Overview

The Powerful Data Exploration & Web App Framework for Python

Portfolio Analyzer

https://panel-gallery.holoviz-demo.anaconda.com/portfolio_analyzer

Portfolio Optimizer

https://panel-gallery.holoviz-demo.anaconda.com/portfolio_optimizer

WebLLM Chat App

https://panel-gallery.holoviz-demo.anaconda.com/webllm

Videostream

https://panel-gallery.holoviz-demo.anaconda.com/streaming_videostream

Panel is an open-source Python library designed to streamline the development of robust tools, dashboards, and complex applications entirely within Python. With a comprehensive philosophy, Panel integrates seamlessly with the PyData ecosystem, offering powerful, interactive data tables, visualizations, and much more, to unlock, visualize, share, and collaborate on your data for efficient workflows.

Its feature set includes high-level reactive APIs and lower-level callback-based APIs, enabling rapid development of exploratory applications and facilitating the creation of intricate, multi-page applications with extensive interactivity.

Panel is a proud member of the HoloViz ecosystem, providing a gateway to a cohesive suite of data exploration tools.

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import panel as pn

import pandas as pd
import holoviews as hv

from sklearn.cluster import KMeans

pn.extension(design='material')

import hvplot.pandas

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t._removeItem(e)})),this},e.prototype.removeActiveItems=function(e){var t=this;return this._store.activeItems.filter((function(t){return t.id!==e})).forEach((function(e){return t._removeItem(e)})),this},e.prototype.removeHighlightedItems=function(e){var t=this;return void 0===e&&(e=!1),this._store.highlightedActiveItems.forEach((function(i){t._removeItem(i),e&&t._triggerChange(i.value)})),this},e.prototype.showDropdown=function(e){var t=this;return this.dropdown.isActive||requestAnimationFrame((function(){t.dropdown.show(),t.containerOuter.open(t.dropdown.distanceFromTopWindow),!e&&t._canSearch&&t.input.focus(),t.passedElement.triggerEvent(d.EVENTS.showDropdown,{})})),this},e.prototype.hideDropdown=function(e){var t=this;return this.dropdown.isActive?(requestAnimationFrame((function(){t.dropdown.hide(),t.containerOuter.close(),!e&&t._canSearch&&(t.input.removeActiveDescendant(),t.input.blur()),t.passedElement.triggerEvent(d.EVENTS.hideDropdown,{})})),this):this},e.prototype.getValue=function(e){void 0===e&&(e=!1);var t=this._store.activeItems.reduce((function(t,i){var n=e?i.value:i;return t.push(n),t}),[]);return this._isSelectOneElement?t[0]:t},e.prototype.setValue=function(e){var t=this;return this.initialised?(e.forEach((function(e){return t._setChoiceOrItem(e)})),this):this},e.prototype.setChoiceByValue=function(e){var t=this;return!this.initialised||this._isTextElement||(Array.isArray(e)?e:[e]).forEach((function(e){return t._findAndSelectChoiceByValue(e)})),this},e.prototype.setChoices=function(e,t,i,n){var r=this;if(void 0===e&&(e=[]),void 0===t&&(t="value"),void 0===i&&(i="label"),void 0===n&&(n=!1),!this.initialised)throw new ReferenceError("setChoices was called on a non-initialized instance of Choices");if(!this._isSelectElement)throw new TypeError("setChoices can't be used with INPUT based Choices");if("string"!=typeof t||!t)throw new TypeError("value parameter must be a name of 'value' field in passed objects");if(n&&this.clearChoices(),"function"==typeof e){var s=e(this);if("function"==typeof Promise&&s instanceof Promise)return new Promise((function(e){return requestAnimationFrame(e)})).then((function(){return r._handleLoadingState(!0)})).then((function(){return s})).then((function(e){return r.setChoices(e,t,i,n)})).catch((function(e){r.config.silent||console.error(e)})).then((function(){return r._handleLoadingState(!1)})).then((function(){return r}));if(!Array.isArray(s))throw new TypeError(".setChoices first argument function must return either array of choices or Promise, got: ".concat(typeof s));return this.setChoices(s,t,i,!1)}if(!Array.isArray(e))throw new TypeError(".setChoices must be called either with array of choices with a function resulting into Promise of array of choices");return this.containerOuter.removeLoadingState(),this._startLoading(),e.forEach((function(e){if(e.choices)r._addGroup({id:e.id?parseInt("".concat(e.id),10):null,group:e,valueKey:t,labelKey:i});else{var n=e;r._addChoice({value:n[t],label:n[i],isSelected:!!n.selected,isDisabled:!!n.disabled,placeholder:!!n.placeholder,customProperties:n.customProperties})}})),this._stopLoading(),this},e.prototype.clearChoices=function(){return this._store.dispatch((0,a.clearChoices)()),this},e.prototype.clearStore=function(){return this._store.dispatch((0,h.clearAll)()),this},e.prototype.clearInput=function(){var e=!this._isSelectOneElement;return this.input.clear(e),!this._isTextElement&&this._canSearch&&(this._isSearching=!1,this._store.dispatch((0,a.activateChoices)(!0))),this},e.prototype._render=function(){if(!this._store.isLoading()){this._currentState=this._store.state;var e=this._currentState.choices!==this._prevState.choices||this._currentState.groups!==this._prevState.groups||this._currentState.items!==this._prevState.items,t=this._isSelectElement,i=this._currentState.items!==this._prevState.items;e&&(t&&this._renderChoices(),i&&this._renderItems(),this._prevState=this._currentState)}},e.prototype._renderChoices=function(){var e=this,t=this._store,i=t.activeGroups,n=t.activeChoices,r=document.createDocumentFragment();if(this.choiceList.clear(),this.config.resetScrollPosition&&requestAnimationFrame((function(){return e.choiceList.scrollToTop()})),i.length>=1&&!this._isSearching){var s=n.filter((function(e){return!0===e.placeholder&&-1===e.groupId}));s.length>=1&&(r=this._createChoicesFragment(s,r)),r=this._createGroupsFragment(i,n,r)}else n.length>=1&&(r=this._createChoicesFragment(n,r));if(r.childNodes&&r.childNodes.length>0){var o=this._store.activeItems,a=this._canAddItem(o,this.input.value);if(a.response)this.choiceList.append(r),this._highlightChoice();else{var c=this._getTemplate("notice",a.notice);this.choiceList.append(c)}}else{var l=void 0;c=void 0,this._isSearching?(c="function"==typeof this.config.noResultsText?this.config.noResultsText():this.config.noResultsText,l=this._getTemplate("notice",c,"no-results")):(c="function"==typeof this.config.noChoicesText?this.config.noChoicesText():this.config.noChoicesText,l=this._getTemplate("notice",c,"no-choices")),this.choiceList.append(l)}},e.prototype._renderItems=function(){var e=this._store.activeItems||[];this.itemList.clear();var t=this._createItemsFragment(e);t.childNodes&&this.itemList.append(t)},e.prototype._createGroupsFragment=function(e,t,i){var n=this;return void 0===i&&(i=document.createDocumentFragment()),this.config.shouldSort&&e.sort(this.config.sorter),e.forEach((function(e){var r=function(e){return t.filter((function(t){return n._isSelectOneElement?t.groupId===e.id:t.groupId===e.id&&("always"===n.config.renderSelectedChoices||!t.selected)}))}(e);if(r.length>=1){var s=n._getTemplate("choiceGroup",e);i.appendChild(s),n._createChoicesFragment(r,i,!0)}})),i},e.prototype._createChoicesFragment=function(e,t,i){var r=this;void 0===t&&(t=document.createDocumentFragment()),void 0===i&&(i=!1);var s=this.config,o=s.renderSelectedChoices,a=s.searchResultLimit,c=s.renderChoiceLimit,l=this._isSearching?f.sortByScore:this.config.sorter,h=function(e){if("auto"!==o||r._isSelectOneElement||!e.selected){var i=r._getTemplate("choice",e,r.config.itemSelectText);t.appendChild(i)}},u=e;"auto"!