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n.__extends(t,e),t.initClass=function(){this.prototype.type=\"Label\",this.prototype.default_view=s,this.mixins([\"text\",\"line:border_\",\"fill:background_\"]),this.define({x:[o.Number],x_units:[o.SpatialUnits,\"data\"],y:[o.Number],y_units:[o.SpatialUnits,\"data\"],text:[o.String],angle:[o.Angle,0],angle_units:[o.AngleUnits,\"rad\"],x_offset:[o.Number,0],y_offset:[o.Number,0],x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]}),this.override({background_fill_color:null,border_line_color:null})},t}(r.TextAnnotation);(i.Label=l).initClass()},function(t,e,i){var n=t(391),r=t(74),o=t(200),u=t(5),s=t(15),a=function(r){function t(){return null!==r&&r.apply(this,arguments)||this}return n.__extends(t,r),t.prototype.initialize=function(t){if(r.prototype.initialize.call(this,t),this.set_data(this.model.source),\"css\"==this.model.render_mode)for(var e=0,i=this._text.length;eh(a-l)?(n=c(u(o,s),a),r=u(c(o,s),l)):(n=u(o,s),r=c(o,s)),[n,r]}throw new Error(\"user bounds '\"+e+\"' not understood\")},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"rule_coords\",{get:function(){var t=this.dimension,e=(t+1)%2,i=this.ranges[0],n=this.computed_bounds,r=n[0],o=n[1],s=new Array(2),a=new Array(2),l=[s,a];return l[t][0]=Math.max(r,i.min),l[t][1]=Math.min(o,i.max),l[t][0]>l[t][1]&&(l[t][0]=l[t][1]=NaN),l[e][0]=this.loc,l[e][1]=this.loc,l},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"tick_coords\",{get:function(){for(var t=this.dimension,e=(t+1)%2,i=this.ranges[0],n=this.computed_bounds,r=n[0],o=n[1],s=this.ticker.get_ticks(r,o,i,this.loc,{}),a=s.major,l=s.minor,h=[[],[]],u=[[],[]],c=[i.min,i.max],_=c[0],p=c[1],d=0;dp||(h[t].push(a[d]),h[e].push(this.loc));for(var d=0;dp||(u[t].push(l[d]),u[e].push(this.loc));return{major:h,minor:u}},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"loc\",{get:function(){if(null!=this.fixed_location){if(T.isNumber(this.fixed_location))return this.fixed_location;var t=this.ranges,e=t[1];if(e instanceof a.FactorRange)return e.synthetic(this.fixed_location);throw new Error(\"unexpected\")}var i=this.ranges,n=i[1];switch(this.panel.side){case\"left\":case\"below\":return n.start;case\"right\":case\"above\":return n.end}},enumerable:!0,configurable:!0}),t}(r.GuideRenderer);(i.Axis=p).initClass()},function(t,e,i){var n=t(391),r=t(79),o=t(208),s=t(105),a=t(15),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){this._draw_group_separators(t,e,i)},e.prototype._draw_group_separators=function(t,e,i){var n,r=this.model.ranges[0],o=this.model.computed_bounds,s=o[0],a=o[1];if(r.tops&&!(r.tops.length<2)&&this.visuals.separator_line.doit){for(var l=this.model.dimension,h=(l+1)%2,u=[[],[]],c=0,_=0;_=this.scientific_limit_high||a<=this.scientific_limit_low)){n=!0;break}}var l=new Array(t.length),h=this.precision;if(null==h||f.isNumber(h))if(n)for(var u=0,c=t.length;ut.maxX&&(t.maxX=r.maxX)}for(var o=this.index.search(h.positive_y()),s=0,a=o;st.maxY&&(t.maxY=l.maxY)}return this._bounds(t)},t.prototype.get_anchor_point=function(t,e,i){var n=i[0],r=i[1];switch(t){case\"center\":return{x:this.scenterx(e,n,r),y:this.scentery(e,n,r)};default:return null}},t.prototype.sdist=function(t,e,i,n,r){var o,s;void 0===n&&(n=\"edge\"),void 0===r&&(r=!1);var a=e.length;if(\"center\"==n){var l=b.map(i,function(t){return t/2});o=new Float64Array(a);for(var h=0;h=a.length?c:a[n],l[t]=r},e=0,i=o.length;e=h.end&&(r=!0,h.end=_,(e||i)&&(h.start=_+d)),null!=p&&p<=h.start&&(r=!0,h.start=p,(e||i)&&(h.end=p-d))):(null!=_&&_>=h.start&&(r=!0,h.start=_,(e||i)&&(h.end=_+d)),null!=p&&p<=h.end&&(r=!0,h.end=p,(e||i)&&(h.start=p-d)))}}if(!(i&&r&&n))for(var f=0,v=t;fn.lod_timeout&&e.interactive_stop(n),t.request_render()},n.lod_timeout):e.interactive_stop(n)}for(var r in this.renderer_views){var o=this.renderer_views[r];if(null==this.range_update_timestamp||o instanceof T.GlyphRendererView&&o.set_data_timestamp>this.range_update_timestamp){this.update_dataranges();break}}this.model.frame.update_scales();var s=this.canvas_view.ctx,a=this.canvas.pixel_ratio;s.save(),s.scale(a,a),s.translate(.5,.5);var l=[this.frame._left.value,this.frame._top.value,this.frame._width.value,this.frame._height.value];if(this._map_hook(s,l),this._paint_empty(s,l),this.prepare_webgl(a,l),s.save(),this.visuals.outline_line.doit){this.visuals.outline_line.set_value(s);var h=l[0],u=l[1],c=l[2],_=l[3];h+c==this.canvas._width.value&&(c-=1),u+_==this.canvas._height.value&&(_-=1),s.strokeRect(h,u,c,_)}s.restore(),this._paint_levels(s,[\"image\",\"underlay\",\"glyph\"],l,!0),this.blit_webgl(a),this._paint_levels(s,[\"annotation\"],l,!0),this._paint_levels(s,[\"overlay\"],l,!1),null==this._initial_state_info.range&&this.set_initial_range(),s.restore(),this._has_finished||(this._has_finished=!0,this.notify_finished())}},t.prototype._paint_levels=function(t,e,i,n){t.save(),n&&(t.beginPath(),t.rect.apply(t,i),t.clip());for(var r={},o=0;oc&&(\"start\"==this.follow?r=n+u*c:\"end\"==this.follow&&(n=r-u*c)),[n,r]},t.prototype.update=function(t,e,i,n){if(!this.have_updated_interactively){var r=this.computed_renderers(),o=this._compute_plot_bounds(r,t);null!=n&&(o=this.adjust_bounds_for_aspect(o,n)),this._plot_bounds[i]=o;var s=this._compute_min_max(this._plot_bounds,e),a=s[0],l=s[1],h=this._compute_range(a,l),u=h[0],c=h[1];null!=this._initial_start&&(\"log\"==this.scale_hint?0this.end},enumerable:!0,configurable:!0}),t}(r.Model);(i.Range=a).initClass()},function(t,e,i){var n=t(391),r=t(183),o=t(15),s=function(e){function t(t){return e.call(this,t)||this}return n.__extends(t,e),t.initClass=function(){this.prototype.type=\"Range1d\",this.define({start:[o.Number,0],end:[o.Number,1],reset_start:[o.Number],reset_end:[o.Number]})},t.prototype._set_auto_bounds=function(){if(\"auto\"==this.bounds){var t=Math.min(this.reset_start,this.reset_end),e=Math.max(this.reset_start,this.reset_end);this.setv({bounds:[t,e]},{silent:!0})}},t.prototype.initialize=function(){e.prototype.initialize.call(this),null==this.reset_start&&(this.reset_start=this.start),null==this.reset_end&&(this.reset_end=this.end),this._set_auto_bounds()},Object.defineProperty(t.prototype,\"min\",{get:function(){return Math.min(this.start,this.end)},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"max\",{get:function(){return Math.max(this.start,this.end)},enumerable:!0,configurable:!0}),t.prototype.reset=function(){this._set_auto_bounds(),this.start!=this.reset_start||this.end!=this.reset_end?this.setv({start:this.reset_start,end:this.reset_end}):this.change.emit()},t}(r.Range);(i.Range1d=s).initClass()},function(t,e,i){var n=t(391),r=t(189),P=t(130),o=t(199),j=t(14),s=t(15),a=t(22),N=t(21),_=t(32),l=t(181),p={fill:{},line:{}},d={fill:{fill_alpha:.3,fill_color:\"grey\"},line:{line_alpha:.3,line_color:\"grey\"}},f={fill:{fill_alpha:.2},line:{}},h=function(c){function t(){return null!==c&&c.apply(this,arguments)||this}return n.__extends(t,c),t.prototype.initialize=function(t){c.prototype.initialize.call(this,t);var i=this.model.glyph,n=N.includes(i.mixins,\"fill\"),r=N.includes(i.mixins,\"line\"),o=_.clone(i.attributes);function e(t){var e=_.clone(o);return n&&_.extend(e,t.fill),r&&_.extend(e,t.line),new i.constructor(e)}delete o.id,this.glyph=this.build_glyph_view(i);var s=this.model.selection_glyph;null==s?s=e({fill:{},line:{}}):\"auto\"===s&&(s=e(p)),this.selection_glyph=this.build_glyph_view(s);var a=this.model.nonselection_glyph;null==a?a=e({fill:{},line:{}}):\"auto\"===a&&(a=e(f)),this.nonselection_glyph=this.build_glyph_view(a);var l=this.model.hover_glyph;null!=l&&(this.hover_glyph=this.build_glyph_view(l));var h=this.model.muted_glyph;null!=h&&(this.muted_glyph=this.build_glyph_view(h));var u=e(d);this.decimated_glyph=this.build_glyph_view(u),this.xscale=this.plot_view.frame.xscales[this.model.x_range_name],this.yscale=this.plot_view.frame.yscales[this.model.y_range_name],this.set_data(!1)},t.prototype.build_glyph_view=function(t){return new t.default_view({model:t,renderer:this,plot_view:this.plot_view,parent:this})},t.prototype.connect_signals=function(){var e=this;c.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.request_render()}),this.connect(this.model.glyph.change,function(){return e.set_data()}),this.connect(this.model.data_source.change,function(){return e.set_data()}),this.connect(this.model.data_source.streaming,function(){return e.set_data()}),this.connect(this.model.data_source.patching,function(t){return e.set_data(!0,t)}),this.connect(this.model.data_source.selected.change,function(){return e.request_render()}),this.connect(this.model.data_source._select,function(){return e.request_render()}),null!=this.hover_glyph&&this.connect(this.model.data_source.inspect,function(){return e.request_render()}),this.connect(this.model.properties.view.change,function(){return e.set_data()}),this.connect(this.model.view.change,function(){return e.set_data()});var t=this.plot_model.frame,i=t.x_ranges,n=t.y_ranges;for(var r in i){var o=i[r];o instanceof l.FactorRange&&this.connect(o.change,function(){return e.set_data()})}for(var s in n){var o=n[s];o instanceof l.FactorRange&&this.connect(o.change,function(){return e.set_data()})}this.connect(this.model.glyph.transformchange,function(){return e.set_data()})},t.prototype.have_selection_glyphs=function(){return null!=this.selection_glyph&&null!=this.nonselection_glyph},t.prototype.set_data=function(t,e){void 0===t&&(t=!0),void 0===e&&(e=null);var i=Date.now(),n=this.model.data_source;this.all_indices=this.model.view.indices,this.glyph.model.setv({x_range_name:this.model.x_range_name,y_range_name:this.model.y_range_name},{silent:!0}),this.glyph.set_data(n,this.all_indices,e),this.glyph.set_visuals(n),this.decimated_glyph.set_visuals(n),this.have_selection_glyphs()&&(this.selection_glyph.set_visuals(n),this.nonselection_glyph.set_visuals(n)),null!=this.hover_glyph&&this.hover_glyph.set_visuals(n),null!=this.muted_glyph&&this.muted_glyph.set_visuals(n);var r=this.plot_model.plot.lod_factor;this.decimated=[];for(var o=0,s=Math.floor(this.all_indices.length/r);ov?(o=this.decimated,_=this.decimated_glyph,p=this.decimated_glyph):(_=this.model.muted&&null!=this.muted_glyph?this.muted_glyph:this.glyph,p=this.nonselection_glyph),d=this.selection_glyph,null!=this.hover_glyph&&f.length&&(o=N.difference(o,f));var m,g=null;if(l.length&&this.have_selection_glyphs()){for(var y=Date.now(),b={},x=0,w=l;xi?n.slice(-i):n}if(S.isTypedArray(t)){var r=t.length+e.length;if(null!=i&&i=Math.pow(2,i))||e<0||e>=Math.pow(2,i))},t.prototype.parent_by_tile_xyz=function(t,e,i){var n=this.tile_xyz_to_quadkey(t,e,i),r=n.substring(0,n.length-1);return this.quadkey_to_tile_xyz(r)},t.prototype.get_resolution=function(t){return this._computed_initial_resolution()/Math.pow(2,t)},t.prototype.get_resolution_by_extent=function(t,e,i){var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e;return[n,r]},t.prototype.get_level_by_extent=function(t,e,i){for(var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e,o=Math.max(n,r),s=0,a=0,l=this._resolutions;ar.end)&&(this.v_axis_only=!0),(io.end)&&(this.h_axis_only=!0)}null!=this.model.document&&this.model.document.interactive_start(this.plot_model.plot)},e.prototype._pan=function(t){this._update(t.deltaX,t.deltaY),null!=this.model.document&&this.model.document.interactive_start(this.plot_model.plot)},e.prototype._pan_end=function(t){this.h_axis_only=!1,this.v_axis_only=!1,null!=this.pan_info&&this.plot_view.push_state(\"pan\",{range:this.pan_info})},e.prototype._update=function(t,e){var i,n,r,o,s,a,l=this.plot_model.frame,h=t-this.last_dx,u=e-this.last_dy,c=l.bbox.h_range,_=c.start-h,p=c.end-h,d=l.bbox.v_range,f=d.start-u,v=d.end-u,m=this.model.dimensions;\"width\"!=m&&\"both\"!=m||this.v_axis_only?(i=c.start,n=c.end,r=0):(i=_,n=p,r=-h),\"height\"!=m&&\"both\"!=m||this.h_axis_only?