diff --git a/tutorials/Earthdata-cloud-clinic.ipynb b/tutorials/Earthdata-cloud-clinic.ipynb
index 93ffa15b..7767019c 100644
--- a/tutorials/Earthdata-cloud-clinic.ipynb
+++ b/tutorials/Earthdata-cloud-clinic.ipynb
@@ -92,1121 +92,12 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "1a6fad23-fa66-4e3d-818b-96f797025b00",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
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- " return new Date();\n",
- " }\n",
- "\n",
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- " var reloading = false;\n",
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- " root._bokeh_failed_load = false;\n",
- " }\n",
- "\n",
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- " 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",
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- "\n",
- " if (root._bokeh_is_loading > 0) {\n",
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- " return null;\n",
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- " }\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.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n"
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/html": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/vnd.holoviews_exec.v0+json": "",
- "text/html": [
- "
\n",
- ""
- ]
- },
- "metadata": {
- "application/vnd.holoviews_exec.v0+json": {
- "id": "p1002"
- }
- },
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": [
- "(function(root) {\n",
- " function now() {\n",
- " return new Date();\n",
- " }\n",
- "\n",
- " var force = true;\n",
- " var py_version = '3.4.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
- " var reloading = true;\n",
- " var Bokeh = root.Bokeh;\n",
- "\n",
- " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\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",
- " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
- " return null;\n",
- " }\n",
- " if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
- " run_callbacks();\n",
- " return null;\n",
- " }\n",
- " if (!reloading) {\n",
- " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\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() {\n",
- " console.error(\"failed to load \" + url);\n",
- " }\n",
- "\n",
- " var 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",
- " var existing_stylesheets = []\n",
- " var links = document.getElementsByTagName('link')\n",
- " for (var i = 0; i < links.length; i++) {\n",
- " var link = links[i]\n",
- " if (link.href != null) {\n",
- "\texisting_stylesheets.push(link.href)\n",
- " }\n",
- " }\n",
- " for (var i = 0; i < css_urls.length; i++) {\n",
- " var url = css_urls[i];\n",
- " if (existing_stylesheets.indexOf(url) !== -1) {\n",
- "\ton_load()\n",
- "\tcontinue;\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",
- " var scripts = document.getElementsByTagName('script')\n",
- " for (var i = 0; i < scripts.length; i++) {\n",
- " var script = scripts[i]\n",
- " if (script.src != null) {\n",
- "\texisting_scripts.push(script.src)\n",
- " }\n",
- " }\n",
- " for (var i = 0; i < js_urls.length; i++) {\n",
- " var url = js_urls[i];\n",
- " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n",
- "\tif (!window.requirejs) {\n",
- "\t on_load();\n",
- "\t}\n",
- "\tcontinue;\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",
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
- " document.head.appendChild(element);\n",
- " }\n",
- " for (var i = 0; i < js_modules.length; i++) {\n",
- " var url = js_modules[i];\n",
- " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n",
- "\tif (!window.requirejs) {\n",
- "\t on_load();\n",
- "\t}\n",
- "\tcontinue;\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",
- " var url = js_exports[name];\n",
- " if (skip.indexOf(url) >= 0 || root[name] != null) {\n",
- "\tif (!window.requirejs) {\n",
- "\t on_load();\n",
- "\t}\n",
- "\tcontinue;\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",
- " var js_urls = [\"https://cdn.jsdelivr.net/npm/@holoviz/geoviews@1.12.0/dist/geoviews.min.js\"];\n",
- " var js_modules = [];\n",
- " var js_exports = {};\n",
- " var css_urls = [];\n",
- " var 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 (var i = 0; i < inline_js.length; i++) {\n",
