From 5542ce953f347913dc3a94e2fe7dd39e704e970b Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Thu, 15 Sep 2022 15:28:49 +0200 Subject: [PATCH] update book --- .../_build/.doctrees/environment.pickle | Bin 171258 -> 171264 bytes .../_build/.doctrees/schedule.doctree | Bin 67833 -> 68110 bytes .../_build/html/_sources/schedule.md | 2 +- doc/LectureNotes/_build/html/schedule.html | 2 +- doc/LectureNotes/_build/html/searchindex.js | 2 +- doc/LectureNotes/schedule.md | 2 +- 6 files changed, 4 insertions(+), 4 deletions(-) diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle index 37db7f7c638618492f144dee28dcc6adcac57489..17fec2b80377ce692569b3fdb0b6331f9d0f9d9b 100644 GIT binary patch literal 171264 zcmd?S378~Dbtf)qMspuM_aTjxnvyg<(p2{x8r@gVDXHgTdL#iF(PUR;cU4VwRjH2Y zX&o5sHE2xPn58fn42H$)&o%~Q<7<7avG~J+z5e^e#x^zvA7EH}|2`KmHv4<=GBYAG zvbr;3s`~HG()Ve)yE5|Ci}!o+;>C*>FJ6D`+poIn>Z|C#_WDMxP^?@U@+udL^=f6> zt28_9fkUlgIe%37=xv?dZ|J%nE1qL7K#mrNDK`Pb=qsnZmUA=TFqwg?)nNOCcdOtX?pcZH-|4@nk&1FMlpw; zP82J7uU=?PjJN9LPJ3ga*{n709Uh*Zc5B59|#1^`#&L4!P`n@G%yPa|jUJKkPo(3CK-W zA@(}aA1G9(z4029W4u^_SaO{g+nZVqZ(LQYO9{}%Eiis@kVQMvUrKUbxEZ)O{)B2duz?Dc;&{po6nQ7H5=${Z9La# z5ZOknR;zoB#`p{mwMOS@bYXh7(ZtxAc8gFzH_+Q+leGD^ky@=>gnW*;P1hMAVK$(H zZYA&d!`2DLErjp3nuRK)y76SS-t;QYBPIMSWFHd)zC)T*o2?h83Q+0A`}gkOhmS;` z%GIfAr@f4R4Am-7zya@4uH4F#Ae#^@_<9;$-@xzkbA{IQL}MsF0e0AKbiDTU03B3Z499A2JfJ-d3B%q%FslR?lkUYLOn}f5 z@xg@K@MxGoz-ytqJj{I~L1u16VYXJquz*BBWCc+5NDW~n2ra^Jx>assB;>|{&xBW} zZ+o%5nFK!WRon^aCvjG3h_O#yT#3O|t&C54AOjPUua?VheHtSSqnI!+PR;_cMr)!0 zx-GI9kXzGjTqqYCP4sj?&<4}v4ajI3tPoX-aOI}Wp8F$O& z>dZLIT(vHAMLr=t_NHs-;s8WnZ8dAHCafLo2%uivC{$-K7G?8haoR(p&gc#8)&2+? z&%wldB*$&RC*0l}59}3iTnzOAkJ}_EA1Or%+N;VgY$BvLRjfcl%WC;a@kxhAnKER@ z`STZvHwAq%SDp4D>v?0CbZBT62B_7(w&68fVy271xWPB~&FU14kUy@&Nq~ky@YzxU zSOx03Di96X8v~gp;Or0 z-s%(3W#$zQ7Va#pKULUJ*jU(9*j(6B*jm_M*jYI6V&RUOwu8eDUHCtYn%0RGw$&dG71CB*6NvQs7VKXfaOTEWTcSE&LFp#W&J< z*zxHiloQ&24VkZH<1|MWVR_$%KVEY_``m#&FWlT2b>7%H+bKLxAH7EZ=yvs^H+9-8 zd5rk3$4VbxnzZoMr3rpY{vMdhG5*cD1sz&~xe(qX2pua<4T+DgZIZc# zP|wj%@zIK0HSc97%GDg?vf=~`DC{#mX(=WHjttDW3!