Skip to content

Instantly share code, notes, and snippets.

@rsignell
Created November 10, 2025 17:11
Show Gist options
  • Select an option

  • Save rsignell/d324aab13d531b2f58594e4c37f9b0c6 to your computer and use it in GitHub Desktop.

Select an option

Save rsignell/d324aab13d531b2f58594e4c37f9b0c6 to your computer and use it in GitHub Desktop.
polar_bbox.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"id": "f441af39-b578-4ffd-9284-edbceb9d7cc7",
"metadata": {},
"source": [
"# Computing STAC extents for polar data (rotated_pole coordinates)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "27632d73-826b-4e48-befb-1a5cfaa5c471",
"metadata": {},
"outputs": [
{
"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 = true;\n",
" const py_version = '3.8.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
" const reloading = false;\n",
" const Bokeh = root.Bokeh;\n",
"\n",
" // Set a timeout for this load but only if we are not already initializing\n",
" if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
" root._bokeh_timeout = Date.now() + 5000;\n",
" root._bokeh_failed_load = false;\n",
" }\n",
"\n",
" function run_callbacks() {\n",
" try {\n",
" root._bokeh_onload_callbacks.forEach(function(callback) {\n",
" if (callback != null)\n",
" callback();\n",
" });\n",
" } finally {\n",
" delete root._bokeh_onload_callbacks;\n",
" }\n",
" console.debug(\"Bokeh: all callbacks have finished\");\n",
" }\n",
"\n",
" function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
" if (css_urls == null) css_urls = [];\n",
" if (js_urls == null) js_urls = [];\n",
" if (js_modules == null) js_modules = [];\n",
" if (js_exports == null) js_exports = {};\n",
"\n",
" root._bokeh_onload_callbacks.push(callback);\n",
"\n",
" if (root._bokeh_is_loading > 0) {\n",
" // Don't load bokeh if it is still initializing\n",
" console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
" return null;\n",
" } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
" // There is nothing to load\n",
" run_callbacks();\n",
" return null;\n",
" }\n",
"\n",
" function on_load() {\n",
" root._bokeh_is_loading--;\n",
" if (root._bokeh_is_loading === 0) {\n",
" console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
" run_callbacks()\n",
" }\n",
" }\n",
" window._bokeh_on_load = on_load\n",
"\n",
" function on_error(e) {\n",
" const src_el = e.srcElement\n",
" console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
" }\n",
"\n",
" const skip = [];\n",
" if (window.requirejs) {\n",
" window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
" root._bokeh_is_loading = css_urls.length + 0;\n",
" } else {\n",
" root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
" }\n",
"\n",
" const existing_stylesheets = []\n",
" const links = document.getElementsByTagName('link')\n",
" for (let i = 0; i < links.length; i++) {\n",
" const link = links[i]\n",
" if (link.href != null) {\n",
" existing_stylesheets.push(link.href)\n",
" }\n",
" }\n",
" for (let i = 0; i < css_urls.length; i++) {\n",
" const url = css_urls[i];\n",
" const escaped = encodeURI(url)\n",
" if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
" on_load()\n",
" continue;\n",
" }\n",
" const element = document.createElement(\"link\");\n",
" element.onload = on_load;\n",
" element.onerror = on_error;\n",
" element.rel = \"stylesheet\";\n",
" element.type = \"text/css\";\n",
" element.href = url;\n",
" console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
" document.body.appendChild(element);\n",
" } var existing_scripts = []\n",
" const scripts = document.getElementsByTagName('script')\n",
" for (let i = 0; i < scripts.length; i++) {\n",
" var script = scripts[i]\n",
" if (script.src != null) {\n",
" existing_scripts.push(script.src)\n",
" }\n",
" }\n",
" for (let i = 0; i < js_urls.length; i++) {\n",
" const url = js_urls[i];\n",
" const escaped = encodeURI(url)\n",
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
" if (!window.requirejs) {\n",
" on_load();\n",
" }\n",
" continue;\n",
" }\n",
" const element = document.createElement('script');\n",
" element.onload = on_load;\n",
" element.onerror = on_error;\n",
" element.async = false;\n",
" element.src = url;\n",
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.head.appendChild(element);\n",
" }\n",
" for (let i = 0; i < js_modules.length; i++) {\n",
" const url = js_modules[i];\n",
" const escaped = encodeURI(url)\n",
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
" if (!window.requirejs) {\n",
" on_load();\n",
" }\n",
" continue;\n",
" }\n",
" var element = document.createElement('script');\n",
" element.onload = on_load;\n",
" element.onerror = on_error;\n",
" element.async = false;\n",
" element.src = url;\n",
" element.type = \"module\";\n",
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.head.appendChild(element);\n",
" }\n",
" for (const name in js_exports) {\n",
" const url = js_exports[name];\n",
" const escaped = encodeURI(url)\n",
" if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
" if (!window.requirejs) {\n",
" on_load();\n",
" }\n",
" continue;\n",
" }\n",
" var element = document.createElement('script');\n",
" element.onerror = on_error;\n",
" element.async = false;\n",
" element.type = \"module\";\n",
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" element.textContent = `\n",
" import ${name} from \"${url}\"\n",
" window.${name} = ${name}\n",
" window._bokeh_on_load()\n",
" `\n",
" document.head.appendChild(element);\n",
" }\n",
" if (!js_urls.length && !js_modules.length) {\n",
" on_load()\n",
" }\n",
" };\n",
"\n",
" function inject_raw_css(css) {\n",
" const element = document.createElement(\"style\");\n",
" element.appendChild(document.createTextNode(css));\n",
" document.body.appendChild(element);\n",
" }\n",
"\n",
" const js_urls = [\"https://cdn.holoviz.org/panel/1.8.2/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.0.min.js\", \"https://cdn.holoviz.org/panel/1.8.2/dist/panel.min.js\"];\n",
" const js_modules = [];\n",
" const js_exports = {};\n",
" const css_urls = [];\n",
" const inline_js = [ function(Bokeh) {\n",
" Bokeh.set_log_level(\"info\");\n",
" },\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 = true;\n const py_version = '3.8.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n const reloading = false;\n const Bokeh = root.Bokeh;\n\n // Set a timeout for this load but only if we are not already initializing\n if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n // Don't load bokeh if it is still initializing\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n // There is nothing to load\n run_callbacks();\n return null;\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error(e) {\n const src_el = e.srcElement\n console.error(\"failed to load \" + (src_el.href || src_el.src));\n }\n\n const skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n root._bokeh_is_loading = css_urls.length + 0;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n const existing_stylesheets = []\n const links = document.getElementsByTagName('link')\n for (let i = 0; i < links.length; i++) {\n const link = links[i]\n if (link.href != null) {\n existing_stylesheets.push(link.href)\n }\n }\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const escaped = encodeURI(url)\n if (existing_stylesheets.indexOf(escaped) !== -1) {\n on_load()\n continue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n } var existing_scripts = []\n const scripts = document.getElementsByTagName('script')\n for (let i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n existing_scripts.push(script.src)\n }\n }\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (let i = 0; i < js_modules.length; i++) {\n const url = js_modules[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n const url = js_exports[name];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.holoviz.org/panel/1.8.2/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.0.min.js\", \"https://cdn.holoviz.org/panel/1.8.2/dist/panel.min.js\"];\n const js_modules = [];\n const js_exports = {};\n const css_urls = [];\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (let i = 0; i < inline_js.length; i++) {\n try {\n inline_js[i].call(root, root.Bokeh);\n } catch(e) {\n if (!reloading) {\n throw e;\n }\n }\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n var NewBokeh = root.Bokeh;\n if (Bokeh.versions === undefined) {\n Bokeh.versions = new Map();\n }\n if (NewBokeh.version !== Bokeh.version) {\n Bokeh.versions.set(NewBokeh.version, NewBokeh)\n }\n root.Bokeh = Bokeh;\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n // If the timeout and bokeh was not successfully loaded we reset\n // everything and try loading again\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n root._bokeh_is_loading = 0\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = []\n const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n if (!reloading && !bokeh_loaded) {\n if (root.Bokeh) {\n root.Bokeh = undefined;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"\n",
"if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
" window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
"}\n",
"\n",
"\n",
" function JupyterCommManager() {\n",
" }\n",
"\n",
" JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
" if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
" comm_manager.register_target(comm_id, function(comm) {\n",
" comm.on_msg(msg_handler);\n",
" });\n",
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
" window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
" comm.onMsg = msg_handler;\n",
" });\n",
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
" google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
" var messages = comm.messages[Symbol.asyncIterator]();\n",
" function processIteratorResult(result) {\n",
" var message = result.value;\n",
" var content = {data: message.data, comm_id};\n",
" var buffers = []\n",
" for (var buffer of message.buffers || []) {\n",
" buffers.push(new DataView(buffer))\n",
" }\n",
" var metadata = message.metadata || {};\n",
" var msg = {content, buffers, metadata}\n",
" msg_handler(msg);\n",
" return messages.next().then(processIteratorResult);\n",
" }\n",
" return messages.next().then(processIteratorResult);\n",
" })\n",
" }\n",
" }\n",
"\n",
" JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
" if (comm_id in window.PyViz.comms) {\n",
" return window.PyViz.comms[comm_id];\n",
" } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
" var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
" var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
" if (msg_handler) {\n",
" comm.on_msg(msg_handler);\n",
" }\n",
" } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
" var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
" let retries = 0;\n",
" const open = () => {\n",
" if (comm.active) {\n",
" comm.open();\n",
" } else if (retries > 3) {\n",
" console.warn('Comm target never activated')\n",
" } else {\n",
" retries += 1\n",
" setTimeout(open, 500)\n",
" }\n",
" }\n",
" if (comm.active) {\n",
" comm.open();\n",
" } else {\n",
" setTimeout(open, 500)\n",
" }\n",
" if (msg_handler) {\n",
" comm.onMsg = msg_handler;\n",
" }\n",
" } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
" var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
" comm_promise.then((comm) => {\n",
" window.PyViz.comms[comm_id] = comm;\n",
" if (msg_handler) {\n",
" var messages = comm.messages[Symbol.asyncIterator]();\n",
" function processIteratorResult(result) {\n",
" var message = result.value;\n",
" var content = {data: message.data};\n",
" var metadata = message.metadata || {comm_id};\n",
" var msg = {content, metadata}\n",
" msg_handler(msg);\n",
" return messages.next().then(processIteratorResult);\n",
" }\n",
" return messages.next().then(processIteratorResult);\n",
" }\n",
" })\n",
" var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
" return comm_promise.then((comm) => {\n",
" comm.send(data, metadata, buffers, disposeOnDone);\n",
" });\n",
" };\n",
" var comm = {\n",
" send: sendClosure\n",
" };\n",
" }\n",
" window.PyViz.comms[comm_id] = comm;\n",
" return comm;\n",
" }\n",
" window.PyViz.comm_manager = new JupyterCommManager();\n",
" \n",
"\n",
"\n",
"var JS_MIME_TYPE = 'application/javascript';\n",
"var HTML_MIME_TYPE = 'text/html';\n",
"var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
"var CLASS_NAME = 'output';\n",
"\n",
"/**\n",
" * Render data to the DOM node\n",
" */\n",
"function render(props, node) {\n",
" var div = document.createElement(\"div\");\n",
" var script = document.createElement(\"script\");\n",
" node.appendChild(div);\n",
" node.appendChild(script);\n",
"}\n",
"\n",
"/**\n",
" * Handle when a new output is added\n",
" */\n",
"function handle_add_output(event, handle) {\n",
" var output_area = handle.output_area;\n",
" var output = handle.output;\n",
" if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
" return\n",
" }\n",
" var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
" var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
" if (id !== undefined) {\n",
" var nchildren = toinsert.length;\n",
" var html_node = toinsert[nchildren-1].children[0];\n",
" html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
" var scripts = [];\n",
" var nodelist = html_node.querySelectorAll(\"script\");\n",
" for (var i in nodelist) {\n",
" if (nodelist.hasOwnProperty(i)) {\n",
" scripts.push(nodelist[i])\n",
" }\n",
" }\n",
"\n",
" scripts.forEach( function (oldScript) {\n",
" var newScript = document.createElement(\"script\");\n",
" var attrs = [];\n",
" var nodemap = oldScript.attributes;\n",
" for (var j in nodemap) {\n",
" if (nodemap.hasOwnProperty(j)) {\n",
" attrs.push(nodemap[j])\n",
" }\n",
" }\n",
" attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
" newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
" oldScript.parentNode.replaceChild(newScript, oldScript);\n",
" });\n",
" if (JS_MIME_TYPE in output.data) {\n",
" toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
" }\n",
" output_area._hv_plot_id = id;\n",
" if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
" window.PyViz.plot_index[id] = Bokeh.index[id];\n",
" } else {\n",
" window.PyViz.plot_index[id] = null;\n",
" }\n",
" } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
" var bk_div = document.createElement(\"div\");\n",
" bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
" var script_attrs = bk_div.children[0].attributes;\n",
" for (var i = 0; i < script_attrs.length; i++) {\n",
" toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
" }\n",
" // store reference to server id on output_area\n",
" output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
" }\n",
"}\n",
"\n",
"/**\n",
" * Handle when an output is cleared or removed\n",
" */\n",
"function handle_clear_output(event, handle) {\n",
" var id = handle.cell.output_area._hv_plot_id;\n",
" var server_id = handle.cell.output_area._bokeh_server_id;\n",
" if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
" var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
" if (server_id !== null) {\n",
" comm.send({event_type: 'server_delete', 'id': server_id});\n",
" return;\n",
" } else if (comm !== null) {\n",
" comm.send({event_type: 'delete', 'id': id});\n",
" }\n",
" delete PyViz.plot_index[id];\n",
" if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
" var doc = window.Bokeh.index[id].model.document\n",
" doc.clear();\n",
" const i = window.Bokeh.documents.indexOf(doc);\n",
" if (i > -1) {\n",
" window.Bokeh.documents.splice(i, 1);\n",
" }\n",
" }\n",
"}\n",
"\n",
"/**\n",
" * Handle kernel restart event\n",
" */\n",
"function handle_kernel_cleanup(event, handle) {\n",
" delete PyViz.comms[\"hv-extension-comm\"];\n",
" window.PyViz.plot_index = {}\n",
"}\n",
"\n",
"/**\n",
" * Handle update_display_data messages\n",
" */\n",
"function handle_update_output(event, handle) {\n",
" handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
" handle_add_output(event, handle)\n",
"}\n",
"\n",
"function register_renderer(events, OutputArea) {\n",
" function append_mime(data, metadata, element) {\n",
" // create a DOM node to render to\n",
" var toinsert = this.create_output_subarea(\n",
" metadata,\n",
" CLASS_NAME,\n",
" EXEC_MIME_TYPE\n",
" );\n",
" this.keyboard_manager.register_events(toinsert);\n",
" // Render to node\n",
" var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
" render(props, toinsert[0]);\n",