- "\ttry {\n",
- " inline_js[i].call(root, root.Bokeh);\n",
- "\t} catch(e) {\n",
- "\t if (!reloading) {\n",
- "\t throw e;\n",
- "\t }\n",
- "\t}\n",
- " }\n",
- " // Cache old bokeh versions\n",
- " if (Bokeh != undefined && !reloading) {\n",
- "\tvar NewBokeh = root.Bokeh;\n",
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- " * 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",
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- " */\n",
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- " return\n",
- " }\n",
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- " var html_node = toinsert[nchildren-1].children[0];\n",
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- " scripts.push(nodelist[i])\n",
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- " 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",
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- " }\n",
- " output_area._hv_plot_id = id;\n",
- " if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
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- " } else {\n",
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- " } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
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- " var toinsert = this.create_output_subarea(\n",
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- " CLASS_NAME,\n",
- " EXEC_MIME_TYPE\n",
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- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/html": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"# Suppress warnings\n",
"import warnings\n",
@@ -1245,7 +136,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "938cefcd-63e5-4118-8500-45e74d6dfc89",
"metadata": {
"tags": []
@@ -1295,18 +186,10 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "9570f2b0-248a-489c-9691-2850209c3a92",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Granules found: 18\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"data_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\"\n",
"\n",
@@ -1335,24 +218,12 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"id": "3ae10e87-e1da-4a73-92e8-6ce7de141243",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Collection: {'Version': '2205', 'ShortName': 'SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205'}\n",
- "Spatial coverage: {'HorizontalSpatialDomain': {'Geometry': {'BoundingRectangles': [{'WestBoundingCoordinate': 0.083, 'SouthBoundingCoordinate': -79.917, 'EastBoundingCoordinate': 180, 'NorthBoundingCoordinate': 79.917}, {'WestBoundingCoordinate': -180, 'SouthBoundingCoordinate': -79.917, 'EastBoundingCoordinate': -0.083, 'NorthBoundingCoordinate': 79.917}]}}}\n",
- "Temporal coverage: {'RangeDateTime': {'EndingDateTime': '2021-07-05T00:00:00.000Z', 'BeginningDateTime': '2021-07-05T00:00:00.000Z'}}\n",
- "Size(MB): 9.307239532470703\n",
- "Data: ['https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2021070512.nc']\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"pprint(results[0])"
]
@@ -1372,1049 +243,12 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"id": "e8e178e1-cea1-497a-942d-05091a2e82b1",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Opening 18 granules, approx size: 0.16 GB\n",
- "using endpoint: https://archive.podaac.earthdata.nasa.gov/s3credentials\n"
- ]
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
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- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "QUEUEING TASKS | : 0%| | 0/18 [00:00, ?it/s]"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "a18e59d913f846c18f880b29c77e872c",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "PROCESSING TASKS | : 0%| | 0/18 [00:00, ?it/s]"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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- "model_id": "87bb814124034fb0b594580197e8aed1",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "COLLECTING RESULTS | : 0%| | 0/18 [00:00, ?it/s]"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/html": [
- "\n",
- "
<xarray.Dataset> Size: 299MB\n",
- "Dimensions: (Time: 18, Longitude: 2160, nv: 2, Latitude: 960)\n",
- "Coordinates:\n",
- " * Longitude (Longitude) float32 9kB 0.08333 0.25 0.4167 ... 359.8 359.9\n",