(o=d.start,s=d.end,a=0):(o=f,s=v,a=-u),this.last_dx=t,this.last_dy=e;var g=l.xscales,y=l.yscales,b={};for(var x in g){var w=g[x],k=w.r_invert(i,n),S=k[0],C=k[1];b[x]={start:S,end:C}}var T={};for(var A in y){var w=y[A],E=w.r_invert(o,s),S=E[0],C=E[1];T[A]={start:S,end:C}}this.pan_info={xrs:b,yrs:T,sdx:r,sdy:a},this.plot_view.update_range(this.pan_info,!0)},e}(r.GestureToolView);i.PanToolView=s;var a=function(i){function t(t){var e=i.call(this,t)||this;return e.tool_name=\"Pan\",e.event_type=\"pan\",e.default_order=10,e}return n.__extends(t,i),t.initClass=function(){this.prototype.type=\"PanTool\",this.prototype.default_view=s,this.define({dimensions:[o.Dimensions,\"both\"]})},Object.defineProperty(t.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(\"Pan\",this.dimensions)},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"icon\",{get:function(){switch(this.dimensions){case\"both\":return\"bk-tool-icon-pan\";case\"width\":return\"bk-tool-icon-xpan\";case\"height\":return\"bk-tool-icon-ypan\"}},enumerable:!0,configurable:!0}),t}(r.GestureTool);(i.PanTool=a).initClass()},function(t,e,i){var l=t(391),n=t(256),r=t(71),o=t(5),s=t(15),a=t(21),h=function(e){function t(){return null!==e&&e.apply(this,arguments)||this}return l.__extends(t,e),t.prototype.initialize=function(t){e.prototype.initialize.call(this,t),this.data={sx:[],sy:[]}},t.prototype.connect_signals=function(){var t=this;e.prototype.connect_signals.call(this),this.connect(this.model.properties.active.change,function(){return t._active_change()})},t.prototype._active_change=function(){this.model.active||this._clear_data()},t.prototype._keyup=function(t){t.keyCode==o.Keys.Enter&&this._clear_data()},t.prototype._doubletap=function(t){var e=t.shiftKey;this._do_select(this.data.sx,this.data.sy,!0,e),this.plot_view.push_state(\"poly_select\",{selection:this.plot_view.get_selection()}),this._clear_data()},t.prototype._clear_data=function(){this.data={sx:[],sy:[]},this.model.overlay.update({xs:[],ys:[]})},t.prototype._tap=function(t){var e=t.sx,i=t.sy,n=this.plot_model.frame;n.bbox.contains(e,i)&&(this.data.sx.push(e),this.data.sy.push(i),this.model.overlay.update({xs:a.copy(this.data.sx),ys:a.copy(this.data.sy)}))},t.prototype._do_select=function(t,e,i,n){var r={type:\"poly\",sx:t,sy:e};this._select(r,i,n)},t.prototype._emit_callback=function(t){var e=this.computed_renderers[0],i=this.plot_model.frame,n=i.xscales[e.x_range_name],r=i.yscales[e.y_range_name],o=n.v_invert(t.sx),s=r.v_invert(t.sy),a=l.__assign({x:o,y:s},t);this.model.callback.execute(this.model,{geometry:a})},t}(n.SelectToolView);i.PolySelectToolView=h;var u=function(){return new r.PolyAnnotation({level:\"overlay\",xs_units:\"screen\",ys_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},c=function(i){function t(t){var e=i.call(this,t)||this;return e.tool_name=\"Poly Select\",e.icon=\"bk-tool-icon-polygon-select\",e.event_type=\"tap\",e.default_order=11,e}return l.__extends(t,i),t.initClass=function(){this.prototype.type=\"PolySelectTool\",this.prototype.default_view=h,this.define({callback:[s.Instance],overlay:[s.Instance,u]})},t}(n.SelectTool);(i.PolySelectTool=c).initClass()},function(t,e,i){var n=t(391),_=t(64),r=t(14),o=t(15),s=t(251);function p(t,e,i,n){if(null==e)return!1;var r=i.compute(e);return Math.abs(t-r)r.right)&&(o=!1)}if(null!=r.bottom&&null!=r.top){var a=n.invert(e);(ar.top)&&(o=!1)}return o}function l(t,e,i,n){var r=e.compute(t),o=e.invert(r+i);return o>=n.start&&o<=n.end?o:t}function h(t,e,i,n){var r=e.r_compute(t.start,t.end),o=r[0],s=r[1],a=e.r_invert(o+i,s+i),l=a[0],h=a[1];l>=n.start&&l<=n.end&&h>=n.start&&h<=n.end&&(t.start=l,t.end=h)}i.is_near=p,i.is_inside=d,i.compute_value=l,i.update_range=h;var a=function(e){function t(){return null!==e&&e.apply(this,arguments)||this}return n.__extends(t,e),t.prototype.initialize=function(t){e.prototype.initialize.call(this,t),this.side=0,this.model.update_overlay_from_ranges()},t.prototype.connect_signals=function(){var t=this;e.prototype.connect_signals.call(this),null!=this.model.x_range&&this.connect(this.model.x_range.change,function(){return t.model.update_overlay_from_ranges()}),null!=this.model.y_range&&this.connect(this.model.y_range.change,function(){return t.model.update_overlay_from_ranges()})},t.prototype._pan_start=function(t){this.last_dx=0,this.last_dy=0;var e=this.model.x_range,i=this.model.y_range,n=this.plot_model.frame,r=n.xscales.default,o=n.yscales.default,s=this.model.overlay,a=s.left,l=s.right,h=s.top,u=s.bottom,c=this.model.overlay.properties.line_width.value()+_.EDGE_TOLERANCE;null!=e&&this.model.x_interaction&&(p(t.sx,a,r,c)?this.side=1:p(t.sx,l,r,c)?this.side=2:d(t.sx,t.sy,r,o,s)&&(this.side=3)),null!=i&&this.model.y_interaction&&(0==this.side&&p(t.sy,u,o,c)&&(this.side=4),0==this.side&&p(t.sy,h,o,c)?this.side=5:d(t.sx,t.sy,r,o,this.model.overlay)&&(3==this.side?this.side=7:this.side=6))},t.prototype._pan=function(t){var 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if(d.hideInColumnTitleRow?o():(u?a.updateColumnHeader(d.columnId,\"\",d.toolTip):a.updateColumnHeader(d.columnId,\"\",d.toolTip),n.subscribe(a.onHeaderClick,f)),d.hideInFilterHeaderRow)r();else{var t=v(\"#filter-checkbox-selectall-container\");t.show(),t.find('input[type=\"checkbox\"]').prop(\"checked\",u)}}})}}},447:function(e,t,n){var v=e(450),w=e(448);t.exports={RowSelectionModel:function(t){var c,n,o,u=[],r=this,i=new w.EventHandler,l={selectActiveRow:!0};function a(e){return function(){n||(n=!0,e.apply(this,arguments),n=!1)}}function d(e){for(var t=[],n=0;n=this.fromRow&&e<=this.toRow&&t>=this.fromCell&&t<=this.toCell},this.toString=function(){return this.isSingleCell()?\"(\"+this.fromRow+\":\"+this.fromCell+\")\":\"(\"+this.fromRow+\":\"+this.fromCell+\" - \"+this.toRow+\":\"+this.toCell+\")\"}},NonDataRow:o,Group:r,GroupTotals:i,EditorLock:a,GlobalEditorLock:new a,keyCode:{BACKSPACE:8,DELETE:46,DOWN:40,END:35,ENTER:13,ESCAPE:27,ESC:27,HOME:36,INSERT:45,LEFT:37,PAGE_DOWN:34,PAGE_UP:33,RIGHT:39,TAB:9,UP:38,C:67,V:86},preClickClassName:\"slick-edit-preclick\"}},449:function _(require,module,exports){\n", " /**\n", " * @license\n", " * (c) 2009-2016 Michael Leibman\n", " * michael{dot}leibman{at}gmail{dot}com\n", " * http://github.com/mleibman/slickgrid\n", " *\n", " * Distributed under MIT license.\n", " * All rights reserved.\n", " *\n", " * SlickGrid v2.3\n", " *\n", " * NOTES:\n", " * Cell/row DOM manipulations are done directly bypassing jQuery's DOM manipulation methods.\n", " * This increases the speed dramatically, but can only be done safely because there are no event handlers\n", " * or data associated with any cell/row DOM nodes. Cell editors must make sure they implement .destroy()\n", " * and do proper cleanup.\n", " */\n", " var $=require(450),Slick=require(448),scrollbarDimensions,maxSupportedCssHeight;function SlickGrid(container,data,columns,options){$.fn.drag||require(443),$.fn.drop||require(444);var defaults={alwaysShowVerticalScroll:!1,explicitInitialization:!1,rowHeight:25,defaultColumnWidth:80,enableAddRow:!1,leaveSpaceForNewRows:!1,editable:!1,autoEdit:!0,suppressActiveCellChangeOnEdit:!1,enableCellNavigation:!0,enableColumnReorder:!0,asyncEditorLoading:!1,asyncEditorLoadDelay:100,forceFitColumns:!1,enableAsyncPostRender:!1,asyncPostRenderDelay:50,enableAsyncPostRenderCleanup:!1,asyncPostRenderCleanupDelay:40,autoHeight:!1,editorLock:Slick.GlobalEditorLock,showHeaderRow:!1,headerRowHeight:25,createFooterRow:!1,showFooterRow:!1,footerRowHeight:25,createPreHeaderPanel:!1,showPreHeaderPanel:!1,preHeaderPanelHeight:25,showTopPanel:!1,topPanelHeight:25,formatterFactory:null,editorFactory:null,cellFlashingCssClass:\"flashing\",selectedCellCssClass:\"selected\",multiSelect:!0,enableTextSelectionOnCells:!1,dataItemColumnValueExtractor:null,fullWidthRows:!1,multiColumnSort:!1,numberedMultiColumnSort:!1,tristateMultiColumnSort:!1,sortColNumberInSeparateSpan:!1,defaultFormatter:defaultFormatter,forceSyncScrolling:!1,addNewRowCssClass:\"new-row\",preserveCopiedSelectionOnPaste:!1,showCellSelection:!0,viewportClass:null,minRowBuffer:3,emulatePagingWhenScrolling:!0,editorCellNavOnLRKeys:!1},columnDefaults={name:\"\",resizable:!0,sortable:!1,minWidth:30,rerenderOnResize:!1,headerCssClass:null,defaultSortAsc:!0,focusable:!0,selectable:!0},th,h,ph,n,cj,page=0,offset=0,vScrollDir=1,initialized=!1,$container,uid=\"slickgrid_\"+Math.round(1e6*Math.random()),self=this,$focusSink,$focusSink2,$headerScroller,$headers,$headerRow,$headerRowScroller,$headerRowSpacer,$footerRow,$footerRowScroller,$footerRowSpacer,$preHeaderPanel,$preHeaderPanelScroller,$preHeaderPanelSpacer,$topPanelScroller,$topPanel,$viewport,$canvas,$style,$boundAncestors,stylesheet,columnCssRulesL,columnCssRulesR,viewportH,viewportW,canvasWidth,viewportHasHScroll,viewportHasVScroll,headerColumnWidthDiff=0,headerColumnHeightDiff=0,cellWidthDiff=0,cellHeightDiff=0,jQueryNewWidthBehaviour=!1,absoluteColumnMinWidth,tabbingDirection=1,activePosX,activeRow,activeCell,activeCellNode=null,currentEditor=null,serializedEditorValue,editController,rowsCache={},renderedRows=0,numVisibleRows,prevScrollTop=0,scrollTop=0,lastRenderedScrollTop=0,lastRenderedScrollLeft=0,prevScrollLeft=0,scrollLeft=0,selectionModel,selectedRows=[],plugins=[],cellCssClasses={},columnsById={},sortColumns=[],columnPosLeft=[],columnPosRight=[],pagingActive=!1,pagingIsLastPage=!1,scrollThrottle=ActionThrottle(render,50),h_editorLoader=null,h_render=null,h_postrender=null,h_postrenderCleanup=null,postProcessedRows={},postProcessToRow=null,postProcessFromRow=null,postProcessedCleanupQueue=[],postProcessgroupId=0,counter_rows_rendered=0,counter_rows_removed=0,rowNodeFromLastMouseWheelEvent,zombieRowNodeFromLastMouseWheelEvent,zombieRowCacheFromLastMouseWheelEvent,zombieRowPostProcessedFromLastMouseWheelEvent,cssShow={position:\"absolute\",visibility:\"hidden\",display:\"block\"},$hiddenParents,oldProps=[],columnResizeDragging=!1;function init(){if(($container=container instanceof $?container:$(container)).length<1)throw new Error(\"SlickGrid requires a valid container, \"+container+\" does not exist in the DOM.\");cacheCssForHiddenInit(),maxSupportedCssHeight=maxSupportedCssHeight||getMaxSupportedCssHeight(),options=$.extend({},defaults,options),validateAndEnforceOptions(),columnDefaults.width=options.defaultColumnWidth,columnsById={};for(var e=0;et.maxWidth&&(t.width=t.maxWidth)}if(options.enableColumnReorder&&!$.fn.sortable)throw new Error(\"SlickGrid's 'enableColumnReorder = true' option requires jquery-ui.sortable module to be loaded\");editController={commitCurrentEdit:commitCurrentEdit,cancelCurrentEdit:cancelCurrentEdit},$container.empty().css(\"overflow\",\"hidden\").css(\"outline\",0).addClass(uid).addClass(\"ui-widget\"),/relative|absolute|fixed/.test($container.css(\"position\"))||$container.css(\"position\",\"relative\"),$focusSink=$(\"
\").appendTo($container),options.createPreHeaderPanel&&($preHeaderPanelScroller=$(\"
\").appendTo($container),$preHeaderPanel=$(\"
\").appendTo($preHeaderPanelScroller),$preHeaderPanelSpacer=$(\"
\").appendTo($preHeaderPanelScroller),options.showPreHeaderPanel||$preHeaderPanelScroller.hide()),$headerScroller=$(\"
\").appendTo($container),$headers=$(\"
\").appendTo($headerScroller),$headerRowScroller=$(\"
\").appendTo($container),$headerRow=$(\"
\").appendTo($headerRowScroller),$headerRowSpacer=$(\"
\").appendTo($headerRowScroller),$topPanelScroller=$(\"
\").appendTo($container),$topPanel=$(\"
\").appendTo($topPanelScroller),options.showTopPanel||$topPanelScroller.hide(),options.showHeaderRow||$headerRowScroller.hide(),($viewport=$(\"
\").appendTo($container)).css(\"overflow-y\",options.alwaysShowVerticalScroll?\"scroll\":options.autoHeight?\"hidden\":\"auto\"),$viewport.css(\"overflow-x\",options.forceFitColumns?\"hidden\":\"auto\"),options.viewportClass&&$viewport.toggleClass(options.viewportClass,!0),$canvas=$(\"
\").appendTo($viewport),scrollbarDimensions=scrollbarDimensions||measureScrollbar(),$preHeaderPanelSpacer&&$preHeaderPanelSpacer.css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\"),$headers.width(getHeadersWidth()),$headerRowSpacer.css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\"),options.createFooterRow&&($footerRowScroller=$(\"
\").appendTo($container),$footerRow=$(\"
\").appendTo($footerRowScroller),$footerRowSpacer=$(\"
\").css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\").appendTo($footerRowScroller),options.showFooterRow||$footerRowScroller.hide()),$focusSink2=$focusSink.clone().appendTo($container),options.explicitInitialization||finishInitialization()}function finishInitialization(){initialized||(initialized=!0,viewportW=parseFloat($.css($container[0],\"width\",!0)),measureCellPaddingAndBorder(),disableSelection($headers),options.enableTextSelectionOnCells||$viewport.on(\"selectstart.ui\",function(e){return $(e.target).is(\"input,textarea\")}),updateColumnCaches(),createColumnHeaders(),setupColumnSort(),createCssRules(),resizeCanvas(),bindAncestorScrollEvents(),$container.on(\"resize.slickgrid\",resizeCanvas),$viewport.on(\"scroll\",handleScroll),$headerScroller.on(\"contextmenu\",handleHeaderContextMenu).on(\"click\",handleHeaderClick).on(\"mouseenter\",\".slick-header-column\",handleHeaderMouseEnter).on(\"mouseleave\",\".slick-header-column\",handleHeaderMouseLeave),$headerRowScroller.on(\"scroll\",handleHeaderRowScroll),options.createFooterRow&&$footerRowScroller.on(\"scroll\",handleFooterRowScroll),options.createPreHeaderPanel&&$preHeaderPanelScroller.on(\"scroll\",handlePreHeaderPanelScroll),$focusSink.add($focusSink2).on(\"keydown\",handleKeyDown),$canvas.on(\"keydown\",handleKeyDown).on(\"click\",handleClick).on(\"dblclick\",handleDblClick).on(\"contextmenu\",handleContextMenu).on(\"draginit\",handleDragInit).on(\"dragstart\",{distance:3},handleDragStart).on(\"drag\",handleDrag).on(\"dragend\",handleDragEnd).on(\"mouseenter\",\".slick-cell\",handleMouseEnter).on(\"mouseleave\",\".slick-cell\",handleMouseLeave),navigator.userAgent.toLowerCase().match(/webkit/)&&navigator.userAgent.toLowerCase().match(/macintosh/)&&$canvas.on(\"mousewheel\",handleMouseWheel),restoreCssFromHiddenInit())}function cacheCssForHiddenInit(){($hiddenParents=$container.parents().addBack().not(\":visible\")).each(function(){var e={};for(var t in cssShow)e[t]=this.style[t],this.style[t]=cssShow[t];oldProps.push(e)})}function restoreCssFromHiddenInit(){$hiddenParents.each(function(e){var t=oldProps[e];for(var n in cssShow)this.style[n]=t[n]})}function registerPlugin(e){plugins.unshift(e),e.init(self)}function unregisterPlugin(e){for(var t=plugins.length;0<=t;t--)if(plugins[t]===e){plugins[t].destroy&&plugins[t].destroy(),plugins.splice(t,1);break}}function setSelectionModel(e){selectionModel&&(selectionModel.onSelectedRangesChanged.unsubscribe(handleSelectedRangesChanged),selectionModel.destroy&&selectionModel.destroy()),(selectionModel=e)&&(selectionModel.init(self),selectionModel.onSelectedRangesChanged.subscribe(handleSelectedRangesChanged))}function getSelectionModel(){return selectionModel}function getCanvasNode(){return $canvas[0]}function measureScrollbar(){var e=$('
').appendTo($viewport),t=$('
').appendTo(e),n={width:e[0].offsetWidth-e[0].clientWidth,height:e[0].offsetHeight-e[0].clientHeight};return t.remove(),e.remove(),n}function getColumnTotalWidth(e){for(var t=0,n=0,o=columns.length;nviewportW-scrollbarDimensions.width);var n=canvasWidth+(viewportHasVScroll?scrollbarDimensions.width:0);$headerRowSpacer.width(n),options.createFooterRow&&$footerRowSpacer.width(n),options.createPreHeaderPanel&&$preHeaderPanelSpacer.width(n),(canvasWidth!=t||e)&&applyColumnWidths()}function disableSelection(e){e&&e.jquery&&e.attr(\"unselectable\",\"on\").css(\"MozUserSelect\",\"none\").on(\"selectstart.ui\",function(){return!1})}function getMaxSupportedCssHeight(){for(var e=1e6,t=navigator.userAgent.toLowerCase().match(/firefox/)?6e6:1e9,n=$(\"
\").appendTo(document.body);;){var o=2*e;if(n.css(\"height\",o),t\").html(\"\"+o.name+\"\").width(o.width-headerColumnWidthDiff).attr(\"id\",\"\"+uid+o.id).attr(\"title\",o.toolTip||\"\").data(\"column\",o).addClass(o.headerCssClass||\"\").appendTo($headers);if((options.enableColumnReorder||o.sortable)&&r.on(\"mouseenter\",e).on(\"mouseleave\",t),o.sortable&&(r.addClass(\"slick-header-sortable\"),r.append(\"\"),options.numberedMultiColumnSort&&options.sortColNumberInSeparateSpan&&r.append(\"\")),trigger(self.onHeaderCellRendered,{node:r[0],column:o,grid:self}),options.showHeaderRow){var i=$(\"
\").data(\"column\",o).appendTo($headerRow);trigger(self.onHeaderRowCellRendered,{node:i[0],column:o,grid:self})}if(options.createFooterRow&&options.showFooterRow){var l=$(\"
\").data(\"column\",o).appendTo($footerRow);trigger(self.onFooterRowCellRendered,{node:l[0],column:o})}}setSortColumns(sortColumns),setupColumnResize(),options.enableColumnReorder&&(\"function\"==typeof options.enableColumnReorder?options.enableColumnReorder(self,$headers,headerColumnWidthDiff,setColumns,setupColumnResize,columns,getColumnIndex,uid,trigger):setupColumnReorder())}function setupColumnSort(){$headers.click(function(e){if(!columnResizeDragging&&(e.metaKey=e.metaKey||e.ctrlKey,!$(e.target).hasClass(\"slick-resizable-handle\"))){var t=$(e.target).closest(\".slick-header-column\");if(t.length){var n=t.data(\"column\");if(n.sortable){if(!getEditorLock().commitCurrentEdit())return;for(var o=null,r=0;r=columns.length||columns[e].resizable&&(void 0===n&&(n=e),o=e)}),void 0!==n&&u.each(function(l,e){l>=columns.length||l\").appendTo(e).on(\"dragstart\",function(e,t){if(!getEditorLock().commitCurrentEdit())return!1;c=e.pageX,$(this).parent().addClass(\"slick-header-column-active\");var n=null,o=null;if(u.each(function(e,t){e>=columns.length||(columns[e].previousWidth=$(t).outerWidth())}),options.forceFitColumns)for(o=n=0,a=l+1;a
\").appendTo($headers),headerColumnWidthDiff=headerColumnHeightDiff=0,\"border-box\"!=n.css(\"box-sizing\")&&\"border-box\"!=n.css(\"-moz-box-sizing\")&&\"border-box\"!=n.css(\"-webkit-box-sizing\")&&($.each(e,function(e,t){headerColumnWidthDiff+=parseFloat(n.css(t))||0}),$.each(t,function(e,t){headerColumnHeightDiff+=parseFloat(n.css(t))||0})),n.remove();var r=$(\"
\").appendTo($canvas);n=$(\"\").appendTo(r),cellWidthDiff=cellHeightDiff=0,\"border-box\"!=n.css(\"box-sizing\")&&\"border-box\"!=n.css(\"-moz-box-sizing\")&&\"border-box\"!=n.css(\"-webkit-box-sizing\")&&($.each(e,function(e,t){cellWidthDiff+=parseFloat(n.css(t))||0}),$.each(t,function(e,t){cellHeightDiff+=parseFloat(n.css(t))||0})),r.remove(),absoluteColumnMinWidth=Math.max(headerColumnWidthDiff,cellWidthDiff)}function createCssRules(){$style=$(\"\n", "\n", "\n", "
\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "function HoloViewsWidget() {\n", "}\n", "\n", "HoloViewsWidget.prototype.init_slider = function(init_val){\n", " if(this.load_json) {\n", " this.from_json()\n", " } else {\n", " this.update_cache();\n", " }\n", "}\n", "\n", "HoloViewsWidget.prototype.populate_cache = function(idx){\n", " this.cache[idx].innerHTML = this.frames[idx];\n", " if (this.embed) {\n", " delete this.frames[idx];\n", " }\n", "}\n", "\n", "HoloViewsWidget.prototype.process_error = function(msg){\n", "}\n", "\n", "HoloViewsWidget.prototype.from_json = function() {\n", " var data_url = this.json_path + this.id + '.json';\n", " $.getJSON(data_url, $.proxy(function(json_data) {\n", " this.frames = json_data;\n", " this.update_cache();\n", " this.update(0);\n", " }, this));\n", "}\n", "\n", "HoloViewsWidget.prototype.dynamic_update = function(current){\n", " if (current === undefined) {\n", " return\n", " }\n", " this.current = current;\n", " if (this.comm) {\n", " var msg = {comm_id: this.id+'_client', content: current}\n", " this.comm.send(msg);\n", " }\n", "}\n", "\n", "HoloViewsWidget.prototype.update_cache = function(force){\n", " var frame_len = Object.keys(this.frames).length;\n", " for (var i=0; i 0) {\n", " that.time = Date.now();\n", " that.dynamic_update(that.queue[that.queue.length-1]);\n", " that.queue = [];\n", " } else {\n", " that.wait = false;\n", " }\n", " if ((msg.msg_type == \"Ready\") && msg.content) {\n", " console.log(\"Python callback returned following output:\", msg.content);\n", " } else if (msg.msg_type == \"Error\") {\n", " console.log(\"Python failed with the following traceback:\", msg.traceback)\n", " }\n", " }\n", " var comm = HoloViews.comm_manager.get_client_comm(this.plot_id, this.id+'_client', ack_callback);\n", " return comm\n", " }\n", "}\n", "\n", "HoloViewsWidget.prototype.msg_handler = function(msg) {\n", " var metadata = msg.metadata;\n", " if ((metadata.msg_type == \"Ready\")) {\n", " if (metadata.content) {\n", " console.log(\"Python callback returned following output:\", metadata.content);\n", " }\n", "\treturn;\n", " } else if (metadata.msg_type == \"Error\") {\n", " console.log(\"Python failed with the following traceback:\", metadata.traceback)\n", " return\n", " }\n", " this.process_msg(msg)\n", "}\n", "\n", "HoloViewsWidget.prototype.process_msg = function(msg) {\n", "}\n", "\n", "function SelectionWidget(frames, id, slider_ids, keyMap, dim_vals, notFound, load_json, mode, cached, json_path, dynamic, plot_id){\n", " this.frames = frames;\n", " this.id = id;\n", " this.plot_id = plot_id;\n", " this.slider_ids = slider_ids;\n", " this.keyMap = keyMap\n", " this.current_frame = 0;\n", " this.current_vals = dim_vals;\n", " this.load_json = load_json;\n", " this.mode = mode;\n", " this.notFound = notFound;\n", " this.cached = cached;\n", " this.dynamic = dynamic;\n", " this.cache = {};\n", " this.json_path = json_path;\n", " this.init_slider(this.current_vals[0]);\n", " this.queue = [];\n", " this.wait = false;\n", " if (!this.cached || this.dynamic) {\n", " this.comm = this.init_comms();\n", " }\n", "}\n", "\n", "SelectionWidget.prototype = new HoloViewsWidget;\n", "\n", "\n", "SelectionWidget.prototype.get_key = function(current_vals) {\n", " var key = \"(\";\n", " for (var i=0; i Date.now()))) {\n", " this.queue.push(key);\n", " return\n", " }\n", " this.queue = [];\n", " this.time = Date.now();\n", " this.current_frame = key;\n", " this.wait = true;\n", " this.dynamic_update(key)\n", " } else if (key !== undefined) {\n", " this.update(key)\n", " }\n", "}\n", "\n", "\n", "/* Define the ScrubberWidget class */\n", "function ScrubberWidget(frames, num_frames, id, interval, load_json, mode, cached, json_path, dynamic, plot_id){\n", " this.slider_id = \"_anim_slider\" + id;\n", " this.loop_select_id = \"_anim_loop_select\" + id;\n", " this.id = id;\n", " this.plot_id = plot_id;\n", " this.interval = interval;\n", " this.current_frame = 0;\n", " this.direction = 0;\n", " this.dynamic = dynamic;\n", " this.timer = null;\n", " this.load_json = load_json;\n", " this.mode = mode;\n", " this.cached = cached;\n", " this.frames = frames;\n", " this.cache = {};\n", " this.length = num_frames;\n", " this.json_path = json_path;\n", " document.getElementById(this.slider_id).max = this.length - 1;\n", " this.init_slider(0);\n", " this.wait = false;\n", " this.queue = [];\n", " if (!this.cached || this.dynamic) {\n", " this.comm = this.init_comms()\n", " }\n", "}\n", "\n", "ScrubberWidget.prototype = new HoloViewsWidget;\n", "\n", "ScrubberWidget.prototype.set_frame = function(frame){\n", " this.current_frame = frame;\n", " var widget = document.getElementById(this.slider_id);\n", " if (widget === null) {\n", " this.pause_animation();\n", " return\n", " }\n", " widget.value = this.current_frame;\n", " if (this.dynamic || !this.cached) {\n", " if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n", " this.queue.push(frame);\n", " return\n", " }\n", " this.queue = [];\n", " this.time = Date.now();\n", " this.wait = true;\n", " this.dynamic_update(frame)\n", " } else {\n", " this.update(frame)\n", " }\n", "}\n", "\n", "ScrubberWidget.prototype.get_loop_state = function(){\n", " var button_group = document[this.loop_select_id].state;\n", " for (var i = 0; i < button_group.length; i++) {\n", " var button = button_group[i];\n", " if (button.checked) {\n", " return button.value;\n", " }\n", " }\n", " return undefined;\n", "}\n", "\n", "\n", "ScrubberWidget.prototype.next_frame = function() {\n", " this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n", "}\n", "\n", "ScrubberWidget.prototype.previous_frame = function() {\n", " this.set_frame(Math.max(0, this.current_frame - 1));\n", "}\n", "\n", "ScrubberWidget.prototype.first_frame = function() {\n", " this.set_frame(0);\n", "}\n", "\n", "ScrubberWidget.prototype.last_frame = function() {\n", " this.set_frame(this.length - 1);\n", "}\n", "\n", "ScrubberWidget.prototype.slower = function() {\n", " this.interval /= 0.7;\n", " if(this.direction > 0){this.play_animation();}\n", " else if(this.direction < 0){this.reverse_animation();}\n", "}\n", "\n", "ScrubberWidget.prototype.faster = function() {\n", " this.interval *= 0.7;\n", " if(this.direction > 0){this.play_animation();}\n", " else if(this.direction < 0){this.reverse_animation();}\n", "}\n", "\n", "ScrubberWidget.prototype.anim_step_forward = function() {\n", " if(this.current_frame < this.length - 1){\n", " this.next_frame();\n", " }else{\n", " var loop_state = this.get_loop_state();\n", " if(loop_state == \"loop\"){\n", " this.first_frame();\n", " }else if(loop_state == \"reflect\"){\n", " this.last_frame();\n", " this.reverse_animation();\n", " }else{\n", " this.pause_animation();\n", " this.last_frame();\n", " }\n", " }\n", "}\n", "\n", "ScrubberWidget.prototype.anim_step_reverse = function() {\n", " if(this.current_frame > 0){\n", " this.previous_frame();\n", " } else {\n", " var loop_state = this.get_loop_state();\n", " if(loop_state == \"loop\"){\n", " this.last_frame();\n", " }else if(loop_state == \"reflect\"){\n", " this.first_frame();\n", " this.play_animation();\n", " }else{\n", " this.pause_animation();\n", " this.first_frame();\n", " }\n", " }\n", "}\n", "\n", "ScrubberWidget.prototype.pause_animation = function() {\n", " this.direction = 0;\n", " if (this.timer){\n", " clearInterval(this.timer);\n", " this.timer = null;\n", " }\n", "}\n", "\n", "ScrubberWidget.prototype.play_animation = function() {\n", " this.pause_animation();\n", " this.direction = 1;\n", " var t = this;\n", " if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n", "}\n", "\n", "ScrubberWidget.prototype.reverse_animation = function() {\n", " this.pause_animation();\n", " this.direction = -1;\n", " var t = this;\n", " if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n", "}\n", "\n", "function extend(destination, source) {\n", " for (var k in source) {\n", " if (source.hasOwnProperty(k)) {\n", " destination[k] = source[k];\n", " }\n", " }\n", " return destination;\n", "}\n", "\n", "function update_widget(widget, values) {\n", " if (widget.hasClass(\"ui-slider\")) {\n", " widget.slider('option', {\n", " min: 0,\n", " max: values.length-1,\n", " dim_vals: values,\n", " value: 0,\n", " dim_labels: values\n", " })\n", " widget.slider('option', 'slide').call(widget, event, {value: 0})\n", " } else {\n", " widget.empty();\n", " for (var i=0; i\", {\n", " value: i,\n", " text: values[i]\n", " }))\n", " };\n", " widget.data('values', values);\n", " widget.data('value', 0);\n", " widget.trigger(\"change\");\n", " };\n", "}\n", "\n", "function init_slider(id, plot_id, dim, values, next_vals, labels, dynamic, step, value, next_dim,\n", " dim_idx, delay, jQueryUI_CDN, UNDERSCORE_CDN) {\n", " // Slider JS Block START\n", " function loadcssfile(filename){\n", " var fileref=document.createElement(\"link\")\n", " fileref.setAttribute(\"rel\", \"stylesheet\")\n", " fileref.setAttribute(\"type\", \"text/css\")\n", " fileref.setAttribute(\"href\", filename)\n", " document.getElementsByTagName(\"head\")[0].appendChild(fileref)\n", " }\n", " loadcssfile(\"https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css\");\n", " /* Check if jQuery and jQueryUI have been loaded\n", " otherwise load with require.js */\n", " var jQuery = window.jQuery,\n", " // check for old versions of jQuery\n", " oldjQuery = jQuery && !!jQuery.fn.jquery.match(/^1\\.[0-4](\\.|$)/),\n", " jquery_path = '',\n", " paths = {},\n", " noConflict;\n", " var jQueryUI = jQuery.ui;\n", " // check for jQuery\n", " if (!jQuery || oldjQuery) {\n", " // load if it's not available or doesn't meet min standards\n", " paths.jQuery = jQuery;\n", " noConflict = !!oldjQuery;\n", " } else {\n", " // register the current jQuery\n", " define('jquery', [], function() { return jQuery; });\n", " }\n", " if (!jQueryUI) {\n", " paths.jQueryUI = jQueryUI_CDN.slice(null, -3);\n", " } else {\n", " define('jQueryUI', [], function() { return jQuery.ui; });\n", " }\n", " paths.underscore = UNDERSCORE_CDN.slice(null, -3);\n", " var jquery_require = {\n", " paths: paths,\n", " shim: {\n", " \"jQueryUI\": {\n", " exports:\"$\",\n", " deps: ['jquery']\n", " },\n", " \"underscore\": {\n", " exports: '_'\n", " }\n", " }\n", " }\n", " require.config(jquery_require);\n", " require([\"jQueryUI\", \"underscore\"], function(jUI, _){\n", " if (noConflict) $.noConflict(true);\n", " var vals = values;\n", " if (dynamic && vals.constructor === Array) {\n", " var default_value = parseFloat(value);\n", " var min = parseFloat(vals[0]);\n", " var max = parseFloat(vals[vals.length-1]);\n", " var wstep = step;\n", " var wlabels = [default_value];\n", " var init_label = default_value;\n", " } else {\n", " var min = 0;\n", " if (dynamic) {\n", " var max = Object.keys(vals).length - 1;\n", " var init_label = labels[value];\n", " var default_value = values[value];\n", " } else {\n", " var max = vals.length - 1;\n", " var init_label = labels[value];\n", " var default_value = value;\n", " }\n", " var wstep = 1;\n", " var wlabels = labels;\n", " }\n", " function adjustFontSize(text) {\n", " var width_ratio = (text.parent().width()/8)/text.val().length;\n", " var size = Math.min(0.9, Math.max(0.6, width_ratio))+'em';\n", " text.css('font-size', size);\n", " }\n", " var slider = $('#_anim_widget'+id+'_'+dim);\n", " slider.slider({\n", " animate: \"fast\",\n", " min: min,\n", " max: max,\n", " step: wstep,\n", " value: default_value,\n", " dim_vals: vals,\n", " dim_labels: wlabels,\n", " next_vals: next_vals,\n", " slide: function(event, ui) {\n", " var vals = slider.slider(\"option\", \"dim_vals\");\n", " var next_vals = slider.slider(\"option\", \"next_vals\");\n", " var dlabels = slider.slider(\"option\", \"dim_labels\");\n", " if (dynamic) {\n", " var dim_val = ui.value;\n", " if (vals.constructor === Array) {\n", " var label = ui.value;\n", " } else {\n", " var label = dlabels[ui.value];\n", " }\n", " } else {\n", " var dim_val = vals[ui.value];\n", " var label = dlabels[ui.value];\n", " }\n", " var text = $('#textInput'+id+'_'+dim);\n", " text.val(label);\n", " adjustFontSize(text);\n", " HoloViews.index[plot_id].set_frame(dim_val, dim_idx);\n", " if (Object.keys(next_vals).length > 0) {\n", " var new_vals = next_vals[dim_val];\n", " var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n", " update_widget(next_widget, new_vals);\n", " }\n", " }\n", " });\n", " slider.keypress(function(event) {\n", " if (event.which == 80 || event.which == 112) {\n", " var start = slider.slider(\"option\", \"value\");\n", " var stop = slider.slider(\"option\", \"max\");\n", " for (var i=start; i<=stop; i++) {\n", " var delay = i*delay;\n", " $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n", " var val = {value:i};\n", " slider.slider('value',i);\n", " slider.slider(\"option\", \"slide\")(null, val);\n", " }, slider), delay);}, slider)(i);\n", " }\n", " }\n", " if (event.which == 82 || event.which == 114) {\n", " var start = slider.slider(\"option\", \"value\");\n", " var stop = slider.slider(\"option\", \"min\");\n", " var count = 0;\n", " for (var i=start; i>=stop; i--) {\n", " var delay = count*delay;\n", " count = count + 1;\n", " $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n", " var val = {value:i};\n", " slider.slider('value',i);\n", " slider.slider(\"option\", \"slide\")(null, val);\n", " }, slider), delay);}, slider)(i);\n", " }\n", " }\n", " });\n", " var textInput = $('#textInput'+id+'_'+dim)\n", " textInput.val(init_label);\n", " adjustFontSize(textInput);\n", " });\n", "}\n", "\n", "function init_dropdown(id, plot_id, dim, vals, value, next_vals, labels, next_dim, dim_idx, dynamic) {\n", " var widget = $(\"#_anim_widget\"+id+'_'+dim);\n", " widget.data('values', vals)\n", " for (var i=0; i\", {\n", " value: val,\n", " text: labels[i]\n", " }));\n", " };\n", " widget.data(\"next_vals\", next_vals);\n", " widget.val(value);\n", " widget.on('change', function(event, ui) {\n", " if (dynamic) {\n", " var dim_val = parseInt(this.value);\n", " } else {\n", " var dim_val = $.data(this, 'values')[this.value];\n", " }\n", " var next_vals = $.data(this, \"next_vals\");\n", " if (Object.keys(next_vals).length > 0) {\n", " var new_vals = next_vals[dim_val];\n", " var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n", " update_widget(next_widget, new_vals);\n", " }\n", " var widgets = HoloViews.index[plot_id]\n", " if (widgets) {\n", " widgets.set_frame(dim_val, dim_idx);\n", " }\n", " });\n", "}\n", "\n", "\n", "if (window.HoloViews === undefined) {\n", " window.HoloViews = {}\n", " window.PyViz = window.HoloViews\n", "} else if (window.PyViz === undefined) {\n", " window.PyViz = window.HoloViews\n", "}\n", "\n", "\n", "var _namespace = {\n", " init_slider: init_slider,\n", " init_dropdown: init_dropdown,\n", " comms: {},\n", " comm_status: {},\n", " index: {},\n", " plot_index: {},\n", " kernels: {},\n", " receivers: {}\n", "}\n", "\n", "for (var k in _namespace) {\n", " if (!(k in window.HoloViews)) {\n", " window.HoloViews[k] = _namespace[k];\n", " }\n", "}\n", "\n", "// Define Bokeh specific subclasses\n", "function BokehSelectionWidget() {\n", " SelectionWidget.apply(this, arguments);\n", "}\n", "\n", "function BokehScrubberWidget() {\n", " ScrubberWidget.apply(this, arguments);\n", "}\n", "\n", "// Let them inherit from the baseclasses\n", "BokehSelectionWidget.prototype = Object.create(SelectionWidget.prototype);\n", "BokehScrubberWidget.prototype = Object.create(ScrubberWidget.prototype);\n", "\n", "// Define methods to override on widgets\n", "var BokehMethods = {\n", " update_cache : function(){\n", " for (var index in this.frames) {\n", " this.frames[index] = JSON.parse(this.frames[index]);\n", " }\n", " },\n", " update : function(current){\n", " if (current === undefined) {\n", " return;\n", " }\n", " var data = this.frames[current];\n", " if (data !== undefined) {\n", " if (data.root in HoloViews.plot_index) {\n", " var doc = HoloViews.plot_index[data.root].model.document;\n", " } else {\n", " var doc = Bokeh.index[data.root].model.document;\n", " }\n", " doc.apply_json_patch(data.content);\n", " }\n", " },\n", " init_comms: function() {\n", " if (Bokeh.protocol !