" element.append(toinsert);\n",
" return toinsert\n",
" }\n",
"\n",
" events.on('output_added.OutputArea', handle_add_output);\n",
" events.on('output_updated.OutputArea', handle_update_output);\n",
" events.on('clear_output.CodeCell', handle_clear_output);\n",
" events.on('delete.Cell', handle_clear_output);\n",
" events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
"\n",
" OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
" safe: true,\n",
" index: 0\n",
" });\n",
"}\n",
"\n",
"if (window.Jupyter !== undefined) {\n",
" try {\n",
" var events = require('base/js/events');\n",
" var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
" if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
" register_renderer(events, OutputArea);\n",
" }\n",
" } catch(err) {\n",
" }\n",
"}\n"
],
"application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n let retries = 0;\n const open = () => {\n if (comm.active) {\n comm.open();\n } else if (retries > 3) {\n console.warn('Comm target never activated')\n } else {\n retries += 1\n setTimeout(open, 500)\n }\n }\n if (comm.active) {\n comm.open();\n } else {\n setTimeout(open, 500)\n }\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n })\n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"<div id='e0dd6e8a-3ecc-496a-a7fc-899af7e17c20'>\n",
" <div id=\"f4e63dc5-badb-4dc5-ac7e-5b433caed8ac\" data-root-id=\"e0dd6e8a-3ecc-496a-a7fc-899af7e17c20\" style=\"display: contents;\"></div>\n",
"</div>\n",
"<script type=\"application/javascript\">(function(root) {\n",
" var docs_json = {\"b3dae42d-b417-4447-a82f-342ae8daf054\":{\"version\":\"3.8.0\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"cd4b98e3-d802-45e7-97a9-8e19895349c6\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"0f408230-38dd-4594-ab83-4f4f065973f4\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"e0dd6e8a-3ecc-496a-a7fc-899af7e17c20\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"54af9b00-c59a-417d-a9d0-02c7f73a146a\",\"attributes\":{\"plot_id\":\"e0dd6e8a-3ecc-496a-a7fc-899af7e17c20\",\"comm_id\":\"81634519b9654608a05b191087698fef\",\"client_comm_id\":\"934e529cc9a3439ab2a0d457a32ab86e\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"start\",\"kind\":\"Any\",\"default\":0},{\"name\":\"end\",\"kind\":\"Any\",\"default\":100},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
" var render_items = [{\"docid\":\"b3dae42d-b417-4447-a82f-342ae8daf054\",\"roots\":{\"e0dd6e8a-3ecc-496a-a7fc-899af7e17c20\":\"f4e63dc5-badb-4dc5-ac7e-5b433caed8ac\"},\"root_ids\":[\"e0dd6e8a-3ecc-496a-a7fc-899af7e17c20\"]}];\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": "e0dd6e8a-3ecc-496a-a7fc-899af7e17c20"
}
},
"output_type": "display_data"
}
],
"source": [
"import fsspec\n",
"import xarray as xr\n",
"import pystac\n",
"import datetime\n",
"import cartopy.crs as ccrs\n",
"import hvplot.xarray"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "637a774f-729e-4e77-8392-8ced9bc48e6a",
"metadata": {},
"outputs": [],
"source": [
"storage_endpoint = 'https://usgs.osn.mghpcc.org'\n",
"storage_bucket = 'esip'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "bccbad9f-3380-4c57-a3b0-8b9a81173dbc",
"metadata": {},
"outputs": [],
"source": [
"fs = fsspec.filesystem('s3', anon=True, endpoint_url=storage_endpoint)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0121616e-38e8-4bd2-b581-de25c69797e1",
"metadata": {},
"outputs": [],
"source": [
"flist = fs.glob(f's3://{storage_bucket}/rsignell/cordex/arctic/*.nc')\n",
"flist = [f's3://{f}' for f in flist]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "72ff27fa-5b44-41e3-b327-1132c9ce3cf6",
"metadata": {},
"outputs": [],
"source": [
"ds = xr.open_dataset(fs.open(flist[0]))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "27a04ed0-4a59-409b-9d14-98cb9e25fe42",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
"<defs>\n",
"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
"<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
"<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
"<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
"</symbol>\n",
"<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
"<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
"<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
"<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",
"<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",
"</symbol>\n",
"</defs>\n",
"</svg>\n",
"<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
"\n",
":root {\n",
" --xr-font-color0: var(\n",
" --jp-content-font-color0,\n",
" var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
" );\n",
" --xr-font-color2: var(\n",
" --jp-content-font-color2,\n",
" var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
" );\n",
" --xr-font-color3: var(\n",
" --jp-content-font-color3,\n",
" var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
" );\n",
" --xr-border-color: var(\n",
" --jp-border-color2,\n",
" hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
" );\n",
" --xr-disabled-color: var(\n",
" --jp-layout-color3,\n",
" hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
" );\n",
" --xr-background-color: var(\n",
" --jp-layout-color0,\n",
" var(--pst-color-on-background, white)\n",
" );\n",
" --xr-background-color-row-even: var(\n",
" --jp-layout-color1,\n",
" hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
" );\n",
" --xr-background-color-row-odd: var(\n",
" --jp-layout-color2,\n",
" hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
" );\n",
"}\n",
"\n",
"html[theme=\"dark\"],\n",
"html[data-theme=\"dark\"],\n",
"body[data-theme=\"dark\"],\n",
"body.vscode-dark {\n",
" --xr-font-color0: var(\n",
" --jp-content-font-color0,\n",
" var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
" );\n",
" --xr-font-color2: var(\n",
" --jp-content-font-color2,\n",
" var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
" );\n",
" --xr-font-color3: var(\n",
" --jp-content-font-color3,\n",
" var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
" );\n",
" --xr-border-color: var(\n",
" --jp-border-color2,\n",
" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
" );\n",
" --xr-disabled-color: var(\n",
" --jp-layout-color3,\n",
" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
" );\n",
" --xr-background-color: var(\n",
" --jp-layout-color0,\n",
" var(--pst-color-on-background, #111111)\n",
" );\n",
" --xr-background-color-row-even: var(\n",
" --jp-layout-color1,\n",
" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
" );\n",
" --xr-background-color-row-odd: var(\n",
" --jp-layout-color2,\n",
" hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
" );\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block !important;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
" line-height: 1.6;\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-obj-name,\n",
".xr-group-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-group-name::before {\n",
" content: \"📁\";\n",
" padding-right: 0.3em;\n",
"}\n",
"\n",
".xr-group-name,\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",
" margin-block-start: 0;\n",
" margin-block-end: 0;\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",
" margin: 0;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
" border: 2px solid transparent !important;\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:focus + label {\n",
" border: 2px solid var(--xr-font-color0) !important;\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: \"►\";\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: \"▼\";\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
"}\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-top: 4px;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-group-box {\n",
" display: inline-grid;\n",
" grid-template-columns: 0px 20px auto;\n",
" width: 100%;\n",
"}\n",
"\n",
".xr-group-box-vline {\n",
" grid-column-start: 1;\n",
" border-right: 0.2em solid;\n",
" border-color: var(--xr-border-color);\n",
" width: 0px;\n",
"}\n",
"\n",
".xr-group-box-hline {\n",
" grid-column-start: 2;\n",
" grid-row-start: 1;\n",
" height: 1em;\n",
" width: 20px;\n",
" border-bottom: 0.2em solid;\n",
" border-color: var(--xr-border-color);\n",
"}\n",
"\n",
".xr-group-box-contents {\n",
" grid-column-start: 3;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: \"(\";\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: \")\";\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: \",\";\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" border-color: var(--xr-background-color-row-odd);\n",
" margin-bottom: 0;\n",
" padding-top: 2px;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
" border-color: var(--xr-background-color-row-even);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" border-top: 2px dotted var(--xr-background-color);\n",
" padding-bottom: 20px !important;\n",
" padding-top: 10px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in + label,\n",
".xr-var-data-in + label,\n",
".xr-index-data-in + label {\n",
" padding: 0 1px;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-data > pre,\n",
".xr-index-data > pre,\n",
".xr-var-data > table > tbody > tr {\n",
" background-color: transparent !important;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
".xr-var-data-in:checked + label > .xr-icon-database,\n",
".xr-index-data-in:checked + label > .xr-icon-database {\n",
" color: var(--xr-font-color0);\n",
" filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
" stroke-width: 0.8px;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 113MB\n",
"Dimensions: (time: 1826, bnds: 2, rlat: 133, rlon: 116)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 15kB 2006-01-01T12:00:00 ... 2010-12-...\n",
" * rlat (rlat) float64 1kB -24.2 -23.76 -23.32 ... 33.0 33.44 33.88\n",
" * rlon (rlon) float64 928B -22.88 -22.44 -22.0 ... 26.84 27.28 27.72\n",
" height float64 8B ...\n",
" lon (rlat, rlon) float64 123kB ...\n",
" lat (rlat, rlon) float64 123kB ...\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
" time_bnds (time, bnds) datetime64[ns] 29kB ...\n",
" rotated_pole |S1 1B ...\n",
" tasmax (time, rlat, rlon) float32 113MB ...\n",
"Attributes: (12/22)\n",
" Conventions: CF-1.4\n",
" contact: rossby.cordex@smhi.se\n",
" creation_date: 2013-06-20-T22:16:58Z\n",
" experiment: RCP8.5\n",
" experiment_id: rcp85\n",
" driving_experiment: ICHEC-EC-EARTH, rcp85, r12i1p1\n",
" ... ...\n",
" product: output\n",
" references: http://www.smhi.se/en/Research/Research-d...\n",
" tracking_id: 3f965fbb-e4b1-4835-a0e3-c0150e715af9\n",
" rossby_comment: 201307: CORDEX Arctic 0.44 deg | RCA4 v1 ...\n",
" rossby_run_id: 201307\n",
" rossby_grib_path: /nobackup/rossby16/rossby/joint_exp/corde...</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-d97decf9-ea5d-4a9e-a69b-9e4e75b418a5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d97decf9-ea5d-4a9e-a69b-9e4e75b418a5' 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>: 1826</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>rlat</span>: 133</li><li><span class='xr-has-index'>rlon</span>: 116</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-adbe2269-56b8-4c77-8a41-be18a0ecb9d7' class='xr-section-summary-in' type='checkbox' checked><label for='section-adbe2269-56b8-4c77-8a41-be18a0ecb9d7' class='xr-section-summary' >Coordinates: <span>(6)</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'>2006-01-01T12:00:00 ... 2010-12-...</div><input id='attrs-3c6a3c7b-36e0-4f9a-924d-d8bc2e982697' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c6a3c7b-36e0-4f9a-924d-d8bc2e982697' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-276360bb-69af-47bb-bc43-7cb2a0f19f2e' class='xr-var-data-in' type='checkbox'><label for='data-276360bb-69af-47bb-bc43-7cb2a0f19f2e' 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>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2006-01-01T12:00:00.000000000&#x27;, &#x27;2006-01-02T12:00:00.000000000&#x27;,\n",
" &#x27;2006-01-03T12:00:00.000000000&#x27;, ..., &#x27;2010-12-29T12:00:00.000000000&#x27;,\n",
" &#x27;2010-12-30T12:00:00.000000000&#x27;, &#x27;2010-12-31T12:00:00.000000000&#x27;],\n",
" shape=(1826,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rlat</span></div><div class='xr-var-dims'>(rlat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-24.2 -23.76 -23.32 ... 33.44 33.88</div><input id='attrs-57c38393-6cff-4236-b8ec-ed817b04ad42' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57c38393-6cff-4236-b8ec-ed817b04ad42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-204c371e-b46f-451d-9352-2b03ee58bc33' class='xr-var-data-in' type='checkbox'><label for='data-204c371e-b46f-451d-9352-2b03ee58bc33' 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>standard_name :</span></dt><dd>grid_latitude</dd><dt><span>long_name :</span></dt><dd>latitude in rotated pole grid</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-24.2 , -23.76, -23.32, -22.88, -22.44, -22. , -21.56, -21.12, -20.68,\n",
" -20.24, -19.8 , -19.36, -18.92, -18.48, -18.04, -17.6 , -17.16, -16.72,\n",
" -16.28, -15.84, -15.4 , -14.96, -14.52, -14.08, -13.64, -13.2 , -12.76,\n",
" -12.32, -11.88, -11.44, -11. , -10.56, -10.12, -9.68, -9.24, -8.8 ,\n",
" -8.36, -7.92, -7.48, -7.04, -6.6 , -6.16, -5.72, -5.28, -4.84,\n",
" -4.4 , -3.96, -3.52, -3.08, -2.64, -2.2 , -1.76, -1.32, -0.88,\n",
" -0.44, 0. , 0.44, 0.88, 1.32, 1.76, 2.2 , 2.64, 3.08,\n",
" 3.52, 3.96, 4.4 , 4.84, 5.28, 5.72, 6.16, 6.6 , 7.04,\n",
" 7.48, 7.92, 8.36, 8.8 , 9.24, 9.68, 10.12, 10.56, 11. ,\n",
" 11.44, 11.88, 12.32, 12.76, 13.2 , 13.64, 14.08, 14.52, 14.96,\n",
" 15.4 , 15.84, 16.28, 16.72, 17.16, 17.6 , 18.04, 18.48, 18.92,\n",
" 19.36, 19.8 , 20.24, 20.68, 21.12, 21.56, 22. , 22.44, 22.88,\n",
" 23.32, 23.76, 24.2 , 24.64, 25.08, 25.52, 25.96, 26.4 , 26.84,\n",
" 27.28, 27.72, 28.16, 28.6 , 29.04, 29.48, 29.92, 30.36, 30.8 ,\n",
" 31.24, 31.68, 32.12, 32.56, 33. , 33.44, 33.88])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rlon</span></div><div class='xr-var-dims'>(rlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-22.88 -22.44 -22.0 ... 27.28 27.72</div><input id='attrs-614ef6ae-bda2-403a-ba02-e0f7829276f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-614ef6ae-bda2-403a-ba02-e0f7829276f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14b667a1-b461-4d09-9c15-459393c5bee0' class='xr-var-data-in' type='checkbox'><label for='data-14b667a1-b461-4d09-9c15-459393c5bee0' 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>standard_name :</span></dt><dd>grid_longitude</dd><dt><span>long_name :</span></dt><dd>longitude in rotated pole grid</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-22.88, -22.44, -22. , -21.56, -21.12, -20.68, -20.24, -19.8 , -19.36,\n",
" -18.92, -18.48, -18.04, -17.6 , -17.16, -16.72, -16.28, -15.84, -15.4 ,\n",
" -14.96, -14.52, -14.08, -13.64, -13.2 , -12.76, -12.32, -11.88, -11.44,\n",
" -11. , -10.56, -10.12, -9.68, -9.24, -8.8 , -8.36, -7.92, -7.48,\n",
" -7.04, -6.6 , -6.16, -5.72, -5.28, -4.84, -4.4 , -3.96, -3.52,\n",
" -3.08, -2.64, -2.2 , -1.76, -1.32, -0.88, -0.44, 0. , 0.44,\n",
" 0.88, 1.32, 1.76, 2.2 , 2.64, 3.08, 3.52, 3.96, 4.4 ,\n",
" 4.84, 5.28, 5.72, 6.16, 6.6 , 7.04, 7.48, 7.92, 8.36,\n",
" 8.8 , 9.24, 9.68, 10.12, 10.56, 11. , 11.44, 11.88, 12.32,\n",
" 12.76, 13.2 , 13.64, 14.08, 14.52, 14.96, 15.4 , 15.84, 16.28,\n",
" 16.72, 17.16, 17.6 , 18.04, 18.48, 18.92, 19.36, 19.8 , 20.24,\n",
" 20.68, 21.12, 21.56, 22. , 22.44, 22.88, 23.32, 23.76, 24.2 ,\n",