==o||this._isSelectOneElement||(u=e.filter((function(e){return!e.selected})));var d=u.reduce((function(e,t){return t.placeholder?e.placeholderChoices.push(t):e.normalChoices.push(t),e}),{placeholderChoices:[],normalChoices:[]}),p=d.placeholderChoices,m=d.normalChoices;(this.config.shouldSort||this._isSearching)&&m.sort(l);var v=u.length,g=this._isSelectOneElement?n(n([],p,!0),m,!0):m;this._isSearching?v=a:c&&c>0&&!i&&(v=c);for(var _=0;_=n){var o=r?this._searchChoices(e):0;this.passedElement.triggerEvent(d.EVENTS.search,{value:e,resultCount:o})}else s&&(this._isSearching=!1,this._store.dispatch((0,a.activateChoices)(!0)))}},e.prototype._canAddItem=function(e,t){var i=!0,n="function"==typeof this.config.addItemText?this.config.addItemText(t):this.config.addItemText;if(!this._isSelectOneElement){var r=(0,f.existsInArray)(e,t);this.config.maxItemCount>0&&this.config.maxItemCount<=e.length&&(i=!1,n="function"==typeof this.config.maxItemText?this.config.maxItemText(this.config.maxItemCount):this.config.maxItemText),!this.config.duplicateItemsAllowed&&r&&i&&(i=!1,n="function"==typeof this.config.uniqueItemText?this.config.uniqueItemText(t):this.config.uniqueItemText),this._isTextElement&&this.config.addItems&&i&&"function"==typeof this.config.addItemFilter&&!this.config.addItemFilter(t)&&(i=!1,n="function"==typeof this.config.customAddItemText?this.config.customAddItemText(t):this.config.customAddItemText)}return{response:i,notice:n}},e.prototype._searchChoices=function(e){var t="string"==typeof e?e.trim():e,i="string"==typeof this._currentValue?this._currentValue.trim():this._currentValue;if(t.length<1&&t==="".concat(i," "))return 0;var r=this._store.searchableChoices,s=t,c=Object.assign(this.config.fuseOptions,{keys:n([],this.config.searchFields,!0),includeMatches:!0}),l=new o.default(r,c).search(s);return this._currentValue=t,this._highlightPosition=0,this._isSearching=!0,this._store.dispatch((0,a.filterChoices)(l)),l.length},e.prototype._addEventListeners=function(){var e=document.documentElement;e.addEventListener("touchend",this._onTouchEnd,!0),this.containerOuter.element.addEventListener("keydown",this._onKeyDown,!0),this.containerOuter.element.addEventListener("mousedown",this._onMouseDown,!0),e.addEventListener("click",this._onClick,{passive:!0}),e.addEventListener("touchmove",this._onTouchMove,{passive:!0}),this.dropdown.element.addEventListener("mouseover",this._onMouseOver,{passive:!0}),this._isSelectOneElement&&(this.containerOuter.element.addEventListener("focus",this._onFocus,{passive:!0}),this.containerOuter.element.addEventListener("blur",this._onBlur,{passive:!0})),this.input.element.addEventListener("keyup",this._onKeyUp,{passive:!0}),this.input.element.addEventListener("focus",this._onFocus,{passive:!0}),this.input.element.addEventListener("blur",this._onBlur,{passive:!0}),this.input.element.form&&this.input.element.form.addEventListener("reset",this._onFormReset,{passive:!0}),this.input.addEventListeners()},e.prototype._removeEventListeners=function(){var e=document.documentElement;e.removeEventListener("touchend",this._onTouchEnd,!0),this.containerOuter.element.removeEventListener("keydown",this._onKeyDown,!0),this.containerOuter.element.removeEventListener("mousedown",this._onMouseDown,!0),e.removeEventListener("click",this._onClick),e.removeEventListener("touchmove",this._onTouchMove),this.dropdown.element.removeEventListener("mouseover",this._onMouseOver),this._isSelectOneElement&&(this.containerOuter.element.removeEventListener("focus",this._onFocus),this.containerOuter.element.removeEventListener("blur",this._onBlur)),this.input.element.removeEventListener("keyup",this._onKeyUp),this.input.element.removeEventListener("focus",this._onFocus),this.input.element.removeEventListener("blur",this._onBlur),this.input.element.form&&this.input.element.form.removeEventListener("reset",this._onFormReset),this.input.removeEventListeners()},e.prototype._onKeyDown=function(e){var t=e.keyCode,i=this._store.activeItems,n=this.input.isFocussed,r=this.dropdown.isActive,s=this.itemList.hasChildren(),o=String.fromCharCode(t),a=/[^\x00-\x1F]/.test(o),c=d.KEY_CODES.BACK_KEY,l=d.KEY_CODES.DELETE_KEY,h=d.KEY_CODES.ENTER_KEY,u=d.KEY_CODES.A_KEY,p=d.KEY_CODES.ESC_KEY,f=d.KEY_CODES.UP_KEY,m=d.KEY_CODES.DOWN_KEY,v=d.KEY_CODES.PAGE_UP_KEY,g=d.KEY_CODES.PAGE_DOWN_KEY;switch(this._isTextElement||r||!a||(this.showDropdown(),this.input.isFocussed||(this.input.value+=e.key.toLowerCase())),t){case u:return this._onSelectKey(e,s);case h:return this._onEnterKey(e,i,r);case p:return this._onEscapeKey(r);case f:case v:case m:case g:return this._onDirectionKey(e,r);case l:case c:return this._onDeleteKey(e,i,n)}},e.prototype._onKeyUp=function(e){var t=e.target,i=e.keyCode,n=this.input.value,r=this._store.activeItems,s=this._canAddItem(r,n),o=d.KEY_CODES.BACK_KEY,c=d.KEY_CODES.DELETE_KEY;if(this._isTextElement)if(s.notice&&n){var l=this._getTemplate("notice",s.notice);this.dropdown.element.innerHTML=l.outerHTML,this.showDropdown(!0)}else this.hideDropdown(!0);else{var h=(i===o||i===c)&&t&&!t.value,u=!this._isTextElement&&this._isSearching,p=this._canSearch&&s.response;h&&u?(this._isSearching=!1,this._store.dispatch((0,a.activateChoices)(!0))):p&&this._handleSearch(this.input.rawValue)}this._canSearch=this.config.searchEnabled},e.prototype._onSelectKey=function(e,t){var i=e.ctrlKey,n=e.metaKey;(i||n)&&t&&(this._canSearch=!1,this.config.removeItems&&!this.input.value&&this.input.element===document.activeElement&&this.highlightAll())},e.prototype._onEnterKey=function(e,t,i){var n=e.target,r=d.KEY_CODES.ENTER_KEY,s=n&&n.hasAttribute("data-button");if(this._isTextElement&&n&&n.value){var o=this.input.value;this._canAddItem(t,o).response&&(this.hideDropdown(!0),this._addItem({value:o}),this._triggerChange(o),this.clearInput())}if(s&&(this._handleButtonAction(t,n),e.preventDefault()),i){var a=this.dropdown.getChild(".".concat(this.config.classNames.highlightedState));a&&(t[0]&&(t[0].keyCode=r),this._handleChoiceAction(t,a)),e.preventDefault()}else this._isSelectOneElement&&(this.showDropdown(),e.preventDefault())},e.prototype._onEscapeKey=function(e){e&&(this.hideDropdown(!0),this.containerOuter.focus())},e.prototype._onDirectionKey=function(e,t){var i=e.keyCode,n=e.metaKey,r=d.KEY_CODES.DOWN_KEY,s=d.KEY_CODES.PAGE_UP_KEY,o=d.KEY_CODES.PAGE_DOWN_KEY;if(t||this._isSelectOneElement){this.showDropdown(),this._canSearch=!1;var a=i===r||i===o?1:-1,c="[data-choice-selectable]",l=void 0;if(n||i===o||i===s)l=a>0?this.dropdown.element.querySelector("".concat(c,":last-of-type")):this.dropdown.element.querySelector(c);else{var h=this.dropdown.element.querySelector(".".concat(this.config.classNames.highlightedState));l=h?(0,f.getAdjacentEl)(h,c,a):this.dropdown.element.querySelector(c)}l&&((0,f.isScrolledIntoView)(l,this.choiceList.element,a)||this.choiceList.scrollToChildElement(l,a),this._highlightChoice(l)),e.preventDefault()}},e.prototype._onDeleteKey=function(e,t,i){var n=e.target;this._isSelectOneElement||n.value||!i||(this._handleBackspace(t),e.preventDefault())},e.prototype._onTouchMove=function(){this._wasTap&&(this._wasTap=!1)},e.prototype._onTouchEnd=function(e){var t=(e||e.touches[0]).target;this._wasTap&&this.containerOuter.element.contains(t)&&((t===this.containerOuter.element||t===this.containerInner.element)&&(this._isTextElement?this.input.focus():this._isSelectMultipleElement&&this.showDropdown()),e.stopPropagation()),this._wasTap=!0},e.prototype._onMouseDown=function(e){var t=e.target;if(t instanceof HTMLElement){if(_&&this.choiceList.element.contains(t)){var i=this.choiceList.element.firstElementChild,n="ltr"===this._direction?e.offsetX>=i.offsetWidth:e.offsetX0&&this.unhighlightAll(),this.containerOuter.removeFocusState(),this.hideDropdown(!0))},e.prototype._onFocus=function(e){var t,i=this,n=e.target;n&&this.containerOuter.element.contains(n)&&((t={})[d.TEXT_TYPE]=function(){n===i.input.element&&i.containerOuter.addFocusState()},t[d.SELECT_ONE_TYPE]=function(){i.containerOuter.addFocusState(),n===i.input.element&&i.showDropdown(!0)},t[d.SELECT_MULTIPLE_TYPE]=function(){n===i.input.element&&(i.showDropdown(!0),i.containerOuter.addFocusState())},t)[this.passedElement.element.type]()},e.prototype._onBlur=function(e){var t,i=this,n=e.target;if(n&&this.containerOuter.element.contains(n)&&!this._isScrollingOnIe){var r=this._store.activeItems.some((function(e){return e.highlighted}));((t={})[d.TEXT_TYPE]=function(){n===i.input.element&&(i.containerOuter.removeFocusState(),r&&i.unhighlightAll(),i.hideDropdown(!0))},t[d.SELECT_ONE_TYPE]=function(){i.containerOuter.removeFocusState(),(n===i.input.element||n===i.containerOuter.element&&!i._canSearch)&&i.hideDropdown(!0)},t[d.SELECT_MULTIPLE_TYPE]=function(){n===i.input.element&&(i.containerOuter.removeFocusState(),i.hideDropdown(!0),r&&i.unhighlightAll())},t)[this.passedElement.element.type]()}else this._isScrollingOnIe=!1,this.input.element.focus()},e.prototype._onFormReset=function(){this._store.dispatch((0,h.resetTo)(this._initialState))},e.prototype._highlightChoice=function(e){var t=this;void 0===e&&(e=null);var i=Array.from(this.dropdown.element.querySelectorAll("[data-choice-selectable]"));if(i.length){var n=e;Array.from(this.dropdown.element.querySelectorAll(".".concat(this.config.classNames.highlightedState))).forEach((function(e){e.classList.remove(t.config.classNames.highlightedState),e.setAttribute("aria-selected","false")})),n?this._highlightPosition=i.indexOf(n):(n=i.length>this._highlightPosition?i[this._highlightPosition]:i[i.length-1])||(n=i[0]),n.classList.add(this.config.classNames.highlightedState),n.setAttribute("aria-selected","true"),this.passedElement.triggerEvent(d.EVENTS.highlightChoice,{el:n}),this.dropdown.isActive&&(this.input.setActiveDescendant(n.id),this.containerOuter.setActiveDescendant(n.id))}},e.prototype._addItem=function(e){var t=e.value,i=e.label,n=void 0===i?null:i,r=e.choiceId,s=void 0===r?