== undefined) {\n", " this.receiver = new Bokeh.protocol.Receiver()\n", " } else {\n", " this.receiver = null;\n", " }\n", " return HoloViewsWidget.prototype.init_comms.call(this);\n", " },\n", " process_msg : function(msg) {\n", " if (this.plot_id in HoloViews.plot_index) {\n", " var doc = HoloViews.plot_index[this.plot_id].model.document;\n", " } else {\n", " var doc = Bokeh.index[this.plot_id].model.document;\n", " }\n", " if (this.receiver === null) { return }\n", " var receiver = this.receiver;\n", " if (msg.buffers.length > 0) {\n", " receiver.consume(msg.buffers[0].buffer)\n", " } else {\n", " receiver.consume(msg.content.data)\n", " }\n", " const comm_msg = receiver.message;\n", " if ((comm_msg != null) && (doc != null)) {\n", " doc.apply_json_patch(comm_msg.content, comm_msg.buffers)\n", " }\n", " }\n", "}\n", "\n", "// Extend Bokeh widgets with backend specific methods\n", "extend(BokehSelectionWidget.prototype, BokehMethods);\n", "extend(BokehScrubberWidget.prototype, BokehMethods);\n", "\n", "window.HoloViews.BokehSelectionWidget = BokehSelectionWidget\n", "window.HoloViews.BokehScrubberWidget = BokehScrubberWidget\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", " }\n", " }\n", "\n", " JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n", " if (comm_id in window.PyViz.comms) {\n", " return window.PyViz.comms[comm_id];\n", " } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n", " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n", " var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n", " if (msg_handler) {\n", " comm.on_msg(msg_handler);\n", " }\n", " } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n", " var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n", " comm.open();\n", " if (msg_handler) {\n", " comm.onMsg = msg_handler;\n", " }\n", " }\n", "\n", " window.PyViz.comms[comm_id] = comm;\n", " return comm;\n", " }\n", "\n", " window.PyViz.comm_manager = new JupyterCommManager();\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", " toinsert[nchildren-1].children[0].innerHTML = output.data[HTML_MIME_TYPE];\n", " toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\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", " }\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", " if ((id === undefined) || !(id in PyViz.plot_index)) { return; }\n", " var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n", " 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": "function HoloViewsWidget() {\n}\n\nHoloViewsWidget.prototype.init_slider = function(init_val){\n if(this.load_json) {\n this.from_json()\n } else {\n this.update_cache();\n }\n}\n\nHoloViewsWidget.prototype.populate_cache = function(idx){\n this.cache[idx].innerHTML = this.frames[idx];\n if (this.embed) {\n delete this.frames[idx];\n }\n}\n\nHoloViewsWidget.prototype.process_error = function(msg){\n}\n\nHoloViewsWidget.prototype.from_json = function() {\n var data_url = this.json_path + this.id + '.json';\n $.getJSON(data_url, $.proxy(function(json_data) {\n this.frames = json_data;\n this.update_cache();\n this.update(0);\n }, this));\n}\n\nHoloViewsWidget.prototype.dynamic_update = function(current){\n if (current === undefined) {\n return\n }\n this.current = current;\n if (this.comm) {\n var msg = {comm_id: this.id+'_client', content: current}\n this.comm.send(msg);\n }\n}\n\nHoloViewsWidget.prototype.update_cache = function(force){\n var frame_len = Object.keys(this.frames).length;\n for (var i=0; i 0) {\n that.time = Date.now();\n that.dynamic_update(that.queue[that.queue.length-1]);\n that.queue = [];\n } else {\n that.wait = false;\n }\n if ((msg.msg_type == \"Ready\") && msg.content) {\n console.log(\"Python callback returned following output:\", msg.content);\n } else if (msg.msg_type == \"Error\") {\n console.log(\"Python failed with the following traceback:\", msg.traceback)\n }\n }\n var comm = HoloViews.comm_manager.get_client_comm(this.plot_id, this.id+'_client', ack_callback);\n return comm\n }\n}\n\nHoloViewsWidget.prototype.msg_handler = function(msg) {\n var metadata = msg.metadata;\n if ((metadata.msg_type == \"Ready\")) {\n if (metadata.content) {\n console.log(\"Python callback returned following output:\", metadata.content);\n }\n\treturn;\n } else if (metadata.msg_type == \"Error\") {\n console.log(\"Python failed with the following traceback:\", metadata.traceback)\n return\n }\n this.process_msg(msg)\n}\n\nHoloViewsWidget.prototype.process_msg = function(msg) {\n}\n\nfunction SelectionWidget(frames, id, slider_ids, keyMap, dim_vals, notFound, load_json, mode, cached, json_path, dynamic, plot_id){\n this.frames = frames;\n this.id = id;\n this.plot_id = plot_id;\n this.slider_ids = slider_ids;\n this.keyMap = keyMap\n this.current_frame = 0;\n this.current_vals = dim_vals;\n this.load_json = load_json;\n this.mode = mode;\n this.notFound = notFound;\n this.cached = cached;\n this.dynamic = dynamic;\n this.cache = {};\n this.json_path = json_path;\n this.init_slider(this.current_vals[0]);\n this.queue = [];\n this.wait = false;\n if (!this.cached || this.dynamic) {\n this.comm = this.init_comms();\n }\n}\n\nSelectionWidget.prototype = new HoloViewsWidget;\n\n\nSelectionWidget.prototype.get_key = function(current_vals) {\n var key = \"(\";\n for (var i=0; i Date.now()))) {\n this.queue.push(key);\n return\n }\n this.queue = [];\n this.time = Date.now();\n this.current_frame = key;\n this.wait = true;\n this.dynamic_update(key)\n } else if (key !== undefined) {\n this.update(key)\n }\n}\n\n\n/* Define the ScrubberWidget class */\nfunction ScrubberWidget(frames, num_frames, id, interval, load_json, mode, cached, json_path, dynamic, plot_id){\n this.slider_id = \"_anim_slider\" + id;\n this.loop_select_id = \"_anim_loop_select\" + id;\n this.id = id;\n this.plot_id = plot_id;\n this.interval = interval;\n this.current_frame = 0;\n this.direction = 0;\n this.dynamic = dynamic;\n this.timer = null;\n this.load_json = load_json;\n this.mode = mode;\n this.cached = cached;\n this.frames = frames;\n this.cache = {};\n this.length = num_frames;\n this.json_path = json_path;\n document.getElementById(this.slider_id).max = this.length - 1;\n this.init_slider(0);\n this.wait = false;\n this.queue = [];\n if (!this.cached || this.dynamic) {\n this.comm = this.init_comms()\n }\n}\n\nScrubberWidget.prototype = new HoloViewsWidget;\n\nScrubberWidget.prototype.set_frame = function(frame){\n this.current_frame = frame;\n var widget = document.getElementById(this.slider_id);\n if (widget === null) {\n this.pause_animation();\n return\n }\n widget.value = this.current_frame;\n if (this.dynamic || !this.cached) {\n if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n this.queue.push(frame);\n return\n }\n this.queue = [];\n this.time = Date.now();\n this.wait = true;\n this.dynamic_update(frame)\n } else {\n this.update(frame)\n }\n}\n\nScrubberWidget.prototype.get_loop_state = function(){\n var button_group = document[this.loop_select_id].state;\n for (var i = 0; i < button_group.length; i++) {\n var button = button_group[i];\n if (button.checked) {\n return button.value;\n }\n }\n return undefined;\n}\n\n\nScrubberWidget.prototype.next_frame = function() {\n this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n}\n\nScrubberWidget.prototype.previous_frame = function() {\n this.set_frame(Math.max(0, this.current_frame - 1));\n}\n\nScrubberWidget.prototype.first_frame = function() {\n this.set_frame(0);\n}\n\nScrubberWidget.prototype.last_frame = function() {\n this.set_frame(this.length - 1);\n}\n\nScrubberWidget.prototype.slower = function() {\n this.interval /= 0.7;\n if(this.direction > 0){this.play_animation();}\n else if(this.direction < 0){this.reverse_animation();}\n}\n\nScrubberWidget.prototype.faster = function() {\n this.interval *= 0.7;\n if(this.direction > 0){this.play_animation();}\n else if(this.direction < 0){this.reverse_animation();}\n}\n\nScrubberWidget.prototype.anim_step_forward = function() {\n if(this.current_frame < this.length - 1){\n this.next_frame();\n }else{\n var loop_state = this.get_loop_state();\n if(loop_state == \"loop\"){\n this.first_frame();\n }else if(loop_state == \"reflect\"){\n this.last_frame();\n this.reverse_animation();\n }else{\n this.pause_animation();\n this.last_frame();\n }\n }\n}\n\nScrubberWidget.prototype.anim_step_reverse = function() {\n if(this.current_frame > 0){\n this.previous_frame();\n } else {\n var loop_state = this.get_loop_state();\n if(loop_state == \"loop\"){\n this.last_frame();\n }else if(loop_state == \"reflect\"){\n this.first_frame();\n this.play_animation();\n }else{\n this.pause_animation();\n this.first_frame();\n }\n }\n}\n\nScrubberWidget.prototype.pause_animation = function() {\n this.direction = 0;\n if (this.timer){\n clearInterval(this.timer);\n this.timer = null;\n }\n}\n\nScrubberWidget.prototype.play_animation = function() {\n this.pause_animation();\n this.direction = 1;\n var t = this;\n if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n}\n\nScrubberWidget.prototype.reverse_animation = function() {\n this.pause_animation();\n this.direction = -1;\n var t = this;\n if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n}\n\nfunction extend(destination, source) {\n for (var k in source) {\n if (source.hasOwnProperty(k)) {\n destination[k] = source[k];\n }\n }\n return destination;\n}\n\nfunction update_widget(widget, values) {\n if (widget.hasClass(\"ui-slider\")) {\n widget.slider('option', {\n min: 0,\n max: values.length-1,\n dim_vals: values,\n value: 0,\n dim_labels: values\n })\n widget.slider('option', 'slide').call(widget, event, {value: 0})\n } else {\n widget.empty();\n for (var i=0; i\", {\n value: i,\n text: values[i]\n }))\n };\n widget.data('values', values);\n widget.data('value', 0);\n widget.trigger(\"change\");\n };\n}\n\nfunction init_slider(id, plot_id, dim, values, next_vals, labels, dynamic, step, value, next_dim,\n dim_idx, delay, jQueryUI_CDN, UNDERSCORE_CDN) {\n // Slider JS Block START\n function loadcssfile(filename){\n var fileref=document.createElement(\"link\")\n fileref.setAttribute(\"rel\", \"stylesheet\")\n fileref.setAttribute(\"type\", \"text/css\")\n fileref.setAttribute(\"href\", filename)\n document.getElementsByTagName(\"head\")[0].appendChild(fileref)\n }\n loadcssfile(\"https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css\");\n /* Check if jQuery and jQueryUI have been loaded\n otherwise load with require.js */\n var jQuery = window.jQuery,\n // check for old versions of jQuery\n oldjQuery = jQuery && !!jQuery.fn.jquery.match(/^1\\.[0-4](\\.|$)/),\n jquery_path = '',\n paths = {},\n noConflict;\n var jQueryUI = jQuery.ui;\n // check for jQuery\n if (!jQuery || oldjQuery) {\n // load if it's not available or doesn't meet min standards\n paths.jQuery = jQuery;\n noConflict = !!oldjQuery;\n } else {\n // register the current jQuery\n define('jquery', [], function() { return jQuery; });\n }\n if (!jQueryUI) {\n paths.jQueryUI = jQueryUI_CDN.slice(null, -3);\n } else {\n define('jQueryUI', [], function() { return jQuery.ui; });\n }\n paths.underscore = UNDERSCORE_CDN.slice(null, -3);\n var jquery_require = {\n paths: paths,\n shim: {\n \"jQueryUI\": {\n exports:\"$\",\n deps: ['jquery']\n },\n \"underscore\": {\n exports: '_'\n }\n }\n }\n require.config(jquery_require);\n require([\"jQueryUI\", \"underscore\"], function(jUI, _){\n if (noConflict) $.noConflict(true);\n var vals = values;\n if (dynamic && vals.constructor === Array) {\n var default_value = parseFloat(value);\n var min = parseFloat(vals[0]);\n var max = parseFloat(vals[vals.length-1]);\n var wstep = step;\n var wlabels = [default_value];\n var init_label = default_value;\n } else {\n var min = 0;\n if (dynamic) {\n var max = Object.keys(vals).length - 1;\n var init_label = labels[value];\n var default_value = values[value];\n } else {\n var max = vals.length - 1;\n var init_label = labels[value];\n var default_value = value;\n }\n var wstep = 1;\n var wlabels = labels;\n }\n function adjustFontSize(text) {\n var width_ratio = (text.parent().width()/8)/text.val().length;\n var size = Math.min(0.9, Math.max(0.6, width_ratio))+'em';\n text.css('font-size', size);\n }\n var slider = $('#_anim_widget'+id+'_'+dim);\n slider.slider({\n animate: \"fast\",\n min: min,\n max: max,\n step: wstep,\n value: default_value,\n dim_vals: vals,\n dim_labels: wlabels,\n next_vals: next_vals,\n slide: function(event, ui) {\n var vals = slider.slider(\"option\", \"dim_vals\");\n var next_vals = slider.slider(\"option\", \"next_vals\");\n var dlabels = slider.slider(\"option\", \"dim_labels\");\n if (dynamic) {\n var dim_val = ui.value;\n if (vals.constructor === Array) {\n var label = ui.value;\n } else {\n var label = dlabels[ui.value];\n }\n } else {\n var dim_val = vals[ui.value];\n var label = dlabels[ui.value];\n }\n var text = $('#textInput'+id+'_'+dim);\n text.val(label);\n adjustFontSize(text);\n HoloViews.index[plot_id].set_frame(dim_val, dim_idx);\n if (Object.keys(next_vals).length > 0) {\n var new_vals = next_vals[dim_val];\n var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n update_widget(next_widget, new_vals);\n }\n }\n });\n slider.keypress(function(event) {\n if (event.which == 80 || event.which == 112) {\n var start = slider.slider(\"option\", \"value\");\n var stop = slider.slider(\"option\", \"max\");\n for (var i=start; i<=stop; i++) {\n var delay = i*delay;\n $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n var val = {value:i};\n slider.slider('value',i);\n slider.slider(\"option\", \"slide\")(null, val);\n }, slider), delay);}, slider)(i);\n }\n }\n if (event.which == 82 || event.which == 114) {\n var start = slider.slider(\"option\", \"value\");\n var stop = slider.slider(\"option\", \"min\");\n var count = 0;\n for (var i=start; i>=stop; i--) {\n var delay = count*delay;\n count = count + 1;\n $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n var val = {value:i};\n slider.slider('value',i);\n slider.slider(\"option\", \"slide\")(null, val);\n }, slider), delay);}, slider)(i);\n }\n }\n });\n var textInput = $('#textInput'+id+'_'+dim)\n textInput.val(init_label);\n adjustFontSize(textInput);\n });\n}\n\nfunction init_dropdown(id, plot_id, dim, vals, value, next_vals, labels, next_dim, dim_idx, dynamic) {\n var widget = $(\"#_anim_widget\"+id+'_'+dim);\n widget.data('values', vals)\n for (var i=0; i\", {\n value: val,\n text: labels[i]\n }));\n };\n widget.data(\"next_vals\", next_vals);\n widget.val(value);\n widget.on('change', function(event, ui) {\n if (dynamic) {\n var dim_val = parseInt(this.value);\n } else {\n var dim_val = $.data(this, 'values')[this.value];\n }\n var next_vals = $.data(this, \"next_vals\");\n if (Object.keys(next_vals).length > 0) {\n var new_vals = next_vals[dim_val];\n var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n update_widget(next_widget, new_vals);\n }\n var widgets = HoloViews.index[plot_id]\n if (widgets) {\n widgets.set_frame(dim_val, dim_idx);\n }\n });\n}\n\n\nif (window.HoloViews === undefined) {\n window.HoloViews = {}\n window.PyViz = window.HoloViews\n} else if (window.PyViz === undefined) {\n window.PyViz = window.HoloViews\n}\n\n\nvar _namespace = {\n init_slider: init_slider,\n init_dropdown: init_dropdown,\n comms: {},\n comm_status: {},\n index: {},\n plot_index: {},\n kernels: {},\n receivers: {}\n}\n\nfor (var k in _namespace) {\n if (!(k in window.HoloViews)) {\n window.HoloViews[k] = _namespace[k];\n }\n}\n\n// Define Bokeh specific subclasses\nfunction BokehSelectionWidget() {\n SelectionWidget.apply(this, arguments);\n}\n\nfunction BokehScrubberWidget() {\n ScrubberWidget.apply(this, arguments);\n}\n\n// Let them inherit from the baseclasses\nBokehSelectionWidget.prototype = Object.create(SelectionWidget.prototype);\nBokehScrubberWidget.prototype = Object.create(ScrubberWidget.prototype);\n\n// Define methods to override on widgets\nvar BokehMethods = {\n update_cache : function(){\n for (var index in this.frames) {\n this.frames[index] = JSON.parse(this.frames[index]);\n }\n },\n update : function(current){\n if (current === undefined) {\n return;\n }\n var data = this.frames[current];\n if (data !== undefined) {\n if (data.root in HoloViews.plot_index) {\n var doc = HoloViews.plot_index[data.root].model.document;\n } else {\n var doc = Bokeh.index[data.root].model.document;\n }\n doc.apply_json_patch(data.content);\n }\n },\n init_comms: function() {\n if (Bokeh.protocol !== undefined) {\n this.receiver = new Bokeh.protocol.Receiver()\n } else {\n this.receiver = null;\n }\n return HoloViewsWidget.prototype.init_comms.call(this);\n },\n process_msg : function(msg) {\n if (this.plot_id in HoloViews.plot_index) {\n var doc = HoloViews.plot_index[this.plot_id].model.document;\n } else {\n var doc = Bokeh.index[this.plot_id].model.document;\n }\n if (this.receiver === null) { return }\n var receiver = this.receiver;\n if (msg.buffers.length > 0) {\n receiver.consume(msg.buffers[0].buffer)\n } else {\n receiver.consume(msg.content.data)\n }\n const comm_msg = receiver.message;\n if ((comm_msg != null) && (doc != null)) {\n doc.apply_json_patch(comm_msg.content, comm_msg.buffers)\n }\n }\n}\n\n// Extend Bokeh widgets with backend specific methods\nextend(BokehSelectionWidget.prototype, BokehMethods);\nextend(BokehScrubberWidget.prototype, BokehMethods);\n\nwindow.HoloViews.BokehSelectionWidget = BokehSelectionWidget\nwindow.HoloViews.BokehScrubberWidget = BokehScrubberWidget\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 }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n comm.open();\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n }\n\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n\n window.PyViz.comm_manager = new JupyterCommManager();\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 toinsert[nchildren-1].children[0].innerHTML = output.data[HTML_MIME_TYPE];\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\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 }\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 if ((id === undefined) || !(id in PyViz.plot_index)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from scipy.stats import pearsonr\n", "import matplotlib as mpl\n", "import holoviews as hv\n", "from holoviews import dim, opts\n", "from scipy.stats import pearsonr\n", "\n", "hv.extension('bokeh')\n", "\n", "\n", "%matplotlib inline\n", "# This enables high res graphics inline\n", "%config InlineBackend.figure_format = 'svg'\n", "\n", "sns.set_style('white')\n", "\n", "sns.set_context(\"talk\", font_scale=1, rc={\"lines.linewidth\": 2.0, 'lines.markersize': 5})\n", "sns.set_style(\"ticks\")\n", "sns.set_style({\"xtick.direction\": \"in\",\"ytick.direction\": \"in\"})\n", "\n", "tw = 1.5\n", "sns.set_style({\"xtick.major.size\": 6, \"ytick.major.size\": 6,\n", " \"xtick.minor.size\": 4, \"ytick.minor.size\": 4,\n", " 'axes.labelsize': 24,\n", " 'xtick.major.width': tw, 'xtick.minor.width': tw,\n", " 'ytick.major.width': tw, 'ytick.minor.width': tw})\n", "\n", "mpl.rc('xtick', labelsize=18) \n", "mpl.rc('ytick', labelsize=18)\n", "mpl.rc('axes', linewidth=1.75)\n", "plt.gcf().subplots_adjust(bottom=0.15)\n", "sns.set_style({'axes.labelsize': 24})\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:35:12.243468Z", "start_time": "2019-03-31T11:35:12.222685-06:00" } }, "outputs": [], "source": [ "path = '../data/'\n", "\n", "fig_path = '../../'\n", "\n", "regional = pd.read_csv(path + 'regional_well_being_OECD.csv', encoding = 'ISO-8859-1')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2019-03-28T22:13:56.334335Z", "start_time": "2019-03-28T16:13:56.304383-06:00" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountryRegionCodeEducationJobsIncomeSafetyHealthEnvironmentCivic engagementAccessiblity to servicesHousingCommunityLife satisfaction
0AustraliaNew South WalesAU18.11288.37266.86409.50628.54899.24449.99977.91937.77788.89887.7778
1AustraliaVictoriaAU28.21848.29765.81039.25938.90909.62549.99978.08109.44449.33648.5185
2AustraliaQueenslandAU37.60247.86955.75499.50628.34709.28129.99948.08107.77788.62038.1481
\n", "
" ], "text/plain": [ " Country Region Code Education Jobs Income Safety Health \\\n", "0 Australia New South Wales AU1 8.1128 8.3726 6.8640 9.5062 8.5489 \n", "1 Australia Victoria AU2 8.2184 8.2976 5.8103 9.2593 8.9090 \n", "2 Australia Queensland AU3 7.6024 7.8695 5.7549 9.5062 8.3470 \n", "\n", " Environment Civic engagement Accessiblity to services Housing \\\n", "0 9.2444 9.9997 7.9193 7.7778 \n", "1 9.6254 9.9997 8.0810 9.4444 \n", "2 9.2812 9.9994 8.0810 7.7778 \n", "\n", " Community Life satisfaction \n", "0 8.8988 7.7778 \n", "1 9.3364 8.5185 \n", "2 8.6203 8.1481 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Eliminate countries with NaNs" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2019-03-28T22:21:31.244810Z", "start_time": "2019-03-28T16:21:31.236971-06:00" } }, "outputs": [ { "data": { "text/plain": [ "(402, 14)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional.shape" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2019-03-28T22:21:31.588095Z", "start_time": "2019-03-28T16:21:31.576626-06:00" } }, "outputs": [ { "data": { "text/plain": [ "Index(['Education', 'Income', 'Safety', 'Environment',\n", " 'Accessiblity to services', 'Housing', 'Community',\n", " 'Life satisfaction'],\n", " dtype='object')" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "null_columns=regional.columns[regional.isnull().any()]\n", "\n", "null_columns" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2019-03-28T22:21:35.199737Z", "start_time": "2019-03-28T16:21:35.186109-06:00" } }, "outputs": [ { "data": { "text/plain": [ "Education 10\n", "Income 25\n", "Safety 1\n", "Environment 1\n", "Accessiblity to services 3\n", "Housing 23\n", "Community 20\n", "Life satisfaction 20\n", "dtype: int64" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional[null_columns].isnull().sum()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2019-03-28T22:31:24.548136Z", "start_time": "2019-03-28T16:31:24.533231-06:00" } }, "outputs": [ { "data": { "text/plain": [ "{'Canada', 'Chile', 'Estonia', 'Finland', 'France', 'Latvia', 'Lithuania'}" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(list(regional[regional[\"Community\"].isnull()]['Country'].unique()) + \\\n", "list(regional[regional[\"Housing\"].isnull()]['Country'].unique()) + \\\n", "list(regional[regional[\"Community\"].isnull()]['Country'].unique()) + \\\n", "list(regional[regional[\"Education\"].isnull()]['Country'].unique()))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2019-03-28T22:28:08.489002Z", "start_time": "2019-03-28T16:28:08.439647-06:00" } }, "outputs": [ { "data": { "text/html": [ "
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CountryRegionCodeEducationJobsIncomeSafetyHealthEnvironmentCivic engagementAccessiblity to servicesHousingCommunityLife satisfaction
46ChileLos RiosCL144.43476.87260.52020.00284.36199.23520.91921.0287NaN6.43222.5926
47ChileArica y ParinacotaCL156.24744.13650.37470.37045.51165.49870.00033.4550NaN6.71074.8148
61EstoniaNorth EstoniaEE0019.66149.2092NaN6.66674.66938.61105.61338.6633NaN7.46661.1111
62EstoniaWest EstoniaEE0048.58796.8251NaN4.69143.32678.21163.85047.9354NaN5.27851.1111
63EstoniaCentral EstoniaEE0067.95447.3133NaN9.50622.47548.42283.95297.9354NaN7.74512.2222
64EstoniaNortheast EstoniaEE0079.45024.5934NaN4.56790.59677.94542.72307.3046NaN3.84630.3704
65EstoniaSouth EstoniaEE0089.11597.8747NaN6.17283.51967.55064.30148.1134NaN6.07421.4815
168LatviaKurzemeLV003NaN5.4150NaN7.03700.15806.86663.42005.4445NaNNaNNaN
169LatviaLatgaleLV005NaN2.1808NaN5.6790-0.00076.13681.08315.1695NaNNaNNaN
170LatviaRigaLV006NaN7.6987NaN3.70371.20246.08175.73637.0620NaNNaNNaN
171LatviaPierigaLV007NaN7.8984NaN5.80251.00956.53614.67046.7870NaNNaNNaN
172LatviaVidzemeLV008NaN5.2776NaN3.58020.00016.45353.76845.5415NaNNaNNaN
173LatviaZemgaleLV009NaN5.4594NaN5.9259-0.00016.04952.82555.6224NaNNaNNaN
174LithuaniaAlytusLT0019.99893.7849NaN2.96300.09684.14452.94854.6196NaNNaNNaN
175LithuaniaKaunasLT0029.99977.3179NaN3.08640.50924.55311.04216.1238NaNNaNNaN
176LithuaniaKlaipedaLT0039.92548.2687NaN2.96300.56195.56760.00055.0725NaNNaNNaN
177LithuaniaMarijampoleLT0049.64385.3354NaN0.00230.00004.47500.30424.4416NaNNaNNaN
178LithuaniaPaneve_ysLT0059.36224.9182NaN4.69140.00045.60430.18125.4930NaNNaNNaN
179Lithuania_iauliaiLT0069.29184.0573NaN1.60490.00035.83840.46824.0696NaNNaNNaN
180LithuaniaTaurageLT0078.79915.6147NaN4.4444-0.0004NaN2.02614.3284NaNNaNNaN
181LithuaniaTel_iaiLT0089.37985.8581NaN2.71600.39485.26000.00045.4607NaNNaNNaN
182LithuaniaUtenaLT0099.73184.2084NaN2.4691-0.00056.05412.06713.9402NaNNaNNaN
183LithuaniaVilniusLT00A9.99977.3600NaN5.18520.36015.74202.02614.9916NaNNaNNaN
\n", "
" ], "text/plain": [ " Country Region Code Education Jobs Income Safety \\\n", "46 Chile Los Rios CL14 4.4347 6.8726 0.5202 0.0028 \n", "47 Chile Arica y Parinacota CL15 6.2474 4.1365 0.3747 0.3704 \n", "61 Estonia North Estonia EE001 9.6614 9.2092 NaN 6.6667 \n", "62 Estonia West Estonia EE004 8.5879 6.8251 NaN 4.6914 \n", "63 Estonia Central Estonia EE006 7.9544 7.3133 NaN 9.5062 \n", "64 Estonia Northeast Estonia EE007 9.4502 4.5934 NaN 4.5679 \n", "65 Estonia South Estonia EE008 9.1159 7.8747 NaN 6.1728 \n", "168 Latvia Kurzeme LV003 NaN 5.4150 NaN 7.0370 \n", "169 Latvia Latgale LV005 NaN 2.1808 NaN 5.6790 \n", "170 Latvia Riga LV006 NaN 7.6987 NaN 3.7037 \n", "171 Latvia Pieriga LV007 NaN 7.8984 NaN 5.8025 \n", "172 Latvia Vidzeme LV008 NaN 5.2776 NaN 3.5802 \n", "173 Latvia Zemgale LV009 NaN 5.4594 NaN 5.9259 \n", "174 Lithuania Alytus LT001 9.9989 3.7849 NaN 2.9630 \n", "175 Lithuania Kaunas LT002 9.9997 7.3179 NaN 3.0864 \n", "176 Lithuania Klaipeda LT003 9.9254 8.2687 NaN 2.9630 \n", "177 Lithuania Marijampole LT004 9.6438 5.3354 NaN 0.0023 \n", "178 Lithuania Paneve_ys LT005 9.3622 4.9182 NaN 4.6914 \n", "179 Lithuania _iauliai LT006 9.2918 4.0573 NaN 1.6049 \n", "180 Lithuania Taurage LT007 8.7991 5.6147 NaN 4.4444 \n", "181 Lithuania Tel_iai LT008 9.3798 5.8581 NaN 2.7160 \n", "182 Lithuania Utena LT009 9.7318 4.2084 NaN 2.4691 \n", "183 Lithuania Vilnius LT00A 9.9997 7.3600 NaN 5.1852 \n", "\n", " Health Environment Civic engagement Accessiblity to services Housing \\\n", "46 4.3619 9.2352 0.9192 1.0287 NaN \n", "47 5.5116 5.4987 0.0003 3.4550 NaN \n", "61 4.6693 8.6110 5.6133 8.6633 NaN \n", "62 3.3267 8.2116 3.8504 7.9354 NaN \n", "63 2.4754 8.4228 3.9529 7.9354 NaN \n", "64 0.5967 7.9454 2.7230 7.3046 NaN \n", "65 3.5196 7.5506 4.3014 8.1134 NaN \n", "168 0.1580 6.8666 3.4200 5.4445 NaN \n", "169 -0.0007 6.1368 1.0831 5.1695 NaN \n", "170 1.2024 6.0817 5.7363 7.0620 NaN \n", "171 1.0095 6.5361 4.6704 6.7870 NaN \n", "172 0.0001 6.4535 3.7684 5.5415 NaN \n", "173 -0.0001 6.0495 2.8255 5.6224 NaN \n", "174 0.0968 4.1445 2.9485 4.6196 NaN \n", "175 0.5092 4.5531 1.0421 6.1238 NaN \n", "176 0.5619 5.5676 0.0005 5.0725 NaN \n", "177 0.0000 4.4750 0.3042 4.4416 NaN \n", "178 0.0004 5.6043 0.1812 5.4930 NaN \n", "179 0.0003 5.8384 0.4682 4.0696 NaN \n", "180 -0.0004 NaN 2.0261 4.3284 NaN \n", "181 0.3948 5.2600 0.0004 5.4607 NaN \n", "182 -0.0005 6.0541 2.0671 3.9402 NaN \n", "183 0.3601 5.7420 2.0261 4.9916 NaN \n", "\n", " Community Life satisfaction \n", "46 6.4322 2.5926 \n", "47 6.7107 4.8148 \n", "61 7.4666 1.1111 \n", "62 5.2785 1.1111 \n", "63 7.7451 2.2222 \n", "64 3.8463 0.3704 \n", "65 6.0742 1.4815 \n", "168 NaN NaN \n", "169 NaN NaN \n", "170 NaN NaN \n", "171 NaN NaN \n", "172 NaN NaN \n", "173 NaN NaN \n", "174 NaN NaN \n", "175 NaN NaN \n", "176 NaN NaN \n", "177 NaN NaN \n", "178 NaN NaN \n", "179 NaN NaN \n", "180 NaN NaN \n", "181 NaN NaN \n", "182 NaN NaN \n", "183 NaN NaN " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional[regional[\"Housing\"].isnull()]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2019-03-28T22:27:56.346460Z", "start_time": "2019-03-28T16:27:56.296960-06:00" } }, "outputs": [ { "data": { "text/html": [ "
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CountryRegionCodeEducationJobsIncomeSafetyHealthEnvironmentCivic engagementAccessiblity to servicesHousingCommunityLife satisfaction
61EstoniaNorth EstoniaEE0019.66149.2092NaN6.66674.66938.61105.61338.6633NaN7.46661.1111
62EstoniaWest EstoniaEE0048.58796.8251NaN4.69143.32678.21163.85047.9354NaN5.27851.1111
63EstoniaCentral EstoniaEE0067.95447.3133NaN9.50622.47548.42283.95297.9354NaN7.74512.2222
64EstoniaNortheast EstoniaEE0079.45024.5934NaN4.56790.59677.94542.72307.3046NaN3.84630.3704
65EstoniaSouth EstoniaEE0089.11597.8747NaN6.17283.51967.55064.30148.1134NaN6.07421.4815
109GreeceAtticaEL308.51751.1353NaN9.25936.74991.74845.69533.71383.33333.17000.3704
110GreeceNorth AegeanEL415.50820.7168NaN9.87657.96122.01921.14463.71383.88890.00243.3333
111GreeceSouth AegeanEL425.15632.7187NaN9.99857.70660.79822.92803.71383.33337.10851.4815
112GreeceCreteEL435.63142.2074NaN9.38278.05771.52805.55183.71383.33335.55702.9630
168LatviaKurzemeLV003NaN5.4150NaN7.03700.15806.86663.42005.4445NaNNaNNaN
169LatviaLatgaleLV005NaN2.1808NaN5.6790-0.00076.13681.08315.1695NaNNaNNaN
170LatviaRigaLV006NaN7.6987NaN3.70371.20246.08175.73637.0620NaNNaNNaN
171LatviaPierigaLV007NaN7.8984NaN5.80251.00956.53614.67046.7870NaNNaNNaN
172LatviaVidzemeLV008NaN5.2776NaN3.58020.00016.45353.76845.5415NaNNaNNaN
173LatviaZemgaleLV009NaN5.4594NaN5.9259-0.00016.04952.82555.6224NaNNaNNaN
174LithuaniaAlytusLT0019.99893.7849NaN2.96300.09684.14452.94854.6196NaNNaNNaN
175LithuaniaKaunasLT0029.99977.3179NaN3.08640.50924.55311.04216.1238NaNNaNNaN
176LithuaniaKlaipedaLT0039.92548.2687NaN2.96300.56195.56760.00055.0725NaNNaNNaN
177LithuaniaMarijampoleLT0049.64385.3354NaN0.00230.00004.47500.30424.4416NaNNaNNaN
178LithuaniaPaneve_ysLT0059.36224.9182NaN4.69140.00045.60430.18125.4930NaNNaNNaN
179Lithuania_iauliaiLT0069.29184.0573NaN1.60490.00035.83840.46824.0696NaNNaNNaN
180LithuaniaTaurageLT0078.79915.6147NaN4.4444-0.0004NaN2.02614.3284NaNNaNNaN
181LithuaniaTel_iaiLT0089.37985.8581NaN2.71600.39485.26000.00045.4607NaNNaNNaN
182LithuaniaUtenaLT0099.73184.2084NaN2.4691-0.00056.05412.06713.9402NaNNaNNaN
183LithuaniaVilniusLT00A9.99977.3600NaN5.18520.36015.74202.02614.9916NaNNaNNaN
\n", "
" ], "text/plain": [ " Country Region Code Education Jobs Income Safety \\\n", "61 Estonia North Estonia EE001 9.6614 9.2092 NaN 6.6667 \n", "62 Estonia West Estonia EE004 8.5879 6.8251 NaN 4.6914 \n", "63 Estonia Central Estonia EE006 7.9544 7.3133 NaN 9.5062 \n", "64 Estonia Northeast Estonia EE007 9.4502 4.5934 NaN 4.5679 \n", "65 Estonia South Estonia EE008 9.1159 7.8747 NaN 6.1728 \n", "109 Greece Attica EL30 8.5175 1.1353 NaN 9.2593 \n", "110 Greece North Aegean EL41 5.5082 0.7168 NaN 9.8765 \n", "111 Greece South Aegean EL42 5.1563 2.7187 NaN 9.9985 \n", "112 Greece Crete EL43 5.6314 2.2074 NaN 9.3827 \n", "168 Latvia Kurzeme LV003 NaN 5.4150 NaN 7.0370 \n", "169 Latvia Latgale LV005 NaN 2.1808 NaN 5.6790 \n", "170 Latvia Riga LV006 NaN 7.6987 NaN 3.7037 \n", "171 Latvia Pieriga LV007 NaN 7.8984 NaN 5.8025 \n", "172 Latvia Vidzeme LV008 NaN 5.2776 NaN 3.5802 \n", "173 Latvia Zemgale LV009 NaN 5.4594 NaN 5.9259 \n", "174 Lithuania Alytus LT001 9.9989 3.7849 NaN 2.9630 \n", "175 Lithuania Kaunas LT002 9.9997 7.3179 NaN 3.0864 \n", "176 Lithuania Klaipeda LT003 9.9254 8.2687 NaN 2.9630 \n", "177 Lithuania Marijampole LT004 9.6438 5.3354 NaN 0.0023 \n", "178 Lithuania Paneve_ys LT005 9.3622 4.9182 NaN 4.6914 \n", "179 Lithuania _iauliai LT006 9.2918 4.0573 NaN 1.6049 \n", "180 Lithuania Taurage LT007 8.7991 5.6147 NaN 4.4444 \n", "181 Lithuania Tel_iai LT008 9.3798 5.8581 NaN 2.7160 \n", "182 Lithuania Utena LT009 9.7318 4.2084 NaN 2.4691 \n", "183 Lithuania Vilnius LT00A 9.9997 7.3600 NaN 5.1852 \n", "\n", " Health Environment Civic engagement Accessiblity to services Housing \\\n", "61 4.6693 8.6110 5.6133 8.6633 NaN \n", "62 3.3267 8.2116 3.8504 7.9354 NaN \n", "63 2.4754 8.4228 3.9529 7.9354 NaN \n", "64 0.5967 7.9454 2.7230 7.3046 NaN \n", "65 3.5196 7.5506 4.3014 8.1134 NaN \n", "109 6.7499 1.7484 5.6953 3.7138 3.3333 \n", "110 7.9612 2.0192 1.1446 3.7138 3.8889 \n", "111 7.7066 0.7982 2.9280 3.7138 3.3333 \n", "112 8.0577 1.5280 5.5518 3.7138 3.3333 \n", "168 0.1580 6.8666 3.4200 5.4445 NaN \n", "169 -0.0007 6.1368 1.0831 5.1695 NaN \n", "170 1.2024 6.0817 5.7363 7.0620 NaN \n", "171 1.0095 6.5361 4.6704 6.7870 NaN \n", "172 0.0001 6.4535 3.7684 5.5415 NaN \n", "173 -0.0001 6.0495 2.8255 5.6224 NaN \n", "174 0.0968 4.1445 2.9485 4.6196 NaN \n", "175 0.5092 4.5531 1.0421 6.1238 NaN \n", "176 0.5619 5.5676 0.0005 5.0725 NaN \n", "177 0.0000 4.4750 0.3042 4.4416 NaN \n", "178 0.0004 5.6043 0.1812 5.4930 NaN \n", "179 0.0003 5.8384 0.4682 4.0696 NaN \n", "180 -0.0004 NaN 2.0261 4.3284 NaN \n", "181 0.3948 5.2600 0.0004 5.4607 NaN \n", "182 -0.0005 6.0541 2.0671 3.9402 NaN \n", "183 0.3601 5.7420 2.0261 4.9916 NaN \n", "\n", " Community Life satisfaction \n", "61 7.4666 1.1111 \n", "62 5.2785 1.1111 \n", "63 7.7451 2.2222 \n", "64 3.8463 0.3704 \n", "65 6.0742 1.4815 \n", "109 3.1700 0.3704 \n", "110 0.0024 3.3333 \n", "111 7.1085 1.4815 \n", "112 5.5570 2.9630 \n", "168 NaN NaN \n", "169 NaN NaN \n", "170 NaN NaN \n", "171 NaN NaN \n", "172 NaN NaN \n", "173 NaN NaN \n", "174 NaN NaN \n", "175 NaN NaN \n", "176 NaN NaN \n", "177 NaN NaN \n", "178 NaN NaN \n", "179 NaN NaN \n", "180 NaN NaN \n", "181 NaN NaN \n", "182 NaN NaN \n", "183 NaN NaN " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional[regional[\"Income\"].isnull()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there are regions that have multiple missing values in Lithuania, Latvia, Greece, Estonia, and others. \n", "\n", "Let's print all of the countries with missing values. " ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2019-03-28T22:32:36.025894Z", "start_time": "2019-03-28T16:32:36.008958-06:00" } }, "outputs": [ { "data": { "text/plain": [ "{'Canada', 'Chile', 'Estonia', 'Finland', 'France', 'Latvia', 'Lithuania'}" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(list(regional[regional[\"Community\"].isnull()]['Country'].unique()) + \\\n", "list(regional[regional[\"Housing\"].isnull()]['Country'].unique()) + \\\n", "list(regional[regional[\"Community\"].isnull()]['Country'].unique()) + \\\n", "list(regional[regional[\"Education\"].isnull()]['Country'].unique()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's drop all the rows but continue to take this into consideration when making observations downstream in the analysis." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:39:03.876503Z", "start_time": "2019-03-31T11:39:03.867386-06:00" } }, "outputs": [], "source": [ "regional = regional.dropna()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-02-19T18:39:11.424933Z", "start_time": "2019-02-19T12:39:11.420978-06:00" } }, "source": [ "## Add continent annotations" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:26:58.745994Z", "start_time": "2019-03-31T11:26:58.730927-06:00" } }, "outputs": [], "source": [ "Europe = ['Austria', 'Belgium', 'Iceland', 'Ireland', 'Czech Republic', 'Denmark',\n", " 'Estonia', 'Finland', 'France', 'Germany', 'Greece', 'Hungary', \n", " 'Italy', 'Lithuania', 'Luxembourg', 'Netherlands', 'Norway', 'Poland', \n", " 'Portugal', 'Slovak Republic', 'Slovenia', 'Spain', 'Sweden', \n", " 'Switzerland', 'Turkey', 'United Kingdom', 'Latvia']\n", "\n", "America = ['Chile', 'Canada', 'United States', 'Mexico']\n", "\n", "Australia = ['Australia', 'New Zealand']\n", "\n", "Asia = ['Japan', 'Korea', 'Israel']" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:27:05.719132Z", "start_time": "2019-03-31T11:27:05.700290-06:00" } }, "outputs": [], "source": [ "def annotate_continent_df(df): \n", " \n", " continent = []\n", " \n", " for country in df['Country']:\n", " \n", " if country in Europe: \n", " \n", " continent.append('Europe')\n", " \n", " elif country in America: \n", " \n", " continent.append('America')\n", " \n", " elif country in Australia: \n", " \n", " continent.append('Australia')\n", " \n", " \n", " elif country in Asia: \n", " \n", " continent.append('Asia')\n", " \n", " else :\n", " \n", " continent.append('Other')\n", " \n", " df['Continent'] = continent\n", " \n", " return df\n", " " ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:36:15.218073Z", "start_time": "2019-03-31T11:36:15.211817-06:00" } }, "outputs": [], "source": [ "regional = annotate_continent_df(regional)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:27:10.976661Z", "start_time": "2019-03-31T11:27:10.941163-06:00" } }, "outputs": [ { "data": { "text/html": [ "
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CountryRegionCodeEducationJobsIncomeSafetyHealthEnvironmentCivic engagementAccessiblity to servicesHousingCommunityLife satisfactionContinent