" 24.64, 25.08, 25.52, 25.96, 26.4 , 26.84, 27.28, 27.72])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1c78bd80-4f05-4aaa-b0a8-82737ee81aa6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c78bd80-4f05-4aaa-b0a8-82737ee81aa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d52f866-f398-46be-ba9c-d4ffff3bd26d' class='xr-var-data-in' type='checkbox'><label for='data-5d52f866-f398-46be-ba9c-d4ffff3bd26d' 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>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(rlat, rlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-23e73e41-f2ab-4708-a54d-ddc67735f69f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23e73e41-f2ab-4708-a54d-ddc67735f69f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5983185a-86d4-492e-bc82-b015fb1b1f10' class='xr-var-data-in' type='checkbox'><label for='data-5983185a-86d4-492e-bc82-b015fb1b1f10' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>[15428 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(rlat, rlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-eb831c16-34b4-4bb8-b125-08e0e8c226a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb831c16-34b4-4bb8-b125-08e0e8c226a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e5060c8-5c00-400b-8203-25ce8b08e6dd' class='xr-var-data-in' type='checkbox'><label for='data-0e5060c8-5c00-400b-8203-25ce8b08e6dd' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>[15428 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-467da887-fecb-4955-8bd9-3ab818b6855f' class='xr-section-summary-in' type='checkbox' checked><label for='section-467da887-fecb-4955-8bd9-3ab818b6855f' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8cfcf5ac-8838-4481-a509-cf9044e0c485' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8cfcf5ac-8838-4481-a509-cf9044e0c485' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22818a6f-2249-4f40-a3d0-1dd4488c0139' class='xr-var-data-in' type='checkbox'><label for='data-22818a6f-2249-4f40-a3d0-1dd4488c0139' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[3652 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rotated_pole</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4bda18ea-eb12-4472-b485-3411bbbec9d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4bda18ea-eb12-4472-b485-3411bbbec9d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96b0b217-fa3c-4549-9e69-0d0692f92c83' class='xr-var-data-in' type='checkbox'><label for='data-96b0b217-fa3c-4549-9e69-0d0692f92c83' 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>grid_mapping_name :</span></dt><dd>rotated_latitude_longitude</dd><dt><span>grid_north_pole_latitude :</span></dt><dd>6.55</dd><dt><span>grid_north_pole_longitude :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=|S1]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, rlat, rlon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-78d06461-da4c-4675-a81d-90e87a00807b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-78d06461-da4c-4675-a81d-90e87a00807b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c91cc17-4cea-44ab-8ef4-6fb840839b84' class='xr-var-data-in' type='checkbox'><label for='data-8c91cc17-4cea-44ab-8ef4-6fb840839b84' 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>grid_mapping :</span></dt><dd>rotated_pole</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Daily Maximum Near-Surface Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: maximum</dd></dl></div><div class='xr-var-data'><pre>[28171528 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1cc5a877-3f1a-4b6f-bc68-248c2d26de5f' class='xr-section-summary-in' type='checkbox' ><label for='section-1cc5a877-3f1a-4b6f-bc68-248c2d26de5f' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>contact :</span></dt><dd>rossby.cordex@smhi.se</dd><dt><span>creation_date :</span></dt><dd>2013-06-20-T22:16:58Z</dd><dt><span>experiment :</span></dt><dd>RCP8.5</dd><dt><span>experiment_id :</span></dt><dd>rcp85</dd><dt><span>driving_experiment :</span></dt><dd>ICHEC-EC-EARTH, rcp85, r12i1p1</dd><dt><span>driving_model_id :</span></dt><dd>ICHEC-EC-EARTH</dd><dt><span>driving_model_ensemble_member :</span></dt><dd>r12i1p1</dd><dt><span>driving_experiment_name :</span></dt><dd>rcp85</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>institution :</span></dt><dd>Swedish Meteorological and Hydrological Institute, Rossby Centre</dd><dt><span>institute_id :</span></dt><dd>SMHI</dd><dt><span>model_id :</span></dt><dd>SMHI-RCA4</dd><dt><span>rcm_version_id :</span></dt><dd>v1</dd><dt><span>project_id :</span></dt><dd>CORDEX</dd><dt><span>CORDEX_domain :</span></dt><dd>ARC-44</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>references :</span></dt><dd>http://www.smhi.se/en/Research/Research-departments/climate-research-rossby-centre</dd><dt><span>tracking_id :</span></dt><dd>3f965fbb-e4b1-4835-a0e3-c0150e715af9</dd><dt><span>rossby_comment :</span></dt><dd>201307: CORDEX Arctic 0.44 deg | RCA4 v1 | ICHEC-EC-EARTH | r12i1p1 | rcp85 | L40</dd><dt><span>rossby_run_id :</span></dt><dd>201307</dd><dt><span>rossby_grib_path :</span></dt><dd>/nobackup/rossby16/rossby/joint_exp/cordex/201307/raw/</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset> Size: 113MB\n",
"Dimensions: (time: 1826, bnds: 2, rlat: 133, rlon: 116)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 15kB 2006-01-01T12:00:00 ... 2010-12-...\n",
" * rlat (rlat) float64 1kB -24.2 -23.76 -23.32 ... 33.0 33.44 33.88\n",
" * rlon (rlon) float64 928B -22.88 -22.44 -22.0 ... 26.84 27.28 27.72\n",
" height float64 8B ...\n",
" lon (rlat, rlon) float64 123kB ...\n",
" lat (rlat, rlon) float64 123kB ...\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
" time_bnds (time, bnds) datetime64[ns] 29kB ...\n",
" rotated_pole |S1 1B ...\n",
" tasmax (time, rlat, rlon) float32 113MB ...\n",
"Attributes: (12/22)\n",
" Conventions: CF-1.4\n",
" contact: rossby.cordex@smhi.se\n",
" creation_date: 2013-06-20-T22:16:58Z\n",
" experiment: RCP8.5\n",
" experiment_id: rcp85\n",
" driving_experiment: ICHEC-EC-EARTH, rcp85, r12i1p1\n",
" ... ...\n",
" product: output\n",
" references: http://www.smhi.se/en/Research/Research-d...\n",
" tracking_id: 3f965fbb-e4b1-4835-a0e3-c0150e715af9\n",
" rossby_comment: 201307: CORDEX Arctic 0.44 deg | RCA4 v1 ...\n",
" rossby_run_id: 201307\n",
" rossby_grib_path: /nobackup/rossby16/rossby/joint_exp/corde..."
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "5a94769f-546f-45e9-841d-859f1f200416",
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"<div id='9d98e52d-4a5a-4746-92cd-176c3a704c95'>\n",
" <div id=\"a695c918-a74e-4def-bed9-b8c946729722\" data-root-id=\"9d98e52d-4a5a-4746-92cd-176c3a704c95\" style=\"display: contents;\"></div>\n",
"</div>\n",
"<script type=\"application/javascript\">(function(root) {\n",
" var docs_json = {\"56ddd1d4-441c-4ae4-a7ac-b3f61f286e2c\":{\"version\":\"3.8.0\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"17673c61-7f78-4241-9dbd-5f7458fd25bb\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"f5baad7a-07d6-4fab-9a4a-b813576e00c0\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"9d98e52d-4a5a-4746-92cd-176c3a704c95\",\"attributes\":{\"name\":\"Row00392\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n background-color: #c3c3c3;\\n mask-size: auto calc(min(50%, 300px));\\n -webkit-mask-size: auto calc(min(50%, 300px));\\n}\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"9ccca725-33a5-4db7-8adc-6bd3a4ef3e64\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.8.2/dist/css/loading.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"b2f7d8f9-d34d-4a01-ac16-6c4a5d26becd\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.8.2/dist/css/listpanel.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"60cd4715-fd86-429b-a4e0-88ec150a41f8\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.8.2/dist/bundled/theme/default.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"a0e49ca9-9213-4150-907f-fade638d83dc\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.8.2/dist/bundled/theme/native.css\"}}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"d647dce1-3f5b-4722-be58-42082ee0dec5\",\"attributes\":{\"name\":\"HSpacer00396\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n background-color: #c3c3c3;\\n mask-size: auto calc(min(50%, 300px));\\n -webkit-mask-size: auto calc(min(50%, 300px));\\n}\",{\"id\":\"9ccca725-33a5-4db7-8adc-6bd3a4ef3e64\"},{\"id\":\"60cd4715-fd86-429b-a4e0-88ec150a41f8\"},{\"id\":\"a0e49ca9-9213-4150-907f-fade638d83dc\"}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}},{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"34d62b89-00e7-4fc0-9187-8f7c0976ae25\",\"attributes\":{\"subscribed_events\":{\"type\":\"set\",\"entries\":[\"rangesupdate\"]},\"width\":null,\"height\":null,\"margin\":[5,10],\"sizing_mode\":\"fixed\",\"align\":\"start\",\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"cbe68083-5be8-4279-8680-9899747c904f\",\"attributes\":{\"name\":\"rlon\",\"tags\":[[[\"longitude in rotated pole grid\",\"degrees\"]],[]],\"start\":-3201110.5976137863,\"end\":2557973.489342896,\"reset_start\":-3201110.5976137863,\"reset_end\":2557973.489342896}},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"b6b9bc50-bba6-4c05-a890-2a7e42267b28\",\"attributes\":{\"name\":\"rlat\",\"tags\":[[[\"latitude in rotated pole grid\",\"degrees\"]],{\"type\":\"map\",\"entries\":[[\"invert_yaxis\",false],[\"autorange\",false]]}],\"start\":-3379817.82718308,\"end\":3664759.1177903963,\"reset_start\":-3379817.82718308,\"reset_end\":3664759.1177903963}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"9e4bd9fe-93d7-440e-9fdc-b376c476911e\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"5322385e-073e-4565-a42d-891c81afb115\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"480d8c5e-1401-47f5-9470-e8b019123aaf\",\"attributes\":{\"text\":\"height = 2.0 [m], time = 2010-12-31T12:00:00\",\"text_color\":\"black\",\"text_font_size\":\"12pt\"}},\"outline_line_alpha\":0,\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"c0c3840d-d378-4997-8d3d-5af92438cfde\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"118e4c99-a993-4cbf-b594-d8dc3c4bfc7f\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"b3c85919-2f2b-4ada-8fb1-48adc5d66234\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"22fb4697-fe9a-4429-901a-e5ca219495c1\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",[-3201110.597613663]],[\"y\",[-3379817.827183268]],[\"dw\",[5759084.086956435]],[\"dh\",[7044576.9449738525]],[\"image\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[133,116],\"dtype\":\"float32\",\"order\":\"little\"}]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"d2ef14b8-f3e3-4b9f-bffd-d1a8eec4a3ef\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"72d40deb-1c81-455b-87f5-9b00543aaf21\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"9e4510bb-a412-4060-8a02-2689cb77fc4e\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"type\":\"object\",\"name\":\"LinearColorMapper\",\"id\":\"6bdda4eb-b48a-451b-a751-dd2eaf2a0a22\",\"attributes\":{\"palette\":[\"#30123b\",\"#311542\",\"#32184a\",\"#341b51\",\"#351e58\",\"#36215f\",\"#372365\",\"#38266c\",\"#392972\",\"#3a2c79\",\"#3b2f7f\",\"#3c3285\",\"#3c358b\",\"#3d3791\",\"#3e3a96\",\"#3f3d9c\",\"#4040a1\",\"#4043a6\",\"#4145ab\",\"#4148b0\",\"#424bb5\",\"#434eba\",\"#4350be\",\"#4353c2\",\"#4456c7\",\"#4458cb\",\"#455bce\",\"#455ed2\",\"#4560d6\",\"#4563d9\",\"#4666dd\",\"#4668e0\",\"#466be3\",\"#466de6\",\"#4670e8\",\"#4673eb\",\"#4675ed\",\"#4678f0\",\"#467af2\",\"#467df4\",\"#467ff6\",\"#4682f8\",\"#4584f9\",\"#4587fb\",\"#4589fc\",\"#448cfd\",\"#438efd\",\"#4291fe\",\"#4193fe\",\"#4096fe\",\"#3f98fe\",\"#3e9bfe\",\"#3c9dfd\",\"#3ba0fc\",\"#39a2fc\",\"#38a5fb\",\"#36a8f9\",\"#34aaf8\",\"#33acf6\",\"#31aff5\",\"#2fb1f3\",\"#2db4f1\",\"#2bb6ef\",\"#2ab9ed\",\"#28bbeb\",\"#26bde9\",\"#25c0e6\",\"#23c2e4\",\"#21c4e1\",\"#20c6df\",\"#1ec9dc\",\"#1dcbda\",\"#1ccdd7\",\"#1bcfd4\",\"#1ad1d2\",\"#19d3cf\",\"#18d5cc\",\"#18d7ca\",\"#17d9c7\",\"#17dac4\",\"#17dcc2\",\"#17debf\",\"#18e0bd\",\"#18e1ba\",\"#19e3b8\",\"#1ae4b6\",\"#1be5b4\",\"#1de7b1\",\"#1ee8af\",\"#20e9ac\",\"#22eba9\",\"#24eca6\",\"#27eda3\",\"#29eea0\",\"#2cef9d\",\"#2ff09a\",\"#32f197\",\"#35f394\",\"#38f491\",\"#3bf48d\",\"#3ff58a\",\"#42f687\",\"#46f783\",\"#4af880\",\"#4df97c\",\"#51f979\",\"#55fa76\",\"#59fb72\",\"#5dfb6f\",\"#61fc6c\",\"#65fc68\",\"#69fd65\",\"#6dfd62\",\"#71fd5f\",\"#74fe5c\",\"#78fe59\",\"#7cfe56\",\"#80fe53\",\"#84fe50\",\"#87fe4d\",\"#8bfe4b\",\"#8efe48\",\"#92fe46\",\"#95fe44\",\"#98fe42\",\"#9bfd40\",\"#9efd3e\",\"#a1fc3d\",\"#a4fc3b\",\"#a6fb3a\",\"#a9fb39\",\"#acfa37\",\"#aef937\",\"#b1f836\",\"#b3f835\",\"#b6f735\",\"#b9f534\",\"#bbf434\",\"#bef334\",\"#c0f233\",\"#c3f133\",\"#c5ef33\",\"#c8ee33\",\"#caed33\",\"#cdeb34\",\"#cfea34\",\"#d1e834\",\"#d4e735\",\"#d6e535\",\"#d8e335\",\"#dae236\",\"#dde036\",\"#dfde36\",\"#e1dc37\",\"#e3da37\",\"#e5d838\",\"#e7d738\",\"#e8d538\",\"#ead339\",\"#ecd139\",\"#edcf39\",\"#efcd39\",\"#f0cb3a\",\"#f2c83a\",\"#f3c63a\",\"#f4c43a\",\"#f6c23a\",\"#f7c039\",\"#f8be39\",\"#f9bc39\",\"#f9ba38\",\"#fab737\",\"#fbb537\",\"#fbb336\",\"#fcb035\",\"#fcae34\",\"#fdab33\",\"#fda932\",\"#fda631\",\"#fda330\",\"#fea12f\",\"#fe9e2e\",\"#fe9b2d\",\"#fe982c\",\"#fd952b\",\"#fd9229\",\"#fd8f28\",\"#fd8c27\",\"#fc8926\",\"#fc8624\",\"#fb8323\",\"#fb8022\",\"#fa7d20\",\"#fa7a1f\",\"#f9771e\",\"#f8741c\",\"#f7711b\",\"#f76e1a\",\"#f66b18\",\"#f56817\",\"#f46516\",\"#f36315\",\"#f26014\",\"#f15d13\",\"#ef5a11\",\"#ee5810\",\"#ed550f\",\"#ec520e\",\"#ea500d\",\"#e94d0d\",\"#e84b0c\",\"#e6490b\",\"#e5460a\",\"#e3440a\",\"#e24209\",\"#e04008\",\"#de3e08\",\"#dd3c07\",\"#db3a07\",\"#d93806\",\"#d73606\",\"#d63405\",\"#d43205\",\"#d23005\",\"#d02f04\",\"#ce2d04\",\"#cb2b03\",\"#c92903\",\"#c72803\",\"#c52602\",\"#c32402\",\"#c02302\",\"#be2102\",\"#bb1f01\",\"#b91e01\",\"#b61c01\",\"#b41b01\",\"#b11901\",\"#ae1801\",\"#ac1601\",\"#a91501\",\"#a61401\",\"#a31201\",\"#a01101\",\"#9d1001\",\"#9a0e01\",\"#970d01\",\"#940c01\",\"#910b01\",\"#8e0a01\",\"#8b0901\",\"#870801\",\"#840701\",\"#810602\",\"#7d0502\",\"#7a0402\"],\"nan_color\":\"rgba(0, 0, 0, 0)\",\"low\":-61.8623046875,\"high\":61.8623046875}}}},\"selection_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"3cd2430a-fd88-41d3-8e01-9e728d612564\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":1.0},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"6bdda4eb-b48a-451b-a751-dd2eaf2a0a22\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"f50c4b0a-1ae5-4384-8322-b1ca3f312272\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":0.1},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"6bdda4eb-b48a-451b-a751-dd2eaf2a0a22\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"1c824da6-44c4-47c1-b1ce-40cf382f8ebb\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":0.2},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"6bdda4eb-b48a-451b-a751-dd2eaf2a0a22\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"7b897170-2491-4ecb-b32a-8b6f76cd572f\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"3877f0b7-d5f2-4ab9-9894-b040ab7e20c1\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"dc531583-e55c-424c-9bb6-9813a1f58b1b\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"2a87a83f-9a64-4c2b-993e-a43fd09cac0d\"},\"data\":{\"type\":\"map\",\"entries\":[[\"xs\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9ua237tQaX0wSV7Qu7oBEgfVP0r6HeyRf6gb/aWpYl6KgeVuae1/k9SPzjthIBHxn2Vg+0L3678lq568O+H9Xdy/isezDUujvqsonAwO0OIh3WTzMHoI7G3JsyUOLgVai4AXehFRWAAAAA=\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[67],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[46],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5voY6dZucHy4LnzOZPOh1sd7K5dF+ynYXVQpKmy/v9Sy4NWW14tmvrM4mBE19RNrvUWB52FS09tULQ8OBGqDwD1Uo9eQAAAAA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1P6kFM6ydf04HWmm/mS4aYH11+JLTmuZXpw8vRfF0rWmhx8sNWXa9ZRk4PProiY/ZI2PagEVQ8AIcqikjgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1s7S8ChQ8j44Cpm6ysPthoflF2/XPRzoMnBYP/HuQfmmByMXbo3wlTX5KDME7G9jC3GB3tzxDYeOWd08P5pk3n1740OroXqBwBjq+sNSAAAAA==\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHgAB//6w5Ac9y+OsGaMikqo4s6wZR+LIG69jnBuupBn7UBOcFJYzrzriU4weNnqKqCXjfBA7jS0y8WN8HuQhXXooA2wa/D4d450TXBtoQfCVMBNsHiWzvGAZc2wX+RM0sFnzbBErBe2DMyN8HJ4iJv+tc3wUuEtfj3PDjBlSn7uJelOMFq41ZwNLU4wfec7Usd0jjBez3/z+BkOMH/Bp2CTyc4wVkqp5ZNLTjBvBNbg7++OMH+Y+dO8m45weAvf+2a7znByKaIb9poOsGM1ZAr7EY6wc/VpgSxqjrB6w5Ac9y+OsEBSKAB4AAAAA==\"},\"shape\":[28],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zu/USS346HRQa9HCd8D/I0PNqvxnDh2wPjgA8+ihqDvxgdfcEd3R9saH9SRtj5addPo4HmoegDp+NNVOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wvb+f9U8H3Dg3JqzZzPI40OHtojvSq31ejgwlN8v+b7GR1UN45Xlhc1Onhya5Yt3x7Dg2FQ9QBHKhUsOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+NpX9StwJxw8DGDy6Jvn+IPru9/P7GVKeHgwsuld/bIJhzccvN5p61pwkGJr1mLmb0SDrYVXPIL0U44WLs9seaPdMJBHqh+AESi/6RIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3M7UHLWWSzxYGdZq/IZwcSDr0Pc1aOkEw9OeP+6X1cv8aCEiarSTJvEg/OtFmQU+yce3H/9yhIpn8SDCy5ZnOW3SDx49L9s8XHlxIMqs1LbY8UTD7pBzQMAFGGKAFgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wFQAa/+PoL4w1jHX8E8tU7ztcBfwYFDBoHSsF/Bvq2zo93NX8Fej3Yhg/tfwdHt8xnez1/Bjw/4q0fpX8GLkqNrzxZgwdnvJdMKL2DBvIYUBDYoYMF/IkJIFi1gwR7YGkcmRGDBmRG+xko5YME2ePSCq0lgwU101ng2XmDBjXA3OXd1YMHXd9MGWYZgwWEwczHhjGDBZiwCHPysYMHlxX3hLnZgwVE7YfyuaGDBXggHCa9tYMFRwrPBa1xgwVcy3IavM2DBFGaPDKo+YMH5ERfdFTZgwTWlOluCKWDBiFlEcR8sYMHmrR9siiBgwSPQDSFsCWDByUPf3v4OYMH88RiPkT1gwcHw4u/5QWDB2xSM+yFWYME56X9fTmJgwZ8ZrT2/XWDBOt3TjwhCYMHHfMhgZSRgwYyC/py9D2DBem7NKA75X8E28a/R1txfwT6C+MNYx1/Bu/nNiFABAAA=\"},\"shape\":[42],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEIAff+QuVgxWc9TMG/HI0XHutMwXmnxCnE103BjAMxFUtZTcGDYP1PHElNwWwZlV6fr03BDGLnbC6WTcH1ug1/LDpNwZxvrAYWGU3B+cTeNSPJTcEF2YQKb2JNwfPY41oRv03BLmbL3gYbTsFj2+/vVvZOwS5xPiKlLE/BJuE1eV9JT8HqD1p0wY1OwWGKZ46Yj07BaYfsqriyT8E6R8HaWuVPwZb1qBsWQE/BZwlvRUZpT8FFY67XKtlPwbnxroiDP1DBXrpU11EmUME4QBdjDMxPwYmrUPU+t0/ByW5KJ2XwTsH24fgJKk1Nwc6ZBrZfpEzBCMOiayQVTMEncavLO/ZLwULlYMVnPUzBbl0qNggBAAA=\"},\"shape\":[33],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5sQLXlNNMv14HKHBWtmrHY9KM+ud+HnI9eDHyqeh1X6uh1cKmwZX23gdjDr7IPjrfluB18uPux3+KjbQS4H5sh3S4Hi3u6KvW5uB/m+JGdKnHY7eLgi7v1dP/eD/jdby/OB/DlvbjKee+l20Gy2oGlbMVDfrbV7H+5zPXjnG9dsuTcuB2PCOc3CfrocfBtwrOlgtOvBG3ONfpmYuB6cAHUXADlAXsqgAAAA\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[73],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+uxOafsJW99kM2saJKQnfVBjZyCdv0N1gflxI/vDbewPZhco7l9b7vtwaMbMufrn7Y7WO2iyBW81u7g5OhLAt/lbA8as5mu+eBkczCY49yy2F7rgz1Q8wBXKw6fWAAAAA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wF4AIf/VI0nfjMzPcH2xWIJwPk7wRmHQxmdQjvB6wUXEBW4O8EmNzsGaqA7wewOv6mMJDzB7DXLy2HoPMEXsYusMMA9we2UEWWqTD/B+k08gsLZP8HuOcbmkJ8/wXuZwayy5j7BnQLM0YRePcHit9/BXMc8wVSNJ34zMz3B3I+YwXgAAAA=\"},\"shape\":[15],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGwAE//5vEe6UMUN8GT5/YMN+o2wTVIi01hHDfBU4BhcF/yN8HeshCEgqk4wdBzPC0ucjjBK+E2MG+7OMEazcEWx304wQDTjqM/8zfB5iuo8mqbN8GrI1DMnfk2wQ9ghiO0ajbBcg8doSwtNcFSwbZTuug0wWsjvhPw6DXBWjXwZKgjN8FgG6vAXoU3wWnzhtjpwjXBRaNchbxLNcECkNtCV541wVeF2rNlcTbB5vEe6UMUN8FK1DnusAAAAA==\"},\"shape\":[22],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wufHZHQ+8P4YM4t/8lCtsYHo9m+X9q+yuhgpdndxGVfjQ72CTRr7PpmdNCI+WUTi6LJQZmzOx4eajM5ePflfCXXXJODYX4yNR5bTA6eS968/8U0k4PhUPMAkPVjZFgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGIAHf/+tUVMiW5NsEr0eZeFWA3wQ4MWRywCjjBLHqbqGezOMHW+fngkpY5wa396o22tDnBIdawZSgyOsHZpnlq5ew6wdaAo1wnlTvBrnbn89SDO8EyTlTLwLU6wXIGmoqMOTnBbgct+lrCOMGErKTfFe03wfkzmx35OTfBRMx5oHMVNsH61RUyJbk2wUrBAVuIAAAA\"},\"shape\":[17],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/ysVMNn9VVnj4CGpp34nZmse9JtreKRTXuugR+SvHm9tzYP+fsuO6V9XP3hYOum4YrfawVKoegDFVxMAOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1M/bf2t1tLy4JIt775z3bE8WMotmtBSZ3Vw88v1bbcVrQ7+3fhkw58uy4OPFlcsqrlncdDx5ZaQbdEWB1VkWbctf2hxUB2qHwDh/yB2SAAAAA==\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7v/ZfmThY7uB/elJtV19bkfFK2wWp1v63GQsZXtZKyK58HHETdaV//xOMjtKrSxNM/joFTrvelHvrsfPNP6SJ+p3/1gw+Xiyyv03Q8yBtRsm/bX7eB9qHkAfhKpIFgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7N98ah4wlefg09FRJ3XNvke9HBgYOM38juo/maGfNlJv4Mem7UjmXb4HXS6sGGywkHfgwqRiXM9Y30PPmZmmct+yOfg5Q/PNaZW+Bx8ru90/OBH74O64gsvuSR7H+xUfndf3d77oOLC2KXzznofPKXzSVle1eegc4SbSOhEn4O2UHsBvWhkQYAAAAA=\"},\"shape\":[16],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/6ufJ/J2pYrUwVDf3P4UL5mDSa9/le5WkjtoF8O4JrVR4aD5mtNHFLWVDi4Wl7NSl1U6yLZ6vlM4t+LBc8JTPsnEyx+MqzAovftB9iD/MrcFSw2lD+qoHI/YFC51sB5qLgC3OAdVYAAAAA==\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wtZzvblwDzDgz25PrstGI0OTr2cP0f3HJCundoSvcL4oOH8pSsXJJscjHza/+GHuMnBWd4inuy5xgfdbRZNENI1PniZI93002Gjg6v1/R59cDI6GAI1DwDA7DnzWAAAAA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5vDZ/0jJ9zb0e+dGeuGB96OpqsfJGdH+ziWbFD6eEHex7H/gcyN3Bgfx1lTFQ/uuO7t6FakExKb5u14kPlMUtQ/L8daplU6PAnejnOg5gAA2agMbFAAAAA=\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9u6yK75hJ+b45d5Enm+kW6OrnWXNBbbuDruabjcuVnb1TG59uGm2VIujhuM2c2+Cro4mrPbefgvd3HkXRtTs87e1bHUgpeR/b6rY8DybV8fvXN13Ao1DwD4Mn+SWAAAAA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGIAXf+xCt5ObbxZkED45gUnzVnQdXhwP3UkWdBTXfA540jaEFNsa1EEm9oQc1V8f0+nGhBQ1sLPIqtaEFWip07M0xoQdxVpGQXXGhBt+YMT+HBaEFPgdliX+poQQJrjUz86mhBlEjmRPRHaUEx3QsmbaxpQb1fBV/5ImpB/61EiCDRakHaSK9G6lxrQcvfrJODxWtBWvvWneqGa0GYuF03GFhrQbyhc6Jv8GpBaV9RsixhakHxwc/xDPxpQYwbRbgPhWlBL4c06/b5aEFIt1E0gploQfOJfMnmWWhB7GQHYV96aEGVlKv6B1RoQWADsvc8MmhBlisNp8PzZ0E5glKSiaVnQSx93TuwS2dBQrYpLOffZkFYAn9ORslmQVc7WB6FlGZBoJtx36/DZkHYUv3lhOZmQU38e9hn+GZB4L1Do4YiZ0F4yOlhgB1nQY6uAi2OKmdBEd7Aak8RZ0HhWJ1K1tdmQbyNeSeLC2dBg70qW5X0ZkHNnB/dtrdmQTgjp2jBpmZBxCt5ObbxZkG7LUC4iAEAAA==\"},\"shape\":[49],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zsw5UduSbyPY5jU3296Ht6On1lVrfcK+zge0LZsiJgOpKHyAFTfpG0oAAAA\"},\"shape\":[5],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/6ubtD74vq6v406HSnb2CF/HkmPvZ6z+4+MoMG1mi628j+ObSQ96P+j6OHYsXuErsNnHsQ6qHgA77bHROAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/4vrStHRnJHs6FPb13U/LtlR+LBJk5BhsmOWrSLDKaZkR87uMJ0ujmTHehPRpEygeBxUPQCr46voOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2tbZZDRFBjomHbrZL9He4BjBO+JAyKcAY5sgY0MUpMDHI3P+N5r0Qx07Ph2ZNOCh4GOyt8abTUrgxzz+S5UmzEFO37wL5D8xhPseL753zXRviDH/3845M4wBznWaZenLp4d6NgGNR8ACcWGM2gAAAA=\"},\"shape\":[13],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zM/YlnIciDcUeDEkYC8yeGOdfFGoRobwx1dWpQ/veSLcLxoe1ZW+Hu4Y0n0NdYTf8Mdi/SLHgqYRzhGL57cv6k6wnHNi6lKCa8jHGvWf3h/emaEo/zdlN5bPhGOfGftFkQoRDh+Pzc/S+5puKM51B4AhzpojHAAAAA=\"},\"shape\":[14],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/xP98fhZ47FIx81TLoUdCo1yNC1rOhZ9N8qx00jpQL5PtCPDlcii/ZeiHS+VKkS8V4lxzF1ktiPtbbSji1TRynSPaMckxrvV6eeiHBc/Y/jVXgakd76NtgiLcmwwNjHf0RDluP/NrDvxjFGOPMvFwzPnRzrOKvgs3MYc6ai04IbXiRsRjnVHrjbtiI5w/B4elXjeOcKR43/kfvOWCMfXiatVuPkiHZ8rf1D2bY10FIW6EwDSjZqNsAAAAA==\"},\"shape\":[22],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9NfWfpm4oNAx8Brc2Q2bwt0vGLx0FsuJchR9MWk6yv6ghzP9zFeaeUPctSHqgMAt3MQDDAAAAA=\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7Po/vrzLkuQY/XGVMWJFkGON/OC2CYvDnLMk53wgRdIu7+5pLwiKMjxamzD7SK7IEcLqHoAk0EFEzgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wsz1Qu69CTI0exNrk2Ca7Cj57M1zpcvBDuaGU57Wvo12HHKw9mOzw8FO+6YoXd6slGw4wfm/tky34Icw6D6AFrT8IBAAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7vA5H3NKS3Y8cmJ3Rc3eQU7rn9YlC8fFOxo6dI0f/uTYMfAQo7TOc4hjqtuz5zjUB3iyPPlWt1T/xDHxG/hs17/Dna8ANUPAAf+LnFIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9tgc++Gh2eoY+KqN50veEMdj/wOiZrkEOq4w3kRy73eUEdm6cDGkEOhjtsStDzXLQt13ABVDwAbedb6OAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3t/In16+YYwx/svvuT8bA1zvGyt4rYzOsxxwezUYg3RMEf3X2GSHAFhjgH1dmkZM8Ics1Ot5vtfDHN0vMipqPchzPGcfcOCyxfCHBsOtJ7NXxnm+B5qHgAFlnGIWAAAAA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEgAd/+3V9lx4+JNkGHSrVhrJQ5QcDnhaByqz1Bikbu/WHeQUHXJrhUImZCQWjwxCIr4kNBMbMzPKdpQUEayMwZeV9CQe2Vb+o1CUZBAGzdMQLCRUFuYNaNPg9DQdbeWFfrJ0JB2vucXckOQkFL4eBPmiZDQSMR4Qbs/EJBgrPQgLRlREH5iyTnV49GQSCTAAUSjkdB4eveuVRWRkEP6CU1jtlEQf+C1oK5cUJBbPjwo3ndQUEAnPzMf6Y/QeVe2lJaCz9BsTsLlcQyPEEwJgJmV6U7Qd8L6kGZTjZB4iF5dH+vMUE8/UgkgUArQffYLyNXXSRBPBUCA0cpKEGDUL/8HMssQRo8LfuxzDNBX2LNxt3WNUGSCU8FF2I1Qd1fZcePiTZBtL5hNiABAAA=\"},\"shape\":[36],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHwAA//mrz2cAUuVEGKtJGJnEpSQVUBU4/X7lBBWHY9odCfT0HzYnmj6ghOQXk+sO8uG01BpzYrTetBSkE1+FdLxbNJQa4PTnjkG0lBoI0JjgRERkFauxRbU2lFQachWSZNnkVBIpIohzFDR0FgTpjmyy9KQZigZZOSbExBrZyfU3pOS0FBfmOfvVdOQZ3MlUZnAFFBXOvQkgPQUUEU005cr25TQYTtWX6RR1VBWidGl0d5VkE2N1m1GGBYQblZ2bwKgVlBUi3PJmCuW0Eqe15QPMRbQeepeFWQMVpBWFE8z7cfV0F+0g8ptcNVQZq89nAFLlRBygkanPAAAAA=\"},\"shape\":[30],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+vftaFRwzDHsfu2joHLkWxHCYEX/zRqchwZt/Qtm/8vx3G1zI7Z0YtzHSsdjWMdduc6Hl67yZXtXJ7jyRCdr2nv8xwnStnYqGflO+44/ivW0TXfkV26/4HS0zzHPYx/Au9ty3O86D6rIiU+zzEi68mS2x9yHd+e3pIlUpDrqLD2icryNzmO/VD7AcA1JkiIAAAA\"},\"shape\":[17],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[224],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/xM4IHXwIl+qY4b6Y9s1+amOJ6V+Fr5oSXV8PfH2t8DeVMcXs13uF1qmOq4+/yFo7voUx9lvP6jxK6U4Fr0qNdCPT3HkXSFy7uSyFEcBqDkAdd3W41AAAAA=\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3u9tlro+9pkx4Do6NzzZcmO5VOnGTLMS3Y07o/RVdiZ7PjynlvFy3fJjq3fAnubZFMcd/EW35roneJYocu1aQZniuNrqH4AXgQnuUgAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/xOM0mFu3p7iWDs5vFj4WopjE+fZ6KbdKY4nyzt+uBalOP7VSOoVqk9xFISqAwAufgsbMAAAAA==\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5vpI/BTMTvJcZrjXYXoyUmOYmwSL/4VJzlefPuoKLo/yXGmwa6O7NtJjk5fc7K3fU1yPMn9rybZONmxjZk9cL5LsqNiyYLy74nJjuw3Xk076JbsaHDfuvvO2yRH9kWfTEPnAfVDzQcAdkJoyWgAAAA=\"},\"shape\":[13],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[45],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//sveur8DM5Mx7SGf6kM/JmOGvydX3P2ZTj+cbLjmgakNXbfSZh2MsMxpX/W1FOvMxz/Q9UDAHuCXVk4AAAA\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9vDsclUjj3D0egaEyfn5XTHuUWt91kL0h1n3OOds2dLumPRGqaDV8wzHGdvdtj9pj7DUU8qpZs/IsNxe32ljCt/huMeqH4AKY0vyEgAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2Oz8jhhtiXDcfp5/2DDtgzHpPnyi/8vzXDsCq29r82U6XhcNnYDo1WmI+O+f094IzId03fI2IYyZzqy3Vfjv/Iow3H/i8Mbnq/OcGSDmgMA48rkmFAAAAA=\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5O0b/yQtC3TsbPM74vwrUzHk1VhWubTMx0ndWsZX4nLdFyrG55w1DHT0fghWzhjVaajVfhlve/OmY4duudf5LtlOjaqH6j4ui7TcUsuc9OBHZmOu6U4y+1eZDoqndnwIkkgyzHldVNUimqWo/zcGubXmlmO90Keavy2znK8e2zlYu7oLMcPif8Yl+ZmOV5d9tbnp0OW47xvyy+eC8tyLHOp3M11MdMx1CTjDR/Q/OCVK5MS9mY6SkLdCwAipB3vuAAAAA==\"},\"shape\":[23],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEYAef+EqpJa8TvZ0EvF1tOnTVoQcaXI6rrZ2hBKv62ra5baEHZVkgkXpFoQS62JPvRImlB2JzQB7vTaUGIUN8uHvlpQZwCydCWsWlBubG1EAR3aUF0CQGuSj1pQYdOy1sk9GhBenASD2GsaEHgzs/ZGSRoQcI3mkdt22dBHf3higSGZ0HA1bk99DpnQTzhOOWdB2dBgvI2QZ+3ZkH/Wl5PWYhmQf1iMliIJWZBn1UdiVD0ZUHKik4qDfJlQZfuxvgW82VBeOQwaT1HZkEz8TTn2X5mQS58y2Fbn2ZBZZ3zJPH6ZkFZmYQNAOhmQQKyFEN+G2dBOmG/3kNkZ0GPPmoftoBnQdMw477Z4GdBQWg3DcP2Z0ESqklrxO9nQQKk6n4YAQAA\"},\"shape\":[35],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9MqrPu1b02C45VmsxMlnQmOp5e/y9qaluDI7SYRqVGU4HhUeA5n+v4ERy2oOgCCDo0MMAAAAA==\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//vytX7XBO1Ex3nztj9ZzJnoGPLs57ljVxIci6N3rHLamuDYvXTCmbQPCY43Tzx/0teU4Mj/rOaL1vkER5Or21fH/kpwlN35u/S6VaJjUh7T1H2JiY7nnZrWFHolOn6BmgsAkNwRlGAAAAA=\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+Nf1bol7m6C47m9Ynq6XImOcr0qPpcNEx2Z6/6mhvckOu5/6Cc0PTDRUfmEXJfT5ERHTw+5Ywm7Ex1317yo+Psh0dFr3o+b6ixJjiWZ0jIZNxMdz59hrfBbnOgYIn/gWuf8REdGDxmt+xcSHYOqms5bP0t0nGRoONHbMsnRTuX7g8eaSY7b+w9q6F0CyvvVc7ycneho1u3FmpmU6Fj7atPJyuJExxw2tRxls0TH78K8E3W4Ex1vaKdnlT9OcGQSS3xjtybBkbX1S7HzkgRH80ddEdVHExz5of4BAN0I/f7YAAAA\"},\"shape\":[27],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7t7dsL8ZVMTHEPk7z+fMSnB8aNc9ZanAQmOf557vGNVSnCM/cyYNP9hvOPPFetWzT8W79jotI3jxed4x4xOLgNr9QTHVV57v06KTHC8CzUHAHp+pwdQAAAA\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+Oo2ry5ZmmUo0dZ9wGTpdGOxm+U0oKMYxx/C0z/l/Yi2vHhfpZ+295oR6H/kTtMHkY5nn1681Gwa5Sjecv5iYu9ohw5oPoBMqpVpkgAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEoAdf+kUbeKNSPTEEKBCaXg85NQWSenaKGek5Br7DGcfRCT0G5OMDcqXtPQVasuStHKFBBSEElB7TAUEEpZHSbpltRQVDPGPwiQFJB2jez02FSUkGhJGFipwxSQWA7iqxTrVJBHX1vH+05U0HRdSYK85VTQQFxzGRWlFNBVgXCjZR8VEHo/3c0wd1UQd9JzPsL2lRBXwlAqIxlVEGv2Ijc8XZUQeYUGah/S1RBNHI5v5TjU0HM2CYWuHlTQYSlqjn+91JB5O8aUKx6UkGIWhFtjcNRQSdNUv2aglFB3B/roGKIUEGIX1kyfn9QQYM1NOqhX09B8NorCTXATkE0+y3fvolNQWNmTSaB5UxBiFm5utU6TEFyzQyhGXpLQXnxS72VBkxBkUbeKNSPTEE2FwElKAEAAA==\"},\"shape\":[37],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+vkW/iH7Ze746vlladNAt0do2+8r2695O4YZau0/cd9D8e7wiHbJv73dGRhPbmPudnL8e+X2cKT2rwdP8W/2Cxk6OPoqPslRGC+t+NH++ff9l73cmxYkyltYezlKFGZ/+G5jqcj9zH7Rxc6PBxtMwNWtjd6OO6MqZpe6+zh2Am1FwB76LLWgAAAAA==\"},\"shape\":[16],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9O5xLJr4xctR76wmxsme+o4eqsUbl07W89xyWMB/SRxfcfaWb6M62bqOq76acYZ2qzjuE8rO6RKSdvRd7vT7SnuWo5Fd4yc+m00HXWg5gAAi/B6w1AAAAA=\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3uuw70s+b+m48dEx9/Xlmg7Cm7UOKC1XcdxRYn60nIbHcdn/Aq8Ibu1HK+z9lbrLNB0fA5VDwBXETEdOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9N7MqfAv1zT0bX739mprVqO+ZMP/qh8reloU+KQYu6r7ti2U27ave1qjnpQdQDeXgRwMAAAAA==\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[44],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGgAF//lv9MSMVhJMEc88Bl10glwYeFJSPIQSTBPcvug+nZJsG8ivaVQeQrwcssuhmoZy3B3S4a67M3L8GnfT8QHXYxwQ2CmOxCczDB1ns6TrKlMcGeE+hU6EcwwZdYW7PfHDDB9jXeWRFgMcErdMi8wHQwwcKX2fsCty7B8OkaY1R/LcHlKZmHbMUqwWs0Zr7IXinBsMQZHmqVJsGW/0xIxWEkwY6/xaKgAAAA\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGwAE//EPOILHFGQ0GzkXeTDapDQW4d+00EPERBTlA4qPObREGAg+GhhhlFQYT6232Eq0VBa+ZvQsXURkGrqIhzc+pGQdEhH//wVkdBxUBgslhlR0ESTD1C2TZIQTSrdgEszkdBV+iaOPsoR0HRpnOPkpJGQZrpNPgUAkZBF5HYSiczRUFiPNpIceVEQSaYxcDRDURB1vonPQNhQ0FQ+tZsp0lDQfwRZQKcA0NBEPOILHFGQ0ENNWVusAAAAA==\"},\"shape\":[22],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7tUvKHORy7J8UZt5M3YZUmO1X1+Gc7hSY4d1SZvG1mTHB+sKTCctjnRcYFAxlpOv0RHnqtvXOLaEh3z2T+0Tz6f6HgJqh8AnSktO0gAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEIAff+MqqlEQ+2XUGBErw0jP1dQeqMq276RF5BWuz4/2/RXkEiwZWT5DNfQWMG17hmtl9BrfuQAbQLYEH2OFXrLfhfQWxyck/Tvl9BAK1MbveaX0GaKYbRCPNfQcAFDsyY9l9BCE2u+QgiYEFwWkK2byNgQV0vLdQuDmBB1HZZJSg1YEHPSUgFGCZgQVz+rGSbWWBB6s5k+tZeYEGtwcBNzD1gQeUAH5RzHWBBejnB7S4ZYEEcrclXbTlgQSE/CrufI2BBjpU415cJYEH7ZLSbpYlfQYYAMnjHmF9B/FgmH1yuXkHquQx5rRNeQQA2mlkS411BANASzVHYXUHE3FFTappdQTKqpREPtl1B8fXeuAgBAAA=\"},\"shape\":[33],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2PMvOW3/HqCo1EUF8+GXQmOebXGK99tTXA8/v3/Y7/pCY6STzkjD2xPcGxfYvOi512C496EvBZblURHycm2/4WZEh0ZofoBlK/SpEgAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zNxn7Bi/pt4x+8zv6c6WyY4ajR/+D3ZN8HxxpdlZWGpCY79Wu96e9oSHHe4Ws8U2ZDgWHXuSXRvbYJjjNg3C8bOBMfHvwPeHU9OcKyeuWMht0+Co0qTtfxVgwTHVu1jnTbiCY7/+49+yr0U72gCtQcAYhHo63AAAAA=\"},\"shape\":[14],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[170],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[76],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHAAD//UoVxGmRMgcHsYmAVSVWBwcIhp60ri4HBaCKx4JSYgcETRzWvKU6BwatC23z/7YDBrVvpgJWhgMGqRH7pq5uAwW0hsS+GyYDBPWoS0GUZgcGh54EWrz2BwSz4TjdHLoHBf16O66WBgcF+ln7Cy6mBwVG/O1OmioHB/s8L8F3NgcG2jG7oWxWCweDficKNIILBqqNOoXYngsGkW9cMoBKCwQeE81M/HILB9BulPg3wgcFwdY+KJcCBwVKFcRpkTIHBE9fXusAAAAA=\"},\"shape\":[24],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5tyLr0xYrWa406XFmP1X2qOa8VWss9rUneM2Wnd+dNNw/HKxH+tF++pOxYLvmaQPqbuqK+2PG7LPQ3Hx8aPNy9T0XR8XDjd7QKjpmPCvVtOgUDxj1Pttxjaajouy63432ms6Vjl9uHKRW0NxzlT9e2F56o7ToHaBwC12Aw4eAAAAA==\"},\"shape\":[15],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHQAC//Mw+wVfRoNkHe5M+BQdI1QQgUjF4WGjVBlIY0tfzfNEH5PVemPJ80QbZ1noFR9DRBjqn08G6oNEEvvu58Rb80QfMNTAl7ezVBVRpKfe3hNUG6bcHe8hI2QSjtTCUNNjZBCOCUPgvvNkEtELLnavs3QSm3aU0K7ThB/fleqP0uOkGrAWUtPfo7QdYmyULa6ztBaS0gVCeoOkGVg8ikG/E5QaRFtloF9DhB6JciDDQqOEEo9KCqKDU4QVJlJ4dtcTdBngDxW43YNkEzD7BV9Gg2QSUFmZ/QAAAA\"},\"shape\":[26],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/6t+9fdao7u8Y/Zsr0iXYHnHMGPnCQnhMo4hdxY3La6ScGwul/HJXSDuOJdV54b7J1HHv6mfmzj2CzvmZYXOvV8k5tjaIJbPM1XCUWPvoSUJtyUcp0+wsV6lKeNYDTUXALVp26FgAAAA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2P59Mn6W4Kio9HOcFWWfAVHl9W+zWHXZR3/eqbl7lGWc1z9qm3B/G4Zx/RUwwmHt8g5ynZdvzxXVsGRBaoPAHl33pVAAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zurbv9kW76QY8910amRTkKOxct6vuneE3YM97vA1ckt5pjLKaZ6dJe0Y1v6h9/5DZKOPzxiSpckSznayF9IvjNR0rFXZDHL+SlSjuc9Ju/ouCrhGCY41fRjt4hjAmu4cqKDqKO2aFXwzFVCjhyJ90I/zOd1/DtrS/iGJZyOFRlWAqoy/I494s6VfYcEHM9C3QEAahUKi5AAAAA=\"},\"shape\":[18],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/w1XaTwUXhe2S0mSpVT6S1lCZN+ZQfZlMMOYwWxkT0pJQiIpVLZ2aZVUliwl4SkpVEilpEVehZBdCO98en7Pueec+5z74dxzJi+JThkNcLBhbmqx+x0HWduu6LTe4uCbcERFeCoHv15pbh5J4eDgJ+qMYBgHg4s9F2LpHPzusv7QEcTBX8XlJL10DmjNtU7CRRzcD+AXeFTKQXGcSsmFRg5Sn2d8KR7joJB8pkWezx/H2S2y/hL+EJlYfBUm5w/tFcGjb/o5GCswNi6c4yAlcmzvx1kOpLcM5A994MC35YbzZi5WB7d3Hn7DwSF5US/Ndg7adv1609rBgc6FByOHuPFZny5/LfjMQY5ecvLAKw7eiNhf2veYg15Jd4nNdzjgbVkxKZzLwUv+WM+SRA6SYnRWOuzjoEdmz5kTIRxs33ion0jiIPxSOt9qSw6KrDcYbvPh4PGGjMlKrt/lOHenCW7dxJdmJzUpHMgZTB0tsuLg9akfvV+UOYizaillruBAS3yb6bggB19Hpa0O8XBQtRcv0obZkNpa/Cmkg42eeU/zmVI21ndSpFblsHHa+uJ/mw6xkV8pc24Hmcvng8132LCx4db18tfubMg9unjV1okNgfqDxxK02FAyvn7cXIMNweYzBdOqbIT635+ZtGBj+d62i/oENuo7y8OPG3L5l8b0SmU2uo6try1SYMN6IrtxQpyNuCnh6AReNgwqL76QXGKhfUp9+vsQC6lt+Zn3X7AgGMSTIraLhYUj/Kf6bFlYvPQve0ydhbmljmeymiyYzzmqudqxMEwe4pd0YmG1Yo7KoAYLLLdeVocMC0KnFG1DfjIhExC5i6edCQVmW9ipC0wMztTI5gUwocavP/DbkYl8rf2URjMmdix8uOK4hgmR0SaazS8G1qZJpTfdZCBPmBlyIpiB5Le5n/ksGLDcU3fDxJyBP6at7WZKDPD8nbAdkGHAMIB0cfO8H745Bw2cL/RDqk/Tqp4gP6TINT17Ku6Hl6FZ8Kf6gpnk5dVS4wPPlTKf8p18UBfQflR6mA7xKvElgad09C9lPfTdQ0dIjJ3UFUM6ls671NzqomFZM6HpYDgN2lpec0r2NFz5LHc75ac3/NXv6CzL8IYPpVnmE9Mbp/dbS03/oGI8NLUrOpSKIpM/hU+NqHhZ0OzY2OuF0KoK/56PXlCq2m2Ye84L32OOpFY1eGF53txPygoqNuTzlZtHUnGjLTTAtJqKwgnpvR+MvXHmESPiMdsbQ/6XRkSjvLF9qfzGWKE3Zm/INEmVeqPzt/r/LknQ8OAU1fSWFQ2C6+Oo3+NpoLke/BvZR0Pfw07qgwN0JOwK5kg10PF98fpFU0kfKKmp77Zi+eDl/trdl+N8MPe5/9vhDh/Iqj5YKNvqCwlPo4QyM18YKbJrpBm+aI4zSLtD8YWMTmPYxjEfPGR0p+hz474HDQuFcPO9dhZ9+v49HcEjqXWPI+iom928wmUjHaf3GNVd+0SD2w83t5XRNMh733p8NpGGzu1rS/eRaPhLvb1RcBUNQtqL5n753ph8pyficcEbyzvSCZkPvdFyoX1XIpfv71MQ3crwhppTbsfxj1SEpzdK78mmIp/p91lcgwqeq1Gj9o1eIFqUFYrbeGHwbOre03WekErkDN7c74l/5x0FTUU9kZDk4d/XS0HEYW2r19UUKL/bsudADgXfmg4ey2dQMC10LLN4EwXSXi4hBQtksPb3292uIKN2eCV5UpiMBY+b1zwMPKDJmSlY/58HXJkSOod63PFYtE6V4+mOjEnSiytTbhDm+fX6zkU35K+eebHV2Q3rtu591vCHhGfk1RVJaSSsSNxGkjYlofqri6Z5ryuMkqffV6e6osnYfY424IKTs01pMrIu8BNid2664oyZVefychOdofW8w6/E2QXvlml/7tjsinreLWctJVzxtmPEYVeQC2a8b2j0cv17lto5sVnOuPkpKv7JBie8fCVRLprsiPO7DtgdOemAEduwAvZde8x6tt/4aGkPgwdF8zGH7WB0/VRy1gdbpDpci8j8YQO5l8fi3yXa4IvTXZ5dK22gq3jT6F/STvAfvBzztN0ageu+/3LrsIK3ePbfOH4rnJi6HNp3wxKn3x5WcFhjiU33TSI2HSJCd/dPQclNBMwo5j/LKbLAF+y5bn7fHHwkwh+DZ2ZYxvg8b9BhgrD/2eRXHTXGGiMJ2+29Rij8+vJYXKUxqp5a9al4GaOM2V8en2+ER7fL5YsMjeB+i+3Ie8QQtwhRvU+/G8A+eb85mW2A5Eenri/8MUCVuEio4hEDSHamjVzkNUD/mgPLW4UMUBr4agUpVB/PLrmFqO02QKyT09Q/bQPU17fP7s7Wh86hlnKBfj3ofg7wj+Dlcv4h6p5+XfSytG/YDutiurpho9hqXXTPLQqeoujg+taBwJEsbaSevXykpE4LAcvi3zhIasFQ+f2ZV+GaaIfM6tMamvjpvin3pvQO5DRZORwd2oGT0Ky3LNbCyfzHJKdObRS4pI6dFdeBunW3S8miDt6oy63N4t7jKfuEVyBRF6LDKzdJbdbF/tiC8zMqupDUZdU403Uw2p/723NKGxFNjaL7qrQhsy1Jz/KNFhbVul+mN2uhYqiLcGerFkzX1q/pPbwD/FpyOaQ/mth6+p4pNVkTlTuvkbQPamJZuWHSnlANZKUwgq94qYOlOBRSFqAKwRA/Set/Kkhd9ffKligVMI55Xd/XqATevX4NKQNKuP26ZmXgI2W47GzzvfxaGcl/5TV6F1Xg415f8dRIFe2irSc1p1RRqWfnYKCijmhLnfi/E+pYwys+NqagDue72z6qbFCD+VvBhoNP1FClatWs+VUVyoZe6jdPb8PlTrPlst7bICdznSYzpYx0Jv3BqxlF2EgXea7N2oKqcTLt4BUF2L8m37OlyONEwq0jLnwK2GuWkedUuBUDO3PeqL5QRGTzfHettBL0T7yIC5hUwfkLbbEz6sqIOvt8X5yiIpI/HmaEP96Co8rJ+ntlFaBmdMylUkqe+x/M1fp4y6N97QtyeIICxHmCq8W49/aLdZrVe2/BBX0fyiD/VpC8WoyzZ7ci+9JYZkKiEvKeKBvuyFbGhsqz6j+jVfCR7dcW6K6K7Uqv+MTq1WAkkDlBHFRDReXkppon23FMjJcjLqaBS295lVr2aeLCdFU0rVcTAbvn2nNMtDD3JYzWbKsNoT1+7+VbtBE0I6zy11oHlVpDCREkXdDHPpt+/6cL9tngaH4FfRj7aT6eCzfAB7VrPweEDJEm5LpRY9AAt1LTZhTFDFGwYJ0v12mIjP0eIdd7DFE/oz86qmEEP/2K2iE+Ywz6+T3RnTWCTpd3lUKgEZS8V8jdfm2EwAvCO2vvmmDRbNxLf5sJGr0uS5a7mGI2jO/O28OmKPKof5CrYQrWJ/Y4u9AUx/uFdCMbzSB5z1iwXtACgzF/RwO9LdBlKbp3cLcFxNVq5kWECMg8lni+xIgAAZmF+IZbBPwN3uno0UfA/+qz7RM+EbB+Ynb/5AEiiniPNjxXJuLa9/i2kjIC1KvC51gxBIjcu1B9NYOArDV252+fJODV6QBaTDsBTdE0gbM+RLx7n/cqk0VE3vdr931/ErFCxp/d8JmIDU+nigSniCgfMDc+HMjtV+cjhT46EFGc1uvuVUDE7pU59etiLUGLdvDZ/IaIMk8TT90uInh/C6/+O0dAeITp8awgAtImiA8XBAnYbqr+JkjcAr3PFTubRszw+I1IfruVOSSKiLn6IhbYfeQd3yURAgJbtT3PRhEwt/lM3wduvbIzjSKO6UTYNWs/D+gmYJ2xaqBUCBEmxaRoT24//bBentl62xLH0vxcI3kssSpstXeNIREdrm+pqy0JeIgyqrU9AeQlZm2rDwHdEmvME54QQFwUv0FRJaI0qfX2gSIi/D/8Nx8ja4mybzudpVMt0fVHKLvK1ApXFZ63NIVZ4VDq8tSAHVbIfDe8XfemFWw7MyySgq2xrpv2uazVGtso9BNl4Tvxz3d76f/id0Lp/Lq2sO87IcXQ2Pc6ygbsTW5uj0/ZYE251fpaK1sonqysoxLsYJelpf520g6y4y/fd/A5QEeAN2KdngP+NBv9ei3piOZ09lbnZkfsdj0VfS3fES+6Mp59E3LCEs/vqlwfJxz1XJn+vckJyj9HFS/yOoNzJCbotLczhjXj3GJIzjhNb/n7guyMNzYnHK0UXcDXJ7x2UdgVlScM/gUdc4XA/KaHGj9d8fWAXGxUuSuKHDd0rNFyxQd9t46Zf9w8Z5Vbf2c6w3pjdcKvOSccMcqZ6tFzAito6OV8kiMmXd1+pA47QH9x8QtMHWDiG+BpWWIPvXPs04LX7TBEKpDi/W6L+xo9X/8k20DfczRfkmiD0TCZ9DgPG/xJabjb42SD9erHc+nzO5HhktFxTcUGNc9HLgUm2OB6+ToDsRYblJ9vff/gnA22a3cEC5FssXJF7YuHnnaosGVOd5HsQLjfI/e0xA4rQkr6+Sa47xtTMV780QaPXnzL7iPbICtKo6d6wAZDiVEZfPds8UpIpLCTYweb+LTgCh575GdGzJf+Zw9hx/mvP6j2aFgWz8vZaA97W+I/1nZ7KFaW9z6qtke/4738DefsIXGX30nimT0q3ablWy474JJ5kVKsoiMEGGuflxY64m6vqb7RQSfEiPOX659wRtZ3XvmR7S6YL2gk7Ljogp7Ee+mvF13gu7qs7YCyK5QkR4e7s1xx//hisd+wK46NRXrtKiUhMWpsZMHMDVPBn7p917hB7NBvPjN7EhjraqV2FLpColibQwx1hfiPab1tSa4o283UFxhzRcFkn8E9PxKCXDJaLAtJOCySqhtWTEKMU/CJcBoJJ2ReVgdXuGKrTr52Iy8JH0pX3FRbSYLkHqfTp06SsHvNGeJ7VTc8SHet00t0g0Pj5evPeN2RVFHtZiftjp9fn7neLHdDQJ2KbCRXlzXPlz327m6IHI8TkEt1A7V7o1lwIXfeu/WL9VjYHY3bx9WD3d1Ba6cf2HLeHcEOHsI1Y1z+T/lVsIQHiter6iS5e+BpgmBaT6oH/nc3JMUl3gMfrv4eU6Z4wF9QNNNnlwd+mD4UmUrzwPtfjEaFKg+EPLdvVmvwwMyHmp6box4Yn6DPmQiQ4X8GL9PXk/HNZO2N055kmN61aaJLkRGdPP11RIGMNtONzI17yag6HMNnn0yG46yAxsI+MjaJ0gWp+WScLOHTF8sjw11Csk9liQyLwc2jZ6Io+PgtoukchYK1Sm+r6skUFIwuP6BtRsFv2RqLhcMU+Emh1DGDi/YLxVdqKSBUHPyVOUuB8+W1Z85GeELTkryiMcwT8WNJzn3c+ftU0ipdt34KNijLmefHUxCyZUuKZQ0F60p5X4eJeKLKWq9yk6AnLq1LoeyU80Too135Nec98XcppZty0ROGPmdrJRs9caayrvfoTi9cnfPTb6z2ws1LDbnBC14wfBIRN0ynovPq+En2HireTMX9EyymIiL62S3D71RMlqjk8ZC8sd73RB8pzxui/sEVunPeONdlfduOSYMe5dmegnoa1NSWj5zQoUNSmee82xk62qT6g5+10mH7cHd5aLgPvuRomLHe+uBIc93HOVFfTAatKb0f5gvfkx0W1BRfTJulT/+M94VqakxRPsEXPUqCIkuKvmhxaI8NLfWBLg9bvcfWB21vTCAu4QOXmFaS4H06Pk2L5Qyw6NjbQTzLO02DtJishi53j0tQ8q7y16Lj2/U7k1LqdIxG8OhVjdBQMfHjZ0YbDZQ8/0GxQRqKYldGSn2lYWRmSX1+gAadoZdlszx0kP+rXy6rRMfdZnXbJiYdRmICsfJxdPyZ1pJL4dYnnap+LTSWe87L1y10jg6p7EWPO5l0xFbwMCYs6Xge7Tou4EaHR2D70XlVOqYCogyIO+jIvq2wXdyBDuNYjcjVd+nQ5hvSUPvC3Z/5Q4/4yPpA+fFp/gQvH9iuCfy5vNYHfa94OtcJ+UI09k8+v4kvugdm+j8/9IVZZ0Ne5GY/jMcxi78O+4F3p3B82XoGRB8ti2y2YSDwYY7ecAQDFMeUqIliBp4+LSMajDHgFHQgcrk8E98qTP6TcmQivXFVW2AQE58+WPw2z2CiNvy4/+ZYJiaE1OW3HWCiK4M9PhzMhLaYQmigLxMvvrWeVzZjwk3zhqLuKiZK3v14PdjCAHV54oZH5Qw8+2qj0nuFgVxSFNEqjYE5Dd2Jj1yUXLY5RyaJAf11FcE/shhQ4Ouq1a1mgGBf517ym4Gx1l0luzcy8apfHX3bmCif0p/b68wEq03FfJGr64GL+uYbMUxYbbHyS+bqC5Jvv5B6nInA2KKuSC6eTLcf6MxjwohPgjr+lImfeR3r0lq5dVJjYk4MM9Gu5LWMPsWEQK7A0d+bWMi3SnlQqMdC63iyVKkhC48v566082SBx7vabEUAC5tzh4qNqSwsxlsF/GGzYCQzdzyIa+dd7dT+g8ICh9xuDA8WpAT8T5JpLPDdTK89xbUnGt2pcaCzcHS5O6GHm8+yZNCuzZGFhaBVbx8QWXhrJVaqbs1C9v7omxw7FlT87VLvcPnd/IK5SROuDtHaZCMul3Op2veOi5ndjbWS7iww8rUkkrk6Kj84PtgSxkKblYX8xBEWOpzKLf6e4Oo5Gl6QlMcCZccpya4aro72bJHIbha2DnR7O/Ow8eNU5u1ZRTZWiKaqLJmwQXusq+zKYeO5hsvemHA2Ct7rbbPKYaMuxz5f9i4bw7GHo4ca2PBVYLys6mYjq0Fi39IAG1+z22V1ZrjnsnbmKWs5WH+n0WrWgINz6wsac705+D/nCLz3IBUAAA==\"},\"shape\":[676],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGAAH//mBunxpZaZMFKsNzEI3dkwbz5DxbtimTBoq0CRO+JZMFqJpf8LYFkwZDC2WMflGTB/C3JlXOGZMHoa6Gq32hkwVCwgsLjTGTB/zfGZRcsZMHWgHc3BChkwdRD+EaZMWTBR7wADLkqZMGuy0ZIFDJkwdl6MtUeR2TB+T1ngcpYZMFek8FrgAAAAA==\"},\"shape\":[16],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEoAdf+PihTsoY+YMGmIh7DeS5gwQeX3D3tJ2DB/auP1acbYMEQbKQDIyBgwQyljCFbF2DB0KskmIQtYME+aUnWPR1gwYj35JnENGDBZwOkGy4rYMHp5YUYGDlgwW3kKTXQYmDBW260VI9fYMF+vZcObm9gwWl4vUOqdGDBwP19QZCHYMFts0VxfZZgwSjIGDOqh2DBPRhTME2bYMHhQlNg99pgweG2fXj01GDBaZONy7C/YMH7Wlrzf8JgwcZPFacI02DBbgkhez/bYMGKN7QOW/RgwYQxAA0s52DBIkYBW+LLYMGeIE7O5cJgwbKSZ7ACuGDBmXKC/y2eYMGkmYZ3GodgwbX1KEJUaWDB1iybWFJrYMH1tG4/DFFgwQ3ZNtjERmDBPihTsoY+YMHWJBkJKAEAAA==\"},\"shape\":[37],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/ytiPXYsV9HCsXy2dNAPL0vH95Jm8U/ULB1bUv6eEJto6biXMe/Q/0ZLx7k3HX7f5bZwnDLf1eSZurljque324ULTByTzmbNfTPPxHFTy6xlb3vMHIug5gEAqPYgllgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+Purc18eNbD8XBo29eAtZ6Of44Zny5/6+UIAMbVnb8YAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zvLZss1LyzYUVzbsu/P2yDHohndU9ecCXK8wFPUfboxyFEoqSPDKibIMSo+4/7K4iBH9qi/bb/vBjkef/rkudb9IMeUO2IdXArBjm3+u829CoMdT5g1PHDsCHY8CzUXAEbYe2xgAAAA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[606],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[693],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zPcc0Xz8dafB1q1vt1ZqnFnPwBDdQh9EAAAAA==\"},\"shape\":[2],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEgAN//VqdLmiv8CMAOnhp3q6ztwF+gE2fK79fAaf/Rfdc0CcAwabxkIAAAAA==\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2tbu/7Lyd1pjouFvx7qbUlzVN78P64tIc2x+vmaSP+ANMfUIv7Jje1pjvkxW29OZUp3bLp45Wh+XLqj4rxHDmvupjv66Z3L7DLOcLzMwv+YQz/D8e2LsutrmTMcvQ4FvliyON1xrcllzdNG6Y4uZ1rvHBZMd2yD2gcAEpYAangAAAA=\"},\"shape\":[15],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wG4AEf/xDz7itJmXz4xvNQp47X5wMU9b5n90wvBDIB7HZwfDMGwRDtL3iEQwbX1GomC+A3BzDBd9T2WFsEEMMT01CEdwRrqnL8FyhrBdA8bzTcYFsGMNY1YBu0Wwb7alWrV4RXB8uXHR1f2EsEYpzkOFl8QwY+mnAm4UgjB/QVP37aPBsE9ttWE02kAwZMsD1fffvPAX84D512x6cAC4WM1skvuwG40JZdYqbXAas1aXYP22sCQHaamfcJiPmTlZm24AAAA\"},\"shape\":[23],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wE4AMf/wJLhmviFWz4cVa3i7ySywByhE7+wReHAy57MT4LF9cABR0LBgCj1wBlwF7fk9+fA2IN0GiqPXD6YgVzUOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEgAN//1Tzc7N+WXb7xtDQS8T3kQJL1SsE4IudA/uRQrx2EXL4/Td6VIAAAAA==\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wE4AMf/UYK5sPgbjL59+fsteyUHQfOYsZLgShdBHPaDtEB2GUENdz9CT1UQQVQhpQrXLwVBnIn0Bsbci74qLyfxOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1u/uy6pb0LdwencfDM/b649mPnJs3XnstqDMeu31nkr1x588+wxh7pD7cHZS+Sf8SyuPbjueJaeQFDdQY34ydZcmnUHJ6zqF5l9ru7geqg5AEWj/a5QAAAA\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/0t7MV3j6flax1l2dUYdBnWOMpz7vQ5V1DkmpH+Z+m9hnaPDJ/3+hC91jt5b71w02FznqLR8j1SDU50jS/CGrNNfax3ToPoBfpzz7UgAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//NlOLE+2E3R8d2lrfarH8s6igT58KusF3f8z6jWWvdPynHP+nc/0oKVHaUyLI53ZGs4dhuqLjwrq+lY8VnjhEWWqqMvVD8AhZU+CEgAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+NeceTAwY2JBx8sP6C7pS/xYObWV7ujOhIPWq23M646mngwmEtMf8+nxIMbt35N1PmceJCpsOvxxAuJB7mh+gA/qThWQAAAAA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGIAHf/dT7opzZLTMEeonze6odMwVoNTmjjxkzB0gdlknU9TcHzugrCaD5NwS59zk6f7kzB5ruXRe+pTMGQ/4tKN5dMwU3+D5DdPUzBIrpZMeAgTMEvPloUksJLwZxGSenkwUvBkzcmbcfcS8E/XKSz0q9LwcFUT7Ohs0vBpIw4RA/LS8F1PuinNktMwWQhO86IAAAA\"},\"shape\":[17],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7Pi6vA/7+t9kGEzj3C+m/fBpEuc3PGfvQ767vjeIbvS62B2Td98m3qvg7u8l4m+L/E62PZhtTljq9fBjx13H+R/8jpoBdUPAHOJ8F1IAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3Pp0Lat8vA6GOrAsaLB1+ug9bIpJ05t8zyYPKlcsWiP50EXqDwATKff3CgAAAA=\"},\"shape\":[5],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/6vawpVet8bj4J98Ft73pzwOXrjRurbd0fPgjJjnWtMtPQ9qLfxhHafieZA9qXRb8gGPg3wW3m3HmjwOTilr8C0s9jhYBdUPAA5bR8pIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9swu8Q5ldX94HyBTY7nVNwP2nh8u6TH735QqKPIZuU8t4NX97VEflnidnCurPJd/iNuBzdA1QMAU+BQzjgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zv2QO7jG5O4g7NCujN8jeIOxj1XK6tcHHcww23jcc9fcQdNp4hkmHHGH7RsfbDdYFfcQdseO5WJM+MOHoPqAwC/mmoGQAAAAA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1t49ejp/MTYg+XTOqbXesYevLq23eacdexB9hjzfXcTYg86X5RnuT019uBCqDoA+BKpQTAAAAA=\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/4ssZtjLLht7kPfJ2d0Z7rEH8/Yr/6zaEnswOcbYwnB57MHD36TKvaJiD25L59yzSjf2YCRUPQBUmf9IOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7s5Y1nCCdvAg5w/jztapwce3K5oceFvZOBB9tornisMAw86niqdnFgceHBpyY38pZ2BB30155z27Q48aFdzqOpEXuDBm1D9AGpU5bVIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[52],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1MybbhSKhRwUMJxxo2SX/4HFx1hNAi+4n/QJYuRPe6x/0HnGXcC+lgCDhrnf57JLRlwMDnmy0U7tYCDSlB9AH73NWpAAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3u8bb3+kufuB83e632zmeN+8M0JJsakme4HmT5E/3t0yP2grE3GbHMnj4Nz7nD/TzL3OHhmZWiG9Q/3g4+h+gDjW3aLQAAAAA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7t6+uO/jSfdD1qLflR3CXc/yHUsNueIm/vBgyd9yj2L3Q/6thocusHocfC718btHqweB69C1QMArB2pLDgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zOZMWn+vItOB59EJ95erOB88Pr5H3nPnJwPfr+bG77+ttPBPSIHzNkjnA7u3d13rUjd6WDuwWanCcFOB+9+2Ljg2wangyZQ/QDclLK8SAAAAA==\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wv+bbR9V4LjwdPmJxKrXzgeLHbYfeOWodPBYpbUtqsPHA/OYzE5yfXB8WCoClvgqSrHg1ul22utHR0Pfm0IVPn8wuGgVo5r7C8jx4PBUHMA9Q5K+lAAAAA=\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[45],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9uoff/NTl7bg5pCO+Iv2tgcdIi/WXB0rvXBuZFtM4+UWR88l/orNqrA+mDc1ev+8no2B/3dVEpYF9scPPvhycSobTYHE74bfvlwyubgn0Nrt5Up2h7cCDUPAGOOsaNYAAAA\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+Od/E6TMdXIUcBmQvahGYaO+c9WJ5xnNXRMdzKNFb9v4Kg+Kf+5kYSh45OY3pcrtxo6HlW1WsKbbOTIC9UHADYvHjlAAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/yu0cUuaV6jlKBvhmqv+T8Ox+Py6d2umaDl+2Z3Kqb5a2/HuvSDD5mAdx1OH7nb7tWs7FkLVAwAI5d+ROAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/yv8rcZy10HfUXm/3A7u1bqOrvUvFgX76zi+v7jIOCtWz7Ek4rXT/CoDx+LrwntSgwwd7346kMhgbego+tX58zEHA8dCqH4AFwR9w0gAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9tYfOhJ42azgwasP87aVJsdPLfn0F6nQPOD03fZTjxiZHFQaO+st4JFlgeXbFBwDGm0PPi+L1I0QtXyYEpsessNdYuDrw1bfy9VsTj48ebVN7ZXzQ5uLgs+ZvzL7OBPrztFMs1mBzdCzQcAlW8FpWgAAAA=\"},\"shape\":[13],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/yup+6fTfsfQUS8t7iHHbCNHK5X/1cv9jB09FqhERiSaOPpy1W65yG3kKP1sjfjJs4aOJVD1AMiUZnY4AAAA\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/yuYemxv/DQ9R9cDoee0d+g6CnyUY1rvp+/IP+3+/Mf6ho6utx/de7PDyJH16f6Om9zGjgUfTjBcWG7kaDqt9qEKl5Fjw/GEec6XDBzPZsXsPlpn4FgANQ8A36gb6FgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGgAF//UaBjG+7sL8FR0GP8HewuwfTAeKDFui7B61hYAZHtLcG0c3/nW9QtwR5d/G48ri/BR3Q7WAGGMMEYYc3pD6UxwY2mUnfXLDLBsa3Ea3i2MsEPiCXexAY0wS91GR2rJjTB5xPwc1XoM8GlMsaCeS8zwT/yG+tCkDLBafoeu0cfMsFe9DBEIhgywWFuQtEWfjHBrkMYpuSyMMFRoGMb7uwvwddWagCgAAAA\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[65],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[132],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//vheEu+9pvVQf5akwM9wtYHT9QqxV7qsj54o+pKTFunzcEqHcbJh1WtD/6AqgMAMd6ksjAAAAA=\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"}]],[\"ys\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2PrLmNxX+B/UFahiv+3WsBBM6vyl/o9QHpSQs6kgwEHlY6/cTOcF3DwWcgPhlDtgIPSJ0olSyL8D/7eFa94fI/fwb2VFix9MX4HFVrEjfkT/Q5+N5rVwMnif5ANai4AzK2J7WAAAAA=\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[67],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[46],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zMIlRdZ8PmnA4fWdWntRf8cWII2zrzUw+K472o+K083h+NCD4tLZz+zOrZEe+btXMjgyMAxV43t228HA6g+AH26kiNAAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zN+en7yuQffHGzOr/ebv/Sng/HU9qcyfkyOC3+3fbFYyeR48UNScdqWnw7xB9xvLv/21cEYqh4AwhYQqTgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1tmu7lRQYjJcdM0kSzZTf8cpKoKviXPZHBkXxueJaPO6lj897LzRS52x5MBkwJ+VrE7FnMxRQZeZ3OMvarmWtTI7LgMqh8AgNg72kgAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHgAB//cLbh1oij68CEW7rR1Oe7wGWqSKwDk/FAtmKrCrRY80Ay6NyT8IDzQJnEdz4uc/lAEqEbGipKA0HV7bcqqn0GQUY+pXiVpARBRopK9hfZ/EDOU98rGJP2QGZCdLKCSORA1RuoHPc400CyDv9U/NPZQCp2RKtNQLPAX7Ezlrph1sB/H3gZQ9jtwCz/uRlXIfnARfiLtL/LAcER6Mfg6JEIwcKcAEZ+MA7BvO0bTLpZEcEQWeJLGD4SwZX81Qx7cBHBiGsi+KjiDcFIpvSokvUIwbtJrMY7G/3AcLbh1oij68AsOgki4AAAAA==\"},\"shape\":[28],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1Nz4qqwS5F1dFKdFM3zRNrxjFSxwBMeWcf5Xuvsb+goOPo/lP9gcUjBUfTIkx3PJss7qkHVAwD+X/znOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1sQfzf6WbK046actTP2WEk5xvhfVzd3lnE0jORcZZgq52h3ZM7iqf9lHR1dq4sbP0o7LoCqBwDcnNe8OAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7t59nZOv7LPwROGypdTDvocLNl0ZfUpft+D7of1b6a+8Dn456WErzafz8Hl93Z2CGd6HzSO3fdxoaL3Qb2+jb/fmnsfvAnVDwB1EpmKSAAAAA==\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3tV2K+Zo2h3kCn792y7k/YHpRQvLZKb6XBwsUrVBu+HDgdXKGUId3M5HLyatIjJo8j+YFuy+SYZRruDHOxpe7fn2Rw0EojZ+HymzUGlI28OT51oe/AV1DwA+RtQVVgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wFQAa/+zcCOWDBCMcEF0OQI0jIzwfSrNOda8TTBX8alBIkqN8HdG9ijJTc4wWbgFFzvPTrBekLPjLslO8F9ovdEk149wRKkHjKtBj/BJQ03xebCP8GmVhWujJ1AwY0hdqysnkDBRId64Qh4QcGKRPYkgHZCwfMtzR9SaELBKHsm4RawQcFalHJQwu1AwbesxofyG0DBcC2Aw63zPMH4pQIGozI+wcQb2lCsHj3B34bFI1ibO8GNIEdInKs6wQfDPetZ2jnBwmnIzlKXOMEb9wVvU1w2wXPfI8ajmDXBGRl88nKYMsEhbcUm8b0xwZTOElS6fzLBxXm/tcVIMMHYafyBo6EtwaqlNxY/wivBLPwrqGI7K8EUetmuQgYpwU6iEjp3BifB84NZPjxKKcGlEmQmqhgqwQn1y/ogBCzByAnXYskxLsFfgq5cbcEwwc3AjlgwQjHBzDh2RVABAAA=\"},\"shape\":[42],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEIAff+yNyFZQlWQ8HiD8K9TmhDwTBaw3UbiEPB0wtZ34WwQ8Gm4kSNHSZEwctdeRNbKETBO5/tVEnERMFPgAvFJt5EwdI64trAjEXBWDnIrp3PRcHtNcWs2RJGwewItZj8ckbB+iIBvjj6RsG+L6ZQ8EVHwXyfXDO+DEfBEN04+ASVRsFI97OZyzpGwQDAXhQoAkbB3wrHSM/dRcF7t3WwH4RFwY7RMCdWpUXBa1Svf9j8RMG/zNMMLG1EwQN1fEsnUkPBBW8xYUMWQ8FKRHyOc0JDwaTYsFL44ULBY84jqjgKQ8HonlqI0cRCwYO4i19kyULB0m5GYLoIQ8GpFxRE2UhDwcjchWUJVkPB0q/omwgBAAA=\"},\"shape\":[33],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGgAF//xkmiz2BcEsHA6xI1X/AVwR4VFSpsuRnBGs7Uvr5+GsGlQvQCK7IcwTDZdaRjUB/BuCcqQT7iHMF8mV50pbMXwQDAPqaRiRXBGyKP/qTXEsEWxFAwZzINwb325GoPWwrBJGPClxPKAcG4rrJLyOUGwUkQ+0Ms9QbBs4aPti8XCMGotv6xcGgMwTAA0DsoCw7BRUuMFfJwEMHGSaLPYFwSwYy+rfGgAAAA\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[73],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9tsPzlDQ5zR0Y07+PGN7E8O22s0le52nHfYfZMv6Wz0B4e9D60MFyf9crgUa/VveTKTY0WLz4fDtuyO3rlL9Z7P53C8eXXODK5r7I5PuC6oy5qyOm6GmgcALZkTDlgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9vzd61+a4uoI3/NlxsKN8Uc/+ttZQ56K+yoKfC78fEjQcfX/1gXey7gceReHrAmR57HkXWu9qWyGAFHA37nPCVPbsdT9sdt7zTwOvYJv7q+eYeQI5f5CSb+IyKOS9VX3Xp1WdTx//ecg/YMUo5MEx1n5FZJOu6B2gcAErLbWHgAAAA=\"},\"shape\":[15],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGwAE//0e9q0JasHUFrKLvSG+YbQV4NnBTRTBpBoOC8BfzuGkFAmH5kP98cQfW92vWAgSFB0B2tqJE1JEHq7h7K6oslQZlINFanMiVBFWDVm/jgIkG6cuYx3rgmQdgCfNpujCdBujiXYXb5JEEF03AAcNwjQd37zCtiOyJBgR6TdLyXIUH7cJqnbkIgQXPvXGUmRSBBNJv55wBNHkF1V9eL8AMdQQhrS6AIiR1B0e9q0JasHUERZXcRsAAAAA==\"},\"shape\":[22],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