-1:r,o=e.groupId,a=void 0===o?-1:o,c=e.customProperties,h=void 0===c?{}:c,u=e.placeholder,p=void 0!==u&&u,f=e.keyCode,m=void 0===f?-1:f,v="string"==typeof t?t.trim():t,g=this._store.items,_=n||v,y=s||-1,E=a>=0?this._store.getGroupById(a):null,b=g?g.length+1:1;this.config.prependValue&&(v=this.config.prependValue+v.toString()),this.config.appendValue&&(v+=this.config.appendValue.toString()),this._store.dispatch((0,l.addItem)({value:v,label:_,id:b,choiceId:y,groupId:a,customProperties:h,placeholder:p,keyCode:m})),this._isSelectOneElement&&this.removeActiveItems(b),this.passedElement.triggerEvent(d.EVENTS.addItem,{id:b,value:v,label:_,customProperties:h,groupValue:E&&E.value?E.value:null,keyCode:m})},e.prototype._removeItem=function(e){var t=e.id,i=e.value,n=e.label,r=e.customProperties,s=e.choiceId,o=e.groupId,a=o&&o>=0?this._store.getGroupById(o):null;t&&s&&(this._store.dispatch((0,l.removeItem)(t,s)),this.passedElement.triggerEvent(d.EVENTS.removeItem,{id:t,value:i,label:n,customProperties:r,groupValue:a&&a.value?a.value:null}))},e.prototype._addChoice=function(e){var t=e.value,i=e.label,n=void 0===i?null:i,r=e.isSelected,s=void 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o=i(t,e,n);o.length&&(r[n]||(r[n]={idx:n,item:e,matches:[]},s.push(r[n])),o.forEach((({matches:e})=>{r[n].matches.push(...e)})))}})),s}_searchObjectList(e){const t=R(e,this.options),{keys:i,records:n}=this._myIndex,r=[];return n.forEach((({$:e,i:n})=>{if(!h(e))return;let s=[];i.forEach(((i,n)=>{s.push(...this._findMatches({key:i,value:e[n],searcher:t}))})),s.length&&r.push({idx:n,item:e,matches:s})})),r}_findMatches({key:e,value:t,searcher:i}){if(!h(t))return[];let r=[];if(n(t))t.forEach((({v:t,i:n,n:s})=>{if(!h(t))return;const{isMatch:o,score:a,indices:c}=i.searchIn(t);o&&r.push({score:a,key:e,value:t,idx:n,norm:s,indices:c})}));else{const{v:n,n:s}=t,{isMatch:o,score:a,indices:c}=i.searchIn(n);o&&r.push({score:a,key:e,value:n,norm:s,indices:c})}return r}}X.version="6.6.2",X.createIndex=O,X.parseIndex=function(e,{getFn:t=E.getFn,fieldNormWeight:i=E.fieldNormWeight}={}){const{keys:n,records:r}=e,s=new S({getFn:t,fieldNormWeight:i});return s.setKeys(n),s.setIndexRecords(r),s},X.config=E,X.parseQuery=W,function(...e){K.push(...e)}(k)},791:function(e,t,i){function n(e){return n="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&"function"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?"symbol":typeof e},n(e)}function r(e){var t=function(e,t){if("object"!==n(e)||null===e)return e;var i=e[Symbol.toPrimitive];if(void 0!==i){var r=i.call(e,t||"default");if("object"!==n(r))return r;throw new TypeError("@@toPrimitive must return a primitive value.")}return("string"===t?String:Number)(e)}(e,"string");return"symbol"===n(t)?t:String(t)}function s(e,t,i){return(t=r(t))in e?Object.defineProperty(e,t,{value:i,enumerable:!0,configurable:!0,writable:!0}):e[t]=i,e}function o(e,t){var i=Object.keys(e);if(Object.getOwnPropertySymbols){var n=Object.getOwnPropertySymbols(e);t&&(n=n.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),i.push.apply(i,n)}return i}function a(e){for(var t=1;tthis.render_selection())),this.connect(this.model.properties.options.change,(()=>this.rerender())),this.connect(this.model.properties.name.change,(()=>this.rerender())),this.connect(this.model.properties.title.change,(()=>this.rerender())),this.connect(this.model.properties.size.change,(()=>this.rerender())),this.connect(this.model.properties.disabled.change,(()=>this.rerender()))}_render_input(){const e=this.model.options.map((e=>{let t,s;return(0,c.isString)(e)?t=s=e:[t,s]=e,(0,r.option)({value:t},s)}));return this.input_el=(0,r.select)({multiple:!0,class:d.input,name:this.model.name,disabled:this.model.disabled},e),this.input_el.addEventListener("change",(()=>this.change_input())),this.input_el}render(){super.render(),this.render_selection()}render_selection(){const e=new Set(this.model.value);for(const t of this.shadow_el.querySelectorAll("option"))t.selected=e.has(t.value);this.input_el.size=this.model.size}change_input(){const e=null!=this.shadow_el.querySelector("select:focus"),t=[];for(const e of this.shadow_el.querySelectorAll("option"))e.selected&&t.push(e.value);this.model.value=t,super.change_input(),e&&this.input_el.focus()}}s.MultiSelectView=p,p.__name__="MultiSelectView";class u extends h.InputWidget{constructor(e){super(e)}}s.MultiSelect=u,l=u,u.__name__="MultiSelect",l.prototype.default_view=p,l.define((({Int:e,Str:t,List:s,Tuple:i,Or:n})=>({value:[s(t),[]],options:[s(n(t,i(t,t))),[]],size:[e,4]})))}, 674: function _(e,t,a,i,r){var s;i();const l=e(645);class o extends l.BaseDatePickerView{get flatpickr_options(){return{...super.flatpickr_options,mode:"multiple",conjunction:this.model.separator}}_on_change(e){this.model.value=e.map((e=>this._format_date(e)))}}a.MultipleDatePickerView=o,o.__name__="MultipleDatePickerView";class c extends l.BaseDatePicker{constructor(e){super(e)}}a.MultipleDatePicker=c,s=c,c.__name__="MultipleDatePicker",s.prototype.default_view=o,s.define((({Str:e,List:t})=>({value:[t(l.DateLike),[]],separator:[e,", "]})))}, 675: function _(e,t,i,a,r){var s;a();const l=e(658),o=e(645);class c extends l.BaseDatetimePickerView{get flatpickr_options(){return{...super.flatpickr_options,mode:"multiple",conjunction:this.model.separator}}_on_change(e){this.model.value=e.map((e=>this._format_date(e)))}}i.MultipleDatetimePickerView=c,c.__name__="MultipleDatetimePickerView";class n extends l.BaseDatetimePicker{constructor(e){super(e)}}i.MultipleDatetimePicker=n,s=n,n.__name__="MultipleDatetimePicker",s.prototype.default_view=c,s.define((({Str:e,List:t})=>({value:[t(o.DateLike),[]],separator:[e,", "]})))}, 676: function _(e,t,l,i,n){var s;i();const u=e(1),h=u.__importStar(e(260)),o=e(630),a=e(205),r=e(61),d=e(8),p=e(12),_=u.__importStar(e(631)),m=/^[-+]?\d*$/,c=/^[-+]?\d*\.?\d*(?:(?:\d|\d.)[eE][-+]?)*\d*$/;class v extends o.InputWidgetView{connect_signals(){super.connect_signals(),this.connect(this.model.properties.name.change,(()=>this.input_el.name=this.model.name??"")),this.connect(this.model.properties.value.change,(()=>{this.input_el.value=this.format_value,this.old_value=this.input_el.value})),this.connect(this.model.properties.low.change,(()=>{const{value:e,low:t,high:l}=this.model;null!=t&&null!=l&&(0,p.assert)(t<=l,"Invalid bounds, low must be inferior to high"),null!=e&&null!=t&&e{const{value:e,low:t,high:l}=this.model;null!=t&&null!=l&&(0,p.assert)(l>=t,"Invalid bounds, high must be superior to low"),null!=e&&null!=l&&e>l&&(this.model.value=l)})),this.connect(this.model.properties.high.change,(()=>this.input_el.placeholder=this.model.placeholder)),this.connect(this.model.properties.disabled.change,(()=>this.input_el.disabled=this.model.disabled)),this.connect(this.model.properties.placeholder.change,(()=>this.input_el.placeholder=this.model.placeholder))}get format_value(){return null!=this.model.value?this.model.pretty(this.model.value):""}_set_input_filter(e){this.input_el.addEventListener("input",(()=>{const{selectionStart:t,selectionEnd:l}=this.input_el;if(e(this.input_el.value))this.old_value=this.input_el.value;else{const e=this.old_value.length-this.input_el.value.length;this.input_el.value=this.old_value,null!=t&&null!=l&&this.input_el.setSelectionRange(t-1,l+e)}}))}_render_input(){return this.input_el=(0,r.input)({type:"text",class:_.input,name:this.model.name,value:this.format_value,disabled:this.model.disabled,placeholder:this.model.placeholder})}render(){super.render(),this.old_value=this.format_value,this.set_input_filter(),this.input_el.addEventListener("change",(()=>this.change_input())),this.input_el.addEventListener("focusout",(()=>this.input_el.value=this.format_value))}set_input_filter(){const e="int"==this.model.mode?m:c;this._set_input_filter((t=>e.test(t)))}bound_value(e){let t=e;const{low:l,high:i}=this.model;return t=null!=l?Math.max(l,t):t,t=null!=i?Math.min(i,t):t,t}get value(){let e=""!=this.input_el.value?Number(this.input_el.value):null;return null!=e&&(e=this.bound_value(e)),e}change_input(){null==this.value?this.model.value=null:Number.isNaN(this.value)||(this.model.value=this.value)}}l.NumericInputView=v,v.__name__="NumericInputView";class g extends o.InputWidget{constructor(e){super(e)}_formatter(e,t){return(0,d.isString)(t)?h.format(e,t):t.doFormat([e],{loc:0})[0]}pretty(e){return null!=this.format?this._formatter(e,this.format):`${e}`}}l.NumericInput=g,s=g,g.__name__="NumericInput",s.prototype.default_view=v,s.define((({Float:e,Str:t,Enum:l,Ref:i,Or:n,Nullable:s})=>({value:[s(e),null],placeholder:[t,""],mode:[l("int","float"),"int"],format:[s(n(t,i(a.TickFormatter))),null],low:[s(e),null],high:[s(e),null]})))}, 677: function _(e,t,s,n,i){var l;n();const r=e(1),a=e(61),o=e(678),c=e(14),h=e(23),u=e(11),_=e(10),d=e(12),p=e(630),m=r.__importStar(e(631)),v=r.__importStar(e(680)),w=r.__importStar(e(681)),g=r.__importStar(e(682)),y=r.__importStar(e(76)),f=e(22),S=(0,f.Tuple)(f.Str,(0,f.Arrayable)(f.Color));class k extends p.InputWidgetView{constructor(){super(...arguments),this._style=new a.InlineStyleSheet("","select"),this._style_menu=new a.InlineStyleSheet("","menu")}stylesheets(){return[...super.stylesheets(),v.default,w.default,y.default,this._style]}connect_signals(){super.connect_signals();const{value:e,items:t,ncols:s,swatch_width:n,swatch_height:i}=this.model.properties;this.on_change([t,n,i],(()=>this.rerender())),this.on_change(e,(()=>this._update_value())),this.on_change(s,(()=>this._update_ncols()))}_update_value(){(0,a.empty)(this._value_el);const e=this._render_value();null!=e&&this._value_el.append(e)}_update_ncols(){const{ncols:e}=this.model;this._pane.el.style.setProperty("--number-of-columns",`${e}`)}_render_item(e){const[t]=e,s=this.model.items.indexOf(e);(0,d.assert)(-1!=s);const n=(0,a.div)({class:w.swatch,id:`item_${s}`});return(0,a.div)({class:w.entry},n,(0,a.div)(t))}_render_value(){const{value:e,items:t}=this.model,s=t.find((([t])=>t==e));return null!=s?this._render_item(s):null}_render_input(){this._value_el=(0,a.div)({class:[v.value,w.entry]},this._render_value());const e=(0,a.div)({class:[v.chevron,y.tool_icon_chevron_down]}),t=(0,a.div)({class:[m.input,v.value_input]},this._value_el,e);return this.model.disabled?t.classList.add(m.disabled):t.tabIndex=0,this.input_el=t,this.input_el}render(){super.render();const{swatch_width:e,swatch_height:t}=this.model;this._style.replace(`\n .${w.swatch} {\n width: ${e}px;\n height: ${"auto"==t?"auto":(0,a.px)(t)};\n }\n `);for(const[e,t]of(0,c.enumerate)(this.model.items)){const[,s]=e,n=s.length,i=(0,_.linspace)(0,100,n+1),l=[];for(const[e,t]of(0,c.enumerate)(s)){const[s,n]=[i[t],i[t+1]];l.push(`${(0,h.color2css)(e)} ${s}% ${n}%`)}const r=l.join(", ");this._style.append(`\n #item_${t} {\n background: linear-gradient(to right, ${r});\n }\n `)}this._style_menu.replace(this._style.css);const s=[];for(const[e,t]of(0,c.enumerate)(this.model.items)){const n=this._render_item(e),i=(0,a.div)({class:w.item,tabIndex:0},n);i.addEventListener("pointerup",(()=>{this.select(e)})),i.addEventListener("keyup",(t=>{switch(t.key){case"Enter":this.select(e);break;case"Escape":this.hide()}}));const l=e=>{const{items:n}=this.model,i=(0,u.cycle)(t+e,0,n.length-1);s[i].focus()};i.addEventListener("keydown",(e=>{const t=(()=>{switch(e.key){case"ArrowUp":return-this.model.ncols;case"ArrowDown":return+this.model.ncols;case"ArrowLeft":return-1;case"ArrowRight":return 1;default:return null}})();null!=t&&(e.preventDefault(),l(t))})),s.push(i)}this._pane=new o.DropPane(s,{target:this.group_el,prevent_hide:this.input_el,extra_stylesheets:[w.default,g.default,this._style_menu]}),this._update_ncols(),this.input_el.addEventListener("pointerup",(()=>{this.toggle()})),this.input_el.addEventListener("keyup",(e=>{switch(e.key){case"Enter":this.toggle();break;case"Escape":this.hide()}}));const n=e=>{const{items:t,value:s}=this.model,n=t.findIndex((([e])=>s==e));if(-1!=n){const s=(0,u.cycle)(n+e,0,t.length-1);this.select(t[s])}};this.input_el.addEventListener("keydown",(e=>{const t=(()=>{switch(e.key){case"ArrowUp":return-1;case"ArrowDown":return 1;default:return null}})();null!=t&&(e.preventDefault(),n(t))}))}select(e){this.hide();const[t]=e;this.model.value=t,super.change_input(),this.input_el.focus()}toggle(){this.model.disabled||this._pane.toggle()}hide(){this._pane.hide()}}s.PaletteSelectView=k,k.__name__="PaletteSelectView";class b extends p.InputWidget{constructor(e){super(e)}}s.PaletteSelect=b,l=b,b.__name__="PaletteSelect",l.prototype.default_view=k,l.define((({Int:e,Str:t,List:s,NonNegative:n,Positive:i,Or:l,Auto:r})=>({value:[t],items:[s(S)],ncols:[i(e),1],swatch_width:[n(e),100],swatch_height:[l(r,n(e)),"auto"]})))}, 678: function _(e,t,s,i,n){i();const o=e(1),h=e(61),_=e(8),l=o.__importDefault(e(679)),r=o.__importDefault(e(70));class d{get is_open(){return this._open}constructor(e,t){this.el=(0,h.div)(),this._open=!1,this._on_mousedown=e=>{if(e.composedPath().includes(this.el))return;const{prevent_hide:t}=this;if(t instanceof HTMLElement){if(e.composedPath().includes(t))return}else if(null!=t&&t(e))return;this.hide()},this._on_keydown=e=>{if("Escape"===e.key)this.hide()},this._on_blur=()=>{this.hide()},this.contents=e,this.target=t.target,this.prevent_hide=t.prevent_hide,this.extra_stylesheets=t.extra_stylesheets??[],this.shadow_el=this.el.attachShadow({mode:"open"}),this.class_list=new h.ClassList(this.el.classList)}remove(){this._unlisten(),this.el.remove()}_listen(){document.addEventListener("mousedown",this._on_mousedown),document.addEventListener("keydown",this._on_keydown),window.addEventListener("blur",this._on_blur)}_unlisten(){document.removeEventListener("mousedown",this._on_mousedown),document.removeEventListener("keydown",this._on_keydown),window.removeEventListener("blur",this._on_blur)}stylesheets(){return[r.default,l.default,...this.extra_stylesheets]}empty(){(0,h.empty)(this.shadow_el),this.class_list.clear()}render(){this.empty();for(const e of this.stylesheets()){((0,_.isString)(e)?new h.InlineStyleSheet(e):e).install(this.shadow_el)}this.shadow_el.append(...this.contents)}show(){if(!this._open){this.render();(this.target.shadowRoot??this.target).appendChild(this.el),this._listen(),this._open=!0}}hide(){this._open&&(this._open=!1,this._unlisten(),this.el.remove())}toggle(){this._open?this.hide():this.show()}}s.DropPane=d,d.__name__="DropPane"}, 679: function _(o,r,e,t,a){t(),e.default=":host{position:absolute;top:100%;min-width:100%;width:auto;height:auto;user-select:none;-webkit-user-select:none;z-index:var(--bokeh-top-level);cursor:pointer;font-size:var(--font-size);background-color:var(--background-color);border:var(--border);border-radius:var(--border-radius);box-shadow:var(--box-shadow);}"}, 680: function _(e,t,a,i,n){i(),a.value_input="bk-value-input",a.value="bk-value",a.chevron="bk-chevron",a.default=".bk-value-input{display:flex;flex-direction:row;flex-wrap:nowrap;align-items:center;gap:1em;cursor:pointer;}.bk-value{flex-grow:1;}.bk-chevron{width:16px;height:16px;mask-size:100% 100%;-webkit-mask-size:100% 100%;mask-position:center center;-webkit-mask-position:center center;mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;}"}, 681: function _(e,t,r,i,o){i(),r.entry="bk-entry",r.swatch="bk-swatch",r.item="bk-item",r.active="bk-active",r.default=".bk-entry{display:flex;flex-direction:row;flex-wrap:nowrap;align-items:center;gap:0.5em;}.bk-swatch{width:100px;height:auto;align-self:stretch;}.bk-item{border:var(--border-width) var(--border-style) transparent;}.bk-item.bk-active{border-color:var(--highlight-color);}.bk-item:hover{background-color:var(--hover-color);}.bk-item:focus,.bk-item:focus-visible{outline:var(--outline-width) var(--outline-style) var(--highlight-color);outline-offset:-1px;}.bk-item::-moz-focus-inner{border:0;}"}, 682: function _(e,n,a,m,o){m(),a.default=":host{--number-of-columns:1;padding:5px;display:grid;grid-template-columns:repeat(var(--number-of-columns), 1fr);gap:0.25em;}"}, 683: function _(e,a,t,r,s){var n;r();const p=e(661),i=e(61);class _ extends p.MarkupView{render(){super.render();const e=(0,i.p)({style:{margin:"0px"}});this.has_math_disabled()?e.textContent=this.model.text:e.innerHTML=this.process_tex(this.model.text),this.markup_el.appendChild(e)}}t.ParagraphView=_,_.__name__="ParagraphView";class h extends p.Markup{constructor(e){super(e)}}t.Paragraph=h,n=h,h.__name__="Paragraph",n.prototype.default_view=_}, 684: function _(e,t,s,l,n){var o;l();const p=e(1),r=e(628),a=e(61),i=p.__importDefault(e(685)),_=p.__importDefault(e(76));class u extends r.TextInputView{stylesheets(){return[...super.stylesheets(),i.default,_.default]}render(){super.render(),this.input_el.type="password",this.toggle_el=(0,a.div)({class:"bk-toggle"}),this.toggle_el.addEventListener("click",(()=>{const{input_el:e,toggle_el:t}=this,s="text"==e.type;t.classList.toggle("bk-visible",!s),e.type=s?"password":"text"})),this.shadow_el.append(this.toggle_el)}}s.PasswordInputView=u,u.__name__="PasswordInputView";class d extends r.TextInput{constructor(e){super(e)}}s.PasswordInput=d,o=d,d.__name__="PasswordInput",o.prototype.default_view=u}, 685: function _(e,i,o,t,g){t(),o.input="bk-input",o.toggle="bk-toggle",o.visible="bk-visible",o.default=":host{--toggle-size:14px;--toggle-padding:4px;--toggle-width:calc(var(--toggle-size) + 2*var(--toggle-padding));}.bk-input{padding-right:max();}.bk-toggle{position:absolute;right:0;top:0;width:var(--toggle-width);height:100%;padding:0 var(--toggle-padding);background-color:var(--icon-color);mask-image:var(--bokeh-icon-see-off);-webkit-mask-image:var(--bokeh-icon-see-off);mask-size:var(--toggle-size) var(--toggle-size);-webkit-mask-size:var(--toggle-size) var(--toggle-size);mask-position:center center;-webkit-mask-position:center center;mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;cursor:pointer;}.bk-toggle.bk-visible{mask-image:var(--bokeh-icon-see-on);-webkit-mask-image:var(--bokeh-icon-see-on);}"}, 686: function _(e,t,r,s,n){var a;s();const o=e(661),_=e(61);class p extends o.MarkupView{render(){super.render();const e=(0,_.pre)({style:{overflow:"auto"}},this.model.text);this.markup_el.appendChild(e)}}r.PreTextView=p,p.__name__="PreTextView";class u extends o.Markup{constructor(e){super(e)}}r.PreText=u,a=u,u.__name__="PreText",a.prototype.default_view=p}, 687: function _(e,t,s,i,l){var n;i();const a=e(1),r=e(688),o=e(16),d=e(61),h=e(21),_=e(22),u=e(11),c=e(259),p=a.__importStar(e(689)),m=(0,_.Enum)("determinate","indeterminate"),g=(0,_.Enum)("none","inline");class v extends r.IndicatorView{connect_signals(){super.connect_signals();const{mode:e,value:t,min:s,max:i,label:l,reversed:n,orientation:a,disabled:r,label_location:o,description:d}=this.model.properties;this.on_change([e,t,s,i,l,d],(()=>this._update_value())),this.on_change(n,(()=>this._update_reversed())),this.on_change(a,(()=>this._update_orientation())),this.on_change(r,(()=>this._update_disabled())),this.on_change(o,(()=>this._update_label_location()))}stylesheets(){return[...super.stylesheets(),p.default]}render(){super.render(),this.el.role="progress",this.label_el=(0,d.div)({class:p.label}),this.value_el=(0,d.div)({class:p.value}),this.bar_el=(0,d.div)({class:p.bar},this.value_el,this.label_el),this._update_value(),this._update_disabled(),this._update_reversed(),this._update_orientation(),this._update_label_location(),this.shadow_el.append(this.bar_el)}_update_value(){const{value:e,min:t,max:s,label:i}=this.model,l=Math.abs(s-t),n=(0,u.clamp)(e,t,s)-t,a=n/l*100,r=this.model.indeterminate||!isFinite(a);this.class_list.toggle(p.indeterminate,r),this.value_el.style.setProperty("--progress",`${r?0:a}%`);const o=(i,r,o)=>{const d=(()=>{switch(r){case"min":return t;case"max":return s;case"total":return l;case"value":return e;case"index":return n;case"percent":return a;default:return null}})();return null==d?d:null!=o?(0,c.sprintf)(o,d):d.toFixed(0)};this.label_el.textContent=null==i||r?"0%":(0,c.process_placeholders)(i,o),this.bar_el.title=(()=>{const{description:e}=this.model;return null==e||r?"":(0,c.process_placeholders)(e,o)})()}_update_disabled(){const{disabled:e}=this.model;this.class_list.toggle(p.disabled,e)}_update_reversed(){const{reversed:e}=this.model;this.class_list.toggle(p.reversed,e)}_update_orientation(){const{orientation:e}=this.model;this.class_list.toggle(p.horizontal,"horizontal"==e),this.class_list.toggle(p.vertical,"vertical"==e)}_update_label_location(){const{label:e,label_location:t}=this.model;this.label_el.classList.toggle(p.hidden,null==e||"none"==t)}}s.ProgressView=v,v.__name__="ProgressView";class b extends r.Indicator{constructor(e){super(e),this.finished=new o.Signal0(this,"finished")}get indeterminate(){return"indeterminate"==this.mode}get has_finished(){return!this.indeterminate&&this.value==this.max}update(e){if(this.indeterminate)return!1;const{value:t,min:s,max:i}=this;this.value=(0,u.clamp)(t+e,s,i);const{has_finished:l}=this;return l&&this.finished.emit(),l}increment(e=1){return this.update(e)}decrement(e=1){this.update(-e)}}s.Progress=b,n=b,b.__name__="Progress",n.prototype.default_view=v,n.define((({Bool:e,Int:t,Str:s,Nullable:i})=>({mode:[m,"determinate"],value:[t,0],min:[t,0],max:[t,100],reversed:[e,!1],orientation:[h.Orientation,"horizontal"],label:[i(s),"@{percent}%"],label_location:[g,"inline"],description:[i(s),null]})))}, 688: function _(e,n,t,c,i){c();const s=e(737);class _ extends s.WidgetView{}t.IndicatorView=_,_.__name__="IndicatorView";class a extends s.Widget{constructor(e){super(e)}}t.Indicator=a,a.__name__="Indicator"}, 689: function _(e,i,t,a,r){a(),t.bar="bk-bar",t.value="bk-value",t.disabled="bk-disabled",t.horizontal="bk-horizontal",t.vertical="bk-vertical",t.reversed="bk-reversed",t.label="bk-label",t.hidden="bk-hidden",t.indeterminate="bk-indeterminate",t.default=":host{--progress:0%;}.bk-bar{position:relative;display:flex;flex-wrap:nowrap;align-items:center;justify-content:center;background-color:var(--active-bg);border:var(--border);border-radius:var(--border-radius);overflow:hidden;}.bk-value{position:absolute;background-color:var(--active-fg);}:host(.bk-disabled) .bk-bar{background-color:var(--inactive-bg);}:host(.bk-disabled) .bk-value{background-color:var(--inactive-fg);}:host(.bk-horizontal) .bk-bar{width:100%;height:max-content;min-width:3em;min-height:0.5em;}:host(.bk-horizontal) .bk-value{left:0;width:var(--progress);height:100%;}:host(.bk-vertical) .bk-bar{width:max-content;height:100%;min-width:0.5em;min-height:3em;}:host(.bk-vertical) .bk-value{bottom:0;width:100%;height:var(--progress);}:host(.bk-horizontal.bk-reversed) .bk-value{left:unset;right:0;}:host(.bk-vertical.bk-reversed) .bk-value{top:0;bottom:unset;}.bk-label{position:relative;padding:0.25em;}.bk-label.bk-hidden{display:none;}:host(.bk-vertical) .bk-label{writing-mode:vertical-rl;rotate:180deg;}:host(.bk-indeterminate){--indeterminate-size:10%;}:host(.bk-indeterminate) .bk-label{visibility:hidden;}:host(.bk-indeterminate) .bk-value{animation-duration:1.5s;animation-direction:alternate;animation-iteration-count:infinite;animation-timing-function:linear;}:host(.bk-indeterminate.bk-horizontal:not(.bk-disabled)) .bk-value{width:var(--indeterminate-size);animation-name:bk-progress-animation-horizontal;}:host(.bk-indeterminate.bk-vertical:not(.bk-disabled)) .bk-value{height:var(--indeterminate-size);animation-name:bk-progress-animation-vertical;}@keyframes bk-progress-animation-horizontal{from{left:calc(-1 * var(--indeterminate-size));}to{left:100%;}}@keyframes bk-progress-animation-vertical{from{bottom:calc(-1 * var(--indeterminate-size));}to{bottom:100%;}}"}, 690: function _(t,o,e,a,i){var n;a();const u=t(1),s=t(635),c=u.__importStar(t(77));class _ extends s.ToggleButtonGroupView{change_active(t){this.model.active!==t&&(this.model.active=t)}_update_active(){const{active:t}=this.model;this._buttons.forEach(((o,e)=>{o.classList.toggle(c.active,t===e)}))}}e.RadioButtonGroupView=_,_.__name__="RadioButtonGroupView";class l extends s.ToggleButtonGroup{constructor(t){super(t)}}e.RadioButtonGroup=l,n=l,l.__name__="RadioButtonGroup",n.prototype.default_view=_,n.define((({Int:t,Nullable:o})=>({active:[o(t),null]})))}, 691: function _(e,t,n,i,s){var o;i();const a=e(1),l=e(638),c=e(61),d=e(41),p=e(14),u=a.__importStar(e(631));class r extends l.ToggleInputGroupView{connect_signals(){super.connect_signals();const{active:e}=this.model.properties;this.on_change(e,(()=>{const{active:e}=this.model;for(const[t,n]of(0,p.enumerate)(this._inputs))t.checked=e==n}))}render(){super.render();const e=(0,c.div)({class:[u.input_group,this.model.inline?u.inline:null]});this.shadow_el.appendChild(e);const t=(0,d.unique_id)(),{active:n,labels:i}=this.model;this._inputs=[];for(let s=0;sthis.change_active(s))),this._inputs.push(o),this.model.disabled&&(o.disabled=!0),s==n&&(o.checked=!0);const a=(0,c.label)(o,(0,c.span)(i[s]));e.appendChild(a)}}change_active(e){this.model.active=e}}n.RadioGroupView=r,r.__name__="RadioGroupView";class h extends l.ToggleInputGroup{constructor(e){super(e)}}n.RadioGroup=h,o=h,h.