0AustraliaNew South WalesAU18.11288.37266.86409.50628.54899.24449.99977.91937.77788.89887.7778Australia
1AustraliaVictoriaAU28.21848.29765.81039.25938.90909.62549.99978.08109.44449.33648.5185Australia
2AustraliaQueenslandAU37.60247.86955.75499.50628.34709.28129.99948.08107.77788.62038.1481Australia
3AustraliaSouth AustraliaAU47.33847.55625.70989.13588.35609.76779.99977.43407.77788.62038.5185Australia
4AustraliaWestern AustraliaAU57.67288.47136.73769.01238.89108.23459.99928.40459.44448.46127.7778Australia
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" ], "text/plain": [ " Country Region Code Education Jobs Income Safety \\\n", "0 Australia New South Wales AU1 8.1128 8.3726 6.8640 9.5062 \n", "1 Australia Victoria AU2 8.2184 8.2976 5.8103 9.2593 \n", "2 Australia Queensland AU3 7.6024 7.8695 5.7549 9.5062 \n", "3 Australia South Australia AU4 7.3384 7.5562 5.7098 9.1358 \n", "4 Australia Western Australia AU5 7.6728 8.4713 6.7376 9.0123 \n", "\n", " Health Environment Civic engagement Accessiblity to services Housing \\\n", "0 8.5489 9.2444 9.9997 7.9193 7.7778 \n", "1 8.9090 9.6254 9.9997 8.0810 9.4444 \n", "2 8.3470 9.2812 9.9994 8.0810 7.7778 \n", "3 8.3560 9.7677 9.9997 7.4340 7.7778 \n", "4 8.8910 8.2345 9.9992 8.4045 9.4444 \n", "\n", " Community Life satisfaction Continent \n", "0 8.8988 7.7778 Australia \n", "1 9.3364 8.5185 Australia \n", "2 8.6203 8.1481 Australia \n", "3 8.6203 8.5185 Australia \n", "4 8.4612 7.7778 Australia " ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional.head()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:27:22.897782Z", "start_time": "2019-03-31T11:27:22.863448-06:00" } }, "outputs": [ { "data": { "text/html": [ "
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CountryRegionCodeEducationJobsIncomeSafetyHealthEnvironmentCivic engagementAccessiblity to servicesHousingCommunityLife satisfactionContinent
212MexicoTamaulipasME281.67186.65110.20090.00022.28136.92630.69373.18000.55560.00239.9998America
213MexicoTlaxcalaME290.61597.04170.00161.48152.25432.5241-0.00020.00010.55563.60768.5185America
214MexicoVeracruzME300.42245.47930.00190.00120.57904.18130.87820.00030.00362.81195.5556America
215MexicoYucatanME310.82718.19270.00286.79010.52828.45955.98233.68140.00368.89889.9998America
216MexicoZacatecasME320.00186.28820.0024-0.00032.30708.58800.77570.00071.11117.94404.4444America
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" ], "text/plain": [ " Country Region Code Education Jobs Income Safety Health \\\n", "212 Mexico Tamaulipas ME28 1.6718 6.6511 0.2009 0.0002 2.2813 \n", "213 Mexico Tlaxcala ME29 0.6159 7.0417 0.0016 1.4815 2.2543 \n", "214 Mexico Veracruz ME30 0.4224 5.4793 0.0019 0.0012 0.5790 \n", "215 Mexico Yucatan ME31 0.8271 8.1927 0.0028 6.7901 0.5282 \n", "216 Mexico Zacatecas ME32 0.0018 6.2882 0.0024 -0.0003 2.3070 \n", "\n", " Environment Civic engagement Accessiblity to services Housing \\\n", "212 6.9263 0.6937 3.1800 0.5556 \n", "213 2.5241 -0.0002 0.0001 0.5556 \n", "214 4.1813 0.8782 0.0003 0.0036 \n", "215 8.4595 5.9823 3.6814 0.0036 \n", "216 8.5880 0.7757 0.0007 1.1111 \n", "\n", " Community Life satisfaction Continent \n", "212 0.0023 9.9998 America \n", "213 3.6076 8.5185 America \n", "214 2.8119 5.5556 America \n", "215 8.8988 9.9998 America \n", "216 7.9440 4.4444 America " ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ 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\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (8, 6))\n", "\n", "sns.violinplot(data = regional, x = 'Continent', y = 'Education', palette = 'Set2', \n", " inner = 'quartile')\n", "\n", "#plt.ylim(0,10)\n", "plt.xlabel('Continent', fontsize= 21)\n", "plt.ylabel('Education', fontsize= 21);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Variance is a measure of the \"spread\" of a distribution. Mathematically, it is the mean of the difference between each point and the mean. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{align}\n", "\\sigma^{2} = \\frac{\\sum_{i=1}^{N} (x_{i} - \\mu)^2}{N}\n", "\\end{align}" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:28:38.217903Z", "start_time": "2019-03-31T11:28:38.196101-06:00" } }, "outputs": [ { "data": { "text/html": [ "
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variance of education
Continent
America14.141527
Asia10.616445
Australia6.150897
Europe8.420490
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" ], "text/plain": [ " variance of education\n", "Continent \n", "America 14.141527\n", "Asia 10.616445\n", "Australia 6.150897\n", "Europe 8.420490" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional.groupby('Continent').agg({'Education': np.var}).rename( columns = {'Education': 'variance of education'})" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:29:00.448114Z", "start_time": "2019-03-31T11:29:00.410985-06:00" } }, "outputs": [ { "data": { "text/html": [ "
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CountryRegionCodeEducationJobsIncomeSafetyHealthEnvironmentCivic engagementAccessiblity to servicesHousingCommunityLife satisfactionContinent
0AustraliaNew South WalesAU18.11288.37266.86409.50628.54899.24449.99977.91937.77788.89887.7778Australia
1AustraliaVictoriaAU28.21848.29765.81039.25938.90909.62549.99978.08109.44449.33648.5185Australia
2AustraliaQueenslandAU37.60247.86955.75499.50628.34709.28129.99948.08107.77788.62038.1481Australia
3AustraliaSouth AustraliaAU47.33847.55625.70989.13588.35609.76779.99977.43407.77788.62038.5185Australia
4AustraliaWestern AustraliaAU57.67288.47136.73769.01238.89108.23459.99928.40459.44448.46127.7778Australia
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" ], "text/plain": [ " Country Region Code Education Jobs Income Safety \\\n", "0 Australia New South Wales AU1 8.1128 8.3726 6.8640 9.5062 \n", "1 Australia Victoria AU2 8.2184 8.2976 5.8103 9.2593 \n", "2 Australia Queensland AU3 7.6024 7.8695 5.7549 9.5062 \n", "3 Australia South Australia AU4 7.3384 7.5562 5.7098 9.1358 \n", "4 Australia Western Australia AU5 7.6728 8.4713 6.7376 9.0123 \n", "\n", " Health Environment Civic engagement Accessiblity to services Housing \\\n", "0 8.5489 9.2444 9.9997 7.9193 7.7778 \n", "1 8.9090 9.6254 9.9997 8.0810 9.4444 \n", "2 8.3470 9.2812 9.9994 8.0810 7.7778 \n", "3 8.3560 9.7677 9.9997 7.4340 7.7778 \n", "4 8.8910 8.2345 9.9992 8.4045 9.4444 \n", "\n", " Community Life satisfaction Continent \n", "0 8.8988 7.7778 Australia \n", "1 9.3364 8.5185 Australia \n", "2 8.6203 8.1481 Australia \n", "3 8.6203 8.5185 Australia \n", "4 8.4612 7.7778 Australia " ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ 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" ], "text/plain": [ ":HoloMap [Continent]\n", " :Scatter [Education] (Income,Country,Continent)" ] }, "execution_count": 71, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1580" } }, "output_type": "execute_result" } ], "source": [ "%%opts Scatter [show_grid=True, width=450, height=350, tools=['hover']] (size=5)\n", "\n", "# Make groupby object\n", "gb = scatter.groupby('Continent')\n", "\n", "# Take a look\n", "gb" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:32:17.304525Z", "start_time": "2019-03-31T11:32:17.011275-06:00" } }, "outputs": [ { "data": { "application/javascript": [ "\n", "// Ugly hack - see HoloViews #2574 for more information\n", "if (!(document.getElementById('1727')) && !(document.getElementById('_anim_imgNone'))) {\n", " console.log(\"Creating DOM nodes dynamically for assumed nbconvert export. To generate clean HTML output set HV_DOC_HTML as an environment variable.\")\n", " var htmlObject = document.createElement('div');\n", " htmlObject.innerHTML = `
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" ], "text/plain": [ ":NdOverlay [Continent]\n", " :Scatter [Education] (Income,Country,Continent)" ] }, "execution_count": 72, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1727" } }, "output_type": "execute_result" } ], "source": [ "overlay = gb.overlay()\n", "\n", "# Take a look \n", "overlay" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:32:34.001835Z", "start_time": "2019-03-31T11:32:33.411910-06:00" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " 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fit_reg = False, palette = 'Set2')\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:33:46.581284Z", "start_time": "2019-03-31T11:33:46.569325-06:00" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 Education\n", "1 Jobs\n", "2 Income\n", "3 Safety\n", "4 Health\n", "5 Environment\n", "6 Civic engagement\n", "7 Accessiblity to services\n", "8 Housing\n", "9 Community\n", "10 Life satisfaction\n" ] } ], "source": [ "for i, feature in enumerate(regional.columns[3:14]):\n", " print(i, feature)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:35:51.368029Z", "start_time": "2019-03-31T11:35:51.339216-06:00" } }, "outputs": [ { "data": { "text/html": [ "
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CountryRegionCodeEducationJobsIncomeSafetyHealthEnvironmentCivic engagementAccessiblity to servicesHousingCommunityLife satisfaction
0AustraliaNew South WalesAU18.11288.37266.86409.50628.54899.24449.99977.91937.77788.89887.7778
1AustraliaVictoriaAU28.21848.29765.81039.25938.90909.62549.99978.08109.44449.33648.5185
2AustraliaQueenslandAU37.60247.86955.75499.50628.34709.28129.99948.08107.77788.62038.1481
3AustraliaSouth AustraliaAU47.33847.55625.70989.13588.35609.76779.99977.43407.77788.62038.5185
4AustraliaWestern AustraliaAU57.67288.47136.73769.01238.89108.23459.99928.40459.44448.46127.7778
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" ], "text/plain": [ " Country Region Code Education Jobs Income Safety \\\n", "0 Australia New South Wales AU1 8.1128 8.3726 6.8640 9.5062 \n", "1 Australia Victoria AU2 8.2184 8.2976 5.8103 9.2593 \n", "2 Australia Queensland AU3 7.6024 7.8695 5.7549 9.5062 \n", "3 Australia South Australia AU4 7.3384 7.5562 5.7098 9.1358 \n", "4 Australia Western Australia AU5 7.6728 8.4713 6.7376 9.0123 \n", "\n", " Health Environment Civic engagement Accessiblity to services Housing \\\n", "0 8.5489 9.2444 9.9997 7.9193 7.7778 \n", "1 8.9090 9.6254 9.9997 8.0810 9.4444 \n", "2 8.3470 9.2812 9.9994 8.0810 7.7778 \n", "3 8.3560 9.7677 9.9997 7.4340 7.7778 \n", "4 8.8910 8.2345 9.9992 8.4045 9.4444 \n", "\n", " Community Life satisfaction \n", "0 8.8988 7.7778 \n", "1 9.3364 8.5185 \n", "2 8.6203 8.1481 \n", "3 8.6203 8.5185 \n", "4 8.4612 7.7778 " ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional.head()" ] }, { "cell_type": "code", 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"source": [ "grids = sns.PairGrid(regional.iloc[:, 3:-1]) \n", "grids.map_diag(sns.violinplot) \n", "grids.map_upper(sns.kdeplot) \n", "grids.map_lower(plt.scatter)\n", "\n", "plt.tight_layout()\n", "plt.savefig(fig_path + 'regional_pairgrid.svg', dpi = 500)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:43:14.657006Z", "start_time": "2019-03-31T11:43:14.640124-06:00" } }, "outputs": [], "source": [ "corr_regional = regional.iloc[:, 3:-1].corr()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "ExecuteTime": { "end_time": "2019-03-31T17:43:16.160218Z", "start_time": "2019-03-31T11:43:16.123775-06:00" } }, "outputs": [ { "data": { "text/html": [ "
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Jobs0.4430791.0000000.4549130.0196570.0384620.3380010.1172680.4122590.3349740.3984930.562609
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Environment0.1017780.3380010.368482-0.1149920.0747261.0000000.1415840.2100580.5653610.3990820.588267
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Housing0.4124490.3349740.8060740.2125400.3505140.5653610.5919580.4538191.0000000.5602590.421721
Community0.5577060.3984930.5665450.3737050.3732040.3990820.2404520.6514000.5602591.0000000.452420
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