3tyveB302lNRxfnN6U1zuqOy7cckSo7oeKYssQsN/OMsiPH31krI1YqOS6cYPty8ltlx+bCNxKpzKqO2SxTD8YdUnVMP2/alHte3fHgU6EaDhtNxydQ8wA82sarWAAAAA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/8vlWnBU9Im24yOZ2ep5MtqOlzTu8vOJazqWTwmcemCHhuO9Y7ZeX7M1HG//rnMSeq/pKHDu8H8OP13H5IqJBXWr9R2LHcosN1sYOFZycHMWvzN0PDDj2O+8Q4aO3ALBR0vdjRzlp3rek1pp6LjyFm+98SIDR+Njcx/JOOs75nioCDFf1XPMhdoPAJH24vmIAAAA\"},\"shape\":[17],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9t2VaawSNjTcedKPeX7gp6Ov1TvJe9L9XS8ZC9Z1j7L0/H6o023uZo8HT/vf9fLEuLpuA2qHgDHNK8sOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5v+7E722f8ejj7Mu56JvvBwnFu5NE5GwNPxS+CV41OWeTq+Oi/c/d3Ay3HpuncNu8S8HFO2JH613e3pmJqzgPuyrafjdKh+ALp/p8NIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/0s9LDrxeLmro9ukFyplbK6O7W6LU2Tuujrmm4hOK/nn6hhk9/zTWS03x9S+Wk8/ZTfHOf9+dzgwuDk2CdpmHWZyc5z4p7lw41lXx+ZTNbFCk10dU6HmAQAM9Zc+WAAAAA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9NmatxZPt3FsUfv9xTPWS6Ok/Rv/Tzl5+I4e2LcsllJLo57BJ0zXu1ycWwJuLMuNcLVUUs768gcH1dH1S3Fte29ro4y5Q8dg6tcHZU5LoYJPnR1XJP5Z+bnva6Or7aIrzae4OrY4iw357a+q6PoEfG7vT9dHD9NVnx9YaKLozbUXgDFG/NRgAAAAA==\"},\"shape\":[16],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/xM+aRx4tcbN0V/t5tyV89wcDWL+cxvWujluq3XrXrLKzZFRrjRh6lY3xzXf7PovnXdz9CppS+7mc3cMW+s6W/s1kD8zQL33hJtjS0Gt7dnHbo4C7Y4xIZfdHIWh5gIAgVrsvmAAAAA=\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5vlNuWDeqew45Kn5ye6hgg6Li0rdIs+wuO49/9jnvBn3I6KUZPn3znN7RgxwXHRBwEBx3k/9/NL3xN09Po7sc39nIhjX+dTGQEmYcfJx07pLFMVcZwFNQ8A8U44LFgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wsQyt3LKhF6sGrnGRuVtyEHd3Tu8jOYFHLw9m2fBwJAftyUhC421tCDDusUTkmUhB7sNNvvbN0cejDB647etqTQg/+eznFZZRN6MABqDgASHeBNUAAAAA==\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/4u7HC36Z3LYwZojO5Km7Qs7+NQkNduFP/wgw7FSCe1fYQdPpk92+i4ZfvBe8r8O3zthB5v61x6a/Tbs4MpPQYbCh8IOXq+Zy8W2POxgyprY2p17ww7GQc0DACpbR3pYAAAA\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[49],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9tf+XBmlnO+Y2BTiHvLqnxHOfakF/M35zs+CXZXFczMd9wPlQcAXmC1WigAAAA=\"},\"shape\":[5],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/0tuPJqwXTTfUcVm/ZxpL/McU5VXGp6oyXOUUmhys9+e5zj57WYjC/18x5+Vq0XWiOQ7JkPVAwDYB3yhOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//s9de+lXfzJjn1rsxsXHE9ytFsxwefmjiRHi5snOlvWJTkGWJ/ZGnwrybFZysU3gynZ8TdUPQBtXWOoOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1ujOcnuumih471lJiucIwod/3Os81PqKHQ0exLkVTi10HGa9grtiJJCR7W/7YUfHQod508JmN/CUeh4RcfHk/9QgSOD6f91vksKHMOKOesq1xU4qvhdTX1ypcDx/2n+0Dc/ChzXQM0HAIG/YhpoAAAA\"},\"shape\":[13],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7O/VJp+/lOaY5vc3rJt6umO/+48+fU8Od3R1HRiH0N+umObmaf+aqD4is7OnZM/pzmu/zb71sudaY4zbzNWKRWkOTbmuLqqaqc5Ctu+KjqglOZoXcEy8010mqNl+pZ1Di1pjjeDnmx8tinN0R5qDwA05zUhcAAAAA==\"},\"shape\":[14],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//uTGrCxryvdUUv9OY9NS7qjnfSRLd516Y48l070sMWlO8a2fs4p5E13PHA49rzJ2TTH3m5RJqbNaY6/G/f91fqZ5vijqGCyoVC640rlhl72V2mO815w//32Ps0xcdX/AgeddMe6STf2n3NNd7wnw1C+1CjdUWBlZnmibrpjfbSexWmg+t3s2huPcKY7tl2+xT5HNd0xbsEcra+x6Y4KM7P/a3anOx5kSGQ3Kkt3/AN1JwA6qVbnsAAAAA==\"},\"shape\":[22],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9tl5HNp+5Zsx7v1/NMZX2c7flb9+YD9XLbjFCNVmVmF2Y73q/8fkl2R7bgLqg4A44NXyzAAAAA=\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//uwVqL/hmm240n1BaqxbtmOT5rbedv3ZTk+cGN+1J6X5Xgkbub8iTVZjh7daSomr7McP0DVAwAJzD+7OAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zPVLF+tZZrtmHS2YpWHerbjDWvOZm2GbEeGE1VztZ9kOUZvZ5gnvD3Lcfvqhupjz7Icp95KslDiy3Y0heoDAAwVYS5AAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7vpWldhrZzl+Kxwj8G2oCxHdsMj24NyshyvSLgVckhkOb6qn3B2+dVMR6uKac+s52U6ruwJrgyfmen43+qi07KTmY43ofoB50HjG0gAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wssWc263S7TscH8SGVfWabjEaV45iXFmY4luifD7rpkOrp833v0DFOm49Y6pa5NnzIcA6HqAcwqEa84AAAA\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//t//MHHxQIZjoUlH3KjLDIc+UpWCaydmuF4zlOOr/9ShiPHsz9te15lOF51OhN0+XmG46HzeauCl2c4fu++fL7bO8PRtCUnYMW7dMditb/741+nO/6HmgcAepls61gAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEgAd/+ltmI9N/jeUH4R466RDN6QfyI+O7+mXpBqGuGoDjSekHA3pCBv6Z6QSC2ZSyRi3pBF1V4zzESekEhh4BR4Lt5QacRFOx/dHlBUfXbfAJAeUErOyXx+hV5QQVsFij5qnhBHJUgLG5ReEGnPp44FvN3QWM8KpQE3HdBr6/aCqKgd0Gg3RfO3CV3QeNmRJJQyHZByvmtCG7DdkEpZQio3w53QamZPEoMOHdBlSI9Rlmtd0Eqj8Y3HkB4QR0Ay+Di5HdBW4WIjuEMeEHpMoBMfHR4QZxHqREbp3hBGPGj4wO2eEFw1ePgq4N4QUtXiSdLlXhBwo52SSwReUEC4pFHMmR5QaXCZTKOXXlBKUB2i3yIeUE7w6v53Mh5QZbZiPTf43lBRu2YDCABAAA=\"},\"shape\":[36],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHwAA//9jucZhKse0GmHCQRSWZ7Qfi2VRxQHHtBLt339R2sekF8mFHPi4p6QYHAQHPWNXpBzM3Vl9v5eUGo9G7CPT56QSr+lUDRgXpB4lNofv1LekEPtw9Ag5F6QeHsmKpd1HpBD27zyoUae0EaQ+96RIt7Qeib+1Fkx3tBPPQX+9EffEEIaa/7ihV8QSOaLwD1R3xBNdT7c1y3fEGuUAoQBWZ9QTqwNNn3qH1B+hNAOrXTfUHgc2yEf7d9QW3RBHxxZn1BnR5tZeM4fUFerAHWMO98QXI9r14neHxBXa6Eg6zse0FhyWDTW9x7QfY7nGYSrHtBeXKY0PAAAAA=\"},\"shape\":[30],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/yv+uenONc8yRxPGPFfdijJHl/CvK4Jlyx3vynkEhJqXO1ZK33b6sKjcMX4Lm3dLSrlj0gSVP7tmljsmbPM3W91c7nirPfRGTEi544ad37/ybyxzXLK4vF7Yr8xRbyJLrPuWUsdt2VvubagudSwS79zAsLnUcc2mhQ0r5Msc+WL/bzI3LHMshtoPAIeAkvGIAAAA\"},\"shape\":[17],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[224],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//v4cIPUI3+Lg7uCvv2fZGp58JLK9Ly0GVYHM64XW2QE2R78fFu91jfE7qCGxKp1m8XsDqY/jDl17If1Qd6F8kFpHlYHl8Z9erjGxfLgR6g5APEOtI5QAAAA\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5PMXRbyTTXB8duHpZ8yZyc4qp+o22XyJcFRZ+abCz7dCY7fe+9mG1snOM6RTb6ey5vgqLH3dfTXGfGOJ1keWM4ti3eUhOoHAIKnF0NIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2Oo2LR8h0i84xXm+wfdquMcVXcrzNSQjXP03/E47eyFOMeo9f5XtmjHOzJA1QEAYmMqxDAAAAA=\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5uVtODGpa0xjqGqF/s3ssc69vsVNx8uiXWc5tYo9HJnrOOatW+EPVTjHK21prDLHox1nHRi+/cL32Mdv2kcXFXbGuf40Gf71pjUOMdJK1Si+U7HOuZEftq372OM4+UA0aNua2McZ0HNBwDnWm7TaAAAAA==\"},\"shape\":[13],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[45],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1tkl9+T7xjr6PZY+kzsvmjHL729HxlKYxznM0pfnysQ6+ghl8kn3RbrKJlRvufknFjHRVD1AL8z1PI4AAAA\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2OU+/xBySXWcb7kk7LEE7GOZV86J1iFxDmKxs2x1W2Mc3y+T0d5YWqs4xLTJFYVkxjHZO3H7vasMY5rvr1LnzUtxpERqh8A5/qV50gAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/yv/ZKHg0h/lqMWr/yCMN9px2ptDhTfLox2luXkVtgLF2aXlMyVYohyLpi+v29QZ6Wgl8rD01ZRIxy0JReX2fFGOQY0T/E0UohzLoeYAABnpyKxQAAAA\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wG4AEf/lIbDzoIxUUFAcbhkf2xRQVE31nwGLVNBSCsM5NI7U0Hw2UnNzQpVQekTpXomm1VBR/2lMoABV0HLIytLj1VYQUUAliWneldBw9volaBUVkFJdhfUhYZVQftMxhCVjlRB197VgBGkU0HGbW7NsHRSQbildoPPwFFBomE+Su9oUUE+xQuquThPQdI1lYqIq05BOOI6ZaPzTEEEnMCTPrZNQW8aUh7A7E9B7ScVW2DMUEGUhsPOgjFRQSrHkDm4AAAA\"},\"shape\":[23],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEYAef+Tu2i2LCHSEHIWA8Wex1JQWbqaCwe9ElB2yq5M4M+S0HEfXEoa2FMQZn7Fwldj0xBTHiQ/oZETUFOISoim0ZLQRTRM6iqX0lBU3bBjyu9RkGj1CCKO79FQe249NjjH0RBOagEKIQCQ0HXDwuCEEZBQW6LWv5JIT9BAY6YUoG0PUH1MxUkSRw8QX3LYKyc6DhBqurrRHPiNkEera6Nx0s0QRzdvcYnsDBBeOrI34ZFMEFe1BG0x0EyQaqbwj4SEjdBVl01aV04OkFzUAx6c/Y8QROW16N76j5B7n3SUHdFQUE6ii+olOdCQdRKx+f7fERBDyxuqti7RUHzDMv6fChHQf+3sSQg0kZBSgIfCi7rR0FO7aLYsIdIQf0N/QUYAQAA\"},\"shape\":[35],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9s3TeKb2Ytgx45TD5f5RwQ7Jhx2dlt7M9hxw0eru826IY5TN56/dyE0xHEfVB0AEeO+9jAAAAA=\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7v/hem2+udQR/n+6tWH/4Y6XvloekngYqgje+jGl3dlwxwjHt86oe4Z5uh71X5BYViY437z+RNNV4Y5+h+/lVAzJcxxAUOb5OclYY7fJU8srpwU5ni2v8/lydtQx/tQcwENy5w+YAAAAA==\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHYACf/SOHm7q/YWEEsrsWlnjJZQcwZoBJDe1lBtbaBRASvWUHcZy5qmwJZQZUI2+lf8lhBhhOF8bN3WUHT1XBwS39ZQbywSV9+gVhBymnxD/8FWEGC6b99QwNYQaNLboU5bVdBrOAlYfhmV0E35sIv3xdXQTinpjXH2VZB8LIWlhehVkHgBDG574pWQdY5CmwQ0lZBLCabBJMAV0Gp404iumZXQdlEJSOEv1dBtXJT8fqoV0Hy1hgHSRFYQZOlkVdJtVdBgrrQmEVhWEFw8X2PSKVYQUjh5u6v2FhB5WYgCtgAAAA=\"},\"shape\":[27],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7PP5gmeVuruePnrkvKERDfHlDmPdtr8d3XccKhk8/44N0fnvS75nZXujmuFQm/vkfdwtH4ustCm28PRSFrn2HJ7D0flsEYXfTsPR3uoOQBblLVAUAAAAA==\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7tfWN11ozHA8WGG2e1/OwMcc25lsPccC3B8LrFxSZ1jgKPa/gU33T77OzLUMFmdfunvWF/7M7tGIsBxI+OJsvOpAY73ofoB+NpE4EgAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEoAdf+ybJwBfszUkG46SQNpWBSQbL/pZeXzVJBs0BCPXAHU0H57vXpf0hTQcNdr6rpbVNBLWZIvFVBU0GDl9r6qcFSQWgDx1RJw1JByFBTZDtmUkGwkmzZexlSQVjCX/4MoFFBTSa4BStoUUHD6r9ybgRRQQ1mJ3oioVFBz/QZCcwEUkGilsQ/avBRQSVTxcFin1FBJCCSWGJjUUEuSDdZMw9RQfS1ZILorFBBJ3TsrDjmUEHQ5Fz5e9tQQdfxkQ+fAlFBFfcETMUAUUFxs1+oy4VRQV4vxSnl7VFBfUwX3gqPUUGWSDb8gO9RQVUnF8CL9FFBYiaFxp30UUG3qnEZoaJRQQpnxgXTJVFBdXZ5tkYBUUF6w+y51zBRQcooE9Jj4VFBybJwBfszUkFdYL9+KAEAAA==\"},\"shape\":[37],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/0tfsjht1YMAx5SMkKsrbwY4Zhmbz70bHeg41XzJzL/qgY4JZ8VLd8UGOtZ1Hpf02x3g+DJ7X3c0Z6Cjg/Y3j2VHAxzV/unLh0UFOAr8897iqxPgmFTyklkoLcDR++A3/9Ib/o4SFvk6u2L9HR1m3VzhHRHg6Mnt0LRgSYBjOtReAPdDCIOAAAAA\"},\"shape\":[16],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/4uevWtJ2b/Qg5P/JWxacy70YBaPf9o0hbCDyW1bXtmeDzsY3JJ6c925sINLYuNZlBnDD3LsCEtQexJ20Jr9jeQvt7CDlz5difj/P/RgNNQcADQ04GFQAAAA\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7tSUDVlpnzowYa6Rg+npyEHRblaV/71Dz24bnanQOGO0IP2/3Yr6C0NPVjQ0WMvEhR68ApUPQCOFoZ1OAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3uTpa14n833YPY79iShIt+DdxbMnNTh4Hdwx39nNbGbvgc1zy5ZPbHa9+AbqDoAnaBFvDAAAAA=\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[44],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGgAF//RIF43r+wQ8HW1kI21zlEwZ0Xehvi6kTBIEBWRJp0RcHOGVerrblFwbzaVmvjxUXBaXfAVmN5RcFLKtecn85EwQVVuOkwlkTB71DSQzDcQ8FhYPyZjPZDwf2jv+XwtkPBhr0uerE3Q8Eoqz3yvclCwfWmmA+d4ELBXW5c6dCkQ8GUFcDs9F9DwQyjJW2jwUPBI/GDw2N5Q8FEgXjev7BDwdMlSRCgAAAA\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGwAE//XGAaZvZ/SUGt7ezZE1hKQepGQSAqFUtBAsl91rEATEHMjr346r9NQb1bRjB98ExBJz9dYjnRTUFCvyHfwAFPQYB+qrU5jE9BHR5HBLzDTkHRYXWvfBhPQZ+4ZtUeXk5BwwzCgcmpTUHi25M63cpMQTigeTGiTkxB0kF5Y5lPS0GK5r4j4ltKQSLOvhZ5YElBfqtt6VxaSUGxqMx50t9IQYUkvpMz60hBXGAaZvZ/SUGQP00+sAAAAA==\"},\"shape\":[22],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1Oaeurd3rXBjtpHj+z5phrs+MJrbuQ2q2BHj3MLFP2qgh0t7WZP1Jsb7Cix5/pvpenBjinaAa8u/A52ZCg6v+nrkWBHJah+ANxSJmJIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEIAff+xiCwZzjPUkHsQvl0/91SQYzb59eeS1NBH6xuKU9yU0H1OeBFQj5TQQXx3NTwb1NBpsGJhabXU0G5NEyBnS1UQekGMbCVYVRB7sa7KDhHVUGRWBYjyW5VQfLj1Ub7tFVBjlAZ1L3TVUF1JOqKSTNVQd6r3YTTy1RBIPoG4JDJVEEAn9MFfjVUQf+hhC0Zv1NBIesWUJFiU0HeajC8ZEVTQfJZpRYKXFNBU+/LpKkcU0HWC+9kpSlTQTQjIk5XsFJBAn9QJ6J1UkELaVPCgh9SQQ7UC+ohdFJBWXRer0r+UUG0JTBYnt5RQTlUhZvSL1JBE8xTwKOaUkH3aY2u4qxSQcYgsGc4z1JBDMQ8JAgBAAA=\"},\"shape\":[33],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7u1hdOiUiTUUSs6ZbrAhRDHPwL5dV7uoY4PD1vsub401PGaxSQPnjOhjvm8B7S1NoQ6rog7tmFrDlD8dOrzCVahjreg+gF8ss7uSAAAAA==\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/4uXiU5lOxbmeO+bWY1xcrij7HqZ6qDrYY7bVZfd0f4b5ii+byvn6cRwxw3pD7bvNwp3rD64/17G4zDHVfs+2y/aGOZY+7gk+0FMmKOwRBbvz11hjvNvlW0ynxTm+MbIYdbzN6GOm/sEVYsrwhzjofYAANXScyBwAAAA\"},\"shape\":[14],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[170],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[76],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHAAD//UXEZ9FT6YsGHd5uSzhdkwcN3Oc3wNmbBgDBO11YWaMEJct9nSGNowaSqK8JISmjBE627LLkTacFeD+VMKv1pwWO9VuglymrBd1s0dV37a8FDl9Fj0w5uwfxyd0se+W/BB8QoR57pb8HQSAH1TstuwXeyaOOB123BDnx6x+fMbcHbFJiAtgFtwUbC3cqCW2zB0NWmN7WJa8HJS26pJ19qwdCi0k1+72jBUgqgrsvyZsElSZUEWlJlwVFxGfRU+mLBqLrWtsAAAAA=\"},\"shape\":[24],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3vedC0z75TawVvZdpYPJqseNDpilPLyncrBANP535TKVA+GSPFsfbhW5aD/hYuTl79WPnj9sFCm6hHlg4ah+fOZnVUOqsSvi9NUVj2Y4LDT++Qm1YMTNFumhyiqHfwl1Vr9jlX9IO/Vy9yF79UO3s/Msr35TfXgc6h9AKWtSf14AAAA\"},\"shape\":[15],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wHQAC//a1tzrNaTMMHiA2ruqIstwZZNUH7u3CzBE0ROEbU4KsEDPTzCwrMmwY7cQRqs/SPBB40rjIs2IsHhY/iQ86Egwea4zG6wniDBl/N4NKGFIcFpxIDug+0kwagMy6UaCSjBaQZN0wUiLMHosaDk/ikvwYcThqnOLjHBJ2B51rXpMcFddExRlMwxwUccW3eiKzLBgjNpOv2YM8H3PtEZ9kEzweyfADS9xjPBbZZPdIhAM8EXQK5L+5YywVaYlhVbBjLB6UHS4ONWMMFrW3Os1pMwwYMPYxzQAAAA\"},\"shape\":[26],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wu+yGLdo6l3MK7seZetjMHBHf9DLoisMTh4cHr6nJv7DA6urOtqOBpocLB0u78KW77BwS0PNyvKT9Q/mDvHMDxZXO+guH4Mq/gEvYN3zqfN40vVPfjXeVdtw3Tdg8FQcwGH5RotYAAAAA==\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3t0RnoS832jg1O6Dq3Ze8P44BJWEW/f7cYHE2Y+r/hnanzwqoAYa8wxo4PGj3mlL+sbHWxmV+YR3WV08BFUHwBM1sg3QAAAAA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGQAG//KbElkgwIMcFey7ZGXG8wwU50QQ1rQTDBaSNguC22MMGy33BAO48xwQRunxijfDLB04J82Om/M8GqsXf6iSg0wcXhF7OYkzXBqhfGArbGNcE50pGTyfg0wfO3QaacSzTBQyjsuDLxM8Hdtfg19KkywQKIuxyFYzHBPdnEHC6eMMEdotMI+CkxwSmxJZIMCDHBnVCI9JAAAAA=\"},\"shape\":[18],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[676],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGAAH//0KlYRbVNNcEtGeXq+nY2wYTuBSFkfTbBSOXOFAWnN8GZ3JTyleM3wZfZqNlFyDjBuB8E3WwpOsE/NQT4U0I7wQdAGg+64jzBbvcKfDSyPcG7Ou5tM0g/wdvBYX4rOz/Bd8wHXyNpQMGGzy+TpBZBwVamvp4vpEHBr0sWhwVDQsHW2jFcgAAAAA==\"},\"shape\":[16],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wEoAdf+xH6LHzl5RcENoVusJoxFwfCTFy4AxkXBPPyV4d5tRsF+XjbkNDRHwRp/QsVQfUfBnIitVznZR8E7imun1nRIwfVyqvHejUjBv849xMwSScFp3/mG18xJwZMgguyPkUnBy8usOaPsSMFf8Mm75WpIwQotyb/RBEjBC2nx1x3kR8HII8+wU3lHwewKv+nQMUfBag+k6mDfRsHLj78YhLBGwQJ4PcpVUkbBXtltjVAlRsGVs2agLk1FwXFbDGRexkTBmomamdUHRMHO9r4OwYtDwWLkyZjHzULBGU9hJe7LQsG8wfJtiOxDwWVWb3r11UTBvPVDpFArRcE/vTkqr3lEwWqkkU05V0TB1KX0cnWPQ8HJb0THv7dDwXJpyLGjbUTBxH6LHzl5RcFAx24zKAEAAA==\"},\"shape\":[37],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7vIdGuaydOwg/Pu6jV9PxJ2sHafvBSfafjBnW+2z1GNDD+4fXZ3duCi8IO/GiflKrWFH3yRkKWT0hp+cNOFmGUHU8IPHnQxv2EtF37wYRX3wU+84QcvQs0DAJIyJlhYAAAA\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zPOKHl7QTngYMarBpdozoCDMSeN7poJBRwEAMuUKfwYAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3uy+4rnj8WBjuopdV+ZZgc63k9fEPT+aqBjiprJkvfnAx0deXZddVMMcrw3ubfSxzfIMfna+sjmyCDHdwUitifEgxwZpi1lmcsU5LhMouLYeeUgx8CNMrXfgPqeQM0FAPMS8wRgAAAA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[606],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[693],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wsTEVKyOO7kuO3tunBfeSdHAMjs2UIQAAAA\"},\"shape\":[2],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zPZYdWZKVLgOLU4Lu2zQIHjHK6T/+6aFDg+XDKh8JFFgSMAg4wN+yAAAAA=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/0u+7zNPtibBsfPoDX25AwmOc7aWf+O9luD4PHsHpztromPupnVMIl8THLUVeM0U1yQ4Fly0b92TleC46Z1WGXNsguOFLmE5A8EEx8g7hg2i3+MdpzqJve6/Ge84a3bO9QV34x2tBW4k9FomOLbJbedvM0lwTIbaBwAbWkPFeAAAAA==\"},\"shape\":[15],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wG4AEf/0hAp6E0fQkFWFBIiOMdCQYUgln/bmENBtwCKDQUmREHccd/VoFhEQdFHYLJstkNBe8iTzIi7Q0E0GxUMSHFEQWHPVQGs4kRBZL8ORWcQRUEPI3T3GO5FQag/DD9iIkZB7EqUMUImRkFGE2ZSXN5FQU+yG0l+pkVBFg9vDyNFRUEMC8NTaiVFQSyXAm8iR0VBJgvi15v4REHoVe6ElKNEQb+g6xYI20RBnCP17/9FRUFf+S9+J6dFQbHN34u4AAAA\"},\"shape\":[23],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2PwfNW76Ii9479jW5jvbbR3ZF3rHLcUSK+xXTNhj6iD47uZ/q6TTRwcHU8YMi/JcXC83l+tFlvt4AgAfgFXVjgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7veX60WW+3geNfKaApHm4Pj8k3ij2bZOTh+8XjVu+iIvSMAYMaSOSAAAAA=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/9NfOqHwkUWB47XymLW63gWOr8r5XsREFTgaykk0f7YtcLyodrXLVb/AkY/v9KES7QLHph1WnZkiBY4AWOoopjgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+M7wcU/7WzBwbUnHu9SUSs8OHvR7tpvWwsPtkptvCZzqfDgruX98mtKig7efv7q3LbqooMfxNauqXhXeNBps9GSPS2FB6dx7Nl10LPwIB/UHAD7ovGSUAAAAA==\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//tXFLBL4nvaQfOQObsmVaUdVPR/PUOhN/Ugn3boyeb5qQePL9r9+5VB2sGc0uzp8o/SD8Y8nupkOyn9YPXktft4NdMP/oPqBwDlOqHcSAAAAA==\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/2td4XDkZF2BY0r5i9wtRQWOxw7szW/sLHC0XiG4etPGAsewvAdFzLuB/D1blFevL3C8vWzBf8veAkeVI4U1wiUFjq1Q/QAGTfLGSAAAAA==\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3OZm6moIBR88JfRtszUxOCDdzyK36a2Bh+MVvXcpHQw+KBS9SuFHtfgg6w2Bk8fKQQfTDMLvF1oHnzQBaoPAH0o+wdAAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/xNwz/bhex7n2HuxyabkRZyjm2al16KPcY7x16LcE0TiHSVEQxYJysU7luaE3bsZFu/I4jiPubUp3jFaSy5+zZJ4x1k753zSnh/vyF7+Ufx1cbzjzOp7rnke8Y49KgtV3pvEOy68k/9YUyje8XXhm8vTf8Y5vv6YvzsCaM/Onbc7wp/FOQpA7QcAxzRyF4gAAAA=\"},\"shape\":[17],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+u/sfiQ6Io4R9v14ZPX74tzPBb6Q6b4bpxj1pOYmk8n4hw7Da5tf3g4znGz78kOt91xjtGBf3d+BaqvlVmye+rCOMd+qH4AyDv1F0gAAAA=\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+P7eLp46sw4x48/1gfrrY5zPLv82j/BY3GOBpuDeN+vj3Pkg8oDAN1LmRYoAAAA\"},\"shape\":[5],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/+v0Wm53Y1Kc41aJHpN50+McL6xTcLi5Pc5xdnl6aNzhOMcCDa+3jUfjHCM8kpbuuxznqKf0alXBzjjHQ4ndD7ZsjXPshOoHANnEvCdIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7u8ccLukIlxjhP1b8RWb4pzdPiyxUv3eJzjhZcv6ur2xjm+0bi8QHVDnOOTj4d3MsyKc7wMVQ8A8ZydkTgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3twYjWPrLPlwdL7rl8mv7I8WLbin1SxiPXBVXV999xTrA/a9ua7PXhkdTCr5RlLA4/VwXTblZra0pYHH0D1AQB9ORccQAAAAA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/3t5RuXlz0dmB39OK6wWvmB+cL6pfsMjHcuDE+Vi9nrEWh6UXbVCwMbI/OBLqDoAQZgJHzAAAAA=\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//t+qUWTz9jy4JwV8xPPcVofjKm/+laaz/rgzLle76bNtjq4c+rcKwvirQ7m9Dzw6nSyPPgdqh4A0DEXWTgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/1vvoRex4pzDwUAnl+BNVo4Ho4xZlKp2OR68nZN8KsfN6eC2DacM4rScDi7xC2xk/uF4UDNssm8eo+PBl1JuU65sdTi4HqofADNrikxIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[52],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5tyqMnGfrHdwQ3akqrZX+wOnv3939Mo0OHgkYtnDBcJOR7sYz8TbqPjeFDf9qJq0QuHgxv3GvgWcTkcnALVBwCwxNdEQAAAAA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wtVqzuQG6hwMDLj9fdjRxUOXozI8hUtUzzolvzdq51F6eBLy+vCiVsVDwoITp/N/0LhoIbYumcqHgoHQ6H6APTTPl1AAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/ztzwlf7LqvIwcXd5r6RkmIHJT+rLP4/WergWr9/k5ZtkTqo9+hUgXGk+EHB8Im/Hb+JHDwDVQ8AkqQcIjgAAAA=\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/ztXfOjH7rvKBz89j15g4qJ8cFPfc6WAc4oHZ6gtn5Yipngw00Fs515DxYMbe45+F7VXOsgbuWm+VY3ywaSYqG3tj5UPnoPqBwDObV+ESAAAAA==\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5uUJXxI5Ru/49T6yE3XQ3kcV94y3TTpN7/jXEFBv0MKwo56Tw4HT3cVdVwanj31qKqEo6/N4sbDK0Qdj04ruXGgU9jRqLtb1dhd0HES1BwA69WZ6lAAAAA=\"},\"shape\":[10],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[45],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/7v68rD4368iB+0nStrfVBY6KGPl8J/nsuDBHVcjymLXCB2ctP4Zm6ux+EFFn1mRsqnSB6ff8Xtxmk3moMuety4ytyQPfigSzJ67QvygaW90DtcC0YNXoeYBAKvoysNYAAAA\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/5vM/W/qpQumjv+7Qlasn2rqKGK0/J/ZNVNH6SlOM51Omjkes6mVmWhg7igYLlWvvtfMUXr2hzrbj6aOk6H6AJ8gKQlAAAAA\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zv8tebrvXBTRz3naToiPmaO5hNb9kxYaOY4fen6B/vlzBz3rlNZOlPc1PGl885Eo/Umjoeh6gEK+3+oOAAAAA==\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/4sLufx3xT1Dx/mvd3z0XGjkeFNvtcEBdxPHhtXH/7xRMHX8cuf0l2ghE0fD94Z5+k+NHY9nhK36XWrkOD2ET37CPkPHOKh+ADnLZ9FIAAAA\"},\"shape\":[9],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC//vxXWSrTgq3Y8TcXkGmh1yOZ71O6p0P43T0Oqk0OdOAy3FywOtjaQa8jodfaUlHLBZ03J4iHvUuTNhRodXh4touIceJ69lrz2eKOp7jnKpQFy3iyDXtxqxZ64Qcdyj6C17ZzO/4A2o+AEzaYvhoAAAA\"},\"shape\":[13],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zsdybZQ2kPA8fps/Q0/SkUcu3byWRWeFXHcWmkjGS3F7eheEB3XeJDHUfF8hd2Bej7H01D1ACLhFdc4AAAA\"},\"shape\":[7],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/zv9tvuvqcYHh2br/c937/3hwKh4bapfOKNjo+0Vv9tbOBw9ah/vzLLncnTnixeRPMTimKEy41f+j58OgoHt+epbPzgUp3DGP3v73GHjTJXzBw9fdTgNNQ8A+KEPDFgAAAA=\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wGgAF//0sOJlgnr+kBmlyh1/gz3QAmXJeZNevJAJCtRsFHV80A+FZGE7xXkQEtjaCYuDNRAtbDxhlo45MDgj/mVvWTtwCQX+W8ySPXAAbMxYblq7cC9ruimrZTVwD6IrjcxG9JAECMvy20B8ECM7wMJyjP1QE8daE5Fb/RAcGvzW7Xd70AOnDY7PzL5QDTRX+zxyv1AOEuBxrhu/0DSw4mWCev6QMSgSiagAAAA\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[65],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[132],\"dtype\":\"float64\",\"order\":\"little\"},{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/wveMdGrUFjBcaq7eotVj6xjj5T0uru1Mo6hfkIeSmnyjszJvk9ndio4BkPVAQAmc79IMAAAAA==\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"}]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"44c8fc08-be41-4b74-86fc-0f02910bfebb\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"e7039707-7b7d-47d0-8293-7c232153bee6\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"0b26deb4-9ae9-4554-a4df-e86cf3de33c1\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"selection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"d9f70b90-86c2-42a3-9848-1d6d1ab7ae96\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"black\"},\"line_alpha\":{\"type\":\"value\",\"value\":1.0},\"line_width\":{\"type\":\"value\",\"value\":0.5},\"line_join\":{\"type\":\"value\",\"value\":\"bevel\"},\"line_cap\":{\"type\":\"value\",\"value\":\"butt\"},\"line_dash\":{\"type\":\"value\",\"value\":[]},\"line_dash_offset\":{\"type\":\"value\",\"value\":0}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"44e86d5f-9a39-4e34-b1e1-9ec0c0a61185\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"170685f9-385d-404f-bdf7-44f25c26cae6\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"488413b2-a7a4-4422-b2ad-392ab67d6667\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"1dabd8ca-120a-45a1-aa1c-25c484a95268\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"158a9162-10e6-4c29-a4b8-bd08ea45f969\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"bba05594-b2a3-4919-879f-e17aa1fa0a81\"},\"data\":{\"type\":\"map\",\"entries\":[[\"xs\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/z2SSyhEcRjFrzx2MwvjkslYuIOSjEckG32IpskjlhRZmMU0ojDT1GQY3NiwmJTxmNnYKAsrYqFvYzQbJeORUVMW3lnZKK7yP/eu/t37f3zn/M6RJElauFFJ2bRe7Z6rlKfM3tu2VOqyu+JKv0p+eWTM8rZEpYG+I697ieqj5sR1YpHMbN+WTYuU7ZmpsDQvUOz31HTnDJMy2jq51j5PK/tlE6GKOep1FZYXP89S5qCtZGwwSEUXZ5fyXoCy/uf6yOEeTzU+TVFV5CSaSk9S8FtrGvJ76TD2devKd9P7cEfJ9OoIbaSnkh+fA+ThZKon3kJ9YuUd8Z9fxDk+Fvc4IN7havEu14o5/KNpWvjGx7LQwdDF0MnQzWXCB8MXwyfDN9cJDmwTXBicGNwYHBlcWRKcje9c7HfivH4fnBmcjXk5mB+HHnDmZejthv4H+CmAvzzBmRvg3wEeIfDReb2CXwQ8K8F3HbxD4J9BHgfIx4e89PxqkKeerxV5PyJ/J/qgoh/gbPRH75Perwb0Te+f3kdwI3A0+gvOxvoHNMioR+ACAAA=\"},\"shape\":[92],\"dtype\":\"float64\",\"order\":\"little\"}]],[\"ys\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[92],\"dtype\":\"float64\",\"order\":\"little\"}]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"9f7f0c56-0f07-48ab-a867-78f8d1c3b282\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"c75a9a9b-cbff-4568-bb63-68565297056f\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"bb8e7229-00af-4a0a-96d9-764714bc55b6\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"}}},\"selection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"0d1ee4c2-d8f8-41f5-af11-04e651c6d2ef\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"black\"},\"line_alpha\":{\"type\":\"value\",\"value\":1.0},\"line_width\":{\"type\":\"value\",\"value\":1},\"line_join\":{\"type\":\"value\",\"value\":\"bevel\"},\"line_cap\":{\"type\":\"value\",\"value\":\"butt\"},\"line_dash\":{\"type\":\"value\",\"value\":[]},\"line_dash_offset\":{\"type\":\"value\",\"value\":0}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"6b88760c-20da-4734-91a2-aba087f5e245\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"4abdbeed-f052-424c-8316-10307a9bf6cc\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"b17d5e25-ec5a-43e6-90ac-06e9d7121cb5\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"56aef827-ca51-4c6c-bfce-d8f642476170\",\"attributes\":{\"renderers\":\"auto\",\"zoom_on_axis\":false}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"dbd7d88d-0207-4ebf-baa3-a77b9ee2b478\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"d4a0042e-094f-4636-9a0a-44024da4cb9d\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"2e565f20-640d-4179-a497-53340d636815\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"87d857c6-bca1-41df-a75c-38b5ff5d742d\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}},\"match_aspect\":true}},{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"2b08aad4-db40-477d-a8b0-b325f9ca7603\",\"attributes\":{\"tags\":[\"hv_created\"],\"renderers\":[{\"id\":\"c0c3840d-d378-4997-8d3d-5af92438cfde\"}],\"tooltips\":[[\"longitude in rotated pole grid (degrees)\",\"$x\"],[\"latitude in rotated pole grid (degrees)\",\"$y\"],[\"tasmax\",\"@image\"]],\"sort_by\":null}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"3b53c567-aabc-4580-aafa-51c0558667a7\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"6b4c5a77-ddef-45d9-920b-2820386d9f50\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"e578d272-b25c-4930-8fe2-16093f5d48ed\"}],\"active_drag\":{\"id\":\"6b4c5a77-ddef-45d9-920b-2820386d9f50\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"7868b46d-4a07-49d5-a3a1-fc74ef0d973c\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"d61e7e4f-4e19-4255-9f29-466e81331402\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"19b092f8-b3e0-45e6-8386-a5d7b508a7ac\"},\"axis_label\":\"latitude in rotated pole grid (degrees)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"be5c02d8-d336-4cf0-b141-b6456d94d98a\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"0fbddcb7-c2db-41a2-955c-44b8e2d133fb\",\"attributes\":{\"location\":[0,0],\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"60d4f014-151e-4d05-9d44-73b1f8cb6085\",\"attributes\":{\"mantissas\":[1,2,5]}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"dddedd4c-93b3-4fc3-a8c3-085bec380565\"},\"label_standoff\":8,\"major_tick_line_color\":\"black\",\"bar_line_color\":\"black\",\"color_mapper\":{\"id\":\"6bdda4eb-b48a-451b-a751-dd2eaf2a0a22\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"848e0603-e302-4193-aefc-13cfc2308df4\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"a4211149-3f0f-4a05-89fd-970a2e68d629\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"fdd098c3-0cab-4c16-b07c-8d970971c9b5\"},\"axis_label\":\"longitude in rotated pole grid (degrees)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"34ffdff6-4628-413d-9981-3c7029a50bb7\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"9445062a-67ee-4635-a353-f124a12deba9\",\"attributes\":{\"axis\":{\"id\":\"848e0603-e302-4193-aefc-13cfc2308df4\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"5b643b9f-85f1-4c82-a885-fa44ed7932bb\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"7868b46d-4a07-49d5-a3a1-fc74ef0d973c\"},\"grid_line_color\":null}}],\"frame_width\":245,\"frame_height\":300,\"min_border_top\":10,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"output_backend\":\"webgl\",\"match_aspect\":true,\"hold_render\":false}},{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"6f1585c8-18fa-4edf-ac21-c479ca8c0f9a\",\"attributes\":{\"name\":\"HSpacer00397\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n background-color: #c3c3c3;\\n mask-size: auto calc(min(50%, 300px));\\n -webkit-mask-size: auto calc(min(50%, 300px));\\n}\",{\"id\":\"9ccca725-33a5-4db7-8adc-6bd3a4ef3e64\"},{\"id\":\"60cd4715-fd86-429b-a4e0-88ec150a41f8\"},{\"id\":\"a0e49ca9-9213-4150-907f-fade638d83dc\"}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"955a351e-614e-4a63-aa9a-247d3aa972b4\",\"attributes\":{\"plot_id\":\"9d98e52d-4a5a-4746-92cd-176c3a704c95\",\"comm_id\":\"e107285323574f7392a16cbd4e7c53ad\",\"client_comm_id\":\"fe4d7bc4704f4e65af10c2cc9cd0e440\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"start\",\"kind\":\"Any\",\"default\":0},{\"name\":\"end\",\"kind\":\"Any\",\"default\":100},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
" var render_items = [{\"docid\":\"56ddd1d4-441c-4ae4-a7ac-b3f61f286e2c\",\"roots\":{\"9d98e52d-4a5a-4746-92cd-176c3a704c95\":\"a695c918-a74e-4def-bed9-b8c946729722\"},\"root_ids\":[\"9d98e52d-4a5a-4746-92cd-176c3a704c95\"]}];\n",
" var docs = Object.values(docs_json)\n",
" if (!docs) {\n",
" return\n",
" }\n",
" const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
" async function embed_document(root) {\n",
" var Bokeh = get_bokeh(root)\n",
" await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
" for (const render_item of render_items) {\n",
" for (const root_id of render_item.root_ids) {\n",
"\tconst id_el = document.getElementById(root_id)\n",
"\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
"\t const root_el = id_el.children[0]\n",
"\t root_el.id = root_el.id + '-rendered'\n",
"\t for (const child of root_el.children) {\n",
" // Ensure JupyterLab does not capture keyboard shortcuts\n",
" // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
"\t child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
"\t }\n",
"\t}\n",
" }\n",
" }\n",
" }\n",
" function get_bokeh(root) {\n",
" if (root.Bokeh === undefined) {\n",
" return null\n",
" } else if (root.Bokeh.version !== py_version) {\n",
" if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
"\treturn null\n",
" }\n",
" return root.Bokeh.versions.get(py_version);\n",
" } else if (root.Bokeh.version === py_version) {\n",
" return root.Bokeh\n",
" }\n",
" return null\n",
" }\n",
" function is_loaded(root) {\n",
" var Bokeh = get_bokeh(root)\n",
" return (Bokeh != null && Bokeh.Panel !== undefined)\n",
" }\n",
" if (is_loaded(root)) {\n",
" embed_document(root);\n",
" } else {\n",
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (is_loaded(root)) {\n",
" clearInterval(timer);\n",
" embed_document(root);\n",
" } else if (document.readyState == \"complete\") {\n",
" attempts++;\n",
" if (attempts > 200) {\n",
" clearInterval(timer);\n",
"\t var Bokeh = get_bokeh(root)\n",
"\t if (Bokeh == null || Bokeh.Panel == null) {\n",
" console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
"\t } else {\n",
"\t console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
"\t embed_document(root)\n",
"\t }\n",
" }\n",
" }\n",
" }, 25, root)\n",
" }\n",
"})(window);</script>"
],
"text/plain": [
":DynamicMap []\n",
" :Overlay\n",
" .Image.I :Image [rlon,rlat] (tasmax)\n",
" .Coastline.I :Feature [Longitude,Latitude]"
]
},
"execution_count": 7,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "9d98e52d-4a5a-4746-92cd-176c3a704c95"
}
},
"output_type": "execute_result"
}
],
"source": [
"# Define the CRS that your DATA is in\n",
"data_crs = ccrs.RotatedPole(pole_longitude=ds.rotated_pole.attrs['grid_north_pole_longitude'], \n",
" pole_latitude=ds.rotated_pole.attrs['grid_north_pole_latitude'])\n",
"# Plot, specifying the data's CRS.\n",
"# We set projection=ccrs.PlateCarree() to \"un-rotate\" it onto a normal map.\n",
"(ds['tasmax']-273.15).isel(time=-1).hvplot(x='rlon', y='rlat', # Use the rotated coordinate names\n",
" rasterize=True, cmap='turbo', geo=True, crs=data_crs, projection=ccrs.NorthPolarStereo(),\n",
" coastline=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "bc14e750-2abe-4b38-b2d9-5a8fbf859c0d",
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"<div id='49746e47-f9e5-4ebe-8053-75d4ddb6e286'>\n",
" <div id=\"a4f14fa7-10fb-4b78-a7ad-c5b759e33796\" data-root-id=\"49746e47-f9e5-4ebe-8053-75d4ddb6e286\" style=\"display: contents;\"></div>\n",
"</div>\n",
"<script type=\"application/javascript\">(function(root) {\n",