- " * Latitude (Latitude) float32 4kB -79.92 -79.75 -79.58 ... 79.75 79.92\n",
- " * Time (Time) datetime64[ns] 144B 2021-07-05T12:00:00 ... 2021-09-2...\n",
- "Dimensions without coordinates: nv\n",
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Longitude
(Longitude)
float32
0.08333 0.25 0.4167 ... 359.8 359.9
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(Time)
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(Time, Longitude, nv)
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dask.array<chunksize=(1, 2160, 2), meta=np.ndarray>
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(Time, Latitude, nv)
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PandasIndex
PandasIndex(Index([-79.91666412353516, -79.75, -79.58333587646484,\n",
- " -79.41666412353516, -79.25, -79.08333587646484,\n",
- " -78.91666412353516, -78.75, -78.58333587646484,\n",
- " -78.41666412353516,\n",
- " ...\n",
- " 78.41666412353516, 78.58333587646484, 78.75,\n",
- " 78.91666412353516, 79.08333587646484, 79.25,\n",
- " 79.41666412353516, 79.58333587646484, 79.75,\n",
- " 79.91666412353516],\n",
- " dtype='float32', name='Latitude', length=960))
PandasIndex
PandasIndex(DatetimeIndex(['2021-07-05 12:00:00', '2021-07-10 12:00:00',\n",
- " '2021-07-15 12:00:00', '2021-07-20 12:00:00',\n",
- " '2021-07-25 12:00:00', '2021-07-30 12:00:00',\n",
- " '2021-08-04 12:00:00', '2021-08-09 12:00:00',\n",
- " '2021-08-14 12:00:00', '2021-08-19 12:00:00',\n",
- " '2021-08-24 12:00:00', '2021-08-29 12:00:00',\n",
- " '2021-09-03 12:00:00', '2021-09-08 12:00:00',\n",
- " '2021-09-13 12:00:00', '2021-09-18 12:00:00',\n",
- " '2021-09-23 12:00:00', '2021-09-28 12:00:00'],\n",
- " dtype='datetime64[ns]', name='Time', freq=None))
- Conventions :
- CF-1.6
- ncei_template_version :
- NCEI_NetCDF_Grid_Template_v2.0
- Institution :
- Jet Propulsion Laboratory
- geospatial_lat_min :
- -79.916664
- geospatial_lat_max :
- 79.916664
- geospatial_lon_min :
- 0.083333336
- geospatial_lon_max :
- 359.91666
- time_coverage_start :
- 2021-07-05
- time_coverage_end :
- 2021-07-05
- date_created :
- 2022-10-30T20:58:16.297288
- title :
- Sea Level Anomaly Estimate based on Altimeter Data, final product (replaced interim version).
- short_name :
- SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205
- long_name :
- MEaSUREs Gridded Sea Surface Height Anomalies Version 2205
- summary :
- Sea level anomaly grids from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance.
- DOI :
- 10.5067/SLREF-CDRV3
- version_number :
- 2205
- Data_Pnts_Each_Sat :
- {"16": 743215, "1007": 674076}
- source_version :
- commit 58c7da13c0c0069ae940c33a82bf1544b7d991bf
- SLA_Global_MEAN :
- 0.06428374482174487
- SLA_Global_STD :
- 0.0905195660534004
- latency :
- final
"
- ],
- "text/plain": [
- " Size: 299MB\n",
- "Dimensions: (Time: 18, Longitude: 2160, nv: 2, Latitude: 960)\n",
- "Coordinates:\n",
- " * Longitude (Longitude) float32 9kB 0.08333 0.25 0.4167 ... 359.8 359.9\n",
- " * Latitude (Latitude) float32 4kB -79.92 -79.75 -79.58 ... 79.75 79.92\n",
- " * Time (Time) datetime64[ns] 144B 2021-07-05T12:00:00 ... 2021-09-2...\n",
- "Dimensions without coordinates: nv\n",
- "Data variables:\n",
- " Lon_bounds (Time, Longitude, nv) float32 311kB dask.array\n",
- " Lat_bounds (Time, Latitude, nv) float32 138kB dask.array\n",
- " Time_bounds (Time, nv) datetime64[ns] 288B dask.array\n",
- " SLA (Time, Latitude, Longitude) float32 149MB dask.array\n",
- " SLA_ERR (Time, Latitude, Longitude) float32 149MB dask.array\n",
- "Attributes: (12/21)\n",
- " Conventions: CF-1.6\n",
- " ncei_template_version: NCEI_NetCDF_Grid_Template_v2.0\n",
- " Institution: Jet Propulsion Laboratory\n",
- " geospatial_lat_min: -79.916664\n",
- " geospatial_lat_max: 79.916664\n",
- " geospatial_lon_min: 0.083333336\n",
- " ... ...\n",
- " version_number: 2205\n",
- " Data_Pnts_Each_Sat: {\"16\": 743215, \"1007\": 674076}\n",
- " source_version: commit 58c7da13c0c0069ae940c33a82bf1544b7d991bf\n",
- " SLA_Global_MEAN: 0.06428374482174487\n",
- " SLA_Global_STD: 0.0905195660534004\n",
- " latency: final"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"ds = xr.open_mfdataset(earthaccess.open(results))\n",
"ds"
@@ -2438,99 +272,10 @@
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