" x2=\"144\" y2=\"64\" />\n",
|
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|
|
" <line x1=\"24\" y1=\"89\" x2=\"144\" y2=\"89\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"114\" x2=\"144\" y2=\"114\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"122\" x2=\"144\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Vertical lines -->\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"49\" y1=\"14\" x2=\"49\" y2=\"122\" />\n",
|
||
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|
" <line x1=\"74\" y1=\"14\" x2=\"74\" y2=\"122\" />\n",
|
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|
" <line x1=\"99\" y1=\"14\" x2=\"99\" y2=\"122\" />\n",
|
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|
" <line x1=\"124\" y1=\"14\" x2=\"124\" y2=\"122\" />\n",
|
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|
|
" <line x1=\"144\" y1=\"14\" x2=\"144\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
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|
|
"\n",
|
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|
|
" <!-- Colored Rectangle -->\n",
|
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|
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" <polygon points=\"24.9485979497544,14.948597949754403 144.9485979497544,14.948597949754403 144.9485979497544,122.49050867486044 24.9485979497544,122.49050867486044\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Text -->\n",
|
||
|
|
" <text x=\"84.948598\" y=\"142.490509\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >9902</text>\n",
|
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|
|
" <text x=\"164.948598\" y=\"68.719553\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,164.948598,68.719553)\">8874</text>\n",
|
||
|
|
" <text x=\"7.474299\" y=\"135.016210\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,7.474299,135.016210)\">12</text>\n",
|
||
|
|
"</svg>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-6be8d0fe-28dc-43d0-9f2e-9761a7ca51ef' class='xr-section-summary-in' type='checkbox' ><label for='section-6be8d0fe-28dc-43d0-9f2e-9761a7ca51ef' 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>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-91716114-261e-4be4-a6fc-68574a420d35' class='xr-index-data-in' type='checkbox'/><label for='index-91716114-261e-4be4-a6fc-68574a420d35' 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(['2023-09-02 03:35:16.627000', '2023-09-04 03:25:21.856000',\n",
|
||
|
|
" '2023-09-07 03:35:17.134000', '2023-09-09 03:25:20.648000',\n",
|
||
|
|
" '2023-09-12 03:35:15.326000', '2023-09-14 03:25:35.755000',\n",
|
||
|
|
" '2023-09-17 03:35:15.269000', '2023-09-19 03:25:24.089000',\n",
|
||
|
|
" '2023-09-22 03:35:15.439000', '2023-09-24 03:25:18.524000',\n",
|
||
|
|
" '2023-09-27 03:35:14.112000', '2023-09-29 03:25:19.046000'],\n",
|
||
|
|
" dtype='datetime64[ns]', name='time', freq=None))</pre></div></li><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-2d4ae5d0-a1d5-4a66-a75e-4dbdb5285f97' class='xr-index-data-in' type='checkbox'/><label for='index-2d4ae5d0-a1d5-4a66-a75e-4dbdb5285f97' 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([1105735.0, 1105725.0, 1105715.0, 1105705.0, 1105695.0, 1105685.0,\n",
|
||
|
|
" 1105675.0, 1105665.0, 1105655.0, 1105645.0,\n",
|
||
|
|
" ...\n",
|
||
|
|
" 1017095.0, 1017085.0, 1017075.0, 1017065.0, 1017055.0, 1017045.0,\n",
|
||
|
|
" 1017035.0, 1017025.0, 1017015.0, 1017005.0],\n",
|
||
|
|
" dtype='float64', name='y', length=8874))</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-4e950243-05f7-47f5-8be1-5d6db05fa502' class='xr-index-data-in' type='checkbox'/><label for='index-4e950243-05f7-47f5-8be1-5d6db05fa502' 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([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0, 554855.0,\n",
|
||
|
|
" 554865.0, 554875.0, 554885.0,\n",
|
||
|
|
" ...\n",
|
||
|
|
" 653715.0, 653725.0, 653735.0, 653745.0, 653755.0, 653765.0, 653775.0,\n",
|
||
|
|
" 653785.0, 653795.0, 653805.0],\n",
|
||
|
|
" dtype='float64', name='x', length=9902))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8865d5ab-175a-4adf-951f-e3ac4831ed08' class='xr-section-summary-in' type='checkbox' checked><label for='section-8865d5ab-175a-4adf-951f-e3ac4831ed08' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div></li></ul></div></div>"
|
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],
|
||
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"text/plain": [
|
||
|
|
"<xarray.Dataset> Size: 9GB\n",
|
||
|
|
"Dimensions: (time: 12, y: 8874, x: 9902)\n",
|
||
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"Coordinates:\n",
|
||
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" * time (time) datetime64[ns] 96B 2023-09-02T03:35:16.627000 ... 202...\n",
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" * y (y) float64 71kB 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n",
|
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" * x (x) float64 79kB 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
|
||
|
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" spatial_ref int32 4B 32648\n",
|
||
|
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"Data variables:\n",
|
||
|
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" red (time, y, x) float32 4GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
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" nir (time, y, x) float32 4GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
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" scl (time, y, x) uint8 1GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
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"Attributes:\n",
|
||
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" crs: EPSG:32648\n",
|
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" grid_mapping: spatial_ref"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
|
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],
|
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"source": [
|
||
|
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"dsvh, dsvv = load_data_sen1(dc, date_range, coordinates)\n",
|
||
|
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"data_sen2 = load_data_sen2(dc, date_range, coordinates)\n",
|
||
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"notebook_utils.heading(notebook_utils.xarray_object_size(data_sen2))\n",
|
||
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"display(data_sen2)"
|
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{
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||
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"id": "0a2d24b1-76f2-47c7-9b66-d41185fda32e",
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"metadata": {},
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"outputs": [
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"text": [
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"/env/lib/python3.12/site-packages/xarray/groupers.py:487: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
|
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" self.index_grouper = pd.Grouper(\n"
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "4c49ea68bc414bd19b9e66621b9b7f97",
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"version_major": 2,
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"version_minor": 0
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"VBox()"
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}
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"source": [
|
||
|
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"average_vh = calculate_average(dsvh, time_pattern='1M')\n",
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"progress(average_vh)"
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{
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"cell_type": "code",
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"id": "73576914-a371-4cc1-a0fd-226e2512608b",
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"output_type": "stream",
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"text": [
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"/env/lib/python3.12/site-packages/xarray/groupers.py:487: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
|
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" self.index_grouper = pd.Grouper(\n"
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},
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{
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"data": {
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"version_major": 2,
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"VBox()"
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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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],
|
||
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"source": [
|
||
|
|
"average_vv = calculate_average(dsvv, time_pattern='1M')\n",
|
||
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"progress(average_vv)"
|
||
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]
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{
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"cell_type": "code",
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"id": "f8bc286b-7c61-4b3c-9399-237dff32af51",
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"metadata": {},
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"outputs": [
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{
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||
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"data": {
|
||
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"text/plain": [
|
||
|
|
"{'0': 'no data',\n",
|
||
|
|
" '1': 'saturated or defective',\n",
|
||
|
|
" '2': 'dark area pixels',\n",
|
||
|
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" '3': 'cloud shadows',\n",
|
||
|
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" '4': 'vegetation',\n",
|
||
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" '5': 'bare soils',\n",
|
||
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" '6': 'water',\n",
|
||
|
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" '7': 'unclassified',\n",
|
||
|
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" '8': 'cloud medium probability',\n",
|
||
|
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" '9': 'cloud high probability',\n",
|
||
|
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" '10': 'thin cirrus',\n",
|
||
|
|
" '11': 'snow or ice'}"
|
||
|
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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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"data": {
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"version_major": 2,
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"metadata": {},
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}
|
||
|
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],
|
||
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"source": [
|
||
|
|
"result = mask_cloud(data_sen2)\n",
|
||
|
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"progress(result)"
|
||
|
|
]
|
||
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|
},
|
||
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{
|
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"cell_type": "code",
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"execution_count": 8,
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"id": "40c69eed-9775-48fe-a13c-1a634912082f",
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"metadata": {},
|
||
|
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"outputs": [],
|
||
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"source": [
|
||
|
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"dsNDVI = calculate_indices(result, index='NDVI', satellite_mission='s2')\n",
|
||
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"ndvi = dsNDVI[\"NDVI\"]"
|
||
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]
|
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},
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{
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||
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"cell_type": "code",
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"execution_count": 9,
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"id": "83041967-f770-4bf6-8617-c1842e10da7e",
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"outputs": [
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"output_type": "stream",
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"text": [
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"/env/lib/python3.12/site-packages/xarray/groupers.py:487: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
|
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" self.index_grouper = pd.Grouper(\n"
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"name": "stdout",
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|
"output_type": "stream",
|
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|
"text": [
|
||
|
|
"CPU times: user 1.12 s, sys: 1.13 s, total: 2.24 s\n",
|
||
|
|
"Wall time: 4min 40s\n"
|
||
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|
]
|
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}
|
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],
|
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"source": [
|
||
|
|
"%%time\n",
|
||
|
|
"average_vh = average_vh.compute()\n",
|
||
|
|
"average_vv = average_vv.compute()\n",
|
||
|
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"average_ndvi = average_ndvi.compute()"
|
||
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|
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{
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"source": [
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||
|
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"#####################################CREATE DATASET#######################################################"
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|
|
" --xr-background-color-row-odd: #313131;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-wrap {\n",
|
||
|
|
" display: block !important;\n",
|
||
|
|
" min-width: 300px;\n",
|
||
|
|
" max-width: 700px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-text-repr-fallback {\n",
|
||
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
||
|
|
" display: none;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-header {\n",
|
||
|
|
" padding-top: 6px;\n",
|
||
|
|
" padding-bottom: 6px;\n",
|
||
|
|
" margin-bottom: 4px;\n",
|
||
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-header > div,\n",
|
||
|
|
".xr-header > ul {\n",
|
||
|
|
" display: inline;\n",
|
||
|
|
" margin-top: 0;\n",
|
||
|
|
" margin-bottom: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-obj-type,\n",
|
||
|
|
".xr-array-name {\n",
|
||
|
|
" margin-left: 2px;\n",
|
||
|
|
" margin-right: 10px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-obj-type {\n",
|
||
|
|
" color: var(--xr-font-color2);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-sections {\n",
|
||
|
|
" padding-left: 0 !important;\n",
|
||
|
|
" display: grid;\n",
|
||
|
|
" grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item {\n",
|
||
|
|
" display: contents;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item input {\n",
|
||
|
|
" display: inline-block;\n",
|
||
|
|
" opacity: 0;\n",
|
||
|
|
" height: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item input + label {\n",
|
||
|
|
" color: var(--xr-disabled-color);\n",
|
||
|
|
"}\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);\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",
|
||
|
|
" margin-bottom: 0;\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",
|
||
|
|
"}\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",
|
||
|
|
" background-color: var(--xr-background-color) !important;\n",
|
||
|
|
" padding-bottom: 5px !important;\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-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",
|
||
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray (band: 1, y: 6727, x: 7151)> Size: 48MB\n",
|
||
|
|
"[48104777 values with dtype=uint8]\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * band (band) int64 8B 1\n",
|
||
|
|
" * x (x) float64 57kB 5.597e+05 5.598e+05 ... 6.312e+05 6.312e+05\n",
|
||
|
|
" * y (y) float64 54kB 1.097e+06 1.097e+06 ... 1.03e+06 1.03e+06\n",
|
||
|
|
" spatial_ref int64 8B 0\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" AREA_OR_POINT: Area\n",
|
||
|
|
" RepresentationType: THEMATIC\n",
|
||
|
|
" _FillValue: 255\n",
|
||
|
|
" scale_factor: 1.0\n",
|
||
|
|
" add_offset: 0.0</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'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>band</span>: 1</li><li><span class='xr-has-index'>y</span>: 6727</li><li><span class='xr-has-index'>x</span>: 7151</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-838fb1c6-0aeb-4588-89fa-3c5885cd0eb6' class='xr-array-in' type='checkbox' checked><label for='section-838fb1c6-0aeb-4588-89fa-3c5885cd0eb6' 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>...</span></div><div class='xr-array-data'><pre>[48104777 values with dtype=uint8]</pre></div></div></li><li class='xr-section-item'><input id='section-e2fd4c2e-9c5f-459e-9800-6bd118f563d6' class='xr-section-summary-in' type='checkbox' checked><label for='section-e2fd4c2e-9c5f-459e-9800-6bd118f563d6' 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'>band</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-a5b625bf-b0de-4b1d-8539-1f71f9bfef4c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a5b625bf-b0de-4b1d-8539-1f71f9bfef4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e094f6d-d820-4878-a1a2-3f8712fed7c0' class='xr-var-data-in' type='checkbox'><label for='data-8e094f6d-d820-4878-a1a2-3f8712fed7c0' 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([1])</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'>5.597e+05 5.598e+05 ... 6.312e+05</div><input id='attrs-ff43ede3-e4ce-47fb-87d2-4df883df486f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ff43ede3-e4ce-47fb-87d2-4df883df486f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce2377d7-069a-452e-804d-aa6ac4529322' class='xr-var-data-in' type='checkbox'><label for='data-ce2377d7-069a-452e-804d-aa6ac4529322' 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([559742.754, 559752.754, 559762.754, ..., 631222.754, 631232.754,\n",
|
||
|
|
" 631242.754])</pre></div></li><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'>1.097e+06 1.097e+06 ... 1.03e+06</div><input id='attrs-a00f5ad1-2a0e-49f4-9358-c4e45470fa58' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a00f5ad1-2a0e-49f4-9358-c4e45470fa58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cea5be9-9f9e-46ee-bb1a-77b698efdbc7' class='xr-var-data-in' type='checkbox'><label for='data-0cea5be9-9f9e-46ee-bb1a-77b698efdbc7' 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([1097385.3978, 1097375.3978, 1097365.3978, ..., 1030145.3978,\n",
|
||
|
|
" 1030135.3978, 1030125.3978])</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-d2f2e14a-9be6-4577-90d9-2299b139085a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2f2e14a-9be6-4577-90d9-2299b139085a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c356d54e-a2ba-4e88-b064-b5746866d049' class='xr-var-data-in' type='checkbox'><label for='data-c356d54e-a2ba-4e88-b064-b5746866d049' 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>559737.7539999997 10.0 0.0 1097390.3978000004 0.0 -10.0</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-f158968a-b3d8-4bb2-ab87-c5269254b83c' class='xr-section-summary-in' type='checkbox' ><label for='section-f158968a-b3d8-4bb2-ab87-c5269254b83c' class='xr-section-summary' >Indexes: <span>(3)</span></label><di
|
||
|
|
" 559772.7539999997, 559782.7539999997, 559792.7539999997,\n",
|
||
|
|
" 559802.7539999997, 559812.7539999997, 559822.7539999997,\n",
|
||
|
|
" 559832.7539999997,\n",
|
||
|
|
" ...\n",
|
||
|
|
" 631152.7539999997, 631162.7539999997, 631172.7539999997,\n",
|
||
|
|
" 631182.7539999997, 631192.7539999997, 631202.7539999997,\n",
|
||
|
|
" 631212.7539999997, 631222.7539999997, 631232.7539999997,\n",
|
||
|
|
" 631242.7539999997],\n",
|
||
|
|
" dtype='float64', name='x', length=7151))</pre></div></li><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-f14682e7-3094-40e6-9d7d-b90fcc8592a6' class='xr-index-data-in' type='checkbox'/><label for='index-f14682e7-3094-40e6-9d7d-b90fcc8592a6' 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([1097385.3978000004, 1097375.3978000004, 1097365.3978000004,\n",
|
||
|
|
" 1097355.3978000004, 1097345.3978000004, 1097335.3978000004,\n",
|
||
|
|
" 1097325.3978000004, 1097315.3978000004, 1097305.3978000004,\n",
|
||
|
|
" 1097295.3978000004,\n",
|
||
|
|
" ...\n",
|
||
|
|
" 1030215.3978000004, 1030205.3978000004, 1030195.3978000004,\n",
|
||
|
|
" 1030185.3978000004, 1030175.3978000004, 1030165.3978000004,\n",
|
||
|
|
" 1030155.3978000004, 1030145.3978000004, 1030135.3978000004,\n",
|
||
|
|
" 1030125.3978000004],\n",
|
||
|
|
" dtype='float64', name='y', length=6727))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-18a15997-8214-4a8a-92f8-82a345fd7d3b' class='xr-section-summary-in' type='checkbox' checked><label for='section-18a15997-8214-4a8a-92f8-82a345fd7d3b' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>RepresentationType :</span></dt><dd>THEMATIC</dd><dt><span>_FillValue :</span></dt><dd>255</dd><dt><span>scale_factor :</span></dt><dd>1.0</dd><dt><span>add_offset :</span></dt><dd>0.0</dd></dl></div></li></ul></div></div>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
"<xarray.DataArray (band: 1, y: 6727, x: 7151)> Size: 48MB\n",
|
||
|
|
"[48104777 values with dtype=uint8]\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * band (band) int64 8B 1\n",
|
||
|
|
" * x (x) float64 57kB 5.597e+05 5.598e+05 ... 6.312e+05 6.312e+05\n",
|
||
|
|
" * y (y) float64 54kB 1.097e+06 1.097e+06 ... 1.03e+06 1.03e+06\n",
|
||
|
|
" spatial_ref int64 8B 0\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" AREA_OR_POINT: Area\n",
|
||
|
|
" RepresentationType: THEMATIC\n",
|
||
|
|
" _FillValue: 255\n",
|
||
|
|
" scale_factor: 1.0\n",
|
||
|
|
" add_offset: 0.0"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 11,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"input_path = \"./input/masks/ST_lua2v.tif\"\n",
|
||
|
|
"data = rioxarray.open_rasterio(input_path)\n",
|
||
|
|
"data"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 12,
|
||
|
|
"id": "a3185634-0d67-42a7-82c0-7ef2807d0448",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"# Convert to numpy array (assuming a single-band raster)\n",
|
||
|
|
"data_np = data.values.squeeze()"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 13,
|
||
|
|
"id": "04a23ee1-305a-4139-b3d2-26e34366286d",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"[[ 598782.754 1097385.3978]\n",
|
||
|
|
" [ 610132.754 1087655.3978]\n",
|
||
|
|
" [ 607522.754 1087455.3978]\n",
|
||
|
|
" ...\n",
|
||
|
|
" [ 608912.754 1030175.3978]\n",
|
||
|
|
" [ 608922.754 1030175.3978]\n",
|
||
|
|
" [ 608132.754 1030125.3978]]\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"import xarray as xr\n",
|
||
|
|
"import numpy as np\n",
|
||
|
|
"\n",
|
||
|
|
"# Assuming 'data' is your xarray.DataArray\n",
|
||
|
|
"mask = data != 255 # Boolean mask where values are not 255\n",
|
||
|
|
"\n",
|
||
|
|
"# Stack x and y dimensions into a single index\n",
|
||
|
|
"data_stacked = data.stack(points=(\"y\", \"x\"))\n",
|
||
|
|
"\n",
|
||
|
|
"# Apply the mask and drop NaN values\n",
|
||
|
|
"filtered = data_stacked.where(data_stacked != 255, drop=True)\n",
|
||
|
|
"\n",
|
||
|
|
"# Extract x and y coordinates\n",
|
||
|
|
"x_indices = filtered.coords[\"x\"].values\n",
|
||
|
|
"y_indices = filtered.coords[\"y\"].values\n",
|
||
|
|
"\n",
|
||
|
|
"# Stack into a (N, 2) NumPy array\n",
|
||
|
|
"xy_valid = np.column_stack((x_indices, y_indices))\n",
|
||
|
|
"\n",
|
||
|
|
"print(xy_valid) # Print or use the filtered coordinates\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "32018eaf-d96a-4d93-aa60-6f73f564c8a2",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"ndvi = []\n",
|
||
|
|
"vh = []\n",
|
||
|
|
"vv = []\n",
|
||
|
|
"\n",
|
||
|
|
"def extract_data(index):\n",
|
||
|
|
" ndvi_data = average_ndvi.sel(x=index[0], y=index[1], method='nearest').values\n",
|
||
|
|
" vh_data = average_vh.sel(x=index[0], y=index[1], method='nearest').values\n",
|
||
|
|
" vv_data = average_vv.sel(x=index[0], y=index[1], method='nearest').values\n",
|
||
|
|
" return ndvi_data, vh_data, vv_data\n",
|
||
|
|
"\n",
|
||
|
|
"# Process data sequentially\n",
|
||
|
|
"i = 0\n",
|
||
|
|
"for index in xy_valid:\n",
|
||
|
|
" ndvi_data, vh_data, vv_data = extract_data(index)\n",
|
||
|
|
" ndvi.append(ndvi_data)\n",
|
||
|
|
" vh.append(vh_data)\n",
|
||
|
|
" vv.append(vv_data)\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "1a602b28-a98f-4606-8e91-c4a29d3ebe67",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"ndvi = np.concatenate(ndvi)\n",
|
||
|
|
"vh = np.concatenate(vh)\n",
|
||
|
|
"vv = np.concatenate(vv)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "a3984403-a902-4d1f-a149-d738be564120",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"nan_indices = ~np.isnan(ndvi)\n",
|
||
|
|
"print(nan_indices)\n",
|
||
|
|
"ndvi_nan = ndvi[nan_indices]\n",
|
||
|
|
"vh_nan = vh[nan_indices]\n",
|
||
|
|
"vv_nan = vv[nan_indices]"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "2ec67453-d3d6-4b6b-b130-0b3419e7336c",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"ndvi_nan = ndvi_nan[:2000000]\n",
|
||
|
|
"vh_nan = vh_nan[:2000000]\n",
|
||
|
|
"vv_nan = vv_nan[:2000000]"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "7ab63797-a8d7-413e-b74a-a244c1e019a7",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"ndvi_nan.shape"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "03d48b76-273b-4561-98e3-96e51e88ba51",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"features = np.stack([vh_nan, vv_nan], axis=1)\n",
|
||
|
|
"features.shape"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "20461197-dd98-42ce-988c-492129117af3",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"X_train, X_test, y_train, y_test = train_test_split(features, ndvi_nan, test_size=0.2, random_state=42)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "3f24df45-fe21-4df0-89e6-917fca496040",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"from sklearn.neural_network import MLPRegressor\n",
|
||
|
|
"regressors = {\n",
|
||
|
|
" 'random_forest': RandomForestRegressor(random_state=42),\n",
|
||
|
|
" 'svr': SVR(),\n",
|
||
|
|
" 'gradient_boosting': GradientBoostingRegressor(random_state=42),\n",
|
||
|
|
" 'linear_regression': LinearRegression(),\n",
|
||
|
|
" 'knn': KNeighborsRegressor(),\n",
|
||
|
|
" 'mlp': MLPRegressor(random_state=42, max_iter=1000)\n",
|
||
|
|
" }\n",
|
||
|
|
"param_grids_regressor = {\n",
|
||
|
|
" 'random_forest': {\n",
|
||
|
|
" 'n_estimators': [500],\n",
|
||
|
|
" 'max_depth': [ 10],\n",
|
||
|
|
" },\n",
|
||
|
|
" 'svr': {\n",
|
||
|
|
" 'kernel': ['poly', 'linear'],\n",
|
||
|
|
" 'C': [0.1, 1, 10],\n",
|
||
|
|
" 'degree': [2, 3], # For poly kernel\n",
|
||
|
|
" },\n",
|
||
|
|
" 'gradient_boosting': {\n",
|
||
|
|
" 'n_estimators': [300],\n",
|
||
|
|
" 'learning_rate': [ 0.05],\n",
|
||
|
|
" 'max_depth': [3, 4, 5],\n",
|
||
|
|
" },\n",
|
||
|
|
" 'linear_regression': {\n",
|
||
|
|
" # 'alpha': [0.01, 0.1, 1, 10, 100], # Regularization strength\n",
|
||
|
|
" # 'fit_intercept': [True, False],\n",
|
||
|
|
" # 'solver': ['auto', 'svd', 'cholesky', 'lsqr', 'sparse_cg'],\n",
|
||
|
|
" },\n",
|
||
|
|
" 'knn': {\n",
|
||
|
|
" 'n_neighbors': [3, 5, 7, 10, 20, 30, 50],\n",
|
||
|
|
" 'weights': ['uniform', 'distance'],\n",
|
||
|
|
" 'p': [1, 2, 3],\n",
|
||
|
|
" },\n",
|
||
|
|
" 'mlp' : {\n",
|
||
|
|
" 'hidden_layer_sizes': [(64, 32), (128, 64), (64, 32, 16), (128, 64, 32)],\n",
|
||
|
|
" 'activation': ['relu', 'tanh'],\n",
|
||
|
|
" 'solver': ['adam', 'sgd'],\n",
|
||
|
|
" 'learning_rate_init': [0.001, 0.01, 0.1]\n",
|
||
|
|
" }\n",
|
||
|
|
"}"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "9c06dac1-c412-4a70-a91b-32dbd2ead8d6",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"%%time\n",
|
||
|
|
"best_model, best_params, best_score_r2, best_score_mae, cv_results = find_best_regression(\n",
|
||
|
|
" X_train, y_train, regressors['random_forest'], param_grids_regressor['random_forest']\n",
|
||
|
|
")"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "47ac0ca2-a2e2-491e-ad61-904fd68fc963",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"folder_path = 'output/regressors/mask'\n",
|
||
|
|
"file_path = os.path.join(folder_path, 'rf_lua2v2.pkl')\n",
|
||
|
|
"joblib.dump(best_model, file_path)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "fdab7a3c-bcf6-442e-a048-ebf51d31629d",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"y_pred = best_model.predict(X_test)\n",
|
||
|
|
"# Calculate R² score\n",
|
||
|
|
"r2 = r2_score(y_test, y_pred)\n",
|
||
|
|
"# Calculate Mean Squared Error\n",
|
||
|
|
"mse = mean_squared_error(y_test, y_pred)\n",
|
||
|
|
"mae = mean_absolute_error(y_test, y_pred)\n",
|
||
|
|
"print(f\"R² Score: {r2}\")\n",
|
||
|
|
"print(f\"Mean Squared Error: {mse}\")\n",
|
||
|
|
"print(\"Mean Absolute Error:\", abs(mae))"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "f2dbefc9-c5c0-41de-8563-99680f124ac2",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "681830ed-ff71-45cd-bfc8-cec5d3808fb7",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "c86c3262-9246-4799-ad0b-ccb609f0b9cb",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "9b2bc79c-fb67-4282-a34e-9771c7e0b10c",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "27b04b78-67dc-48db-9950-6a6d7ffaf239",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "20fb8078-70cc-4788-abbf-99ee4a2228f2",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "35649588-196c-4cd6-be62-d11c17cd2ce3",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 13,
|
||
|
|
"id": "d9cbb9cc-1ac7-45bf-a134-f4e29df29d75",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"import matplotlib.pyplot as plt\n",
|
||
|
|
"\n",
|
||
|
|
"plt.imshow(mask[0], cmap='gray') # Show the first band\n",
|
||
|
|
"plt.colorbar()\n",
|
||
|
|
"plt.show()"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "0bd5c3aa-333e-45d0-b990-473b86aed5f8",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"metadata": {
|
||
|
|
"kernelspec": {
|
||
|
|
"display_name": "Python 3 (ipykernel)",
|
||
|
|
"language": "python",
|
||
|
|
"name": "python3"
|
||
|
|
},
|
||
|
|
"language_info": {
|
||
|
|
"codemirror_mode": {
|
||
|
|
"name": "ipython",
|
||
|
|
"version": 3
|
||
|
|
},
|
||
|
|
"file_extension": ".py",
|
||
|
|
"mimetype": "text/x-python",
|
||
|
|
"name": "python",
|
||
|
|
"nbconvert_exporter": "python",
|
||
|
|
"pygments_lexer": "ipython3",
|
||
|
|
"version": "3.12.7"
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 5
|
||
|
|
}
|