}LuVZ05wwIaS{42@2rP3SOQ z%ia)864zoB)~lVu54V>cspeY3cNXmmA36owjL(;ztLDzZP3G4J`NL($fWf1%yFwGl znCDyI|2sQx=oEeqCZC*V(i{JS?c4`_NhMV$qv%s*}!G_?j~VXU;k6 zHQZ@93y|SCFIT7(pMm=#JcSc5)o$GxDNlLu(|kr=)EHTlE4VcbhJDI6qOZZn`;$LD zko@r-(T}(Jw8_t&E%8B2w?Z7> zIRLMU{9}NmJn-6Ek6_XkZirhhHfPb{JccFuJMS0VqtL+@tPL>S+vW2ZxMBMky5Z+4 zyk2|L5zniI9%mqu2$SBMIuq?>;eaXp1T?+05(`<3Ht{GNI{av@e54E_ezrkA(?@n#|uBcPCgD4ERX;n~Xgq?o@nKr;ciMX~DeT89QYZhOf^w+z$I6EwcM z1Urd2`HUdYX)i()sdMU09daQ{HIffpmUVtRbS_vTVzq$f3jAzp3syS7=)yR+&i%f%<-lhe)4so+((xxue+oT@n&i!y|kg!{9U|Hi5~ zY_gSI3oI@;1SIgQxD?~r{2bx?!q9WUvlpJjr2IlBc(?RgbfEB|;Lr9lYVN}ud{}sE z;qAfi@cG4BAB!D$DztWNFK;y`vv+43Sn3C@$omd{Z?DRGlP=br&@?y;vSV8*959J! z5!rMs0qTfYVciOlUJTzIpf=N0ax)Mfp{1jIwxd}uPD4wpOmR04yVe&uJkM;{0aR z=}t&z1-$BU56g$@l!CqZ6vHd}>3V@EMmZ$d9LE}ZO2vCk4S2f<;Bi<8tCQNSL}pb5 zF*_8Sr8H#&I zJ#DWe6FKfZ1K9>fS+cxRJmfD@2FHpf;%%@=6q}I@t)x#8_wee7QArvr5EiPBLmmjB z%THG}AnoQeEetLdhV{zF<1Ra7?M2TV@gx=-)h2$tgiY`Azzhjfc1_8JX9lU3 zu+SnvgVmo{d3mi+Jgdbzkb+;ru9d1}cM0QF;z3}2k3YOj><(PjUQC~pnQpHTEqLKs z`V!s~|Im~5@`)1c4j=n3ilC$T!tlvT@uDAD#Ed~yi6CL~B|t6VwFJP^LMR(utL2$g1WvPe7nnPQ)-hcD^?C5D@a950>;+3Y2y(`o`f|g< z-yb520wQhh8a+WwODZx8nj!_5o1uB{ralLKW2Rt-#$hio$d#eAQHWz2?uU3ZK2yxo zkd*IoU&VxhfF&*4ixn&%@f88a+(HDyDee!Zf+qulI5uQ*^`h81iDALd;VHq)A=Fl_ z$DXef@6Xf`N2*NGtcUq~1!C95XYq<#4q2e+S7=|?iqMD9?qJdho>7D>{2lSJ;CJi? zz=at{C+p2|glsV@D-U^#h&PVH>3~9N!Rr)L3xEIa!uN!~zoqcK!SBIW&~iK%@HN;z zntl!oCNCveIg9`=(d)Di8`F{DO-bdR^i=$SsC@Uq^zQ~ep_r*8Fk(y~h_Xr==dK`N z%-ffw2*bcfY|r@8RonxiCzw95IpsSvA;6o&Gx+q)@m3A)h6i6xxUhjo%rUtJObIr% z$oj`#g=Z%Mrq}=xQ?c4&gCNfHJffxfBJE$i7!u&e<nVHgf?U*@VVqO-nt?~2i*}%u62)C_;c%Ugm|xYhtd?YJl1X4X$xcO)R|363!a5| z`v=>3wb?B1!3;GnPGL7iX(_iI*3mvfxDIjPaz|yyp=hzP>b&wT@P~pmmV=qet$7F> z9=%i>M3fuT%x>qo6%PKZW7DW!arna_43#px#KGaGhHkt4q1W8}+zW%dpMUE7)924W zJv_C?*>(Q>&A0B_eV;Qt?A&~-Gwr#RhKTCU6tKi|;E_^j*eAB)g%vB%?l64X39NLS znF2OpT?Bw@vkrIG!RBp_bivCHIZqbLWoN>3YKRtq2E~dim5Pc*`kioUMGxkKqQl~mAjEH0b~Wj%Fn01zvEp#hVMQn|7UW?tdJZ%P z>FvX$)0O5P!9H_;MyM*a*n^HhxZb6j^MEtymK)w4ht!cMaH|ufi+G3)20UXekdQdKxyaBJr1eak!tP;ZQO{D2vmXUMYIu%liGdZ-vXWc_&H>F zr0UEd98Y`K4m#}6_n>$3i}1`>Zw~YBeB|iaquDSNv-6>lGUP}+6PIA)rkj#jRvSOU ze2cbfA41-82>&!azXxO}puUuW1Dz-H;G;}A0?=f^xgcMhbOr+?0{vzk_pzy9v%nt( zyIwQ6%eg%fPJFy;_u$ZNyLastWM6QwN9pYHCf(REvO>{WkdaL?naXyGXn~M_!5>pr5d20XDQPP^)(7W`X_P*YQ z7lh(*b0;DtU$$N)-*^%mU84I0ifSHqJGYW;BM#|Ngcfy}z7PBHBB`Y@sE$DY%>abR zo5T(9lDc%0{3~qecbdNCrUVlh7w0^pP^iVMBTy2(puo}KZs&mq9&mQ;GNmrK#wDgH;-mKio3ECrAY%4u{oH15v=i zi_QZNI`{{y(lihmH_8-)(W6SGguEgiXFQ@MyJv+jgBcZGdJ)2ya$w#_C}c3*i`8P@ zp&XWMy;TurQp~@YU1^aS@~M0=5-NS2+IhaRa}M^@cN&q$liqyZl@U?FL>nv*0H|BIr;T-kyj+`6+M|q|f_d1&CjD*O7n{cKLd-prBoT zvB@u7%t|%L)GTeg27!#|m%^+R;OkP3B)(L}=Y*Gi$2i3c@VQ)AAh;p3{B`Z!4F67}BRW-m2hPiy~*2!_U_TpVNr) zGx=mtYJ2!pE^V7`9iLKYGYn5{37Uz;Ge&KtfjxsNB7578J$~YZb86(|QRn`nCr2JV z@$krzBWI6}jXl^2S=c1s_BVU5cRY>N?}?F9#~&X#j#p2dc(`1oq*?h|Az!#i%37Kt z5f$){P~8>0uO?C*{g63-f?R1RoLF}IG4Jd60c;)TuyGn8G6P%F6+c?;@6u6|OIYn9 z@GQP$8^77C*2>;R4{;|>ih=n-G@YcqksHL9`{J2TQ!GO{Aa_lr%2D_Y{F-<~5d?(C z5$Y3fAqyGMk7N5y+O% zrjS+A(XxWJb4y6UIgcLun>bIMfGSn?97meOg{Pluk?Sn-oV|ve%9ZBNwJL}wAmN9G zhHP<*gWx4uauJ*pJ{P7SL_5RpJdfZ$`BOn5UCC_*yqbLTNi z$V+Qb$oz%p$OoXmUXWjO9?7Bzyi>y9b0KY#3Njdj4Za6R*Y`x9!irE(DEv@Tyal-- z`701+ry&5`%m6Aeq9A5Wj|*=quxj}#z|l`>wFQX*Cc)4A=#{D*SiuNrpd5aC7;Ui* zitYAXN7kGlhri6~Yxy)~8{`}NdqM4O^3}RWsYlK6g6G1JhcB*ETfmD! zsABYLK~i}VWUumYQ69`x>lcXF=(X`zDD#|>W?4>K<+u0`WFOntyym8kE8f3eHmhR* zVQxYqAR@$^JA3@$`p3lPifFqWD&`07C^_sy?IpaeiTw%QRCgeR!hP=O)lHxJYI;Ks zWFD#8>BDLF0)kU)7HFRvzadfIAIlpkAG+*`X)}x_mPXWhavcVHu`(&r{UZqi0Z(H0 z2Ky~b7UAH?ji=!op{E|kc^Il^mG#pCR-Y_3C^Hga(Q2#F2|BPo_!`|h4g`-BlOx2m zIe3t0-9pBtSlY{i9c|XEO#y)lx`zafVi_i_<;#ZNN7^$>j*Jb$pi6IiAp5$Vx4%|S zIIBe~-z!9m#jrY;oM1WVxV)%v4w#sJyHwN3j?W_06W@}_K5v))Ao(mHc{iTG$&|qaH zi2+Fh4e7W=A`yxhz)VJ;Z;|hEYD8d)FNYo3CYwx)gADcQ@iOLcOdRri6qz;PJMkbW z{R8=Lf!q`}IVq?UeZE$H4{!6eSNgX35x^$9d!1}Y-UulP1}=OBq+Kc;De@1Sagqkc zb->eRNlSDe3o<{vJ=|*4hjF57xKPCD4s2%zuP71=>GC`4!gqoP@-0Vx5f&8TxfTCJ zO%;2$Qs4tnE7sIV0s$rXh|h(RuA?a?+N!;rM+AHYMDB&EhK-VURKz+{5TUs=Sc@u4 zm}lUS(2$8R5-wT>{Kq2K2|lHok+aHwCOjI9j!G2=#^efZqxv{unO2x7TnfIYRG{gz zsLY|I68@0O)Y1j~87?VHW&9N`xJ%QKzbcWxs`yJGQ;Yuj4E`+D=^uZUR%(bpluzg| zMqrESKt}jG4rqkGR8fgd-inr|Q`swuKXcC0s{GwGg(cQtlWf?Tfw1z&5YO zQ(kM+%!BQJ{zJ}|>tzGvBO&aAA%eZl;C(ucOKQ(9sxj#T0foh&H^Z49`%6G87UU z#bf{Taer~uDNT}H3_xHKfmLYCB6~vQqy^9Q18IdP!k76A$W4deiKCkAN6WAa3nF;l z0LZ-6CR?l#EDDF!PpJ)wvj74QZ(J;vA9KjE>8RLiU!Li-(gZ41k0RL;u(&V1z*|T5NckAlYjvBB^i z99i^FOc5doI!35PEPAp;z}@Dx&TO1`k1(u&*5Ftu`G z?^~c}%dm!_(>C|OBKp7XqXW6Y?+4(~2fxc-@4#dTBypgrt(=xn&Lf2{9aL!TCx@B8 zjv@!a0USy8F8M3kt`N%yaUw~6uJCgwJ`E3egkN~K@`Zabo50rL^b)AaGcTR*h1kRN zaT;v{z7%=M*ci%nMz0ADMh0i1hroITxosZKv|b$?1CtMnwAO(Sjb}lfgpeA_AdD^! zvt@#hIXwmKx5d7_2Ry@XB124{Z;HLeep6?3k@o#`$__8Y*}~afd|YUZ zUR~HYdUvb6(f94i2txxoR|vLeedKdQc41#G!;!1H^4& zCI^m72{=K3eP(86i2F^!*J1dU!)VzUhFPRH@coEUB0-(T%&PiiPN9Ka0j_z_#A3EF zRP>sYf(A_@^ggwYyuU`+SGi|WYGVRyufb>%p8ohH@@+_56db^05&d*s5Nv^6o}?{^ z3uwBc;37$1#Asn5+na@hi{tk&D^MkT6&bZW`oBRcg$K$PW+jhrjiXpZUFTl=`3j!Eb!z=fltL;C6p_|Dk>1X9xYy{^9cL!q4vH z&;IE55By{J*-adI@uP9o__AbuYYUAV2Dru zbpLY)RdXjk{QQQ_Va4vzXSdzAefgo#@X#lZ-LdflZ;seA`t<$hKmJRh9mNMPJ^Sq5 zpL#>csu1wUfAAN6|7-6LKNIr(1AVoJC~B-i8C7bP6|wd0*!(itRi=e+8!h9{NMIplZv# zYRiM_A9vCpi6&ote?PTSrV;!VeDB>VwL8>5BJABIo`fg*Kp-&t_*I=o@TWg-DPJP` z9eg7(gMr}h(Iba@9AYj_;2)A!do?x$DTKw|nfO|AIO*_*-}JR;+FtAnT}Zg}C_W;? zxSSkA9K%H_9{qVO2N+J4HsPeRa1=57U)NH`Dn(d3?caWGC(YM8?{#*vtwRFRPTwZe zhd9e55m-9b6(xM&1&|Eu+K6Qn z5%$|2pvIL6-wT41LWg0!I<=6*gh2x%d>DkD!Cdcr0Z!**ER)hZ{h#l`&y$;1mEMh? zqibI#LKsaF!f&o-A*_Fy2;oGM5Y{bYA*^_r2;pRs5Z<_*g@E!(a{m4gY!gl;3E>}? zun?BNOoVVcNeI&`SO}|MCPFxqB!tiSLRj-M5yC5ygfO(6HDT4uLCn;%aSg1d-?u=r)72~P+iM3)XfcQwo4npUIqqp`U->eT@T=yQ$!At6G8uT8$mG>?Y1PRuEmlOb1Zwrv z+#>wsElT^nFB1`-pIasq*C{f|yi8<5VLXJ;yTpdtF|}&7mx#Esh|r3_l88W4c1L4~ zPVFJOcdclF_?};ed3oKP@z1+r6A6JXR8dA$oKnO76<^+7d=3#BiV)s1AKFV%29nx_vS>|+ zfK%yP=r2n}Fps>4MPLSkSVCRdKUOVYr0yRnPKu3#W)ZzUimWV=^6T)~lt}Hds4Q#< zlvd%ZOFLL5rPcUJqFsxhU~3)!*uXzF@sBP1W1ILfy4G!#uEVdT>+uizNin5)`nlsU zwl0xIPQ4Pas_1g%z!2Vf+A{Zh#8L%xCG&8)yGxNqoDx zT5s?k_o`sst7WlXQRriyUO8cLNXj=wamcwlGkycw~1}-z{lyZ{Kd++m*52Qk-L+-mdk1k-+9h`=LE$4u8m+!__ekDF`tSha;zz z+?G88jvVAq4isho5JaTX@w)jAvQ)5xhLgq9(LVKn9!ue))>2p+lLAE{=8?k9hr<%H zqG-V572G=D)h`yQ@#dxiV*l67BJ#ri_Qgn9b1oE&7T5g3~#l+T%~-!|qd zI-^nGVjf;Lp7TpS3#lHji=4@*!X!6g4nH5|(AMW>wu6-hyiN+D%)|M8Cy;e2>p$;t z9>Iw@B*IM5h#0BYk?kn@G>!8k&Ka>Eja7&^IuVom6;Wb2{6lZ#5LcCK zBbfV-`iCY-5Xjz}a3^r89OakK6+9fu5<(fH>@rG)gB6L~!4ZZ2%1E(jmM;;@v%s0R zRgsuzuGU3E0hM_~V{-3E#Fm)6$lboNH{I4o2E~Eq>E$|qWOVbU6P`2A2YSPE45~#s zR1~W_Q`NNr(((OZ{|3 z5e(yi*2;-ix$JS-iZBco3;2l0*K#UsF<#{B6_VmYgUF*7xt)pX)R22i> zoQoP*wZh!r5hjs#YbIh(X~Sr$mX%hL&_w*`MTiA4wZLenh#ygo8#EUIAmo?g%*|x0 zj*~Eys)oRvID#P}Xb6!}psBPS|M=r)x$F^t`F9w9xlbuUluYpjL9sN0ABnJ(p6~kP z+q*m|y{X#+A^+`1r~(0vb6P*;u())Bs$|iTJy%0!{zvgeeZiuAT}ISN0GC;CnI$f> zA(sNDr#pkAYeug|8D9|-d?#38rheF%DWAj-h9o{9NLYYUvc%-pqnGF^5$|3HXBcs~ z7$xg4v*3U%R}Y~ILCBAeEtk^1#A5k%W3i+hH|<+99&?{%=Ce`evjOueY)Qa<%9uk9 zxKCJ;Xe;)S#q|=aK)2Cn3-m^Ky3Sa2vWYUmU4~t96XxpgjQf`s#7!9*XAR~od8mzE zqYt*fHD*Y|?5nmUzJeE3usnk~fw^c$=1-=@W8a)sNwV`k(WBm5?vW!@e=A* z2}(rL)WChl58f5Y(zQ%k>NDA#u+NI!Nzh=&n0HNscL)*-I9*(S7}q4??2TB1;Or4~ zm##u_M0S1zME;-@OQgy2cV8Mrs%ugFLpB9;=8I&lbZ;wE* zScl*zjakqj_^>UBzC*B%GH+-$7nwIylRJt=!gB`Z4~@H&7MS&!Nrk7Z;3 zZ_JH`(eK)l=sQL`4;Qfg919Z&v*({{M^S*t5K8j`qxf&eolc8lCWE>f;5r&M5C%|k z9f5U;4(q=dv!}uOHCqyWhxK}Y=av=@^F)E>Zpu(*a1lU%;y^nxK4RqV&lw52W^}0z zqGQaM2I3A|5`7184R%plxGmkk-8DK6;}03AM~pj@cFe8Kpt73EO=Ns6)1f(P%!&rh zAzKoChi3Ch7bWp7InFfhCM=?kyv*b;L@> z9BGJ6*^-DOW)Yv+3~S7y<@LG+3CYDgAs*ZC;HF2Xv6L5?xkw?QG8@>Sh^;ERwBfG3 z*I2;mwWb*GmQ{IEv?gH<@or;&G@W^;Es4IPwd*Kd{7Sco@M=&I3+`r-tNN&APW=`m z`f=m#r$uxy}C75oy`8pFn1Y5482CDC{MVk0Nw$Hty9Mo$`dB`rpaGsQeA zGRv)lgvG@<<8Rlnc!e#AzGJaBJiHd)^TT$+ITRqO)+fu=84;x!#VMg!Sk3%(M)Y}O zfuu!rUq)Q3nY5#a4G1c!#61!b9NbBO9x3oAtW;)=S=HdbXiK8+@ZU-)1cy+Y3wuU~ zX?ai=d9r(OvD6Ij`X+#$_9ce;{l=Y73-zrc%>cL6gZpewa4$BNvS6OKZ#8^Z=qu6p z8uO>&`)*qjeaH8N{k(`BHhGb8{-m)G(&Bu3hHkm>dlB2GpUYca zse}D-V zD>FmQEM?(Q$!lwuoyMP=-@Z*Q<1hziiB)2Jv6olIT0cTghIZJ$mAC3GJji zT|^o6$ms3fj6ob&(XVC7Her+NUb!W~^Ep&tTdl*k+L$E`wiUJ{`VQNMLv+)ybBbbc z$*al477W%w<8GxLaT_xe#24mEl`jRSH9AiFjk(cq8nz|Tcbt|UL8=!jyhle<_$lM@ zYGd}(;;}4~_rG7kV6Be9lg1oq7@V^u(RU2iiPL#>^cL5ybE*7@ZA*C0xO|&&m(t?0 zK7#`b`675iIPlIS}^yGL+>r-ro2nTmrjZ=;5MrQ$_gEn5jn zo&-sh(Q#z(9wYig#v(|I=xrG{8}xy8Ac8(ns5+Jis=6ENbfn*J%%g_%du>Vd9qEH7 z=wdzLONvAC%3)*?e4|wb<;miLI|6qDiX(cV@(;f!w!jbuuga z#(_nOAc!1b>RXr=tZKu0T^l}W%&(>mAGakD*9MC{Nx7}bM~N&*NG>kf=He3gJq3Bf6Il(vx*if1ozq8-MxmO!DZ}HTPz{|R8_o$jFpcX_efK`j|dW7{iL2xwbJ`JQ>}>!7i;aQdUXbO znssrL^oES*XN`NG7EkFW)j}q-K9hG zle>2F<8(hg9r6`NWRAAV*z83m7P8tX8JIM?qSVdQb874GO2g=)`KizqBqaXh~w zZ`5L#y~YpN+`}8vG*z3Gh}CsWsw%Loj8{5^URaDOOrM8ob`EDaY{1(Cylw& zkb2CPgdCm6ZAnP;&-&6&^KWeU&+~8JDQNP_c~+7G<|wbkmx${2Yc@0tv!b;2x$!v1Slc{U3r<=306=M&LUtX#J4_S%#a4wOSUB9U|E<;X>oa+T9A-j^vf%|F$``~Fn|mh z9NDgp*u1S-lfG^&^|YFFV;JVfVnEnk!ER`D)n#=;p6ovxGp1?OKL`?CZEnv^?pEOfSoCl-@l@n)nb=HZ`Z6ox31fMtwJgJtRUP#vG%CDg=$dk|b~GVl`%z;? zHT64YOG2vOJhO%^@CR|5Nwrl+1un{`QN7<#1GwO~NVy2IFruD_B@I@CXN*OYRt@gN zv3|dAlxL&%Ez}2&=!%q!uy2YvN=WIh81t)X!v$Lsac!`$B+?l1=DP(6$;CHpb4Q4a z;1;BXOSzcmmL%1?E*%K7D?Vt9RP&{oRoRP;Y_3vKR`&x*?#KTy=17C$|FI<@ z$J(zln!R3VZsS^FbWj7e{Hl&P&6a@L9PJpl|83mGw76~eD~{1&40w;#tl&{YE@9RA zzl?d(ko#*}5~-21j<9V&p%#Q_kq(m+*^>HDOKib#ZCulvWq@YY+8e1vOTZTebmBuS zA-`gsF*h1eYXpe}w06VF{d|tU^v30OXR77dN_CndpRpP>>ip6+ew$&t(^ybxN7*pq z>fwEZS-&cF1A8Drce<9`85muZWHt{Nv#Mdb*Or7Fd|6hDUYpHVbpfAm^uonx2(02( zJFi}=Hi~qEqsXl|gKdgx9@l^!s|t^M@EBb0BKAd5PPNjY%&|u7%CA0t4=dDD#v)Fu zP)~MIs6a$v5_BLUkz4_h2@%ouD;6dAAtaPVL04ZwGA=}lmtgf@Y1}1E@gBD&5m!75 z_gZ@BY|<=9NG|&1HEcOIQ&qQ0ozoK~oXUuMdfi&F>a~r9oL2Qv|2N8Cw(9d2uI&br za>OnhbEIj`8*NGS9kZ<`>B=rxq9by%9;OL5_(mqC?#&prpET}ZTGX~>=u$CWs)y+W z%%K8XLWb3cjakxQ`=Bj}zQcCIu~r@K6bdD%u+8G)rfCT7Aq-C*#CAd|9Ovsw~U1P>HAb-o2L~0Tm#RTZr+97t@+f`z2G*H>F_vpuof*r}0s(oLsN{y>&vM~49_=MW#1cO& zM{mttV`U(zwCdN4JEQ5@KM4{GxZK!s4!c4pPdz$zE~vKe;9`toC29b=wqg`_tnJsT z4^u97@un-dsw=3rpJo1(A-^1(wj|`B-zZ4*e9Ld+*lYtAm(dy>Tlx7G zPOesCkR>-^ybc+6EbXY-IBsPh>S<$>w1x zpZ=y2qc<7aDPu9Dh4%IgE-R7!fCWu+jR_3pXhLKrZ_K6!xNA!y4!FfiNG_(>U|W!o zT=Z!%B`(c6{OGZfvwQam+wNc=J!;mIo3J9i(^$M|6^ZZF!l4njzIPv&x+2aL8%My1G z{m*-y(-%>^uAVE9t9r5M%|sNmbST^|`yFHOlGTy=o_HAf(WLFN-!%SKP3!)rAhCcR z-N1;`5LG%IKiV1*Xyf?`v%JtPbu3&+l$yzBMg5XiK8+S~7TA#MCGU zUhJKA(}!4mE&XeZ{cDW{kQV#hnW~7hQPzBewoF$;GGVo=L3zs&&V`3cM##wdy2YXctqfgy*b3Z#9-|TKz$dv5+UeLLpR? z(emjuF$vU=zu=Y6JsyoMubrg`E8{X(l zZvHyM{aIs)q=kE5W`=u&S_1X#B=sn(49NrqQ1MUj>ON!4s)qmXFnHZooIQ_@uHkq# zm7O>~63-KiKV(3@Vcg5KfUM1M^cvh`r;uzA5qHvn`#;94XafI7TM}}>{hcidIdd}X zS2T0-u(u!~x#0Q1f`pU>&)*g#{CLYr#2mU#P+hg(+NP~X?!AlaM98e2^qPfgJ~}6r zUJ*uB9$wd*RV4K=F{<*)q^QaR#^0)G_`QNeSD|(fV%Z*OSoLV7S+55B8Ijb6=p(i# z@|a#o`=bhkzf(|-qUS~@pHDEolOt>^m zvrKK(bOj9-7-tJ-L2}V2d%2xbJtm57 zBYTlnthgq}fqLY<>f~fpMdoVAI`d6qIi=N^>qNpwgiA`&WiAyZN+`wmbz`P975Zme z5`716;BdX#Amqx$yx2B~LZ&}vpl({j^TvP1u9%pNl0?MGE$7`PZ^6aEvEN|m}aYf zN9j@qL}VMHquFX1du&KGMvCjC=w^7^lxmt2%T)b@G1nUKKWm)W8uib%B>JvVhonZG zE#{|iJ)t)R>4{2b$up6|C5)tqqk7Z}f~-9^ZRpn;ZbWKNojMJD2|C?nUg9JmrOy$i zNm!KMV9dOxG}qaZSV*Ng;i5WmFO|lcAS=x=W1*!rIf~Mhsnb`gGzp=C!^X^OO7pNS ziM}fhDkQR_f3GuAam%xfqDU3P{m-~ENQ)WF+nV9NVBFoba8o@+<`>Qgv&(s5RMnQ) zjaYz$FhaqYH4RM9mP8y(i?FPW?D9g%f`sIPBfAzPBp1B%X+c7AahGkB)8EfNwXply z8%|WG#MYi-UL$jD>9yg8_D>pXO7b|ME+%ehPbF<=f7tk2H5LD$AhCd}@Oh=$PHe&E z=C_PHoKno~*lygCqzswgF#dK;+`nc^LXM*U!HD&G?YrcV+t7BggAZBy|76U3TInyv zRm$SqL!-VVX>IxU#tdix{BK(leFtC@ZIhJ)lam~G>e7bc*}kzi{<>y^+MC7ZSioCC zuxLrr=Jgh1el)Z;+LGuyT4#b1SyURST)g0wi-l@6AI1wCT!Iee5dyIxI1nsyL=>sg zLJl=mMo7B$wfE#%M;o| zW%}Q5+!al|?y)7&clFxzWU+x#5!gy`4%3b~>ZNEddY3i~bl$jYX@TCHnF)By<^*ps ze|*Vk!qUn$=0`*8HMS(;XjwS1(hp{b$%2IB;zw-fAm0x@y|8}pZd87&RqIXX3Dm@@ z)}50s9h>!V!CqB4MC%r(qbYEuYUmxm*BH5EWu%TLddC-&yyJHpf2*c)?-V2~ykqOl z!mW?s1XR6Nb|GLfO}HqW-z>PX6ZGAi@$mm;|JStO2 zR&-9b%FQB@b#UG;szN3&vThwTMl-D$xE;DBdI6VOW`CE%UWCPNsTYdUC8*qfVwt* z`i{`HQLkRXiDF(NBS{50jULj5ACpy|yI!4)Hp2ho`HEOC%SMNqEk%ecHH7 zX<=K>g&K*cAPZHU;1c!)KWWU1hS0}tN%S3|th_`4vBhewS)49D%jJF$r=;Se-X$5M zj81-r?=rG~Yb=Vi$POtNFJRAC?F(%Lb6;e1QAIr=*Z8Z(d}^qF*_K2cbqhCGdeR({ zuplA1c)RVAz>hzjS=jiKbHqdTG+jE-tb6l^on9A)od!4eW-UkkO$>Fc8+;&vxO|U7(CizhNo=Yq4e-@ZI5zxGTl(cqc1C6O8)>!9s*hg!w5Nb%*-vq#zMi$XPLOGfRj#{Eo-+I1Om)f7^Z{V}C% zz{%-zdD33)_ZTy!;rC`iVgZfX>XYsTO1n<7Xt8H3`HvcRGOgs-z?UIj5^P!GspO9s zbE1j+L$)O3aQQJttk>4;hOwM~pO%tXMaQCYsM}qSh1Tb5%*cJ#xU*@IyD`%UxK&0A z-Sz8ptJuB7>w7+9%$f$}@7R)vLuuhPO2?DOuLTLo#XQrawf)^R;vDuPdO2R~oFk7R zQZ1!R8`huYTl(ZFB6Y?MBYVu7=FKDoik2AjqbbcIL1F>T?afaV8!a3`ewJ)5f+Z+U z>Un!&z(g@g_XcnZ7p5ByuF7-9uz5>%q*arvf3hbrEld9z ztJ)ikaY(CbyEAUs1G?-li>n2w2iaB)cK~txLRkKYz9j^ZUuVpsrfts&5({YhZ=tyG z;gPfFoKOe?#pt9Qwf!mIVcb4oER?jk-74b8Ik(=-hP(^>g6%k-v{mz;Sn=$A#vE#} zy~mb>9G>rD{k#b0wBd z`-(AB8gO5-CDC`_9vI_WHqOkVkR8&4QGlCnI>$M_Jl)1edBS4j6={TY1@D{=_!ZJ( z6`Q(x8MkhbrJXC@2@S)6czpr!n?AIoxkgql7T+@?Pwj|I@ec2zT9t-!0%1tEt4= zzU?cb#K3yS0!$0+{Tbz;0^j49ML)TyK-4=I(DSM>ECjj@+k8)V21l2VCLRl%Fy>nW ze%zLX9KYvTcY5vm;jB2L?w{`2BNqIe1CnrI=lsnX>+dq|a9XULjLRGc=^(;+5Ddp} z@FYAF+`cy%^QPhXpKM9Q@w71Ma#mn-VnIT3(XUzIdW8Eq$B#}q(Y~{YA?%{9XBMG?U2H1?0j5Xi&F z!e$m6@Rb=JBmB&ylKxt;cFCvuT1U1`(9JblaIB;i!g6K$%wyO`tC4QDYLCN zYbX*~VyaRnDOJfa{#I?s><}cn8mQh^al8@t7}DjPbZIBe8*$Jg5^m4inyuI&V?iWa zF-`n!a!0asPLlYg*~9adEUUSfE0VUA9x~=kgXn%+5^^Np!zlOKxmagWl% zLb-o}qrih#{Hzs8$w`-uS<&!$qae}MjP=~lI^^dj&EmE!r#e%i$%AiAz&-5+I(p`B zqMz_CdPwAke~i#cWJw+!G`%3mz<$_RnrVSO6l6hBue0cNHoT`HoAWy@R%>PIv~aZ% zgNdxqWef(IkYq1EXw1E)3qN8@LXOq{YD+@;U#yW=Ycn{h32tc9PH>~x@`TKq&lxkK>Bk=m5({T5vb0mc+RlnS9rPs|n0P8fOm4o>&wj|_W z|C%icIoMgH{#_3C9dcRYI){q&yg15tbk=j8fJYmhgszLX#reIkCF|DyzUdaSoBahC zvTP^7D9-G8vmTOuz@}mp5^^qvjhWJn!X81Qt5N9vI_QB%QQZK^ju%m?z9>>n_NeK! z7)TD6wa;h0dL1b>hp{?!jwP0}zd~A!