diff --git a/resources/assets/lectures/lec14/lec14.html b/resources/assets/lectures/lec14/lec14.html index a497c54..2751818 100644 --- a/resources/assets/lectures/lec14/lec14.html +++ b/resources/assets/lectures/lec14/lec14.html @@ -7516,8 +7516,8 @@
OneHotEncoder()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
OneHotEncoder()
# Use the encoder to transform the raw "day" feature
encoded_day = ohe.transform(tips[["day"]]).toarray()
-encoded_day_df = pd.DataFrame(encoded_day, columns=ohe.get_feature_names_out())
+print("The first 5 rows of the matrix")
+encoded_day[:5, :]
+
The first 5 rows of the matrix ++
array([[0., 0., 1., 0.], + [0., 0., 1., 0.], + [0., 0., 1., 0.], + [0., 0., 1., 0.], + [0., 0., 1., 0.]])+
# ohe.transform([['Funday']])
+
pl.fit(X_raw, y)
@@ -8100,26 +8988,432 @@ Bonus: Ad
Pipeline(steps=[('Feature Engineering', - ColumnTransformer(remainder='passthrough', +Pipeline(steps=[('Feature Engineering', + ColumnTransformer(force_int_remainder_cols=False, + remainder='passthrough', transformers=[('OHE', OneHotEncoder(), ['day']), ('Polynomial', PolynomialFeatures(degree=4), ['total_bill'])])), - ('Linear Model', LinearRegression())])In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.Pipeline(steps=[('Feature Engineering', - ColumnTransformer(remainder='passthrough', + ('Linear Model', LinearRegression())])In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.+ ['total_bill'])])Pipeline(steps=[('Feature Engineering', + ColumnTransformer(force_int_remainder_cols=False, + remainder='passthrough', transformers=[('OHE', OneHotEncoder(), ['day']), ('Polynomial', PolynomialFeatures(degree=4), ['total_bill'])])), - ('Linear Model', LinearRegression())])ColumnTransformer(remainder='passthrough', + ('Linear Model', LinearRegression())])ColumnTransformer(force_int_remainder_cols=False, remainder='passthrough', transformers=[('OHE', OneHotEncoder(), ['day']), ('Polynomial', PolynomialFeatures(degree=4), - ['total_bill'])])['day']OneHotEncoder()['total_bill']PolynomialFeatures(degree=4)['size']passthroughLinearRegression()['day']OneHotEncoder()['total_bill']PolynomialFeatures(degree=4)['size']passthroughLinearRegression()
pl['Feature Engineering'].get_feature_names_out()
@@ -8154,7 +9448,7 @@ Bonus: Ad
array(['OHE__day_Fri', 'OHE__day_Sat', 'OHE__day_Sun', 'OHE__day_Thur', 'Polynomial__1', 'Polynomial__total_bill', @@ -8169,7 +9463,7 @@Bonus: Ad
-In [10]:+In [13]:tips["predicted"] = pl.predict(X_raw) @@ -8184,7 +9478,7 @@Bonus: Ad
-Out[10]:+Out[13]:","","plotly-logomark ",""," ",""].join("")}}},99863:function(t,e){"use strict";e.isLeftAnchor=function(t){return"left"===t.xanchor||"auto"===t.xanchor&&t.x<=1/3},e.isCenterAnchor=function(t){return"center"===t.xanchor||"auto"===t.xanchor&&t.x>1/3&&t.x<2/3},e.isRightAnchor=function(t){return"right"===t.xanchor||"auto"===t.xanchor&&t.x>=2/3},e.isTopAnchor=function(t){return"top"===t.yanchor||"auto"===t.yanchor&&t.y>=2/3},e.isMiddleAnchor=function(t){return"middle"===t.yanchor||"auto"===t.yanchor&&t.y>1/3&&t.y<2/3},e.isBottomAnchor=function(t){return"bottom"===t.yanchor||"auto"===t.yanchor&&t.y<=1/3}},26348:function(t,e,r){"use strict";var n=r(64872),i=n.mod,a=n.modHalf,o=Math.PI,s=2*o;function l(t){return Math.abs(t[1]-t[0])>s-1e-14}function u(t,e){return a(e-t,s)}function c(t,e){if(l(e))return!0;var r,n;e[0]"," "," "," "," "," "," "," "," "," "," "," (n=i(n,s))&&(n+=s);var a=i(t,s),o=a+s;return a>=r&&a<=n||o>=r&&o<=n}function f(t,e,r,n,i,a,u){i=i||0,a=a||0;var 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D=y.getBounds(E(d.range,v.range)),z=Math.min((P[1][0]-P[0][0])/(D[1][0]-D[0][0]),(P[1][1]-P[0][1])/(D[1][1]-D[0][1]));isFinite(z)?y.scale(z*O):u.warn("Something went wrong during"+this.id+"fitbounds computations.")}else y.scale(f.scale*O);var R=this.midPt=[(P[0][0]+P[1][0])/2,(P[0][1]+P[1][1])/2];if(y.translate([I[0]+(R[0]-I[0]),I[1]+(R[1]-I[1])]).clipExtent(P),n._isAlbersUsa){var F=y([x.lon,x.lat]),B=y.translate();y.translate([B[0]-(F[0]-B[0]),B[1]-(F[1]-B[1])])}},S.updateBaseLayers=function(t,e){var r=this,i=r.topojson,a=r.layers,o=r.basePaths;function s(t){return"lonaxis"===t||"lataxis"===t}function l(t){return Boolean(w.lineLayers[t])}function u(t){return Boolean(w.fillLayers[t])}var c=(this.hasChoropleth?w.layersForChoropleth:w.layers).filter((function(t){return l(t)||u(t)?e["show"+t]:!s(t)||e[t].showgrid})),p=r.framework.selectAll(".layer").data(c,String);p.exit().each((function(t){delete a[t],delete 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u=v.calcTicks(l);e.isScoped||"lonaxis"!==t||u.pop();for(var c=u.length,f=new Array(c),h=0;h -1&&b(n.event,i,[r.xaxis],[r.yaxis],r.id,c),s.indexOf("event")>-1&&p.click(i,n.event))}))}function f(t){return r.projection.invert([t[0]+r.xaxis._offset,t[1]+r.yaxis._offset])}},S.makeFramework=function(){var t=this,e=t.graphDiv,r=e._fullLayout,i="clip"+r._uid+t.id;t.clipDef=r._clips.append("clipPath").attr("id",i),t.clipRect=t.clipDef.append("rect"),t.framework=n.select(t.container).append("g").attr("class","geo "+t.id).call(h.setClipUrl,i,e),t.project=function(e){var r=t.projection(e);return r?[r[0]-t.xaxis._offset,r[1]-t.yaxis._offset]:[null,null]},t.xaxis={_id:"x",c2p:function(e){return t.project(e)[0]}},t.yaxis={_id:"y",c2p:function(e){return t.project(e)[1]}},t.mockAxis={type:"linear",showexponent:"all",exponentformat:"B"},v.setConvert(t.mockAxis,r)},S.saveViewInitial=function(t){var e,r=t.center||{},n=t.projection,i=n.rotation||{};this.viewInitial={fitbounds:t.fitbounds,"projection.scale":n.scale},e=t._isScoped?{"center.lon":r.lon,"center.lat":r.lat}:t._isClipped?{"projection.rotation.lon":i.lon,"projection.rotation.lat":i.lat}:{"center.lon":r.lon,"center.lat":r.lat,"projection.rotation.lon":i.lon},u.extendFlat(this.viewInitial,e)},S.render=function(t){this._hasMarkerAngles&&t?this.plot(this._geoCalcData,this._fullLayout,[],!0):this._render()},S._render=function(){var t,e=this.projection,r=e.getPath();function n(t){var r=e(t.lonlat);return r?c(r[0],r[1]):null}function i(t){return e.isLonLatOverEdges(t.lonlat)?"none":null}for(t in this.basePaths)this.basePaths[t].attr("d",r);for(t in this.dataPaths)this.dataPaths[t].attr("d",(function(t){return r(t.geojson)}));for(t in this.dataPoints)this.dataPoints[t].attr("display",i).attr("transform",n)}},44622:function(t,e,r){"use strict";var n=r(27659).AU,i=r(71828).counterRegex,a=r(69082),o="geo",s=i(o),l={};l.geo={valType:"subplotid",dflt:o,editType:"calc"},t.exports={attr:o,name:o,idRoot:o,idRegex:s,attrRegex:s,attributes:l,layoutAttributes:r(77519),supplyLayoutDefaults:r(82161),plot:function(t){for(var e=t._fullLayout,r=t.calcdata,i=e._subplots.geo,s=0;s 0&&P<0&&(P+=360);var O,I,D,z=(C+P)/2;if(!p){var R=d?f.projRotate:[z,0,0];O=r("projection.rotation.lon",R[0]),r("projection.rotation.lat",R[1]),r("projection.rotation.roll",R[2]),r("showcoastlines",!d&&x)&&(r("coastlinecolor"),r("coastlinewidth")),r("showocean",!!x&&void 0)&&r("oceancolor")}p?(I=-96.6,D=38.7):(I=d?z:O,D=(L[0]+L[1])/2),r("center.lon",I),r("center.lat",D),v&&(r("projection.tilt"),r("projection.distance")),g&&r("projection.parallels",f.projParallels||[0,60]),r("projection.scale"),r("showland",!!x&&void 0)&&r("landcolor"),r("showlakes",!!x&&void 0)&&r("lakecolor"),r("showrivers",!!x&&void 0)&&(r("rivercolor"),r("riverwidth")),r("showcountries",d&&"usa"!==c&&x)&&(r("countrycolor"),r("countrywidth")),("usa"===c||"north america"===c&&50===u)&&(r("showsubunits",x),r("subunitcolor"),r("subunitwidth")),d||r("showframe",x)&&(r("framecolor"),r("framewidth")),r("bgcolor"),r("fitbounds")&&(delete e.projection.scale,d?(delete e.center.lon,delete e.center.lat):y?(delete e.center.lon,delete e.center.lat,delete e.projection.rotation.lon,delete e.projection.rotation.lat,delete e.lonaxis.range,delete e.lataxis.range):(delete e.center.lon,delete e.center.lat,delete e.projection.rotation.lon))}t.exports=function(t,e,r){i(t,e,r,{type:"geo",attributes:s,handleDefaults:u,fullData:r,partition:"y"})}},74455:function(t,e,r){"use strict";var n=r(39898),i=r(71828),a=r(73972),o=Math.PI/180,s=180/Math.PI,l={cursor:"pointer"},u={cursor:"auto"};function c(t,e){return n.behavior.zoom().translate(e.translate()).scale(e.scale())}function f(t,e,r){var n=t.id,o=t.graphDiv,s=o.layout,l=s[n],u=o._fullLayout,c=u[n],f={},h={};function p(t,e){f[n+"."+t]=i.nestedProperty(l,t).get(),a.call("_storeDirectGUIEdit",s,u._preGUI,f);var r=i.nestedProperty(c,t);r.get()!==e&&(r.set(e),i.nestedProperty(l,t).set(e),h[n+"."+t]=e)}r(p),p("projection.scale",e.scale()/t.fitScale),p("fitbounds",!1),o.emit("plotly_relayout",h)}function h(t,e){var r=c(0,e);function i(r){var n=e.invert(t.midPt);r("center.lon",n[0]),r("center.lat",n[1])}return r.on("zoomstart",(function(){n.select(this).style(l)})).on("zoom",(function(){e.scale(n.event.scale).translate(n.event.translate),t.render(!0);var r=e.invert(t.midPt);t.graphDiv.emit("plotly_relayouting",{"geo.projection.scale":e.scale()/t.fitScale,"geo.center.lon":r[0],"geo.center.lat":r[1]})})).on("zoomend",(function(){n.select(this).style(u),f(t,e,i)})),r}function p(t,e){var r,i,a,o,s,h,p,d,v,g=c(0,e);function y(t){return e.invert(t)}function m(r){var 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n=r(77894),i=r(27670).Y,a=r(1426).extendFlat,o=r(71828).counterRegex;function s(t,e,r){return{x:{valType:"number",dflt:t,editType:"camera"},y:{valType:"number",dflt:e,editType:"camera"},z:{valType:"number",dflt:r,editType:"camera"},editType:"camera"}}t.exports={_arrayAttrRegexps:[o("scene",".annotations",!0)],bgcolor:{valType:"color",dflt:"rgba(0,0,0,0)",editType:"plot"},camera:{up:a(s(0,0,1),{}),center:a(s(0,0,0),{}),eye:a(s(1.25,1.25,1.25),{}),projection:{type:{valType:"enumerated",values:["perspective","orthographic"],dflt:"perspective",editType:"calc"},editType:"calc"},editType:"camera"},domain:i({name:"scene",editType:"plot"}),aspectmode:{valType:"enumerated",values:["auto","cube","data","manual"],dflt:"auto",editType:"plot",impliedEdits:{"aspectratio.x":void 0,"aspectratio.y":void 0,"aspectratio.z":void 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r=t[i[e]];r.visible?(this.enabled[e]=r.showspikes,this.colors[e]=n(r.spikecolor),this.drawSides[e]=r.spikesides,this.lineWidth[e]=r.spikethickness):(this.enabled[e]=!1,this.drawSides[e]=!1)}},t.exports=function(t){var e=new a;return e.merge(t),e}},96085:function(t,e,r){"use strict";t.exports=function(t){for(var e=t.axesOptions,r=t.glplot.axesPixels,s=t.fullSceneLayout,l=[[],[],[]],u=0;u<3;++u){var c=s[a[u]];if(c._length=(r[u].hi-r[u].lo)*r[u].pixelsPerDataUnit/t.dataScale[u],Math.abs(c._length)===1/0||isNaN(c._length))l[u]=[];else{c._input_range=c.range.slice(),c.range[0]=r[u].lo/t.dataScale[u],c.range[1]=r[u].hi/t.dataScale[u],c._m=1/(t.dataScale[u]*r[u].pixelsPerDataUnit),c.range[0]===c.range[1]&&(c.range[0]-=1,c.range[1]+=1);var f=c.tickmode;if("auto"===c.tickmode){c.tickmode="linear";var h=c.nticks||i.constrain(c._length/40,4,9);n.autoTicks(c,Math.abs(c.range[1]-c.range[0])/h)}for(var p=n.calcTicks(c,{msUTC:!0}),d=0;d /g," 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