__name__="RadioGroup",o.prototype.default_view=r,o.define((({Int:e,Nullable:t})=>({active:[t(e),null]})))}, 692: function _(e,t,n,i,s){var u;i();const l=e(1),o=e(61),_=e(8),a=e(9),p=e(630),r=l.__importStar(e(631)),c=e(22),h=c.Unknown,d=c.Str,v=(0,c.List)((0,c.Or)(d,(0,c.Tuple)(h,d))),m=(0,c.Dict)(v);class g extends p.InputWidgetView{constructor(){super(...arguments),this._known_values=new Map}connect_signals(){super.connect_signals();const{value:e,options:t}=this.model.properties;this.on_change(e,(()=>{this._update_value()})),this.on_change(t,(()=>{(0,o.empty)(this.input_el),this.input_el.append(...this.options_el()),this._update_value()}))}options_el(){const{_known_values:e}=this;function t(t){return t.map((t=>{let n,i;return(0,_.isString)(t)?n=i=t:[n,i]=t,e.set(n,i),(0,o.option)({value:i},i)}))}e.clear();const{options:n}=this.model;return(0,_.isArray)(n)?t(n):(0,a.entries)(n).map((([e,n])=>(0,o.optgroup)({label:e},t(n))))}_render_input(){return this.input_el=(0,o.select)({class:r.input,name:this.model.name,disabled:this.model.disabled},this.options_el()),this.input_el.addEventListener("change",(()=>this.change_input())),this.input_el}render(){super.render(),this._update_value()}change_input(){const e=this.input_el.value,t=[...this._known_values].find((([t,n])=>e==n)),n=(()=>{if(null==t)return"";{const[e,n]=t;return e}})();this.model.value=n,super.change_input()}_update_value(){const{value:e}=this.model,t=this._known_values.get(e);void 0!==t?this.input_el.value=t:(this.input_el.removeAttribute("value"),this.input_el.selectedIndex=-1)}}n.SelectView=g,g.__name__="SelectView";class w extends p.InputWidget{constructor(e){super(e)}}n.Select=w,u=w,w.__name__="Select",u.prototype.default_view=g,u.define((()=>({value:[h,""],options:[(0,c.Or)(v,m),[]]})))}, 693: function _(e,t,n,i,s){var l;i();const o=e(1),r=e(676),a=o.__importStar(e(19)),_=e(61),{min:u,max:h}=Math;class d extends r.NumericInputView{*buttons(){yield this.btn_up_el,yield this.btn_down_el}initialize(){super.initialize(),this._handles={interval:void 0,timeout:void 0},this._interval=200}connect_signals(){super.connect_signals();const e=this.model.properties;this.on_change(e.disabled,(()=>{for(const e of this.buttons())(0,_.toggle_attribute)(e,"disabled",this.model.disabled)}))}_render_input(){super._render_input(),this.btn_up_el=(0,_.button)({class:"bk-spin-btn bk-spin-btn-up"}),this.btn_down_el=(0,_.button)({class:"bk-spin-btn bk-spin-btn-down"});const{input_el:e,btn_up_el:t,btn_down_el:n}=this;return this.wrapper_el=(0,_.div)({class:"bk-spin-wrapper"},e,t,n),this.wrapper_el}render(){super.render();for(const e of this.buttons())(0,_.toggle_attribute)(e,"disabled",this.model.disabled),e.addEventListener("mousedown",(e=>this._btn_mouse_down(e))),e.addEventListener("mouseup",(()=>this._btn_mouse_up())),e.addEventListener("mouseleave",(()=>this._btn_mouse_leave()));this.input_el.addEventListener("keydown",(e=>{this._input_key_down(e)})),this.input_el.addEventListener("keyup",(()=>{this.model.value_throttled=this.model.value})),this.input_el.addEventListener("wheel",(e=>{this._input_mouse_wheel(e)})),this.input_el.addEventListener("wheel",function(e,t,n=!1){let i;return function(...s){const l=this,o=n&&void 0===i;void 0!==i&&clearTimeout(i),i=setTimeout((function(){i=void 0,n||e.apply(l,s)}),t),o&&e.apply(l,s)}}((()=>{this.model.value_throttled=this.model.value}),this.model.wheel_wait,!1))}remove(){this._stop_incrementation(),super.remove()}_start_incrementation(e){clearInterval(this._handles.interval),this._counter=0;const{step:t}=this.model,n=e=>{if(this._counter+=1,this._counter%5==0){const t=Math.floor(this._counter/5);t<10?(clearInterval(this._handles.interval),this._handles.interval=setInterval((()=>n(e)),this._interval/(t+1))):t>=10&&t<=13&&(clearInterval(this._handles.interval),this._handles.interval=setInterval((()=>n(2*e)),this._interval/10))}this.increment(e)};this._handles.interval=setInterval((()=>n(e*t)),this._interval)}_stop_incrementation(){clearTimeout(this._handles.timeout),this._handles.timeout=void 0,clearInterval(this._handles.interval),this._handles.interval=void 0,this.model.value_throttled=this.model.value}_btn_mouse_down(e){e.preventDefault();const t=e.currentTarget===this.btn_up_el?1:-1;this.increment(t*this.model.step),this.input_el.focus(),this._handles.timeout=setTimeout((()=>this._start_incrementation(t)),this._interval)}_btn_mouse_up(){this._stop_incrementation()}_btn_mouse_leave(){this._stop_incrementation()}_input_mouse_wheel(e){if(this.shadow_el.activeElement===this.input_el){e.preventDefault();const t=e.deltaY>0?-1:1;this.increment(t*this.model.step)}}_input_key_down(e){const t=(()=>{const{step:t,page_step_multiplier:n}=this.model;switch(e.key){case"ArrowUp":return t;case"ArrowDown":return-t;case"PageUp":return n*t;case"PageDown":return-n*t;default:return null}})();null!=t&&(e.preventDefault(),this.increment(t))}increment(e){const{low:t,high:n}=this.model;null==this.model.value?e>0?this.model.value=null!=t?t:null!=n?u(0,n):0:e<0&&(this.model.value=null!=n?n:null!=t?h(t,0):0):this.model.value=this.bound_value(this.model.value+e)}change_input(){super.change_input(),this.model.value_throttled=this.model.value}bound_value(e){const{low:t,high:n}=this.model;return null!=t&&en?this.model.value??0:e}}n.SpinnerView=d,d.__name__="SpinnerView";class p extends r.NumericInput{constructor(e){super(e)}}n.Spinner=p,l=p,p.__name__="Spinner",l.prototype.default_view=d,l.define((({Float:e,Nullable:t})=>({value_throttled:[t(e),a.unset,{readonly:!0}],step:[e,1],page_step_multiplier:[e,10],wheel_wait:[e,100]}))),l.override({mode:"float"})}, 694: function _(e,i,t,s,l){var a;s();const n=e(1),_=e(641),o=e(124),c=e(127),d=e(61),h=n.__importStar(e(76)),r=n.__importStar(e(695));class p extends _.ToggleInputView{stylesheets(){return[...super.stylesheets(),h.default,r.default]}_intrinsic_display(){return{inner:this.model.flow_mode,outer:"flex"}}render(){super.render(),this.bar_el=(0,d.div)({class:r.bar}),this.knob_el=(0,d.div)({class:r.knob,tabIndex:0}),this.icon_el=(0,d.div)({class:r.icon,role:"img","aria-hidden":"true"}),this.body_el=(0,d.div)({class:r.body},this.bar_el,this.knob_el),this.shadow_el.append(this.label_el,this.icon_el,this.body_el),this._update_label(),this._update_active(),this._update_disabled(),this.body_el.addEventListener("click",(()=>this._toggle_active())),this.body_el.addEventListener("keydown",(e=>{switch(e.key){case"Enter":case" ":e.preventDefault(),this._toggle_active()}}))}_apply_icon(e){if(null!=e){const i=(0,d.div)({class:r.icon});this.icon_el.replaceWith(i),this.icon_el=i,(0,c.apply_icon)(this.icon_el,e)}else(0,d.undisplay)(this.icon_el)}_update_active(){const{active:e,on_icon:i,off_icon:t}=this.model;this.el.classList.toggle(r.active,e),this.el.ariaChecked=e?"true":"false",this._apply_icon(e?i:t)}_update_disabled(){this.el.classList.toggle(r.disabled,this.model.disabled)}}t.SwitchView=p,p.__name__="SwitchView",p.aria_role="switch";class u extends _.ToggleInput{constructor(e){super(e)}}t.Switch=u,a=u,u.__name__="Switch",a.prototype.default_view=p,a.define((({Nullable:e})=>({on_icon:[e(o.IconLike),null],off_icon:[e(o.IconLike),null]})))}, 695: function _(i,t,e,a,r){a(),e.icon="bk-icon",e.body="bk-body",e.disabled="bk-disabled",e.bar="bk-bar",e.knob="bk-knob",e.active="bk-active",e.default=":host{--switch-width:32px;--switch-size:16px;--bar-height:10px;}:host{display:flex;flex-direction:row;flex-wrap:nowrap;gap:0.5em;}.bk-icon{position:relative;width:var(--switch-size);height:var(--switch-size);mask-size:100% 100%;-webkit-mask-size:100% 100%;mask-position:center center;-webkit-mask-position:center center;mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;}.bk-body{position:relative;width:var(--switch-width);height:var(--switch-size);cursor:pointer;}:host(.bk-disabled){cursor:default;}.bk-bar{position:relative;top:calc(50% - var(--bar-height)/2);height:var(--bar-height);border-radius:calc(var(--bar-height)/2);background-color:var(--inactive-bg);transition-property:background-color;}.bk-knob{position:absolute;top:0;left:0;width:var(--switch-size);height:var(--switch-size);border-radius:8px;background-color:var(--inactive-fg);transition-property:left, background-color;}:host(.bk-active) .bk-bar{background-color:var(--active-bg);}:host(.bk-active) .bk-knob{left:calc(100% - var(--switch-size));background-color:var(--active-fg);}"}, 696: function _(e,t,s,n,i){var r;n();const o=e(1),l=e(629),c=e(61),p=o.__importStar(e(631));class _ extends l.TextLikeInputView{connect_signals(){super.connect_signals(),this.connect(this.model.properties.rows.change,(()=>this.input_el.rows=this.model.rows)),this.connect(this.model.properties.cols.change,(()=>this.input_el.cols=this.model.cols))}_render_input(){return this.input_el=(0,c.textarea)({class:p.input})}render(){super.render(),this.input_el.cols=this.model.cols,this.input_el.rows=this.model.rows}}s.TextAreaInputView=_,_.__name__="TextAreaInputView";class u extends l.TextLikeInput{constructor(e){super(e)}}s.TextAreaInput=u,r=u,u.__name__="TextAreaInput",r.prototype.default_view=_,r.define((({Int:e})=>({cols:[e,20],rows:[e,2]}))),r.override({max_length:500})}, 697: function _(e,t,n,i,c){var s;i();const m=e(646),r=e(22),o=e(21),a=e(12);n.TimeLike=(0,r.Or)(r.Str,r.Float);class l extends m.PickerBaseView{_format_time(e){const{picker:t}=this;return t.formatDate(e,t.config.dateFormat)}connect_signals(){super.connect_signals();const{value:e,min_time:t,max_time:n,time_format:i,hour_increment:c,minute_increment:s,second_increment:m,seconds:r,clock:o}=this.model.properties;this.connect(e.change,(()=>{const{value:e}=this.model;null!=e?this.picker.setDate(e):this.picker.clear()})),this.connect(t.change,(()=>this.picker.set("minTime",this.model.min_time))),this.connect(n.change,(()=>this.picker.set("maxTime",this.model.max_time))),this.connect(i.change,(()=>this.picker.set("altFormat",this.model.time_format))),this.connect(c.change,(()=>this.picker.set("hourIncrement",this.model.hour_increment))),this.connect(s.change,(()=>this.picker.set("minuteIncrement",this.model.minute_increment))),this.connect(m.change,(()=>this._update_second_increment())),this.connect(r.change,(()=>this.picker.set("enableSeconds",this.model.seconds))),this.connect(o.change,(()=>this.picker.set("time_24hr","24h"==this.model.clock)))}get flatpickr_options(){const{value:e,min_time:t,max_time:n,time_format:i,hour_increment:c,minute_increment:s,seconds:m,clock:r}=this.model,o=super.flatpickr_options;return o.enableTime=!0,o.noCalendar=!0,o.altInput=!0,o.altFormat=i,o.dateFormat="H:i:S",o.hourIncrement=c,o.minuteIncrement=s,o.enableSeconds=m,o.time_24hr="24h"==r,null!=e&&(o.defaultDate=e),null!=t&&(o.minTime=t),null!=n&&(o.maxTime=n),o}render(){super.render(),this._update_second_increment()}_update_second_increment(){const{second_increment:e}=this.model;this.picker.secondElement?.setAttribute("step",e.toString())}_on_change(e){(0,a.assert)(e.length<=1),this.model.value=(()=>{if(0==e.length)return null;{const[t]=e;return this._format_time(t)}})()}}n.TimePickerView=l,l.__name__="TimePickerView";class h extends m.PickerBase{constructor(e){super(e)}}n.TimePicker=h,s=h,h.__name__="TimePicker",s.prototype.default_view=l,s.define((({Bool:e,Str:t,Nullable:i,Positive:c,Int:s})=>({value:[i(n.TimeLike),null],min_time:[i(n.TimeLike),null],max_time:[i(n.TimeLike),null],time_format:[t,"H:i"],hour_increment:[c(s),1],minute_increment:[c(s),1],second_increment:[c(s),1],seconds:[e,!1],clock:[o.Clock,"24h"]})))}, 698: function _(e,t,i,s,c){var o;s();const a=e(1),n=e(624),l=e(80),r=a.__importStar(e(77));class _ extends n.AbstractButtonView{connect_signals(){super.connect_signals(),this.connect(this.model.properties.active.change,(()=>this._update_active()))}render(){super.render(),this._update_active()}click(){this.model.active=!this.model.active,this.model.trigger_event(new l.ButtonClick),super.click()}_update_active(){this.button_el.classList.toggle(r.active,this.model.active)}}i.ToggleView=_,_.__name__="ToggleView";class g extends n.AbstractButton{constructor(e){super(e)}}i.Toggle=g,o=g,g.__name__="Toggle",o.prototype.default_view=_,o.define((({Bool:e})=>({active:[e,!1]}))),o.override({label:"Toggle"})}, 699: function _(e,i,a,l,r){l(),r("CategoricalSlider",e(700).CategoricalSlider),r("DateRangeSlider",e(705).DateRangeSlider),r("DateSlider",e(708).DateSlider),r("DatetimeRangeSlider",e(710).DatetimeRangeSlider),r("RangeSlider",e(711).RangeSlider),r("Slider",e(712).Slider)}, 700: function _(e,t,r,s,i){var o;s();const a=e(701),c=e(8);class n extends a.AbstractSliderView{constructor(){super(...arguments),this.behaviour="tap"}connect_signals(){super.connect_signals();const{categories:e}=this.model.properties;this.on_change([e],(()=>this._update_slider()))}_calc_to(){const{categories:e}=this.model;return{range:{min:0,max:e.length-1},start:[this.model.value],step:1,format:{to:t=>e[Math.round(t)],from:t=>e.indexOf(t)}}}_calc_from([e]){const{categories:t}=this.model;return t[Math.round(e)]}pretty(e){return(0,c.isNumber)(e)?this.model.categories[Math.round(e)]:e}}r.CategoricalSliderView=n,n.__name__="CategoricalSliderView";class l extends a.AbstractSlider{constructor(e){super(e)}}r.CategoricalSlider=l,o=l,l.__name__="CategoricalSlider",o.prototype.default_view=n,o.define((({List:e,Str:t})=>({categories:[e(t)]})))}, 701: function _(t,e,i,s,l){var o;s();const r=t(1),n=r.__importDefault(t(702)),_=r.__importStar(t(19)),h=t(61),d=t(10),a=t(23),c=t(636),u=r.__importStar(t(703)),p=u,m=r.__importDefault(t(704)),g=r.__importStar(t(631));class b extends c.OrientedControlView{constructor(){super(...arguments),this.connected=!1,this._auto_width="auto",this._auto_height="auto"}*controls(){yield this.slider_el}get _steps(){return 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e=(e,i)=>{if(null==t||null==this.slider_el)return;this.slider_el.querySelectorAll(".noUi-handle")[e].querySelector(".noUi-tooltip").style.display=i?"block":""};this._noUiSlider.on("start",(()=>this._toggle_user_select(!1))),this._noUiSlider.on("end",(()=>this._toggle_user_select(!0))),this._noUiSlider.on("start",((t,i)=>e(i,!0))),this._noUiSlider.on("end",((t,i)=>e(i,!1)))}else this._update_slider();this._set_bar_color(),this.model.disabled?this.slider_el.setAttribute("disabled","true"):this.slider_el.removeAttribute("disabled"),this.title_el=(0,h.div)({class:p.slider_title}),this._update_title(),this.group_el=(0,h.div)({class:g.input_group},this.title_el,this.slider_el),this.shadow_el.appendChild(this.group_el),this._has_finished=!0}_toggle_user_select(t){const{style:e}=document.body,i=t?"":"none";e.userSelect=i,e.webkitUserSelect=i}_slide(t){this.model.value=this._calc_from(t)}_change(t){const 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n=Number(e[1]);r?this.xSteps.push(!isNaN(n)&&n):isNaN(n)||(this.xSteps[0]=n),this.xHighestCompleteStep.push(0)},t.prototype.handleStepPoint=function(t,e){if(e)if(this.xVal[t]!==this.xVal[t+1]){this.xSteps[t]=x([this.xVal[t],this.xVal[t+1]],e,0)/S(this.xPct[t],this.xPct[t+1]);var r=(this.xVal[t+1]-this.xVal[t])/this.xNumSteps[t],n=Math.ceil(Number(r.toFixed(3))-1),i=this.xVal[t]+this.xNumSteps[t]*n;this.xHighestCompleteStep[t]=i}else this.xSteps[t]=this.xHighestCompleteStep[t]=this.xVal[t]},t}(),C={to:function(t){return void 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boolean.");t.animate=e}function z(t,e){if("number"!=typeof e)throw new Error("noUiSlider: 'animationDuration' option must be a number.");t.animationDuration=e}function j(t,e){var r,n=[!1];if("lower"===e?e=[!0,!1]:"upper"===e&&(e=[!1,!0]),!0===e||!1===e){for(r=1;r1)throw new Error("noUiSlider: 'padding' option must not exceed 100% of the range.")}}function B(t,e){switch(e){case"ltr":t.dir=0;break;case"rtl":t.dir=1;break;default:throw new Error("noUiSlider: 'direction' option was not recognized.")}}function q(t,e){if("string"!=typeof e)throw new Error("noUiSlider: 'behaviour' must be a string containing options.");var r=e.indexOf("tap")>=0,n=e.indexOf("drag")>=0,i=e.indexOf("fixed")>=0,o=e.indexOf("snap")>=0,s=e.indexOf("hover")>=0,a=e.indexOf("unconstrained")>=0,l=e.indexOf("drag-all")>=0,u=e.indexOf("smooth-steps")>=0;if(i){if(2!==t.handles)throw new Error("noUiSlider: 'fixed' behaviour must be used with 2 handles");F(t,t.start[1]-t.start[0])}if(a&&(t.margin||t.limit))throw new 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NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF * THE POSSIBILITY OF SUCH DAMAGE. */ (function(root, factory) { factory(root["Bokeh"], "3.9.0"); })(this, function(Bokeh, version) { let define; return (function(modules, entry, aliases, externals) { const bokeh = typeof Bokeh !== "undefined" ? (version != null ? Bokeh[version] : Bokeh) : null; if (bokeh != null) { return bokeh.register_plugin(modules, entry, aliases); } else { throw new Error("Cannot find Bokeh" + (version != null ? " " + version : "") + ". 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t,n;if(e.crossDomain||e.scriptAttrs)return{send:function(r,i){t=T("