" var docs_json = {\"97185989-dc9c-4236-8b96-389327fff2da\":{\"version\":\"3.8.0\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"1656bf49-f1b2-43d9-9685-82100189e573\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"8ada3178-5b65-4e33-9331-c57508ae8cf9\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"49746e47-f9e5-4ebe-8053-75d4ddb6e286\",\"attributes\":{\"name\":\"Row00802\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n background-color: #c3c3c3;\\n mask-size: auto calc(min(50%, 300px));\\n -webkit-mask-size: auto calc(min(50%, 300px));\\n}\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"58c5e978-835d-4cd2-ab4a-63dd39699ec3\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.8.2/dist/css/loading.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"e366113d-635f-4605-b09f-03638ae7a4ad\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.8.2/dist/css/listpanel.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"227638f9-9352-4a1a-8404-1e74428a3b70\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.8.2/dist/bundled/theme/default.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"e119eb95-6fc2-4d76-bc90-b7adc370924a\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.8.2/dist/bundled/theme/native.css\"}}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"ac33ca11-1778-4d47-8b50-c86914a4b587\",\"attributes\":{\"name\":\"HSpacer00806\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n background-color: #c3c3c3;\\n mask-size: auto calc(min(50%, 300px));\\n -webkit-mask-size: auto calc(min(50%, 300px));\\n}\",{\"id\":\"58c5e978-835d-4cd2-ab4a-63dd39699ec3\"},{\"id\":\"227638f9-9352-4a1a-8404-1e74428a3b70\"},{\"id\":\"e119eb95-6fc2-4d76-bc90-b7adc370924a\"}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}},{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"eb00bacd-d5ed-4329-8e22-2fc6974a99d5\",\"attributes\":{\"subscribed_events\":{\"type\":\"set\",\"entries\":[\"rangesupdate\"]},\"width\":null,\"height\":null,\"margin\":[5,10],\"sizing_mode\":\"fixed\",\"align\":\"start\",\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"4f2aa450-308c-4188-9c22-b8ce05ad3e11\",\"attributes\":{\"name\":\"Longitude\",\"tags\":[[[\"Longitude\",null]],[]],\"start\":-23978218.316871215,\"end\":23978218.316871215,\"reset_start\":-23978218.316871215,\"reset_end\":23978218.316871215,\"min_interval\":5}},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"34f2cead-8123-4d11-83ea-9e7aa7eb1cf5\",\"attributes\":{\"name\":\"Latitude\",\"tags\":[[[\"Latitude\",null]],{\"type\":\"map\",\"entries\":[[\"invert_yaxis\",false],[\"autorange\",false]]}],\"start\":5758427.20612187,\"end\":20514205.488466732,\"reset_start\":5758427.20612187,\"reset_end\":20514205.488466732,\"min_interval\":5}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"c5022dcf-f883-4692-9201-8bbd99670870\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"e2a856ee-a030-4085-82e1-85e6e550de90\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"30ee24b9-4841-4543-801c-25df30f4190a\",\"attributes\":{\"text\":\"height = 2.0 [m], time = 2010-12-31T12:00:00\",\"text_color\":\"black\",\"text_font_size\":\"12pt\"}},\"renderers\":[{\"type\":\"object\",\"name\":\"TileRenderer\",\"id\":\"52db28f9-40ea-405b-a524-304f14703845\",\"attributes\":{\"level\":\"underlay\",\"tile_source\":{\"type\":\"object\",\"name\":\"WMTSTileSource\",\"id\":\"1c1c4461-5e21-426a-b882-b5e5a24cc344\",\"attributes\":{\"url\":\"https://c.tile.openstreetmap.org/{Z}/{X}/{Y}.png\",\"attribution\":\"&copy; <a href=\\\"https://www.openstreetmap.org/copyright\\\">OpenStreetMap</a> contributors\"}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"f87e24a7-c7e0-4bf1-8dbb-af3a22cbb4dd\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"6a1da666-1b2f-4448-bb36-b84b0ce5141c\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"17512dea-6af3-4af8-9169-40b9f5b3337e\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"1bff7f41-490c-4d0b-89fc-546a4b9d5f24\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",[-19981848.59739079]],[\"y\",[6235124.35179948]],[\"dw\",[39963697.19478158]],[\"dh\",[13802383.99098964]],[\"image\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[400,400],\"dtype\":\"float64\",\"order\":\"little\"}]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"47b60803-e599-409b-8fa2-dd41cd9e25ab\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"a1dbc6fe-3599-49f5-852e-922149e6996d\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"406a6d40-e7ed-4fd5-947b-43f25ea4bd70\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"type\":\"object\",\"name\":\"LinearColorMapper\",\"id\":\"29a392b8-bce7-430f-9f4f-19dbd0fb1e54\",\"attributes\":{\"palette\":[\"#30123b\",\"#311542\",\"#32184a\",\"#341b51\",\"#351e58\",\"#36215f\",\"#372365\",\"#38266c\",\"#392972\",\"#3a2c79\",\"#3b2f7f\",\"#3c3285\",\"#3c358b\",\"#3d3791\",\"#3e3a96\",\"#3f3d9c\",\"#4040a1\",\"#4043a6\",\"#4145ab\",\"#4148b0\",\"#424bb5\",\"#434eba\",\"#4350be\",\"#4353c2\",\"#4456c7\",\"#4458cb\",\"#455bce\",\"#455ed2\",\"#4560d6\",\"#4563d9\",\"#4666dd\",\"#4668e0\",\"#466be3\",\"#466de6\",\"#4670e8\",\"#4673eb\",\"#4675ed\",\"#4678f0\",\"#467af2\",\"#467df4\",\"#467ff6\",\"#4682f8\",\"#4584f9\",\"#4587fb\",\"#4589fc\",\"#448cfd\",\"#438efd\",\"#4291fe\",\"#4193fe\",\"#4096fe\",\"#3f98fe\",\"#3e9bfe\",\"#3c9dfd\",\"#3ba0fc\",\"#39a2fc\",\"#38a5fb\",\"#36a8f9\",\"#34aaf8\",\"#33acf6\",\"#31aff5\",\"#2fb1f3\",\"#2db4f1\",\"#2bb6ef\",\"#2ab9ed\",\"#28bbeb\",\"#26bde9\",\"#25c0e6\",\"#23c2e4\",\"#21c4e1\",\"#20c6df\",\"#1ec9dc\",\"#1dcbda\",\"#1ccdd7\",\"#1bcfd4\",\"#1ad1d2\",\"#19d3cf\",\"#18d5cc\",\"#18d7ca\",\"#17d9c7\",\"#17dac4\",\"#17dcc2\",\"#17debf\",\"#18e0bd\",\"#18e1ba\",\"#19e3b8\",\"#1ae4b6\",\"#1be5b4\",\"#1de7b1\",\"#1ee8af\",\"#20e9ac\",\"#22eba9\",\"#24eca6\",\"#27eda3\",\"#29eea0\",\"#2cef9d\",\"#2ff09a\",\"#32f197\",\"#35f394\",\"#38f491\",\"#3bf48d\",\"#3ff58a\",\"#42f687\",\"#46f783\",\"#4af880\",\"#4df97c\",\"#51f979\",\"#55fa76\",\"#59fb72\",\"#5dfb6f\",\"#61fc6c\",\"#65fc68\",\"#69fd65\",\"#6dfd62\",\"#71fd5f\",\"#74fe5c\",\"#78fe59\",\"#7cfe56\",\"#80fe53\",\"#84fe50\",\"#87fe4d\",\"#8bfe4b\",\"#8efe48\",\"#92fe46\",\"#95fe44\",\"#98fe42\",\"#9bfd40\",\"#9efd3e\",\"#a1fc3d\",\"#a4fc3b\",\"#a6fb3a\",\"#a9fb39\",\"#acfa37\",\"#aef937\",\"#b1f836\",\"#b3f835\",\"#b6f735\",\"#b9f534\",\"#bbf434\",\"#bef334\",\"#c0f233\",\"#c3f133\",\"#c5ef33\",\"#c8ee33\",\"#caed33\",\"#cdeb34\",\"#cfea34\",\"#d1e834\",\"#d4e735\",\"#d6e535\",\"#d8e335\",\"#dae236\",\"#dde036\",\"#dfde36\",\"#e1dc37\",\"#e3da37\",\"#e5d838\",\"#e7d738\",\"#e8d538\",\"#ead339\",\"#ecd139\",\"#edcf39\",\"#efcd39\",\"#f0cb3a\",\"#f2c83a\",\"#f3c63a\",\"#f4c43a\",\"#f6c23a\",\"#f7c039\",\"#f8be39\",\"#f9bc39\",\"#f9ba38\",\"#fab737\",\"#fbb537\",\"#fbb336\",\"#fcb035\",\"#fcae34\",\"#fdab33\",\"#fda932\",\"#fda631\",\"#fda330\",\"#fea12f\",\"#fe9e2e\",\"#fe9b2d\",\"#fe982c\",\"#fd952b\",\"#fd9229\",\"#fd8f28\",\"#fd8c27\",\"#fc8926\",\"#fc8624\",\"#fb8323\",\"#fb8022\",\"#fa7d20\",\"#fa7a1f\",\"#f9771e\",\"#f8741c\",\"#f7711b\",\"#f76e1a\",\"#f66b18\",\"#f56817\",\"#f46516\",\"#f36315\",\"#f26014\",\"#f15d13\",\"#ef5a11\",\"#ee5810\",\"#ed550f\",\"#ec520e\",\"#ea500d\",\"#e94d0d\",\"#e84b0c\",\"#e6490b\",\"#e5460a\",\"#e3440a\",\"#e24209\",\"#e04008\",\"#de3e08\",\"#dd3c07\",\"#db3a07\",\"#d93806\",\"#d73606\",\"#d63405\",\"#d43205\",\"#d23005\",\"#d02f04\",\"#ce2d04\",\"#cb2b03\",\"#c92903\",\"#c72803\",\"#c52602\",\"#c32402\",\"#c02302\",\"#be2102\",\"#bb1f01\",\"#b91e01\",\"#b61c01\",\"#b41b01\",\"#b11901\",\"#ae1801\",\"#ac1601\",\"#a91501\",\"#a61401\",\"#a31201\",\"#a01101\",\"#9d1001\",\"#9a0e01\",\"#970d01\",\"#940c01\",\"#910b01\",\"#8e0a01\",\"#8b0901\",\"#870801\",\"#840701\",\"#810602\",\"#7d0502\",\"#7a0402\"],\"nan_color\":\"rgba(0, 0, 0, 0)\",\"low\":-44.7216796875,\"high\":44.7216796875}}}},\"selection_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"4cc34f9b-50a7-4d03-bf3c-8ce1891cb9e0\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":1.0},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"29a392b8-bce7-430f-9f4f-19dbd0fb1e54\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"a3293aff-29d3-4235-b9fd-a44f360def03\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":0.1},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"29a392b8-bce7-430f-9f4f-19dbd0fb1e54\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"d50f014c-bee9-40c4-bb13-4cc578e5e0f8\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":0.2},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"29a392b8-bce7-430f-9f4f-19dbd0fb1e54\"}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"69da68a7-9108-4db1-bc18-b31ff0757be7\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"738ebc0b-bec2-43c6-96bd-6b23b061a0ae\",\"attributes\":{\"renderers\":\"auto\",\"zoom_on_axis\":false}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"bcfd4c33-b554-4534-8c91-0e4a5a995600\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"d8346b75-70c6-4472-8508-f709d565e665\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"2e565f20-640d-4179-a497-53340d636815\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"87d857c6-bca1-41df-a75c-38b5ff5d742d\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}},\"match_aspect\":true}},{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"d51809a0-ab50-4b00-9d22-2fd71a4ae9a5\",\"attributes\":{\"tags\":[\"hv_created\"],\"renderers\":[{\"id\":\"f87e24a7-c7e0-4bf1-8dbb-af3a22cbb4dd\"}],\"tooltips\":[[\"longitude (degrees_east)\",\"$x{custom}\"],[\"latitude (degrees_north)\",\"$y{custom}\"],[\"tasmax\",\"@image\"]],\"formatters\":{\"type\":\"map\",\"entries\":[[\"$x\",{\"type\":\"object\",\"name\":\"CustomJSHover\",\"id\":\"c3f602e8-ab19-43ce-b606-92eab1413f83\",\"attributes\":{\"code\":\"\\n const projections = Bokeh.require(\\\"core/util/projections\\\");\\n const {snap_x, snap_y} = special_vars\\n const coords = projections.wgs84_mercator.invert(snap_x, snap_y)\\n return \\\"\\\" + (coords[0]).toFixed(4)\\n \"}}],[\"$y\",{\"type\":\"object\",\"name\":\"CustomJSHover\",\"id\":\"67451fbd-f3f7-4484-a612-af04bd1515ed\",\"attributes\":{\"code\":\"\\n const projections = Bokeh.require(\\\"core/util/projections\\\");\\n const {snap_x, snap_y} = special_vars\\n const coords = projections.wgs84_mercator.invert(snap_x, snap_y)\\n return \\\"\\\" + (coords[1]).toFixed(4)\\n \"}}]]},\"sort_by\":null}},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"45b4a762-d0dc-4d35-bd78-8515506ac32e\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"669dc16d-712b-4c01-8a30-4d4c319984f0\"}],\"active_drag\":{\"id\":\"45b4a762-d0dc-4d35-bd78-8515506ac32e\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"c888d5c9-6a55-4164-8827-62ed38d8395e\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"MercatorTicker\",\"id\":\"bff315b4-461b-482c-8667-fed66f145899\",\"attributes\":{\"mantissas\":[1,2,5],\"dimension\":\"lat\"}},\"formatter\":{\"type\":\"object\",\"name\":\"MercatorTickFormatter\",\"id\":\"db6db4c1-493b-4660-abcb-780523b05bdb\",\"attributes\":{\"dimension\":\"lat\"}},\"axis_label\":\"Latitude\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"81b5778d-954b-4646-9707-67acac6f890b\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"67c05b97-7f28-4c40-99e7-579f05940452\",\"attributes\":{\"location\":[0,0],\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"484eafb4-b141-4204-97b4-88ebb3954117\",\"attributes\":{\"mantissas\":[1,2,5]}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"9a14b074-e44b-43cd-ba0d-a0b77fc7882d\"},\"label_standoff\":8,\"major_tick_line_color\":\"black\",\"bar_line_color\":\"black\",\"color_mapper\":{\"id\":\"29a392b8-bce7-430f-9f4f-19dbd0fb1e54\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"248f5957-a8fd-47c8-9cd1-92a06449a9fd\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"MercatorTicker\",\"id\":\"c61ea692-6249-4b48-9409-c5a964c94b02\",\"attributes\":{\"mantissas\":[1,2,5],\"dimension\":\"lon\"}},\"formatter\":{\"type\":\"object\",\"name\":\"MercatorTickFormatter\",\"id\":\"9c2eeb5d-3d62-4a7c-80e1-97024e732d0b\",\"attributes\":{\"dimension\":\"lon\"}},\"axis_label\":\"Longitude\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"cb799e46-2a3c-43c3-a39a-7e5ebff69604\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"52774476-882d-4b5c-9cee-9ff6e8b1fa95\",\"attributes\":{\"axis\":{\"id\":\"248f5957-a8fd-47c8-9cd1-92a06449a9fd\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"b5b6969b-8206-4d08-9ee3-d17403962746\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"c888d5c9-6a55-4164-8827-62ed38d8395e\"},\"grid_line_color\":null}}],\"frame_width\":975,\"frame_height\":300,\"min_border_top\":10,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"output_backend\":\"webgl\",\"match_aspect\":true,\"hold_render\":false}},{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"dad36952-ae5f-4834-bd1b-ef503b245d79\",\"attributes\":{\"name\":\"HSpacer00807\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n background-color: #c3c3c3;\\n mask-size: auto calc(min(50%, 300px));\\n -webkit-mask-size: auto calc(min(50%, 300px));\\n}\",{\"id\":\"58c5e978-835d-4cd2-ab4a-63dd39699ec3\"},{\"id\":\"227638f9-9352-4a1a-8404-1e74428a3b70\"},{\"id\":\"e119eb95-6fc2-4d76-bc90-b7adc370924a\"}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"4226e7f6-9281-4ab0-9705-cb1cce883c43\",\"attributes\":{\"plot_id\":\"49746e47-f9e5-4ebe-8053-75d4ddb6e286\",\"comm_id\":\"5bbda1499231403399f8cd2b2633def3\",\"client_comm_id\":\"160b717f1ffe4ef1b636e23ae640419c\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"start\",\"kind\":\"Any\",\"default\":0},{\"name\":\"end\",\"kind\":\"Any\",\"default\":100},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
" var render_items = [{\"docid\":\"97185989-dc9c-4236-8b96-389327fff2da\",\"roots\":{\"49746e47-f9e5-4ebe-8053-75d4ddb6e286\":\"a4f14fa7-10fb-4b78-a7ad-c5b759e33796\"},\"root_ids\":[\"49746e47-f9e5-4ebe-8053-75d4ddb6e286\"]}];\n",
" var docs = Object.values(docs_json)\n",
" if (!docs) {\n",
" return\n",
" }\n",
" const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
" async function embed_document(root) {\n",
" var Bokeh = get_bokeh(root)\n",
" await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
" for (const render_item of render_items) {\n",
" for (const root_id of render_item.root_ids) {\n",
"\tconst id_el = document.getElementById(root_id)\n",
"\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
"\t const root_el = id_el.children[0]\n",
"\t root_el.id = root_el.id + '-rendered'\n",
"\t for (const child of root_el.children) {\n",
" // Ensure JupyterLab does not capture keyboard shortcuts\n",
" // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
"\t child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
"\t }\n",
"\t}\n",
" }\n",
" }\n",
" }\n",
" function get_bokeh(root) {\n",
" if (root.Bokeh === undefined) {\n",
" return null\n",
" } else if (root.Bokeh.version !== py_version) {\n",
" if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
"\treturn null\n",
" }\n",
" return root.Bokeh.versions.get(py_version);\n",
" } else if (root.Bokeh.version === py_version) {\n",
" return root.Bokeh\n",
" }\n",
" return null\n",
" }\n",
" function is_loaded(root) {\n",
" var Bokeh = get_bokeh(root)\n",
" return (Bokeh != null && Bokeh.Panel !== undefined)\n",
" }\n",
" if (is_loaded(root)) {\n",
" embed_document(root);\n",
" } else {\n",
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (is_loaded(root)) {\n",
" clearInterval(timer);\n",
" embed_document(root);\n",
" } else if (document.readyState == \"complete\") {\n",
" attempts++;\n",
" if (attempts > 200) {\n",
" clearInterval(timer);\n",
"\t var Bokeh = get_bokeh(root)\n",
"\t if (Bokeh == null || Bokeh.Panel == null) {\n",
" console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
"\t } else {\n",
"\t console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
"\t embed_document(root)\n",
"\t }\n",
" }\n",
" }\n",
" }, 25, root)\n",
" }\n",
"})(window);</script>"
],
"text/plain": [
":DynamicMap []\n",
" :Overlay\n",
" .WMTS.I :WMTS [Longitude,Latitude]\n",
" .Image.I :Image [lon,lat] (tasmax)"
]
},
"execution_count": 8,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "49746e47-f9e5-4ebe-8053-75d4ddb6e286"
}
},
"output_type": "execute_result"
}
],
"source": [
"(ds['tasmax']-273.15).isel(time=-1).hvplot.quadmesh(x='lon', y='lat', # Use the rotated coordinate names\n",
" rasterize=True, cmap='turbo', geo=True, tiles='OSM')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "953ac404-1b2f-4eb8-aa80-f0d1a3e8a086",
"metadata": {},
"outputs": [],
"source": [
"extents = pystac.Extent(\n",
" spatial=pystac.SpatialExtent(bboxes=[list(ds.rio.bounds())]),\n",
" temporal=pystac.TemporalExtent(\n",
" intervals=[\n",
" datetime.datetime.fromisoformat(str(ds.time.min().values)),\n",
" datetime.datetime.fromisoformat(str(ds.time.max().values))\n",
" ]\n",
" ),\n",
")"
]
},
{
"cell_type": "markdown",
"id": "efecbf14-4b3c-494d-8610-e383832a142f",
"metadata": {},
"source": [
"## Rio get's the bbox (and therefore geometry) wrong. So does xpystac (currently)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "dd2894ed-82d8-4f50-81cc-dc7f3e76fc53",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-23.099999999999998, -24.419999999999998, 27.94, 34.099999999999994)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.rio.bounds()"
]
},
{
"cell_type": "markdown",
"id": "cfe30daa-edda-4f1a-ba91-f43921b80eed",
"metadata": {},
"source": [
"## We should calculate it this way if 2D lon,lat is provided (or even better, but harder use rlon, rlat with the grid_mapping)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4a50a532-8f97-499d-b03f-66228229ea3c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-179.99999915, 49.06093469, 180. , 89.95 ])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"true_bbox = np.array([ds.lon.min(), ds.lat.min(), ds.lon.max(), ds.lat.max()])\n",
"true_bbox"
]
},
{
"cell_type": "markdown",
"id": "6beb52eb-c1ee-431b-b68b-6f643cb9ab18",
"metadata": {},
"source": [
"## The geometry should be calculated by following the 2D coords around the edges "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0e94bd8a-6284-473a-8470-e9a0a505de4c",
"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": "3.13.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment