5852 lines
1.5 MiB
Plaintext
5852 lines
1.5 MiB
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": "c61a1a84-ca37-4bfb-8935-a21312c11410",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
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"*[data-root-id] > * {\n",
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" box-sizing: border-box;\n",
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" font-family: var(--jp-ui-font-family);\n",
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" font-size: var(--jp-ui-font-size1);\n",
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" color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
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"}\n",
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"\n",
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"/* Override VSCode background color */\n",
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".cell-output-ipywidget-background:has(\n",
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" > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
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" ),\n",
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".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
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" background-color: transparent !important;\n",
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"}\n",
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"</style>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/javascript": [
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"(function(root) {\n",
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" function now() {\n",
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" return new Date();\n",
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" }\n",
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"\n",
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" const force = true;\n",
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" const py_version = '3.5.2'.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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|
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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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|
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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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|
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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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||
|
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" // before older versions are fully initialized.\n",
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||
|
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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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||
|
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" // everything and try loading again\n",
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||
|
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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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||
|
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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",
|
||
|
|
" const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
|
||
|
|
" if (!reloading && !bokeh_loaded) {\n",
|
||
|
|
" if (root.Bokeh) {\n",
|
||
|
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" root.Bokeh = undefined;\n",
|
||
|
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" }\n",
|
||
|
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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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" // Give older versions of the autoload script a head-start to ensure\n",
|
||
|
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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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],
|
||
|
|
"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='e34301f2-2f3e-4439-a1cb-86aa5bce2d3b'>\n",
|
||
|
|
" <div id=\"c6680027-ac55-4519-b951-373314c7e8f8\" data-root-id=\"e34301f2-2f3e-4439-a1cb-86aa5bce2d3b\" style=\"display: contents;\"></div>\n",
|
||
|
|
"</div>\n",
|
||
|
|
"<script type=\"application/javascript\">(function(root) {\n",
|
||
|
|
" var docs_json = {\"27a702b1-ba9e-4c23-bb5e-69296d8347a8\":{\"version\":\"3.5.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"e34301f2-2f3e-4439-a1cb-86aa5bce2d3b\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"64d50944-e1bf-47bc-b39f-1cc93b104712\",\"attributes\":{\"plot_id\":\"e34301f2-2f3e-4439-a1cb-86aa5bce2d3b\",\"comm_id\":\"2db507dffc444594bb32e59a91fdcf43\",\"client_comm_id\":\"53c4c1dfa3be47be856d8935bbb16973\"}}],\"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\":\"27a702b1-ba9e-4c23-bb5e-69296d8347a8\",\"roots\":{\"e34301f2-2f3e-4439-a1cb-86aa5bce2d3b\":\"c6680027-ac55-4519-b951-373314c7e8f8\"},\"root_ids\":[\"e34301f2-2f3e-4439-a1cb-86aa5bce2d3b\"]}];\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": "e34301f2-2f3e-4439-a1cb-86aa5bce2d3b"
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"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"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"CPU times: user 13.3 s, sys: 3.12 s, total: 16.4 s\n",
|
||
|
|
"Wall time: 10.3 s\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"%%time\n",
|
||
|
|
"%matplotlib inline\n",
|
||
|
|
"\n",
|
||
|
|
"import importlib\n",
|
||
|
|
"import new_import \n",
|
||
|
|
"\n",
|
||
|
|
"importlib.reload(new_import)\n",
|
||
|
|
"\n",
|
||
|
|
"\n",
|
||
|
|
"from new_import import *"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 2,
|
||
|
|
"id": "2298b035-c320-4c52-a2e4-6d8084f66b92",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"An existing cluster was found. Connecting to: easihub.8daaa179e4964dc7b211b4302753bf26\n",
|
||
|
|
"CPU times: user 689 ms, sys: 57.7 ms, total: 747 ms\n",
|
||
|
|
"Wall time: 2min 20s\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-a7b7f159-d583-11ef-807f-d130e44bbfa2</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.8daaa179e4964dc7b211b4302753bf26/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.8daaa179e4964dc7b211b4302753bf26/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.8daaa179e4964dc7b211b4302753bf26/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.8daaa179e4964dc7b211b4302753bf26\n",
|
||
|
|
" <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.8daaa179e4964dc7b211b4302753bf26/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.8daaa179e4964dc7b211b4302753bf26/status</a>\n",
|
||
|
|
" </ul>\n",
|
||
|
|
"</div>\n",
|
||
|
|
"\n",
|
||
|
|
" </details>\n",
|
||
|
|
" \n",
|
||
|
|
"\n",
|
||
|
|
" </div>\n",
|
||
|
|
"</div>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
"<Client: 'tls://10.0.44.52:8786' processes=0 threads=0, memory=0 B>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 2,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"name": "stderr",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"2025-01-18 10:50:14,316 - distributed.client - ERROR - Failed to reconnect to scheduler after 30.00 seconds, closing client\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"%%time\n",
|
||
|
|
"# Cấu hình Daskgateway\n",
|
||
|
|
"cluster, client = notebook_utils.initialize_dask(use_gateway=True, workers=(1,10))\n",
|
||
|
|
"# Khai báo 1 Datacube là dc\n",
|
||
|
|
"dc = datacube.Datacube()\n",
|
||
|
|
"\n",
|
||
|
|
"client"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 3,
|
||
|
|
"id": "c5df2663-2524-4b99-aef4-cc0c625519e4",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"date_range = ('2022-09-01', '2023-10-30')\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": "f0422603-cca1-41bc-a12a-810d6a13e736",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/html": [
|
||
|
|
"<h4>Dataset size: 22.91 GB</h4>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
"<IPython.core.display.HTML object>"
|
||
|
|
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|
||
|
|
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|
|
"metadata": {},
|
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|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
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|
|
"text/html": [
|
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|
|
"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
|
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|
"<defs>\n",
|
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|
|
"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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|
|
"<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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"<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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||
|
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"</symbol>\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",
|
||
|
|
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|
|
" --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: 25GB\n",
|
||
|
|
"Dimensions: (time: 35, y: 8874, x: 9902)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 280B 2022-09-06T22:46:14.500000 ... 20...\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 12GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" vh (time, y, x) float32 12GB 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-5108687a-a9df-4b20-a879-6085d985a168' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5108687a-a9df-4b20-a879-6085d985a168' 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>: 35</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-ecbde275-e11e-462f-9d3a-79be1568198c' class='xr-section-summary-in' type='checkbox' checked><label for='section-ecbde275-e11e-462f-9d3a-79be1568198c' 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'>2022-09-06T22:46:14.500000 ... 2...</div><input id='attrs-8eeb9295-5292-449b-9950-1eb9c50cee2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8eeb9295-5292-449b-9950-1eb9c50cee2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bcc5aac-4ba8-4d44-8eca-0a50cb57690e' class='xr-var-data-in' type='checkbox'><label for='data-2bcc5aac-4ba8-4d44-8eca-0a50cb57690e' 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(['2022-09-06T22:46:14.500000000', '2022-09-18T22:46:13.500000000',\n",
|
||
|
|
" '2022-09-30T22:46:14.500000000', '2022-10-12T22:46:14.500000000',\n",
|
||
|
|
" '2022-10-24T22:46:14.500000000', '2022-11-05T22:46:14.500000000',\n",
|
||
|
|
" '2022-11-17T22:46:13.500000000', '2022-11-29T22:46:13.500000000',\n",
|
||
|
|
" '2022-12-11T22:46:13.500000000', '2022-12-23T22:46:12.500000000',\n",
|
||
|
|
" '2023-01-04T22:46:11.500000000', '2023-01-16T22:46:10.500000000',\n",
|
||
|
|
" '2023-01-28T22:46:11.500000000', '2023-02-09T22:46:10.500000000',\n",
|
||
|
|
" '2023-02-21T22:46:09.500000000', '2023-03-05T22:46:10.500000000',\n",
|
||
|
|
" '2023-03-17T22:46:10.500000000', '2023-03-29T22:46:10.500000000',\n",
|
||
|
|
" '2023-04-10T22:46:11.500000000', '2023-04-22T22:46:11.500000000',\n",
|
||
|
|
" '2023-05-04T22:46:11.500000000', '2023-05-17T11:11:32.500000000',\n",
|
||
|
|
" '2023-05-29T11:11:32.500000000', '2023-06-10T11:11:28.500000000',\n",
|
||
|
|
" '2023-06-21T22:46:13.500000000', '2023-07-04T11:11:34.500000000',\n",
|
||
|
|
" '2023-07-16T11:11:35.500000000', '2023-07-28T11:11:36.500000000',\n",
|
||
|
|
" '2023-08-08T22:46:16.500000000', '2023-08-20T22:46:17.500000000',\n",
|
||
|
|
" '2023-09-01T22:46:18.500000000', '2023-09-13T22:46:18.500000000',\n",
|
||
|
|
" '2023-09-25T22:46:19.500000000', '2023-10-07T22:46:19.500000000',\n",
|
||
|
|
" '2023-10-19T22:46:19.500000000'], 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-d9bad05f-42a8-48df-acad-00ccbcd17de9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9bad05f-42a8-48df-acad-00ccbcd17de9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29ef0cd1-0da0-4824-a113-39cb35882489' class='xr-var-data-in' type='checkbox'><label for='data-29ef0cd1-0da0-4824-a113-39cb35882489' 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-f38d4e50-36fc-4633-8239-9b85b0a01acd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f38d4e50-36fc-4633-8239-9b85b0a01acd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df1a8cc8-9736-402e-a11d-a4b61abbbeac' class='xr-var-data-in' type='checkbox'><label for='data-df1a8cc8-9736-402e-a11d-a4b61abbbeac' 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-645b1f19-e2e2-4b27-b6cb-e5d8beb08270' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-645b1f19-e2e2-4b27-b6cb-e5d8beb08270' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b43c879f-1254-4a5e-bfa3-10b14bef7d8f' class='xr-var-data-in' type='checkbox'><label for='data-b43c879f-1254-4a5e-bfa3-10b14bef7d8f' 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> 11.46 GiB </td>\n",