Show code cell source

Hide code cell source

penguins = pd.read_csv('https://datasets.holoviz.org/penguins/v1/penguins.csv').dropna()
cols = list(penguins.columns)[2:6]

x = pn.widgets.Select(name='x', options=cols, sizing_mode="stretch_width", margin=10)
y = pn.widgets.Select(name='y', options=cols, value='bill_depth_mm', sizing_mode="stretch_width")
n_clusters = pn.widgets.IntSlider(name='n_clusters', start=2, end=5, value=3, sizing_mode="stretch_width", margin=10)

def cluster(data, n_clusters):
    kmeans = KMeans(n_clusters=n_clusters, n_init='auto')
    est = kmeans.fit(data)
    return est.labels_.astype('str')

def plot(x, y, n_clusters):
    penguins['labels'] = cluster(penguins.iloc[:, 2:6].values, n_clusters)
    centers = penguins.groupby('labels').mean(numeric_only=True)
    return (penguins.sort_values('labels').hvplot.scatter(
        x, y, c='labels', hover_cols=['species'], line_width=1, size=60, frame_width=400, frame_height=400
    ).opts(marker=hv.dim('species').categorize({'Adelie': 'square', 'Chinstrap': 'circle', 'Gentoo': 'triangle'})) * centers.hvplot.scatter(
        x, y, marker='x', color='black', size=400, padding=0.1, line_width=5
    ))

description = pn.pane.Markdown("""
This app applies *k-means clustering* on the Palmer Penguins dataset using scikit-learn, parameterizing the number of clusters and the variables to plot.
<br><br>
Each cluster is denoted by one color while the penguin species is indicated using markers: 
<br><br>
● - Adelie, ■ - Chinstrap,  ▲ - Gentoo
<br><br>
By comparing the two we can assess the performance of the clustering algorithm.
<br><br>
Additionally the center of each cluster is marked with an `X`.
<br><br>
""", sizing_mode="stretch_width")

explanation = pn.pane.Markdown("""
**Species**

Adelie: ●\n
Chinstrap: ■\n
Gentoo: ▲
""", margin=(0, 10))

code = pn.pane.Markdown("""
```python
import panel as pn

pn.extension()

x = pn.widgets.Select(name='x', options=cols)
y = pn.widgets.Select(name='y', options=cols, value='bill_depth_mm')
n_clusters = pn.widgets.IntSlider(name='n_clusters', start=2, end=5, value=3)

explanation = pn.pane.Markdown(...)

def plot(x, y, n_clusters):
    ...
    
interactive_plot = pn.bind(plot, x, y, n_clusters)
    
pn.Row(
    pn.WidgetBox(x, y, n_clusters, explanation),  
    interactive_plot
)
```
""", width=800)

app = pn.Tabs(
    ('APP',
        pn.Row(
            pn.WidgetBox(x, y, n_clusters, explanation, width=175, margin=10),  
            pn.bind(plot, x, y, n_clusters),),     
    ),
    ('CODE', code),
    ('DESCRIPTION', description),
    width=800
)


pn.Row(
    pn.layout.HSpacer(),
    app,
    pn.layout.HSpacer(),
    sizing_mode='stretch_width'
).embed(max_opts=4, json=True, json_prefix='json')

Panel makes it simple to:

• Develop in your favorite editor or notebook environment

• Combine the PyData tools and plotting libraries that you know and love

• Iterate quickly to develop data tools, dashboards, and complex apps

• Collaborate across skill levels and tool preferences

• Add advanced bi-directional communication to your data apps

• Create interactive big data applications with crossfiltering

• Create high-performing, streaming data applications

• Create data apps that can run entirely in the browser

• Create polished, performant, secure, and production-ready web applications

---

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Learn Panel

Getting Started

The getting started guide will get you set up with Panel and provide a basic overview of the features and strengths of Panel.

Getting Started

Tutorials

Through guided steps and activities, the tutorials will help you acquire the skills and knowledge to use Panel.

Tutorials

Explanation

Introduces you to some of the core concepts behind Panel and some of the advanced features that make Panel such a powerful library.

Explanation

Use Panel

Component Gallery

The Component Gallery showcases Panel’s components and their essential reference guides, offering users vital usage information.

Component Gallery

How-to

How-to guides provide step-by-step recipes for solving essential problems and tasks that arise during your work.

How-to

API Reference

The Panel API Reference Manual provides an extensive guide covering Panel’s methods and parameters.

API Reference

For usage questions or technical assistance, please head over to Discourse or our Discord server. If you have any issues, feature requests, or wish to contribute, you can visit our GitHub site.

Sponsors

The Panel project is grateful for the sponsorship by the organizations and companies below:

https://www.anaconda.com/

https://www.blackstone.com/the-firm/

https://numfocus.org/

https://quansight.com/