|
||
|
|
" <td> 16.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (35, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 875 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=\"10\" y1=\"0\" x2=\"10\" y2=\"107\" />\n",
|
||
|
|
" <line x1=\"11\" y1=\"1\" x2=\"11\" y2=\"108\" />\n",
|
||
|
|
" <line x1=\"12\" y1=\"2\" x2=\"12\" y2=\"109\" />\n",
|
||
|
|
" <line x1=\"12\" y1=\"2\" x2=\"12\" y2=\"110\" />\n",
|
||
|
|
" <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"111\" />\n",
|
||
|
|
" <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"112\" />\n",
|
||
|
|
" <line x1=\"15\" y1=\"5\" x2=\"15\" y2=\"112\" />\n",
|
||
|
|
" <line x1=\"15\" y1=\"5\" x2=\"15\" y2=\"113\" />\n",
|
||
|
|
" <line x1=\"16\" y1=\"6\" x2=\"16\" y2=\"114\" />\n",
|
||
|
|
" <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"115\" />\n",
|
||
|
|
" <line x1=\"18\" y1=\"8\" x2=\"18\" y2=\"116\" />\n",
|
||
|
|
" <line x1=\"19\" y1=\"9\" x2=\"19\" y2=\"116\" />\n",
|
||
|
|
" <line x1=\"19\" y1=\"9\" x2=\"19\" y2=\"117\" />\n",
|
||
|
|
" <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"118\" />\n",
|
||
|
|
" <line x1=\"21\" y1=\"11\" x2=\"21\" y2=\"119\" />\n",
|
||
|
|
" <line x1=\"22\" y1=\"12\" x2=\"22\" y2=\"119\" />\n",
|
||
|
|
" <line x1=\"23\" y1=\"13\" x2=\"23\" y2=\"120\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"121\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Colored Rectangle -->\n",
|
||
|
|
" <polygon points=\"10.0,0.0 24.9485979497544,14.948597949754403 24.9485979497544,122.49050867486044 10.0,107.54191072510604\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
||
|
|
" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
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" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" />\n",
|
||
|
|
" <line x1=\"11\" y1=\"1\" x2=\"131\" y2=\"1\" />\n",
|
||
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"</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-eb6fa9c7-4180-47f2-8a96-b93348c797ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb6fa9c7-4180-47f2-8a96-b93348c797ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1450be41-0d43-4af1-bec5-3a25c8359c6a' class='xr-var-data-in' type='checkbox'><label for='data-1450be41-0d43-4af1-bec5-3a25c8359c6a' 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> 11.46 GiB </td>\n",
|
||
|
|
" <td> 16.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (35, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 875 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",
|
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" <svg width=\"194\" height=\"172\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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"\n",
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|
"\n",
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"\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)\">35</text>\n",
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|
"</svg>\n",
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|
|
" </td>\n",
|
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|
|
" </tr>\n",
|
||
|
|
"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-0980a241-bb28-4360-8a8c-ccfd061c212f' class='xr-section-summary-in' type='checkbox' ><label for='section-0980a241-bb28-4360-8a8c-ccfd061c212f' 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-d3cf712a-ab8e-4bf8-b055-9ab6c6b7fc4e' class='xr-index-data-in' type='checkbox'/><label for='index-d3cf712a-ab8e-4bf8-b055-9ab6c6b7fc4e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2022-09-06 22:46:14.500000', '2022-09-18 22:46:13.500000',\n",
|
||
|
|
" '2022-09-30 22:46:14.500000', '2022-10-12 22:46:14.500000',\n",
|
||
|
|
" '2022-10-24 22:46:14.500000', '2022-11-05 22:46:14.500000',\n",
|
||
|
|
" '2022-11-17 22:46:13.500000', '2022-11-29 22:46:13.500000',\n",
|
||
|
|
" '2022-12-11 22:46:13.500000', '2022-12-23 22:46:12.500000',\n",
|
||
|
|
" '2023-01-04 22:46:11.500000', '2023-01-16 22:46:10.500000',\n",
|
||
|
|
" '2023-01-28 22:46:11.500000', '2023-02-09 22:46:10.500000',\n",
|
||
|
|
" '2023-02-21 22:46:09.500000', '2023-03-05 22:46:10.500000',\n",
|
||
|
|
" '2023-03-17 22:46:10.500000', '2023-03-29 22:46:10.500000',\n",
|
||
|
|
" '2023-04-10 22:46:11.500000', '2023-04-22 22:46:11.500000',\n",
|
||
|
|
" '2023-05-04 22:46:11.500000', '2023-05-17 11:11:32.500000',\n",
|
||
|
|
" '2023-05-29 11:11:32.500000', '2023-06-10 11:11:28.500000',\n",
|
||
|
|
" '2023-06-21 22:46:13.500000', '2023-07-04 11:11:34.500000',\n",
|
||
|
|
" '2023-07-16 11:11:35.500000', '2023-07-28 11:11:36.500000',\n",
|
||
|
|
" '2023-08-08 22:46:16.500000', '2023-08-20 22:46:17.500000',\n",
|
||
|
|
" '2023-09-01 22:46:18.500000', '2023-09-13 22:46:18.500000',\n",
|
||
|
|
" '2023-09-25 22:46:19.500000', '2023-10-07 22:46:19.500000',\n",
|
||
|
|
" '2023-10-19 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-e33e5cb7-024a-40df-bea3-dc3fa1fa4062' class='xr-index-data-in' type='checkbox'/><label for='index-e33e5cb7-024a-40df-bea3-dc3fa1fa4062' 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-8f1a8756-ecaa-43b8-b7ba-5a99fd877265' class='xr-index-data-in' type='checkbox'/><label for='index-8f1a8756-ecaa-43b8-b7ba-5a99fd877265' 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-ed3a5168-c3b3-466e-88b7-bfa06a6ea031' class='xr-section-summary-in' type='checkbox' checked><label for='section-ed3a5168-c3b3-466e-88b7-bfa06a6ea031' 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: 25GB\n",
|
||
|
|
"Dimensions: (time: 35, y: 8874, x: 9902)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 280B 2022-09-06T22:46:14.500000 ... 20...\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 12GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" vh (time, y, x) float32 12GB 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"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"# tải dữ liệu vh vv từ vệ tinh sentinel-1\n",
|
||
|
|
"dsvh, dsvv = load_data_sen1(dc, date_range, coordinates)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
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"execution_count": 5,
|
||
|
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"id": "c4d11ba1-b40a-4969-b911-e70914629dc9",
|
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"metadata": {
|
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"tags": []
|
||
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|
||
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"outputs": [
|
||
|
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{
|
||
|
|
"name": "stderr",
|
||
|
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"output_type": "stream",
|
||
|
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"text": [
|
||
|
|
"/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",
|
||
|
|
" self.index_grouper = pd.Grouper(\n"
|
||
|
|
]
|
||
|
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},
|
||
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{
|
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"data": {
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"model_id": "5f815efdbc5d4348b8c313833ceff90c",
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"VBox()"
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"metadata": {},
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"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"average_vh = calculate_average(dsvh, time_pattern='1M')\n",
|
||
|
|
"progress(average_vh)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
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"execution_count": 6,
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"id": "3849455c-e4ea-4c83-9693-990a8edce2e8",
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"outputs": [
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{
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"name": "stderr",
|
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"output_type": "stream",
|
||
|
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"text": [
|
||
|
|
"/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",
|
||
|
|
" self.index_grouper = pd.Grouper(\n"
|
||
|
|
]
|
||
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},
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{
|
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"data": {
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"text/plain": [
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"VBox()"
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"metadata": {},
|
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"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"average_vv = calculate_average(dsvv, time_pattern='1M')\n",
|
||
|
|
"progress(average_vv)"
|
||
|
|
]
|
||
|
|
},
|
||
|
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{
|
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|
|
"cell_type": "code",
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"execution_count": 7,
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"id": "b6a66c55-ae30-4af9-9b8d-8d4f2152cf93",
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"name": "stdout",
|
||
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"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"CPU times: user 9.29 s, sys: 7.41 s, total: 16.7 s\n",
|
||
|
|
"Wall time: 5min 25s\n"
|
||
|
|
]
|
||
|
|
},
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|
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|
||
|
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"\n",
|
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
|
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" --xr-background-color: var(--jp-layout-color0, white);\n",
|
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|
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" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
|
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|
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" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
|
||
|
|
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|
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|
|
"\n",
|
||
|
|
"html[theme=\"dark\"],\n",
|
||
|
|
"html[data-theme=\"dark\"],\n",
|
||
|
|
"body[data-theme=\"dark\"],\n",
|
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|
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"body.vscode-dark {\n",
|
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|
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" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
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|
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" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
|
||
|
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" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
|
||
|
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" --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",
|
||
|
|
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|
||
|
|
" max-width: 700px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-text-repr-fallback {\n",
|
||
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
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|
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" display: none;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-header {\n",
|
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|
|
" 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",
|
||
|
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".xr-header > ul {\n",
|
||
|
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" display: inline;\n",
|
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|
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|
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|
|
" margin-bottom: 0;\n",
|
||
|
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|
||
|
|
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|
||
|
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".xr-obj-type,\n",
|
||
|
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|
||
|
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|
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|
|
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|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-obj-type {\n",
|
||
|
|
" color: var(--xr-font-color2);\n",
|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-sections {\n",
|
||
|
|
" padding-left: 0 !important;\n",
|
||
|
|
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|
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|
|
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|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item {\n",
|
||
|
|
" display: contents;\n",
|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-section-item input {\n",
|
||
|
|
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|
||
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|
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|
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|
|
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|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-section-item input + label {\n",
|
||
|
|
" color: var(--xr-disabled-color);\n",
|
||
|
|
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|
||
|
|
"\n",
|
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|
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".xr-section-item input:enabled + label {\n",
|
||
|
|
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|
||
|
|
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|
||
|
|
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|
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|
|
"\n",
|
||
|
|
".xr-section-item input:focus + label {\n",
|
||
|
|
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|
||
|
|
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|
||
|
|
"\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",
|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
"\n",
|
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"\n",
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|
||
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|
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|
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|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-section-summary-in + label:before {\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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|
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|
||
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|
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|
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|
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|
||
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|
"\n",
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||
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|
".xr-section-summary-in:disabled + label:before {\n",
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|
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|
"\n",
|
||
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|
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|
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|
|
" 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 'vv' (time: 14, y: 8874, x: 9902)> Size: 5GB\n",
|
||
|
|
"array([[[0.06906006, 0.07957305, 0.09409785, ..., 0.23094253,\n",
|
||
|
|
" 0.23027407, 0.23319586],\n",
|
||
|
|
" [0.06906006, 0.07957305, 0.09409785, ..., 0.23425393,\n",
|
||
|
|
" 0.23664413, 0.2474947 ],\n",
|
||
|
|
" [0.07378212, 0.08650854, 0.10212713, ..., 0.24990971,\n",
|
||
|
|
" 0.23486657, 0.24579485],\n",
|
||
|
|
" ...,\n",
|
||
|
|
" [0.07391845, 0.07370436, 0.07163539, ..., 0.04897952,\n",
|
||
|
|
" 0.04920945, 0.04933887],\n",
|
||
|
|
" [0.07343939, 0.07252609, 0.0702525 , ..., 0.04814997,\n",
|
||
|
|
" 0.0479173 , 0.04799423],\n",
|
||
|
|
" [0.07355063, 0.07199537, 0.06989169, ..., 0.04814997,\n",
|
||
|
|
" 0.0479173 , 0.04799423]],\n",
|
||
|
|
"\n",
|
||
|
|
" [[0.00899241, 0.00861329, 0.00829276, ..., 0.23408818,\n",
|
||
|
|
" 0.2404511 , 0.24306983],\n",
|
||
|
|
" [0.00899241, 0.00861329, 0.00829276, ..., 0.25091022,\n",
|
||
|
|
" 0.25812387, 0.2747655 ],\n",
|
||
|
|
" [0.00900787, 0.00860327, 0.00830202, ..., 0.2770343 ,\n",
|
||
|
|
" 0.27153593, 0.29995093],\n",
|
||
|
|
"...\n",
|
||
|
|
" [0.11153916, 0.13004702, 0.12090257, ..., 0.05369304,\n",
|
||
|
|
" 0.05208092, 0.04936117],\n",
|
||
|
|
" [0.10719641, 0.11629926, 0.11002686, ..., 0.05484349,\n",
|
||
|
|
" 0.05366876, 0.05158882],\n",
|
||
|
|
" [0.10319728, 0.10290676, 0.09967952, ..., 0.05484349,\n",
|
||
|
|
" 0.05366876, 0.05158882]],\n",
|
||
|
|
"\n",
|
||
|
|
" [[0.00969094, 0.01002615, 0.01025252, ..., 0.2466253 ,\n",
|
||
|
|
" 0.25675553, 0.2808404 ],\n",
|
||
|
|
" [0.00969094, 0.01002615, 0.01025252, ..., 0.27609208,\n",
|
||
|
|
" 0.28855708, 0.33027148],\n",
|
||
|
|
" [0.00952399, 0.00974397, 0.01000167, ..., 0.31602195,\n",
|
||
|
|
" 0.33647415, 0.37436265],\n",
|
||
|
|
" ...,\n",
|
||
|
|
" [0.07525177, 0.07550529, 0.07569483, ..., 0.01599048,\n",
|
||
|
|
" 0.01579917, 0.01585157],\n",
|
||
|
|
" [0.07992493, 0.07882614, 0.07751034, ..., 0.01602835,\n",
|
||
|
|
" 0.01578975, 0.01558014],\n",
|
||
|
|
" [0.08913893, 0.08342338, 0.07963105, ..., 0.01602835,\n",
|
||
|
|
" 0.01578975, 0.01558014]]], dtype=float32)\n",
|
||
|
|
"Coordinates:\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",
|
||
|
|
" * time (time) datetime64[ns] 112B 2022-09-30 2022-10-31 ... 2023-10-31\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" units: intensity\n",
|
||
|
|
" nodata: nan\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.DataArray</div><div class='xr-array-name'>'vv'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 14</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b48776f8-1e22-4d1d-871b-394bcc93ff78' class='xr-array-in' type='checkbox' checked><label for='section-b48776f8-1e22-4d1d-871b-394bcc93ff78' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.06906 0.07957 0.0941 0.0941 ... 0.01707 0.01603 0.01579 0.01558</span></div><div class='xr-array-data'><pre>array([[[0.06906006, 0.07957305, 0.09409785, ..., 0.23094253,\n",
|
||
|
|
" 0.23027407, 0.23319586],\n",
|
||
|
|
" [0.06906006, 0.07957305, 0.09409785, ..., 0.23425393,\n",
|
||
|
|
" 0.23664413, 0.2474947 ],\n",
|
||
|
|
" [0.07378212, 0.08650854, 0.10212713, ..., 0.24990971,\n",
|
||
|
|
" 0.23486657, 0.24579485],\n",
|
||
|
|
" ...,\n",
|
||
|
|
" [0.07391845, 0.07370436, 0.07163539, ..., 0.04897952,\n",
|
||
|
|
" 0.04920945, 0.04933887],\n",
|
||
|
|
" [0.07343939, 0.07252609, 0.0702525 , ..., 0.04814997,\n",
|
||
|
|
" 0.0479173 , 0.04799423],\n",
|
||
|
|
" [0.07355063, 0.07199537, 0.06989169, ..., 0.04814997,\n",
|
||
|
|
" 0.0479173 , 0.04799423]],\n",
|
||
|
|
"\n",
|
||
|
|
" [[0.00899241, 0.00861329, 0.00829276, ..., 0.23408818,\n",
|
||
|
|
" 0.2404511 , 0.24306983],\n",
|
||
|
|
" [0.00899241, 0.00861329, 0.00829276, ..., 0.25091022,\n",
|
||
|
|
" 0.25812387, 0.2747655 ],\n",
|
||
|
|
" [0.00900787, 0.00860327, 0.00830202, ..., 0.2770343 ,\n",
|
||
|
|
" 0.27153593, 0.29995093],\n",
|
||
|
|
"...\n",
|
||
|
|
" [0.11153916, 0.13004702, 0.12090257, ..., 0.05369304,\n",
|
||
|
|
" 0.05208092, 0.04936117],\n",
|
||
|
|
" [0.10719641, 0.11629926, 0.11002686, ..., 0.05484349,\n",
|
||
|
|
" 0.05366876, 0.05158882],\n",
|
||
|
|
" [0.10319728, 0.10290676, 0.09967952, ..., 0.05484349,\n",
|
||
|
|
" 0.05366876, 0.05158882]],\n",
|
||
|
|
"\n",
|
||
|
|
" [[0.00969094, 0.01002615, 0.01025252, ..., 0.2466253 ,\n",
|
||
|
|
" 0.25675553, 0.2808404 ],\n",
|
||
|
|
" [0.00969094, 0.01002615, 0.01025252, ..., 0.27609208,\n",
|
||
|
|
" 0.28855708, 0.33027148],\n",
|
||
|
|
" [0.00952399, 0.00974397, 0.01000167, ..., 0.31602195,\n",
|
||
|
|
" 0.33647415, 0.37436265],\n",
|
||
|
|
" ...,\n",
|
||
|
|
" [0.07525177, 0.07550529, 0.07569483, ..., 0.01599048,\n",
|
||
|
|
" 0.01579917, 0.01585157],\n",
|
||
|
|
" [0.07992493, 0.07882614, 0.07751034, ..., 0.01602835,\n",
|
||
|
|
" 0.01578975, 0.01558014],\n",
|
||
|
|
" [0.08913893, 0.08342338, 0.07963105, ..., 0.01602835,\n",
|
||
|
|
" 0.01578975, 0.01558014]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-5353a8ba-7fcd-4a32-bf65-f40a0a98f7c5' class='xr-section-summary-in' type='checkbox' checked><label for='section-5353a8ba-7fcd-4a32-bf65-f40a0a98f7c5' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-0f5ee9f0-0e0a-492e-a417-a856fc12121c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f5ee9f0-0e0a-492e-a417-a856fc12121c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bf31406-98ab-4d97-a7bf-27fa6b01b8e4' class='xr-var-data-in' type='checkbox'><label for='data-8bf31406-98ab-4d97-a7bf-27fa6b01b8e4' 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-8d3b22ba-d810-4392-9ca2-1ae2a1b20b1f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d3b22ba-d810-4392-9ca2-1ae2a1b20b1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e1d4682-9b01-4d33-8dd9-926d6d89bcea' class='xr-var-data-in' type='checkbox'><label for='data-6e1d4682-9b01-4d33-8dd9-926d6d89bcea' 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-c0711061-4ed3-4dae-9d65-63671af0d428' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c0711061-4ed3-4dae-9d65-63671af0d428' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d4fa270-11be-405d-81aa-2b2c97127c5b' class='xr-var-data-in' type='checkbox'><label for='data-3d4fa270-11be-405d-81aa-2b2c97127c5b' 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_eastin
|
||
|
|
" '2022-11-30T00:00:00.000000000', '2022-12-31T00:00:00.000000000',\n",
|
||
|
|
" '2023-01-31T00:00:00.000000000', '2023-02-28T00:00:00.000000000',\n",
|
||
|
|
" '2023-03-31T00:00:00.000000000', '2023-04-30T00:00:00.000000000',\n",
|
||
|
|
" '2023-05-31T00:00:00.000000000', '2023-06-30T00:00:00.000000000',\n",
|
||
|
|
" '2023-07-31T00:00:00.000000000', '2023-08-31T00:00:00.000000000',\n",
|
||
|
|
" '2023-09-30T00:00:00.000000000', '2023-10-31T00:00:00.000000000'],\n",
|
||
|
|
" dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2e363a99-e4e9-42ba-b4bd-2b1bc5550436' class='xr-section-summary-in' type='checkbox' ><label for='section-2e363a99-e4e9-42ba-b4bd-2b1bc5550436' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-47d5b014-03aa-4046-8479-fd5279015f0e' class='xr-index-data-in' type='checkbox'/><label for='index-47d5b014-03aa-4046-8479-fd5279015f0e' 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-7c7deb50-6395-4f6e-b1c8-b60ac4adf4ee' class='xr-index-data-in' type='checkbox'/><label for='index-7c7deb50-6395-4f6e-b1c8-b60ac4adf4ee' 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><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-5c185d55-2552-4abd-bb4b-319e5f94559e' class='xr-index-data-in' type='checkbox'/><label for='index-5c185d55-2552-4abd-bb4b-319e5f94559e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2022-09-30', '2022-10-31', '2022-11-30', '2022-12-31',\n",
|
||
|
|
" '2023-01-31', '2023-02-28', '2023-03-31', '2023-04-30',\n",
|
||
|
|
" '2023-05-31', '2023-06-30', '2023-07-31', '2023-08-31',\n",
|
||
|
|
" '2023-09-30', '2023-10-31'],\n",
|
||
|
|
" dtype='datetime64[ns]', name='time', freq='ME'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-678e79c6-9d51-483a-9572-a912538ff87f' class='xr-section-summary-in' type='checkbox' checked><label for='section-678e79c6-9d51-483a-9572-a912538ff87f' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><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></li></ul></div></div>"
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],
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"text/plain": [
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"<xarray.DataArray 'vv' (time: 14, y: 8874, x: 9902)> Size: 5GB\n",
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"array([[[0.06906006, 0.07957305, 0.09409785, ..., 0.23094253,\n",
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" 0.23027407, 0.23319586],\n",
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" [0.06906006, 0.07957305, 0.09409785, ..., 0.23425393,\n",
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" 0.23664413, 0.2474947 ],\n",
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" [0.07378212, 0.08650854, 0.10212713, ..., 0.24990971,\n",
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" 0.23486657, 0.24579485],\n",
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" ...,\n",
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" [0.07391845, 0.07370436, 0.07163539, ..., 0.04897952,\n",
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" 0.04920945, 0.04933887],\n",
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" [0.07343939, 0.07252609, 0.0702525 , ..., 0.04814997,\n",
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" 0.0479173 , 0.04799423],\n",
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" [0.07355063, 0.07199537, 0.06989169, ..., 0.04814997,\n",
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" 0.0479173 , 0.04799423]],\n",
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"\n",
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" [[0.00899241, 0.00861329, 0.00829276, ..., 0.23408818,\n",
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" 0.2404511 , 0.24306983],\n",
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" [0.00899241, 0.00861329, 0.00829276, ..., 0.25091022,\n",
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" 0.25812387, 0.2747655 ],\n",
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" [0.00900787, 0.00860327, 0.00830202, ..., 0.2770343 ,\n",
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" 0.27153593, 0.29995093],\n",
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"...\n",
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" [0.11153916, 0.13004702, 0.12090257, ..., 0.05369304,\n",
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" 0.05208092, 0.04936117],\n",
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" [0.10719641, 0.11629926, 0.11002686, ..., 0.05484349,\n",
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" 0.05366876, 0.05158882],\n",
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" [0.10319728, 0.10290676, 0.09967952, ..., 0.05484349,\n",
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" 0.05366876, 0.05158882]],\n",
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"\n",
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" [[0.00969094, 0.01002615, 0.01025252, ..., 0.2466253 ,\n",
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" 0.25675553, 0.2808404 ],\n",
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" [0.00969094, 0.01002615, 0.01025252, ..., 0.27609208,\n",
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" 0.28855708, 0.33027148],\n",
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" [0.00952399, 0.00974397, 0.01000167, ..., 0.31602195,\n",
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" 0.33647415, 0.37436265],\n",
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" ...,\n",
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" [0.07525177, 0.07550529, 0.07569483, ..., 0.01599048,\n",
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" 0.01579917, 0.01585157],\n",
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" [0.07992493, 0.07882614, 0.07751034, ..., 0.01602835,\n",
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" 0.01578975, 0.01558014],\n",
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" [0.08913893, 0.08342338, 0.07963105, ..., 0.01602835,\n",
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" 0.01578975, 0.01558014]]], dtype=float32)\n",
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"Coordinates:\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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" * time (time) datetime64[ns] 112B 2022-09-30 2022-10-31 ... 2023-10-31\n",
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"Attributes:\n",
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" units: intensity\n",
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" nodata: nan\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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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%time\n",
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"average_vh.compute()\n",
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"average_vv.compute()"
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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": 8,
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"id": "46f285ce-490c-42e1-9822-8154b37704f6",
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"metadata": {
|
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"tags": []
|
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},
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"outputs": [
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{
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||
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"name": "stdout",
|
||
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"output_type": "stream",
|
||
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"text": [
|
||
|
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"No datasets require offset correction\n",
|
||
|
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"The valid_data_mask and scale (no offset) have been applied to the reflectance bands\n"
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]
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},
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{
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"data": {
|
||
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"text/html": [
|
||
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"<h4>Dataset size: 120.05 GB</h4>"
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],
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"text/plain": [
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"<IPython.core.display.HTML object>"
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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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"text/html": [
|
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"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
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"<defs>\n",
|
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"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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"<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",
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"<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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"<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",
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"<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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"<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",
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"</defs>\n",
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"</svg>\n",
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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" *\n",
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" */\n",
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"\n",
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":root {\n",
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" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
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" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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|
|
" --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: 129GB\n",
|
||
|
|
"Dimensions: (time: 163, y: 8874, x: 9902)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 1kB 2022-09-02T03:35:23.960000 ... 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 57GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" nir (time, y, x) float32 57GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" scl (time, y, x) uint8 14GB 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-69d40c4e-3e70-4020-9e2b-a25876c89a4b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-69d40c4e-3e70-4020-9e2b-a25876c89a4b' 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>: 163</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-8f08e3f5-dd54-47aa-82b3-8bfff9caaeb0' class='xr-section-summary-in' type='checkbox' checked><label for='section-8f08e3f5-dd54-47aa-82b3-8bfff9caaeb0' 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'>2022-09-02T03:35:23.960000 ... 2...</div><input id='attrs-8314bc7a-fa5e-4bdb-a8e1-921a3246b85f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8314bc7a-fa5e-4bdb-a8e1-921a3246b85f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6181221c-560b-4da8-98c0-61ff402dc8ff' class='xr-var-data-in' type='checkbox'><label for='data-6181221c-560b-4da8-98c0-61ff402dc8ff' 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(['2022-09-02T03:35:23.960000000', '2022-09-04T03:25:18.037000000',\n",
|
||
|
|
" '2022-09-07T03:35:13.646000000', '2022-09-09T03:25:27.617000000',\n",
|
||
|
|
" '2022-09-12T03:35:22.247000000', '2022-09-14T03:25:18.529000000',\n",
|
||
|
|
" '2022-09-17T03:35:13.648000000', '2022-09-19T03:25:24.773000000',\n",
|
||
|
|
" '2022-09-22T03:35:18.931000000', '2022-09-24T03:25:17.431000000',\n",
|
||
|
|
" '2022-09-27T03:35:12.140000000', '2022-09-29T03:25:23.829000000',\n",
|
||
|
|
" '2022-10-02T03:35:19.048000000', '2022-10-07T03:35:09.133000000',\n",
|
||
|
|
" '2022-10-09T03:25:22.746000000', '2022-10-12T03:35:17.151000000',\n",
|
||
|
|
" '2022-10-14T03:25:15.533000000', '2022-10-17T03:35:11.148000000',\n",
|
||
|
|
" '2022-10-19T03:25:18.808000000', '2022-10-22T03:35:13.746000000',\n",
|
||
|
|
" '2022-10-24T03:25:15.878000000', '2022-10-27T03:35:10.923000000',\n",
|
||
|
|
" '2022-10-29T03:25:20.127000000', '2022-11-01T03:35:15.818000000',\n",
|
||
|
|
" '2022-11-03T03:25:14.204000000', '2022-11-06T03:35:10.096000000',\n",
|
||
|
|
" '2022-11-11T03:35:15.334000000', '2022-11-13T03:25:16.056000000',\n",
|
||
|
|
" '2022-11-16T03:35:11.542000000', '2022-11-18T03:25:18.155000000',\n",
|
||
|
|
" '2022-11-21T03:35:12.396000000', '2022-11-23T03:25:16.067000000',\n",
|
||
|
|
" '2022-11-26T03:35:11.063000000', '2022-11-28T03:25:16.297000000',\n",
|
||
|
|
" '2022-12-01T03:35:12.009000000', '2022-12-03T03:25:14.366000000',\n",
|
||
|
|
" '2022-12-06T03:35:10.293000000', '2022-12-08T03:25:17.072000000',\n",
|
||
|
|
" '2022-12-11T03:35:12.184000000', '2022-12-16T03:35:10.130000000',\n",
|
||
|
|
" '2022-12-18T03:25:15.584000000', '2022-12-21T03:35:09.988000000',\n",
|
||
|
|
" '2022-12-23T03:25:15.763000000', '2022-12-26T03:35:11.128000000',\n",
|
||
|
|
" '2022-12-28T03:25:15.151000000', '2022-12-31T03:35:10.753000000',\n",
|
||
|
|
" '2023-01-02T03:25:15.152000000', '2023-01-05T03:35:09.844000000',\n",
|
||
|
|
" '2023-01-07T03:25:15.343000000', '2023-01-10T03:35:10.149000000',\n",
|
||
|
|
" '2023-01-12T03:25:12.066000000', '2023-01-15T03:35:08.140000000',\n",
|
||
|
|
" '2023-01-17T03:25:12.454000000', '2023-01-20T03:35:06.593000000',\n",
|
||
|
|
" '2023-01-22T03:25:14.446000000', '2023-01-25T03:35:09.824000000',\n",
|
||
|
|
" '2023-01-27T03:25:13.987000000', '2023-01-30T03:35:09.963000000',\n",
|
||
|
|
" '2023-02-01T03:25:13.595000000', '2023-02-04T03:35:09.008000000',\n",
|
||
|
|
" '2023-02-06T03:25:15.471000000', '2023-02-09T03:35:10.646000000',\n",
|
||
|
|
" '2023-02-11T03:25:15.100000000', '2023-02-14T03:35:10.240000000',\n",
|
||
|
|
" '2023-02-16T03:25:28.099000000', '2023-02-24T03:35:12.118000000',\n",
|
||
|
|
" '2023-02-26T03:25:14.146000000', '2023-03-01T03:35:09.182000000',\n",
|
||
|
|
" '2023-03-03T03:25:17.841000000', '2023-03-06T03:35:14.717000000',\n",
|
||
|
|
" '2023-03-08T03:25:12.032000000', '2023-03-11T03:35:07.230000000',\n",
|
||
|
|
" '2023-03-13T03:25:20.837000000', '2023-03-16T03:35:15.940000000',\n",
|
||
|
|
" '2023-03-18T03:25:14.467000000', '2023-03-21T03:35:10.279000000',\n",
|
||
|
|
" '2023-03-23T03:25:18.795000000', '2023-03-26T03:35:14.570000000',\n",
|
||
|
|
" '2023-03-28T03:25:14.536000000', '2023-03-31T03:35:10.140000000',\n",
|
||
|
|
" '2023-04-02T03:25:19.945000000', '2023-04-05T03:35:14.925000000',\n",
|
||
|
|
" '2023-04-07T03:25:16.518000000', '2023-04-10T03:35:12.000000000',\n",
|
||
|
|
" '2023-04-15T03:35:12.743000000', '2023-04-20T03:35:10.328000000',\n",
|
||
|
|
" '2023-04-22T03:25:18.572000000', '2023-04-25T03:35:13.748000000',\n",
|
||
|
|
" '2023-04-27T03:25:16.567000000', '2023-04-30T03:35:12.151000000',\n",
|
||
|
|
" '2023-05-02T03:25:18.866000000', '2023-05-05T03:35:14.433000000',\n",
|
||
|
|
" '2023-05-07T03:25:16.583000000', '2023-05-10T03:35:11.284000000',\n",
|
||
|
|
" '2023-05-12T03:25:19.200000000', '2023-05-15T03:35:15.683000000',\n",
|
||
|
|
" '2023-05-17T03:25:17.911000000', '2023-05-20T03:35:14.193000000',\n",
|
||
|
|
" '2023-05-22T03:25:36.378000000', '2023-05-25T03:35:16.657000000',\n",
|
||
|
|
" '2023-05-27T03:25:20.078000000', '2023-05-30T03:35:15.642000000',\n",
|
||
|
|
" '2023-06-01T03:25:20.268000000', '2023-06-04T03:35:16.047000000',\n",
|
||
|
|
" '2023-06-06T03:25:20.180000000', '2023-06-09T03:35:15.534000000',\n",
|
||
|
|
" '2023-06-11T03:25:21.573000000', '2023-06-14T03:35:16.859000000',\n",
|
||
|
|
" '2023-06-16T03:25:20.769000000', '2023-06-19T03:35:15.908000000',\n",
|
||
|
|
" '2023-06-21T03:25:20.640000000', '2023-06-24T03:35:15.972000000',\n",
|
||
|
|
" '2023-06-26T03:25:19.927000000', '2023-06-29T03:35:15.752000000',\n",
|
||
|
|
" '2023-07-01T03:25:21.763000000', '2023-07-04T03:35:17.227000000',\n",
|
||
|
|
" '2023-07-06T03:25:21.702000000', '2023-07-09T03:35:17.102000000',\n",
|
||
|
|
" '2023-07-11T03:25:21.515000000', '2023-07-14T03:35:16.582000000',\n",
|
||
|
|
" '2023-07-16T03:25:21.326000000', '2023-07-19T03:35:16.050000000',\n",
|
||
|
|
" '2023-07-21T03:25:22.444000000', '2023-07-24T03:35:17.845000000',\n",
|
||
|
|
" '2023-07-26T03:25:21.503000000', '2023-07-29T03:35:17.083000000',\n",
|
||
|
|
" '2023-07-31T03:25:36.753000000', '2023-08-03T03:35:16.494000000',\n",
|
||
|
|
" '2023-08-05T03:25:21.570000000', '2023-08-08T03:35:16.313000000',\n",
|
||
|
|
" '2023-08-10T03:25:22.024000000', '2023-08-13T03:35:17.448000000',\n",
|
||
|
|
" '2023-08-15T03:25:22.075000000', '2023-08-18T03:35:17.812000000',\n",
|
||
|
|
" '2023-08-20T03:25:21.568000000', '2023-08-23T03:35:16.224000000',\n",
|
||
|
|
" '2023-08-25T03:25:22.592000000', '2023-08-28T03:35:17.571000000',\n",
|
||
|
|
" '2023-08-30T03:25:21.212000000', '2023-09-02T03:35:16.627000000',\n",
|
||
|
|
" '2023-09-04T03:25:21.856000000', '2023-09-07T03:35:17.134000000',\n",
|
||
|
|
" '2023-09-09T03:25:20.648000000', '2023-09-12T03:35:15.326000000',\n",
|
||
|
|
" '2023-09-14T03:25:35.755000000', '2023-09-17T03:35:15.269000000',\n",
|
||
|
|
" '2023-09-19T03:25:24.089000000', '2023-09-22T03:35:15.439000000',\n",
|
||
|
|
" '2023-09-24T03:25:18.524000000', '2023-09-27T03:35:14.112000000',\n",
|
||
|
|
" '2023-09-29T03:25:19.046000000', '2023-10-02T03:35:13.287000000',\n",
|
||
|
|
" '2023-10-04T03:25:18.057000000', '2023-10-07T03:35:12.349000000',\n",
|
||
|
|
" '2023-10-09T03:25:17.684000000', '2023-10-12T03:35:13.797000000',\n",
|
||
|
|
" '2023-10-14T03:25:14.753000000', '2023-10-17T03:35:11.016000000',\n",
|
||
|
|
" '2023-10-19T03:25:18.719000000', '2023-10-22T03:35:13.512000000',\n",
|
||
|
|
" '2023-10-24T03:25:16.597000000', '2023-10-27T03:35:11.799000000',\n",
|
||
|
|
" '2023-10-29T03:25:18.344000000'], 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-4a28a7eb-0d3b-4bbb-a63e-2a4954a12b61' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a28a7eb-0d3b-4bbb-a63e-2a4954a12b61' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-342f3b28-91d5-4992-9974-749da9a2b5ce' class='xr-var-data-in' type='checkbox'><label for='data-342f3b28-91d5-4992-9974-749da9a2b5ce' 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-8bcf43b8-a3cb-4a6c-a803-157159af317f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8bcf43b8-a3cb-4a6c-a803-157159af317f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f84ddf68-5696-4809-a807-f0e2b1d10bd8' class='xr-var-data-in' type='checkbox'><label for='data-f84ddf68-5696-4809-a807-f0e2b1d10bd8' 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-ed173e99-4b20-464a-85ad-908f4f612245' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed173e99-4b20-464a-85ad-908f4f612245' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86b19465-5388-4924-99f8-9b1b62c0b930' class='xr-var-data-in' type='checkbox'><label for='data-86b19465-5388-4924-99f8-9b1b62c0b930' 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> 53.36 GiB </td>\n",
|
||
|
|
" <td> 16.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (163, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 4075 chunks in 8 graph layers </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Data type </th>\n",
|
||
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </tbody>\n",
|
||
|
|
" </table>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <svg width=\"196\" height=\"173\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
||
|
|
" <line x1=\"10\" y1=\"0\" x2=\"26\" y2=\"16\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"24\" x2=\"26\" y2=\"41\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"49\" x2=\"26\" y2=\"66\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"74\" x2=\"26\" y2=\"90\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"99\" x2=\"26\" y2=\"115\" />\n",
|
||
|
|
" <line x1=\"10\" y1=\"107\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Vertical lines -->\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-2175823c-6787-44cb-82b2-00e79b532a33' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2175823c-6787-44cb-82b2-00e79b532a33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-145c84c4-6006-4537-8220-d332b389523b' class='xr-var-data-in' type='checkbox'><label for='data-145c84c4-6006-4537-8220-d332b389523b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
||
|
|
" <thead>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td> </td>\n",
|
||
|
|
" <th> Array </th>\n",
|
||
|
|
" <th> Chunk </th>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </thead>\n",
|
||
|
|
" <tbody>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Bytes </th>\n",
|
||
|
|
" <td> 53.36 GiB </td>\n",
|
||
|
|
" <td> 16.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (163, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 4075 chunks in 8 graph layers </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Data type </th>\n",
|
||
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </tbody>\n",
|
||
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|
" </table>\n",
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" </td>\n",
|
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" <td>\n",
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" <text x=\"8.222292\" y=\"135.764203\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,8.222292,135.764203)\">163</text>\n",
|
||
|
|
"</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-83ca15dc-bc3e-490f-be5e-602c2b0a7733' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83ca15dc-bc3e-490f-be5e-602c2b0a7733' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-346502aa-a99b-40dd-9a36-5c0ab8c14a46' class='xr-var-data-in' type='checkbox'><label for='data-346502aa-a99b-40dd-9a36-5c0ab8c14a46' 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> 13.34 GiB </td>\n",
|
||
|
|
" <td> 4.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (163, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 4075 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=\"196\" height=\"173\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
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" <line x1=\"10\" y1=\"0\" x2=\"26\" y2=\"16\" style=\"stroke-width:2\" />\n",
|
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" <line x1=\"10\" y1=\"24\" x2=\"26\" y2=\"41\" />\n",
|
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|
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" <line x1=\"10\" y1=\"49\" x2=\"26\" y2=\"66\" />\n",
|
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|
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" <line x1=\"10\" y1=\"74\" x2=\"26\" y2=\"90\" />\n",
|
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" <line x1=\"10\" y1=\"99\" x2=\"26\" y2=\"115\" />\n",
|
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|
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" <line x1=\"10\" y1=\"107\" x2=\"26\" y2=\"123\" 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=\"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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" <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"110\" />\n",
|
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" <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"111\" />\n",
|
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" <line x1=\"15\" y1=\"5\" x2=\"15\" y2=\"112\" />\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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|
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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=\"26\" y1=\"16\" x2=\"26\" y2=\"123\" 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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|
" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
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" <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" />\n",
|
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" <line x1=\"11\" y1=\"1\" x2=\"131\" y2=\"1\" />\n",
|
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" <line x1=\"12\" y1=\"2\" x2=\"132\" y2=\"2\" />\n",
|
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" <line x1=\"13\" y1=\"3\" x2=\"133\" y2=\"3\" />\n",
|
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|
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" <line x1=\"14\" y1=\"4\" x2=\"134\" y2=\"4\" />\n",
|
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|
|
" <line x1=\"15\" y1=\"5\" x2=\"135\" y2=\"5\" />\n",
|
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|
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" <line x1=\"16\" y1=\"6\" x2=\"136\" y2=\"6\" />\n",
|
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|
|
" <line x1=\"16\" y1=\"6\" x2=\"136\" y2=\"6\" />\n",
|
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|
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" <line x1=\"17\" y1=\"7\" x2=\"137\" y2=\"7\" />\n",
|
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|
|
" <line x1=\"18\" y1=\"8\" x2=\"138\" y2=\"8\" />\n",
|
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|
|
" <line x1=\"19\" y1=\"9\" x2=\"139\" y2=\"9\" />\n",
|
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|
|
" <line x1=\"20\" y1=\"10\" x2=\"140\" y2=\"10\" />\n",
|
||
|
|
" <line x1=\"21\" y1=\"11\" x2=\"141\" y2=\"11\" />\n",
|
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|
|
" <line x1=\"22\" y1=\"12\" x2=\"142\" y2=\"12\" />\n",
|
||
|
|
" <line x1=\"22\" y1=\"12\" x2=\"142\" y2=\"12\" />\n",
|
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|
|
" <line x1=\"23\" y1=\"13\" x2=\"143\" y2=\"13\" />\n",
|
||
|
|
" <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" />\n",
|
||
|
|
" <line x1=\"25\" y1=\"15\" x2=\"145\" y2=\"15\" />\n",
|
||
|
|
" <line x1=\"26\" y1=\"16\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Vertical lines -->\n",
|
||
|
|
" <line x1=\"10\" y1=\"0\" x2=\"26\" y2=\"16\" style=\"stroke-width:2\" />\n",
|
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|
" <line x1=\"34\" y1=\"0\" x2=\"51\" y2=\"16\" />\n",
|
||
|
|
" <line x1=\"59\" y1=\"0\" x2=\"76\" y2=\"16\" />\n",
|
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|
|
" <line x1=\"84\" y1=\"0\" x2=\"100\" y2=\"16\" />\n",
|
||
|
|
" <line x1=\"109\" y1=\"0\" x2=\"125\" y2=\"16\" />\n",
|
||
|
|
" <line x1=\"130\" y1=\"0\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
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|
|
" <!-- Colored Rectangle -->\n",
|
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|
|
" <polygon points=\"10.0,0.0 130.0,0.0 146.44458489495855,16.444584894958545 26.444584894958545,16.444584894958545\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Horizontal lines -->\n",
|
||
|
|
" <line x1=\"26\" y1=\"16\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"26\" y1=\"41\" x2=\"146\" y2=\"41\" />\n",
|
||
|
|
" <line x1=\"26\" y1=\"66\" x2=\"146\" y2=\"66\" />\n",
|
||
|
|
" <line x1=\"26\" y1=\"90\" x2=\"146\" y2=\"90\" />\n",
|
||
|
|
" <line x1=\"26\" y1=\"115\" x2=\"146\" y2=\"115\" />\n",
|
||
|
|
" <line x1=\"26\" y1=\"123\" x2=\"146\" y2=\"123\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Vertical lines -->\n",
|
||
|
|
" <line x1=\"26\" y1=\"16\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
|
||
|
|
" <line x1=\"51\" y1=\"16\" x2=\"51\" y2=\"123\" />\n",
|
||
|
|
" <line x1=\"76\" y1=\"16\" x2=\"76\" y2=\"123\" />\n",
|
||
|
|
" <line x1=\"100\" y1=\"16\" x2=\"100\" y2=\"123\" />\n",
|
||
|
|
" <line x1=\"125\" y1=\"16\" x2=\"125\" y2=\"123\" />\n",
|
||
|
|
" <line x1=\"146\" y1=\"16\" x2=\"146\" y2=\"123\" style=\"stroke-width:2\" />\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Colored Rectangle -->\n",
|
||
|
|
" <polygon points=\"26.444584894958545,16.444584894958545 146.44458489495855,16.444584894958545 146.44458489495855,123.98649562006457 26.444584894958545,123.98649562006457\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Text -->\n",
|
||
|
|
" <text x=\"86.444585\" y=\"143.986496\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >9902</text>\n",
|
||
|
|
" <text x=\"166.444585\" y=\"70.215540\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,166.444585,70.215540)\">8874</text>\n",
|
||
|
|
" <text x=\"8.222292\" y=\"135.764203\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,8.222292,135.764203)\">163</text>\n",
|
||
|
|
"</svg>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d35c698f-07ba-4461-9905-0496b0db157f' class='xr-section-summary-in' type='checkbox' ><label for='section-d35c698f-07ba-4461-9905-0496b0db157f' 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-f61325c4-d321-4811-9a6c-fd02aacb3467' class='xr-index-data-in' type='checkbox'/><label for='index-f61325c4-d321-4811-9a6c-fd02aacb3467' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2022-09-02 03:35:23.960000', '2022-09-04 03:25:18.037000',\n",
|
||
|
|
" '2022-09-07 03:35:13.646000', '2022-09-09 03:25:27.617000',\n",
|
||
|
|
" '2022-09-12 03:35:22.247000', '2022-09-14 03:25:18.529000',\n",
|
||
|
|
" '2022-09-17 03:35:13.648000', '2022-09-19 03:25:24.773000',\n",
|
||
|
|
" '2022-09-22 03:35:18.931000', '2022-09-24 03:25:17.431000',\n",
|
||
|
|
" ...\n",
|
||
|
|
" '2023-10-07 03:35:12.349000', '2023-10-09 03:25:17.684000',\n",
|
||
|
|
" '2023-10-12 03:35:13.797000', '2023-10-14 03:25:14.753000',\n",
|
||
|
|
" '2023-10-17 03:35:11.016000', '2023-10-19 03:25:18.719000',\n",
|
||
|
|
" '2023-10-22 03:35:13.512000', '2023-10-24 03:25:16.597000',\n",
|
||
|
|
" '2023-10-27 03:35:11.799000', '2023-10-29 03:25:18.344000'],\n",
|
||
|
|
" dtype='datetime64[ns]', name='time', length=163, 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-007afc7b-1940-4a05-a7fe-03b03abc1f8c' class='xr-index-data-in' type='checkbox'/><label for='index-007afc7b-1940-4a05-a7fe-03b03abc1f8c' 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-935f5424-3695-4754-8fb1-ece6dc7a2f93' class='xr-index-data-in' type='checkbox'/><label for='index-935f5424-3695-4754-8fb1-ece6dc7a2f93' 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-df68aace-af00-4c6e-abaa-b96c5db04726' class='xr-section-summary-in' type='checkbox' checked><label for='section-df68aace-af00-4c6e-abaa-b96c5db04726' 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: 129GB\n",
|
||
|
|
"Dimensions: (time: 163, y: 8874, x: 9902)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 1kB 2022-09-02T03:35:23.960000 ... 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 57GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" nir (time, y, x) float32 57GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
||
|
|
" scl (time, y, x) uint8 14GB 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"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"data_sen2 = load_data_sen2(dc, date_range, coordinates)\n",
|
||
|
|
"notebook_utils.heading(notebook_utils.xarray_object_size(data_sen2))\n",
|
||
|
|
"display(data_sen2)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 9,
|
||
|
|
"id": "8cb877b1-a69e-4ee8-b54c-235b5ba83084",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/plain": [
|
||
|
|
"{'0': 'no data',\n",
|
||
|
|
" '1': 'saturated or defective',\n",
|
||
|
|
" '2': 'dark area pixels',\n",
|
||
|
|
" '3': 'cloud shadows',\n",
|
||
|
|
" '4': 'vegetation',\n",
|
||
|
|
" '5': 'bare soils',\n",
|
||
|
|
" '6': 'water',\n",
|
||
|
|
" '7': 'unclassified',\n",
|
||
|
|
" '8': 'cloud medium probability',\n",
|
||
|
|
" '9': 'cloud high probability',\n",
|
||
|
|
" '10': 'thin cirrus',\n",
|
||
|
|
" '11': 'snow or ice'}"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
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|
|
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|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"CPU times: user 989 ms, sys: 30.2 ms, total: 1.02 s\n",
|
||
|
|
"Wall time: 1.02 s\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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"text/plain": [
|
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|
|
"VBox()"
|
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|
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|
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|
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"metadata": {},
|
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|
|
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|
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|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"%%time\n",
|
||
|
|
"# Tiến hành loại bỏ các vị trí bị mây ảnh hưởng\n",
|
||
|
|
"result = mask_cloud(data_sen2)\n",
|
||
|
|
"progress(result)"
|
||
|
|
]
|
||
|
|
},
|
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|
|
{
|
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|
|
"cell_type": "code",
|
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|
|
"execution_count": 10,
|
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|
|
"id": "325668db-040c-44d1-8cac-749f1850067d",
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"metadata": {
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"outputs": [
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{
|
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|
|
"data": {
|
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|
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"text/html": [
|
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|
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"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
|
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"<defs>\n",
|
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"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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|
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|
||
|
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"</symbol>\n",
|
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|
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"<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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|
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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",
|
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|
|
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
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|
|
" --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.DataArray 'NDVI' (time: 163, y: 8874, x: 9902)> Size: 57GB\n",
|
||
|
|
"dask.array<truediv, shape=(163, 8874, 9902), dtype=float32, chunksize=(1, 2048, 2048), chunktype=numpy.ndarray>\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 1kB 2022-09-02T03:35:23.960000 ... 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</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'NDVI'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 163</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-2f1b8870-3328-42c9-be4a-36126339e96a' class='xr-array-in' type='checkbox' checked><label for='section-2f1b8870-3328-42c9-be4a-36126339e96a' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
||
|
|
" <thead>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <td> </td>\n",
|
||
|
|
" <th> Array </th>\n",
|
||
|
|
" <th> Chunk </th>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </thead>\n",
|
||
|
|
" <tbody>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Bytes </th>\n",
|
||
|
|
" <td> 53.36 GiB </td>\n",
|
||
|
|
" <td> 16.00 MiB </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" \n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Shape </th>\n",
|
||
|
|
" <td> (163, 8874, 9902) </td>\n",
|
||
|
|
" <td> (1, 2048, 2048) </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Dask graph </th>\n",
|
||
|
|
" <td colspan=\"2\"> 4075 chunks in 7 graph layers </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th> Data type </th>\n",
|
||
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </tbody>\n",
|
||
|
|
" </table>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" <td>\n",
|
||
|
|
" <svg width=\"196\" height=\"173\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
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|
|
"\n",
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|
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" <!-- Horizontal lines -->\n",
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" <line x1=\"10\" y1=\"24\" x2=\"26\" y2=\"41\" />\n",
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" <line x1=\"10\" y1=\"74\" x2=\"26\" y2=\"90\" />\n",
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"\n",
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" <line x1=\"13\" y1=\"3\" x2=\"133\" y2=\"3\" />\n",
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" <line x1=\"14\" y1=\"4\" x2=\"134\" y2=\"4\" />\n",
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" <line x1=\"15\" y1=\"5\" x2=\"135\" y2=\"5\" />\n",
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" <line x1=\"18\" y1=\"8\" x2=\"138\" y2=\"8\" />\n",
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" <line x1=\"59\" y1=\"0\" x2=\"76\" y2=\"16\" />\n",
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" <line x1=\"84\" y1=\"0\" x2=\"100\" y2=\"16\" />\n",
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" <line x1=\"109\" y1=\"0\" x2=\"125\" y2=\"16\" />\n",
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" <line x1=\"130\" y1=\"0\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
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"\n",
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" <!-- Colored Rectangle -->\n",
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|
"\n",
|
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|
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" <!-- Horizontal lines -->\n",
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" <line x1=\"26\" y1=\"16\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
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" <line x1=\"26\" y1=\"66\" x2=\"146\" y2=\"66\" />\n",
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" <line x1=\"26\" y1=\"90\" x2=\"146\" y2=\"90\" />\n",
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|
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" <line x1=\"26\" y1=\"115\" x2=\"146\" y2=\"115\" />\n",
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|
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" <line x1=\"26\" y1=\"123\" x2=\"146\" y2=\"123\" 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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|
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" <line x1=\"26\" y1=\"16\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
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" <line x1=\"51\" y1=\"16\" x2=\"51\" y2=\"123\" />\n",
|
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|
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" <line x1=\"76\" y1=\"16\" x2=\"76\" y2=\"123\" />\n",
|
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|
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" <line x1=\"100\" y1=\"16\" x2=\"100\" y2=\"123\" />\n",
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" <line x1=\"125\" y1=\"16\" x2=\"125\" y2=\"123\" />\n",
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|
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" <line x1=\"146\" y1=\"16\" x2=\"146\" y2=\"123\" style=\"stroke-width:2\" />\n",
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"\n",
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" <!-- Colored Rectangle -->\n",
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" <polygon points=\"26.444584894958545,16.444584894958545 146.44458489495855,16.444584894958545 146.44458489495855,123.98649562006457 26.444584894958545,123.98649562006457\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
||
|
|
"\n",
|
||
|
|
" <!-- Text -->\n",
|
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|
|
" <text x=\"86.444585\" y=\"143.986496\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >9902</text>\n",
|
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" <text x=\"166.444585\" y=\"70.215540\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,166.444585,70.215540)\">8874</text>\n",
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" <text x=\"8.222292\" y=\"135.764203\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,8.222292,135.764203)\">163</text>\n",
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||
|
|
"</svg>\n",
|
||
|
|
" </td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
"</table></div></div></li><li class='xr-section-item'><input id='section-f741319a-4411-4b80-ae34-a8ff4e34d94f' class='xr-section-summary-in' type='checkbox' checked><label for='section-f741319a-4411-4b80-ae34-a8ff4e34d94f' 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'>2022-09-02T03:35:23.960000 ... 2...</div><input id='attrs-22c26a65-6f34-4c48-9acd-f0e8dfc4a58e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-22c26a65-6f34-4c48-9acd-f0e8dfc4a58e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd3c191d-6252-46e0-b34d-6300f3a987a9' class='xr-var-data-in' type='checkbox'><label for='data-bd3c191d-6252-46e0-b34d-6300f3a987a9' 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(['2022-09-02T03:35:23.960000000', '2022-09-04T03:25:18.037000000',\n",
|
||
|
|
" '2022-09-07T03:35:13.646000000', '2022-09-09T03:25:27.617000000',\n",
|
||
|
|
" '2022-09-12T03:35:22.247000000', '2022-09-14T03:25:18.529000000',\n",
|
||
|
|
" '2022-09-17T03:35:13.648000000', '2022-09-19T03:25:24.773000000',\n",
|
||
|
|
" '2022-09-22T03:35:18.931000000', '2022-09-24T03:25:17.431000000',\n",
|
||
|
|
" '2022-09-27T03:35:12.140000000', '2022-09-29T03:25:23.829000000',\n",
|
||
|
|
" '2022-10-02T03:35:19.048000000', '2022-10-07T03:35:09.133000000',\n",
|
||
|
|
" '2022-10-09T03:25:22.746000000', '2022-10-12T03:35:17.151000000',\n",
|
||
|
|
" '2022-10-14T03:25:15.533000000', '2022-10-17T03:35:11.148000000',\n",
|
||
|
|
" '2022-10-19T03:25:18.808000000', '2022-10-22T03:35:13.746000000',\n",
|
||
|
|
" '2022-10-24T03:25:15.878000000', '2022-10-27T03:35:10.923000000',\n",
|
||
|
|
" '2022-10-29T03:25:20.127000000', '2022-11-01T03:35:15.818000000',\n",
|
||
|
|
" '2022-11-03T03:25:14.204000000', '2022-11-06T03:35:10.096000000',\n",
|
||
|
|
" '2022-11-11T03:35:15.334000000', '2022-11-13T03:25:16.056000000',\n",
|
||
|
|
" '2022-11-16T03:35:11.542000000', '2022-11-18T03:25:18.155000000',\n",
|
||
|
|
" '2022-11-21T03:35:12.396000000', '2022-11-23T03:25:16.067000000',\n",
|
||
|
|
" '2022-11-26T03:35:11.063000000', '2022-11-28T03:25:16.297000000',\n",
|
||
|
|
" '2022-12-01T03:35:12.009000000', '2022-12-03T03:25:14.366000000',\n",
|
||
|
|
" '2022-12-06T03:35:10.293000000', '2022-12-08T03:25:17.072000000',\n",
|
||
|
|
" '2022-12-11T03:35:12.184000000', '2022-12-16T03:35:10.130000000',\n",
|
||
|
|
" '2022-12-18T03:25:15.584000000', '2022-12-21T03:35:09.988000000',\n",
|
||
|
|
" '2022-12-23T03:25:15.763000000', '2022-12-26T03:35:11.128000000',\n",
|
||
|
|
" '2022-12-28T03:25:15.151000000', '2022-12-31T03:35:10.753000000',\n",
|
||
|
|
" '2023-01-02T03:25:15.152000000', '2023-01-05T03:35:09.844000000',\n",
|
||
|
|
" '2023-01-07T03:25:15.343000000', '2023-01-10T03:35:10.149000000',\n",
|
||
|
|
" '2023-01-12T03:25:12.066000000', '2023-01-15T03:35:08.140000000',\n",
|
||
|
|
" '2023-01-17T03:25:12.454000000', '2023-01-20T03:35:06.593000000',\n",
|
||
|
|
" '2023-01-22T03:25:14.446000000', '2023-01-25T03:35:09.824000000',\n",
|
||
|
|
" '2023-01-27T03:25:13.987000000', '2023-01-30T03:35:09.963000000',\n",
|
||
|
|
" '2023-02-01T03:25:13.595000000', '2023-02-04T03:35:09.008000000',\n",
|
||
|
|
" '2023-02-06T03:25:15.471000000', '2023-02-09T03:35:10.646000000',\n",
|
||
|
|
" '2023-02-11T03:25:15.100000000', '2023-02-14T03:35:10.240000000',\n",
|
||
|
|
" '2023-02-16T03:25:28.099000000', '2023-02-24T03:35:12.118000000',\n",
|
||
|
|
" '2023-02-26T03:25:14.146000000', '2023-03-01T03:35:09.182000000',\n",
|
||
|
|
" '2023-03-03T03:25:17.841000000', '2023-03-06T03:35:14.717000000',\n",
|
||
|
|
" '2023-03-08T03:25:12.032000000', '2023-03-11T03:35:07.230000000',\n",
|
||
|
|
" '2023-03-13T03:25:20.837000000', '2023-03-16T03:35:15.940000000',\n",
|
||
|
|
" '2023-03-18T03:25:14.467000000', '2023-03-21T03:35:10.279000000',\n",
|
||
|
|
" '2023-03-23T03:25:18.795000000', '2023-03-26T03:35:14.570000000',\n",
|
||
|
|
" '2023-03-28T03:25:14.536000000', '2023-03-31T03:35:10.140000000',\n",
|
||
|
|
" '2023-04-02T03:25:19.945000000', '2023-04-05T03:35:14.925000000',\n",
|
||
|
|
" '2023-04-07T03:25:16.518000000', '2023-04-10T03:35:12.000000000',\n",
|
||
|
|
" '2023-04-15T03:35:12.743000000', '2023-04-20T03:35:10.328000000',\n",
|
||
|
|
" '2023-04-22T03:25:18.572000000', '2023-04-25T03:35:13.748000000',\n",
|
||
|
|
" '2023-04-27T03:25:16.567000000', '2023-04-30T03:35:12.151000000',\n",
|
||
|
|
" '2023-05-02T03:25:18.866000000', '2023-05-05T03:35:14.433000000',\n",
|
||
|
|
" '2023-05-07T03:25:16.583000000', '2023-05-10T03:35:11.284000000',\n",
|
||
|
|
" '2023-05-12T03:25:19.200000000', '2023-05-15T03:35:15.683000000',\n",
|
||
|
|
" '2023-05-17T03:25:17.911000000', '2023-05-20T03:35:14.193000000',\n",
|
||
|
|
" '2023-05-22T03:25:36.378000000', '2023-05-25T03:35:16.657000000',\n",
|
||
|
|
" '2023-05-27T03:25:20.078000000', '2023-05-30T03:35:15.642000000',\n",
|
||
|
|
" '2023-06-01T03:25:20.268000000', '2023-06-04T03:35:16.047000000',\n",
|
||
|
|
" '2023-06-06T03:25:20.180000000', '2023-06-09T03:35:15.534000000',\n",
|
||
|
|
" '2023-06-11T03:25:21.573000000', '2023-06-14T03:35:16.859000000',\n",
|
||
|
|
" '2023-06-16T03:25:20.769000000', '2023-06-19T03:35:15.908000000',\n",
|
||
|
|
" '2023-06-21T03:25:20.640000000', '2023-06-24T03:35:15.972000000',\n",
|
||
|
|
" '2023-06-26T03:25:19.927000000', '2023-06-29T03:35:15.752000000',\n",
|
||
|
|
" '2023-07-01T03:25:21.763000000', '2023-07-04T03:35:17.227000000',\n",
|
||
|
|
" '2023-07-06T03:25:21.702000000', '2023-07-09T03:35:17.102000000',\n",
|
||
|
|
" '2023-07-11T03:25:21.515000000', '2023-07-14T03:35:16.582000000',\n",
|
||
|
|
" '2023-07-16T03:25:21.326000000', '2023-07-19T03:35:16.050000000',\n",
|
||
|
|
" '2023-07-21T03:25:22.444000000', '2023-07-24T03:35:17.845000000',\n",
|
||
|
|
" '2023-07-26T03:25:21.503000000', '2023-07-29T03:35:17.083000000',\n",
|
||
|
|
" '2023-07-31T03:25:36.753000000', '2023-08-03T03:35:16.494000000',\n",
|
||
|
|
" '2023-08-05T03:25:21.570000000', '2023-08-08T03:35:16.313000000',\n",
|
||
|
|
" '2023-08-10T03:25:22.024000000', '2023-08-13T03:35:17.448000000',\n",
|
||
|
|
" '2023-08-15T03:25:22.075000000', '2023-08-18T03:35:17.812000000',\n",
|
||
|
|
" '2023-08-20T03:25:21.568000000', '2023-08-23T03:35:16.224000000',\n",
|
||
|
|
" '2023-08-25T03:25:22.592000000', '2023-08-28T03:35:17.571000000',\n",
|
||
|
|
" '2023-08-30T03:25:21.212000000', '2023-09-02T03:35:16.627000000',\n",
|
||
|
|
" '2023-09-04T03:25:21.856000000', '2023-09-07T03:35:17.134000000',\n",
|
||
|
|
" '2023-09-09T03:25:20.648000000', '2023-09-12T03:35:15.326000000',\n",
|
||
|
|
" '2023-09-14T03:25:35.755000000', '2023-09-17T03:35:15.269000000',\n",
|
||
|
|
" '2023-09-19T03:25:24.089000000', '2023-09-22T03:35:15.439000000',\n",
|
||
|
|
" '2023-09-24T03:25:18.524000000', '2023-09-27T03:35:14.112000000',\n",
|
||
|
|
" '2023-09-29T03:25:19.046000000', '2023-10-02T03:35:13.287000000',\n",
|
||
|
|
" '2023-10-04T03:25:18.057000000', '2023-10-07T03:35:12.349000000',\n",
|
||
|
|
" '2023-10-09T03:25:17.684000000', '2023-10-12T03:35:13.797000000',\n",
|
||
|
|
" '2023-10-14T03:25:14.753000000', '2023-10-17T03:35:11.016000000',\n",
|
||
|
|
" '2023-10-19T03:25:18.719000000', '2023-10-22T03:35:13.512000000',\n",
|
||
|
|
" '2023-10-24T03:25:16.597000000', '2023-10-27T03:35:11.799000000',\n",
|
||
|
|
" '2023-10-29T03:25:18.344000000'], 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-e2f6b737-acb6-4842-a96a-d8b673b9da9c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2f6b737-acb6-4842-a96a-d8b673b9da9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a37f10b-d1ed-4293-9f07-77a65e1cd829' class='xr-var-data-in' type='checkbox'><label for='data-8a37f10b-d1ed-4293-9f07-77a65e1cd829' 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-622c00b2-9e2a-403c-ad07-7027fe9f5a48' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-622c00b2-9e2a-403c-ad07-7027fe9f5a48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ef18852-7922-4be6-ab99-88514a5154e4' class='xr-var-data-in' type='checkbox'><label for='data-6ef18852-7922-4be6-ab99-88514a5154e4' 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-3f2acd57-58f3-46b3-a171-54cdb7186339' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f2acd57-58f3-46b3-a171-54cdb7186339' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df61f93a-dc85-4528-bb4b-7ef3c2de7d52' class='xr-var-data-in' type='checkbox'><label for='data-df61f93a-dc85-4528-bb4b-7ef3c2de7d52' 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
|
||
|
|
" '2022-09-07 03:35:13.646000', '2022-09-09 03:25:27.617000',\n",
|
||
|
|
" '2022-09-12 03:35:22.247000', '2022-09-14 03:25:18.529000',\n",
|
||
|
|
" '2022-09-17 03:35:13.648000', '2022-09-19 03:25:24.773000',\n",
|
||
|
|
" '2022-09-22 03:35:18.931000', '2022-09-24 03:25:17.431000',\n",
|
||
|
|
" ...\n",
|
||
|
|
" '2023-10-07 03:35:12.349000', '2023-10-09 03:25:17.684000',\n",
|
||
|
|
" '2023-10-12 03:35:13.797000', '2023-10-14 03:25:14.753000',\n",
|
||
|
|
" '2023-10-17 03:35:11.016000', '2023-10-19 03:25:18.719000',\n",
|
||
|
|
" '2023-10-22 03:35:13.512000', '2023-10-24 03:25:16.597000',\n",
|
||
|
|
" '2023-10-27 03:35:11.799000', '2023-10-29 03:25:18.344000'],\n",
|
||
|
|
" dtype='datetime64[ns]', name='time', length=163, 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-4dc8cc07-23cc-4a99-b1c4-879dcd80893c' class='xr-index-data-in' type='checkbox'/><label for='index-4dc8cc07-23cc-4a99-b1c4-879dcd80893c' 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-3654ab77-3d69-427c-8ab0-a0789888090b' class='xr-index-data-in' type='checkbox'/><label for='index-3654ab77-3d69-427c-8ab0-a0789888090b' 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-78201825-dc86-4a02-826e-0ddef596b798' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-78201825-dc86-4a02-826e-0ddef596b798' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
"<xarray.DataArray 'NDVI' (time: 163, y: 8874, x: 9902)> Size: 57GB\n",
|
||
|
|
"dask.array<truediv, shape=(163, 8874, 9902), dtype=float32, chunksize=(1, 2048, 2048), chunktype=numpy.ndarray>\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * time (time) datetime64[ns] 1kB 2022-09-02T03:35:23.960000 ... 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"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"# calculate NDVI\n",
|
||
|
|
"dsNDVI = calculate_indices(result, index='NDVI', satellite_mission='s2')\n",
|
||
|
|
"ndvi = dsNDVI[\"NDVI\"]\n",
|
||
|
|
"display(ndvi)\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 11,
|
||
|
|
"id": "f94969d8-d04f-4495-af63-6323d5c730ef",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stderr",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"/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",
|
||
|
|
" self.index_grouper = pd.Grouper(\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"CPU times: user 519 ms, sys: 0 ns, total: 519 ms\n",
|
||
|
|
"Wall time: 517 ms\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"application/vnd.jupyter.widget-view+json": {
|
||
|
|
"model_id": "d7d2c6867f514f5db51338521e055088",
|
||
|
|
"version_major": 2,
|
||
|
|
"version_minor": 0
|
||
|
|
},
|
||
|
|
"text/plain": [
|
||
|
|
"VBox()"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"name": "stderr",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"2025-01-18 10:49:45,083 - tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <tornado.platform.asyncio.AsyncIOMainLoop object at 0x7fd6b10ef350>>, <Task finished name='Task-1789' coro=<MultiProgressBar.listen() done, defined at /env/lib/python3.12/site-packages/distributed/diagnostics/progressbar.py:281> exception=CommClosedError('in <TLS (closed) local=tls://10.0.74.241:51368 remote=gateway://traefik-dask-gateway.easihub:80/easihub.8daaa179e4964dc7b211b4302753bf26>: Stream is closed')>)\n",
|
||
|
|
"Traceback (most recent call last):\n",
|
||
|
|
" File \"/env/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 225, in read\n",
|
||
|
|
" frames_nosplit_nbytes_bin = await stream.read_bytes(fmt_size)\n",
|
||
|
|
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
|
||
|
|
"tornado.iostream.StreamClosedError: Stream is closed\n",
|
||
|
|
"\n",
|
||
|
|
"The above exception was the direct cause of the following exception:\n",
|
||
|
|
"\n",
|
||
|
|
"Traceback (most recent call last):\n",
|
||
|
|
" File \"/env/lib/python3.12/site-packages/tornado/ioloop.py\", line 750, in _run_callback\n",
|
||
|
|
" ret = callback()\n",
|
||
|
|
" ^^^^^^^^^^\n",
|
||
|
|
" File \"/env/lib/python3.12/site-packages/tornado/ioloop.py\", line 774, in _discard_future_result\n",
|
||
|
|
" future.result()\n",
|
||
|
|
" File \"/env/lib/python3.12/site-packages/distributed/diagnostics/progressbar.py\", line 321, in listen\n",
|
||
|
|
" response = await self.comm.read(\n",
|
||
|
|
" ^^^^^^^^^^^^^^^^^^^^^\n",
|
||
|
|
" File \"/env/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 236, in read\n",
|
||
|
|
" convert_stream_closed_error(self, e)\n",
|
||
|
|
" File \"/env/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 142, in convert_stream_closed_error\n",
|
||
|
|
" raise CommClosedError(f\"in {obj}: {exc}\") from exc\n",
|
||
|
|
"distributed.comm.core.CommClosedError: in <TLS (closed) local=tls://10.0.74.241:51368 remote=gateway://traefik-dask-gateway.easihub:80/easihub.8daaa179e4964dc7b211b4302753bf26>: Stream is closed\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"%%time\n",
|
||
|
|
"# calculate average NDVI\n",
|
||
|
|
"average_ndvi = calculate_average(ndvi,time_pattern=\"1M\")\n",
|
||
|
|
"progress(average_ndvi)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 12,
|
||
|
|
"id": "06bd6bda-aa8b-44a0-9c8a-d17ccf5b86c3",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"average_ndvi = average_ndvi.compute()"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 13,
|
||
|
|
"id": "af4fe58b-358a-42f8-b9a4-f3547d2c230b",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/plain": [
|
||
|
|
"<matplotlib.image.AxesImage at 0x7fd52bd0ad80>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 13,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 1 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"plt.imshow(average_ndvi.isel(time=0))"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "markdown",
|
||
|
|
"id": "edab3c39-1d85-4ef5-831c-f64070c31355",
|
||
|
|
"metadata": {},
|
||
|
|
"source": [
|
||
|
|
"#####################################################################################"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "d2e3f543-116b-4e48-b0ff-226636bc52af",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "6dcb4ca1-c544-4ed1-868c-bc755fd5216d",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 15,
|
||
|
|
"id": "1be81b66-9ee6-4b4c-b511-3a57a541be31",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/plain": [
|
||
|
|
"(1130, 7)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 15,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"train_path = \"input/train_points/1130/ST_1130_points.shp\" \n",
|
||
|
|
"# train_path = \"train/updated_data/ThuanHoa_DKS_Kappa.shp\"\n",
|
||
|
|
"ground_points = load_data_geo(train_path)\n",
|
||
|
|
"ground_points.shape"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 28,
|
||
|
|
"id": "a24a5b13-a620-4154-bf17-6d277c8d6eb8",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"fill_nan_model = joblib.load('output/regressors/mean_no_negative/rf_cloud.pkl')"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 23,
|
||
|
|
"id": "fa9191d7-6784-4e1d-a1dd-69a9dab56228",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"\n",
|
||
|
|
"def extract_data_with_HTcode(ground_points, average_ndvi, dsvh, dsvv):\n",
|
||
|
|
" datasets = {}\n",
|
||
|
|
" for idx, point in ground_points.iterrows():\n",
|
||
|
|
" \n",
|
||
|
|
" # Ensure each HT_code has its own dictionary\n",
|
||
|
|
" if point.HT_code not in datasets:\n",
|
||
|
|
" datasets[point.HT_code] = {'ndvi': [], 'vh': [], 'vv': []}\n",
|
||
|
|
" # Get the data for this point\n",
|
||
|
|
" ndvi_data = average_ndvi.sel(x=point.geometry.x, y=point.geometry.y, method='nearest').values\n",
|
||
|
|
" vh_data = dsvh.sel(x=point.geometry.x, y=point.geometry.y, method='nearest').values\n",
|
||
|
|
" vv_data = dsvv.sel(x=point.geometry.x, y=point.geometry.y, method='nearest').values\n",
|
||
|
|
" \n",
|
||
|
|
" # Append the data to the lists for this HT_code\n",
|
||
|
|
" datasets[point.HT_code]['ndvi'].append(ndvi_data)\n",
|
||
|
|
" datasets[point.HT_code]['vh'].append(vh_data)\n",
|
||
|
|
" datasets[point.HT_code]['vv'].append(vv_data)\n",
|
||
|
|
" \n",
|
||
|
|
" return datasets"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 24,
|
||
|
|
"id": "069c9adb-1671-4470-93b2-abda9d855be4",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"data = extract_data_with_HTcode(ground_points, average_ndvi, average_vh, average_vv)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "markdown",
|
||
|
|
"id": "d256e153-183c-46a6-a17f-72d963a8869f",
|
||
|
|
"metadata": {},
|
||
|
|
"source": [
|
||
|
|
"*********************************************************************************************************"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 32,
|
||
|
|
"id": "abf0ec42-817b-4806-aae5-fd34b2e10727",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"import numpy as np\n",
|
||
|
|
"\n",
|
||
|
|
"# Function to filter out NaN values for each 'ndvi' array in each HT_code\n",
|
||
|
|
"def filter_non_nan_ndvi(data):\n",
|
||
|
|
" filtered_data = {}\n",
|
||
|
|
" \n",
|
||
|
|
" for ht_code, attributes in data.items():\n",
|
||
|
|
" # Initialize lists to store filtered arrays for 'ndvi', 'vh', and 'vv'\n",
|
||
|
|
" filtered_ndvi = []\n",
|
||
|
|
" filtered_vh = []\n",
|
||
|
|
" filtered_vv = []\n",
|
||
|
|
" \n",
|
||
|
|
" # Iterate through each set of ndvi, vh, vv arrays\n",
|
||
|
|
" for ndvi, vh, vv in zip(attributes['ndvi'], attributes['vh'], attributes['vv']):\n",
|
||
|
|
" # Create masks to filter out NaN values based on 'ndvi' array\n",
|
||
|
|
" non_nan_mask = ~np.isnan(ndvi)\n",
|
||
|
|
" \n",
|
||
|
|
" # Filter the arrays based on the mask\n",
|
||
|
|
" filtered_ndvi.append(ndvi[non_nan_mask])\n",
|
||
|
|
" filtered_vh.append(vh[non_nan_mask])\n",
|
||
|
|
" filtered_vv.append(vv[non_nan_mask])\n",
|
||
|
|
" \n",
|
||
|
|
" # Only add if there are non-empty filtered values\n",
|
||
|
|
" filtered_data[ht_code] = {\n",
|
||
|
|
" 'ndvi': filtered_ndvi,\n",
|
||
|
|
" 'vh': filtered_vh,\n",
|
||
|
|
" 'vv': filtered_vv\n",
|
||
|
|
" }\n",
|
||
|
|
" \n",
|
||
|
|
" return filtered_data\n",
|
||
|
|
"\n",
|
||
|
|
"# Example usage\n",
|
||
|
|
"filtered_datasets = filter_non_nan_ndvi(data)\n",
|
||
|
|
"\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "e9bb9522-3aec-42b0-930a-cbc647d50d8f",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"# filtered_datasets"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 34,
|
||
|
|
"id": "547eb119-d70f-4d60-bdd3-07f0b77ec577",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"# cấu hình nhãn dữ liệu\n",
|
||
|
|
"label_mapping = {\n",
|
||
|
|
" \"Lua tom\": \"0\",\n",
|
||
|
|
" \"Lua\": \"1\",\n",
|
||
|
|
" \"CHN\": \"2\",\n",
|
||
|
|
" \"CLN\": \"3\",\n",
|
||
|
|
" \"TS\": \"4\",\n",
|
||
|
|
" \"Song\": \"5\",\n",
|
||
|
|
" \"Dat xay dung\": \"6\",\n",
|
||
|
|
" \"Rung\": \"7\"\n",
|
||
|
|
"}"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "2a2d670a-9598-43c9-ab5a-ff71fdddfca1",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "cb8c339d-8b42-4b18-9099-bd206b825773",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "markdown",
|
||
|
|
"id": "d932d9cd-cf05-48a6-8a16-4210296ed690",
|
||
|
|
"metadata": {},
|
||
|
|
"source": [
|
||
|
|
"^^^^^^^^^^^^^^^^^^^^^^^^^^^NEW VERSION OF GRPAH^^^^^^^^^^^^^^^^"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 25,
|
||
|
|
"id": "885dbd0b-0595-4c98-b037-e3b2cf7f18dc",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"import matplotlib.pyplot as plt\n",
|
||
|
|
"\n",
|
||
|
|
"def draw(ndvi_values, predicted_values, name):\n",
|
||
|
|
" for i, (ndvi, predicted) in enumerate(zip(ndvi_values, predicted_values)):\n",
|
||
|
|
" plt.plot(ndvi, marker='o', linestyle='-', color='blue', markersize=4, linewidth=0.75, label='Actual Values (o)' if i == 0 else \"\")\n",
|
||
|
|
" plt.plot(predicted, marker='x', linestyle='--', color='red', markersize=4, linewidth=0.75, label='Predicted Values (x)' if i == 0 else \"\")\n",
|
||
|
|
" # plt.plot(ndvi, marker='o', linestyle='-', color='blue', markersize=4, linewidth=0.75)\n",
|
||
|
|
" # plt.plot(predicted, marker='x', linestyle='--', color='red', markersize=4, linewidth=0.75)\n",
|
||
|
|
" \n",
|
||
|
|
" # Adding labels and title\n",
|
||
|
|
" plt.xlabel('Months')\n",
|
||
|
|
" plt.ylabel('NDVI values')\n",
|
||
|
|
" plt.title(f'Comparison: Actual vs Predicted Values in {name} code over 13 months')\n",
|
||
|
|
" # Adding grid\n",
|
||
|
|
" plt.grid(True)\n",
|
||
|
|
" plt.legend(loc='best')\n",
|
||
|
|
" # Adding legend to differentiate the lines\n",
|
||
|
|
" plt.legend()\n",
|
||
|
|
" # Adjusting the limits of the axes\n",
|
||
|
|
" plt.xlim(0, max(len(arr) for arr in ndvi_values)) # Adjust x-axis limits based on the longest array\n",
|
||
|
|
" plt.ylim(-1, 1) # Example: Setting y-axis limits\n",
|
||
|
|
" # Display the plot\n",
|
||
|
|
" plt.show()\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 26,
|
||
|
|
"id": "981129c6-82a6-431f-b65f-60128ab1ffe8",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"def show_images(ht_code, indices, name):\n",
|
||
|
|
" all_ndvi_values = []\n",
|
||
|
|
" all_predicted_ndvi_values = []\n",
|
||
|
|
"\n",
|
||
|
|
" # Iterate over the list of vh_values and vv_values\n",
|
||
|
|
" for index in range(indices):\n",
|
||
|
|
" # Extract the values for the given index range\n",
|
||
|
|
" ndvi_values = data[ht_code]['ndvi'][index]\n",
|
||
|
|
" vh_values = data[ht_code]['vh'][index]\n",
|
||
|
|
" vv_values = data[ht_code]['vv'][index]\n",
|
||
|
|
" # Combine vh and vv into input data\n",
|
||
|
|
" input_data = np.column_stack((vh_values, vv_values))\n",
|
||
|
|
" # Predict NDVI values\n",
|
||
|
|
" predicted_ndvi = fill_nan_model.predict(input_data)\n",
|
||
|
|
" # Collect the values for plotting\n",
|
||
|
|
" all_ndvi_values.append(ndvi_values)\n",
|
||
|
|
" all_predicted_ndvi_values.append(predicted_ndvi)\n",
|
||
|
|
" # Draw the plots for all the data\n",
|
||
|
|
" draw(all_ndvi_values, all_predicted_ndvi_values, name)\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 29,
|
||
|
|
"id": "b7c4c821-2132-4e19-8e3d-9c6204061b15",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 1 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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|
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"metadata": {},
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||
|
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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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"image/png": "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"text/plain": [
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|
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"<Figure size 640x480 with 1 Axes>"
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]
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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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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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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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"image/png": "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"text/plain": [
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|
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"<Figure size 640x480 with 1 Axes>"
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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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"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 1 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAHHCAYAAAAs4yUHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOxdd1gUxxt+D4SjN0EQQVDBrtjrT1HsvfeuscTYo8Zekxhj76YolkSDPcbeey/YK2JHBBGQetzt9/vjc6/AHRwIYtn3efaB25vbnZ2d+eadr42MiAgSJEiQIEGCBAkSvhiY5HYFJEiQIEGCBAkSJGQvJIInQYIECRIkSJDwhUEieBIkSJAgQYIECV8YJIInQYIECRIkSJDwhUEieBIkSJAgQYIECV8YJIInQYIECRIkSJDwhUEieBIkSJAgQYIECV8YJIInQYIECRIkSJDwhUEieBIkSJAgQYIECV8YJIL3iUMmk2HatGm5XY2vBr1794a3t3duVyPXsWbNGshkMjx+/Fh9rk6dOqhTp06u1Sk19NXxY+DYsWOQyWQ4duzYR72vsfD29kbv3r1zuxoS3kN6HxK00bt3b9jY2HyUe33yBC8kJAQDBw5E4cKFYWFhATs7O9SsWROLFi1CYmJibldPQjqIjo6GhYUFZDIZ7ty5k+XrLF++HGvWrMm+in0G8Pb2hkwmUx/58uVDrVq1sH379tyuWqaQkJCAadOm5RoZKlu2LAoWLIj0dmSsWbMmXF1doVQqP2LNPh9MmzZNpy+amZnB29sbw4YNQ3R0dJryMpkMQ4YM0XutLVu2pCHHvXv3hkwmQ9myZfW+J0PXi42NxU8//YRKlSrB3t4ecrkcXl5e6NSpE3bv3p3l55WQPYiLi8PUqVPRuHFjODk5QSaTGZTjf/zxB/z9/eHq6gq5XI5ChQqhT58+H33xll3IbbknIk+u3j0D7N69Gx06dIBcLkfPnj1RunRpKBQKnDp1CmPGjMGtW7fw+++/53Y1cxSJiYnIk+eTfk0GsXnzZshkMri5ueHvv//Gjz/+mKXrLF++HM7Ozl/dKrhcuXL4/vvvAQAvX77Eb7/9hrZt22LFihUYNGjQR6/PgQMHMv2bhIQETJ8+HQByRfvXrVs3jBs3DidPnkTt2rXTfP/48WOcPXsWQ4YM+WzHWWrcu3cPJibZv3ZfsWIFbGxsEB8fj8OHD2PJkiW4cuUKTp06lS3Xv3HjBrZt24Z27dplWPbhw4do1KgRnjx5gjZt2qBnz56wsbHBs2fPsGfPHjRv3hzr1q1Djx49sqVuEjKPyMhIzJgxAwULFoSfn1+6ZOfq1asoVKgQWrZsCUdHR4SGhuKPP/7Arl27cO3aNbi7u3+8imcDclvuifhkJVpoaCg6d+4MLy8vHDlyBPnz51d/99133+Hhw4df7CpNEAQoFApYWFjAwsIit6uTZfz1119o2rQpvLy8sGHDhiwTvK8VBQoUQPfu3dWfe/bsCR8fHyxYsMAgwVMqlRAEAebm5tlen5y4Zk6ja9euGD9+PDZs2KCX4G3cuBFEhG7duuVC7XIGcrk8R67bvn17ODs7AwAGDhyIzp07IygoCBcuXECVKlU+6NqWlpbw9PTEjBkz0LZtW8hkMoNllUol2rRpg/DwcBw/fhw1a9bU+X7q1Kk4cOAAVCrVB9VJQsaIj4+HtbW13u/y58+PsLAwuLm54dKlS6hcubLB6yxfvjzNudatW6NSpUpYt24dxo0bl211/prwyZpof/31V8TFxWHVqlU65E6Ej48Phg8frv6sVCoxc+ZMFClSBHK5HN7e3pgwYQKSk5N1fuft7Y3mzZvj2LFjqFSpEiwtLVGmTBn16mLbtm0oU6YMLCwsULFiRVy9elXn96L9/NGjR2jUqBGsra3h7u6OGTNmpDEvzJ07FzVq1EDevHlhaWmJihUrYsuWLWmeRTRB/P333yhVqhTkcjn27dun/k7bB+/du3cYMWIEvL29IZfLkS9fPjRo0ABXrlzRuebmzZtRsWJFWFpawtnZGd27d8eLFy/0PsuLFy/QunVr2NjYwMXFBaNHj04jHMPCwnD37l2kpKSkqb8+PH36FCdPnkTnzp3RuXNnhIaG4syZM3rL/vXXX6hSpQqsrKzg6OiI2rVrq7VF3t7euHXrFo4fP642EYkrItF0lBr6fLP+/fdfNGvWDO7u7pDL5ShSpAhmzpyZpUmgefPmKFy4sN7vqlevjkqVKqk/Hzx4EP/73//g4OAAGxsbFCtWDBMmTMj0PQHAzc0NJUqUQGhoKADWPslkMsydOxcLFy5U9/3bt28DAO7evYv27dvDyckJFhYWqFSpEnbu3Jnmurdu3UJAQAAsLS3h4eGBH3/8EYIgpCmnzwcvKSkJ06ZNQ9GiRWFhYYH8+fOjbdu2CAkJwePHj+Hi4gIAmD59uvr9affn7K5janh6eqJ27drYsmWL3r67YcMGFClSBFWrVsWTJ08wePBgFCtWDJaWlsibNy86dOhglJnIkJ+VvjZLTk7G1KlT4ePjA7lcDk9PT4wdOzaNrMpq30ldF3E8nD59GqNGjYKLiwusra3Rpk0bREREZHg9Q6hVqxYAdqP5UJiYmGDSpEm4fv16hm4Imzdvxs2bNzF58uQ05E5Ew4YN0aRJkwzvKwgCFi1apJb5Li4uaNy4MS5duqQuY+zcQkT48ccf4eHhASsrK9StWxe3bt3Se9/o6GiMGDECnp6ekMvl8PHxwezZs43q0wATInGucHd3x3fffadjLh8yZAhsbGyQkJCQ5rddunSBm5ubjuzbu3cvatWqBWtra9ja2qJZs2Zp6i7OFyEhIWjatClsbW3TXRjJ5XK4ubkZ9Tz6IPpC63MDSA1xDt28eTNKliwJS0tLVK9eHTdu3AAA/Pbbb/Dx8YGFhQXq1Kmjd0xn15xpjNwDYNS8+88//6BixYqwtbWFnZ0dypQpg0WLFhnReu9BnygKFChAhQsXNrp8r169CAC1b9+eli1bRj179iQA1Lp1a51yXl5eVKxYMcqfPz9NmzaNFixYQAUKFCAbGxv666+/qGDBgvTLL7/QL7/8Qvb29uTj40MqlUrnPhYWFuTr60s9evSgpUuXUvPmzQkATZ48WedeHh4eNHjwYFq6dCnNnz+fqlSpQgBo165dOuUAUIkSJcjFxYWmT59Oy5Yto6tXr6q/mzp1qrps165dydzcnEaNGkV//vknzZ49m1q0aEF//fWXukxgYCABoMqVK9OCBQto3LhxZGlpSd7e3vT27ds0z1KqVCnq27cvrVixgtq1a0cAaPny5XrbNzQ01Kj38csvv5CNjQ0lJCQQEVGRIkVo8ODBacpNmzaNAFCNGjVozpw5tGjRIuratSv98MMPRES0fft28vDwoOLFi9P69etp/fr1dODAASIimjp1KunrwuLza9e1devW1LFjR5ozZw6tWLGCOnToQABo9OjRaZ7Ty8sr3Wdbt24dAaALFy7onH/8+DEBoDlz5hAR0c2bN8nc3JwqVapEixYtopUrV9Lo0aOpdu3a6TcecT9t1qyZzjmFQkGurq7k5uZGREShoaEEgEqWLEmFCxemX375hRYsWEBPnjyhmzdvkr29PZUsWZJmz55NS5cupdq1a5NMJqNt27aprxkWFkYuLi7k6OhI06ZNozlz5pCvry+VLVs2TRv6+/uTv7+/+rNSqaR69eoRAOrcuTMtXbqUZs2aRQEBAbRjxw6Ki4ujFStWEABq06aN+v1du3ZN3T7ZXUd9+P333wkA/ffffzrnr1+/TgBoypQpRES0efNm8vPzoylTptDvv/9OEyZMIEdHR/Ly8qL4+Hj1744ePUoA6OjRozrvq1evXmnunbrNVCoVNWzYkKysrGjEiBH022+/0ZAhQyhPnjzUqlUrdbkP7TvadRHHQ/ny5SkgIICWLFlC33//PZmamlLHjh0zvJ44ziIiInTOjx49mgDQ3r17dc4DoO+++07vtTZv3pym7Xr16kXW1takVCrJ19eX/Pz8SBAEg9fr0qULAaDnz59nWPeM0Lt3bwJATZo0oYULF9LcuXOpVatWtGTJEp3
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 1 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"labels = [\"LUA TOM\", \"LUA\", \"CHN\", \"CLN\", \"TS\", \"DXD\", \"RUNG\"]\n",
|
||
|
|
"for i in range(0, 7):\n",
|
||
|
|
" show_images(i, 50, labels[i])"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "9cf75b83-63ef-423d-ba74-1ce65c11eff8",
|
||
|
|
"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
|
||
|
|
}
|