>^Wm0rZw>oWQsvwakD6=)yQpp5u4+}_I_8f zPl#IgVFfi6`y?y!3S-7K^iSE6kXB@r6{y!stf2%oiKgXegJe$7EiZE*| zjI@d{l%NRFJRPA7Zr&B9ATsKc7IqhnIn|JF*plcw@_T?O&VRx_1a=XHe|?zuz?DF~ zMJLR~hV?m@v9mOsDp3r(hgxF9@o*{-Gfqo?I(XJRxObvOrF`F9X@3bWm zhumVmmo5WOI2I%%7xSzSY!4HT9>=|DMQo)jiszp%oI!>suFUkj8eDZOXB#;*8xAHV zoLCND^`AxcvZs_;ZGY1k%(QAdnn4X2AqT0p{-H(^1McQzF<^l!#1KwcIP4t0=|58~ zSwiZ;|1|D|rqrLdCDC_v+8yeIn4v^~T`j)ZEeX-!JywN(G!{WxRoI=N3Tm}X>CC7= zC+sNxoiU3V(0^-7;{O+*W3Gyid(sh)N5lrI8N25*5?s zo)5@7m*DQYRkYD}pD}M5rgz(t=sTusr5Q%W+D7c~o%WO^k~8j3TC@gm4R%m%IaUsF z#pntho7Wn1qG9v2Er~cb7CxPH3wb}*f`sH^`<2AAux)>KVYlrM@=~Ul#|?MEM#-6a zv63s+;80TRv|1r&G`#d=@XXYP5s^> zNGxCg>W)V#SvKFw1zS~ztKt356n#2et=GLWAIA-1F|oY@I}&U=e#uy5DS>Jq%oJtM z#C}vR?3tek7WOQ3+Lb-Zl}SOS|7OgthVakYl8{6DqpT#o4l=D*u|@@|dNFp2B&h+z z_yyxmrG;?=_8KHk)67*E3tX8L5BgJMW;Brg*p@_UkgT`uww$ZZxb?g!spr53(w4HQ zXcsvr-?bIvwdDHV_|BSrY;VmpnLjb)YB`ksiC5fPnY8=A$e1Gyw5tS(1+<;lpTll` z7<@yiV%oe+#$)cL49cLf2+|Is9pV_BJQ>NHCL)t$^=>g{Ov7fUEeScGZe)0SZS}T3 zi37_t`2{%~G^Xf?QpC4tcW=hvoiy%XTJW}IW|+flkZ(bwN^q#y!NjU1j~O$i0e9S% zMBjlMJyLY1s<>3H_^cRoj<~ed19qVU!_x&NdsZi!E{@ev`b{nLD(PgR@G4^tO;0Ja zden`@m{vVbAi+A6gD|=*2WUtjhb+s1&fKva*fs}pK+8}L5sgZyT3j{mho(_wTM}`N zvREF;6&6nx79=DWeR9J#anvh^We=Gm%rW}(-lYxe+6RmUoL1L1XE+Q7-m+b$_Jm}e z_Zjn}>CAgXmFBF^EGRmXJ6d}0@Bl|bT9ZQSsrVNd2aF&g5 zra+ajb@dfvb~LEIWJ@A7RQ5}*LoRNXfEPjTgL2k3I&QagYsHAI-_gG%*97>Z*&X~P zU*@%PG+`TRtuaR$XsZN?1zd8ieYBFJV>&q5CZ@+I1lm&;{T;>~O*>cy5M&DZp(#;r z9zf(tYpH$4yl6rnvLzu$%I%C>uh&w3)-W9MJozqBaN-Xcn^zfkCM`BWN-=SxLz8e~ z_z7cHG-$?bN%S3>6?`Ly4vYGLA$gr~C(=T)(!X;SSQG( z1{+BW5|WEPEj0#CW5%dEO)pod6rX9uj|%ILSwVinSgdIkWL<`fHYgk^jz_`{`;Qy5 zqAAIb+LDOFV}Y<#65jZ+AR)Qv*aoeM3+(ufE$oip+EZSu>(#lX4~Bbre{GCUvbIt8 z68G|cDrqn8uZ+J{Q>;H1Bo@#)y8f7lsSZJC+91G{#NEZ)p1Uaz^JO>m#$(k4-`ZC^Ul20Ds~b_P$LI1|m_Y|r1Eb!p>`{aTvbz&BAQ zS?%m}xu!a{3Hu=HjQP@3YKBYUT@1k+lH`!kcM1C~WkX{&^Kn&qB~ZIiI0e64%XQFU`VVt!kA&m*^-@i*^a^#3tFJ251m1)z93Qg8fz*OiYr9_Df z3tZLWNUsZb-sZh>)B))YNmkt{W8tS&-J_Yj-*cg>V!Kc2xkv^R*B!WgMSR@f%yQ2a z9ZuK|%p0?>X|O9ubhTZ*FQ0IO&%h; z@kXz{$C)hFamH91>)tahG3cYC*^&kW|6ya%qy_$9X2S1V7MUJF-%tbtUBl6L?A@z_ zIqX_Q9TNQ44;nM9sl$)hlIXiS+<2@=0njM$$kGj^6G?ZUw>3ljyT;v33$c@#Bz|LP z;^Lr?-w2us+nv8<%$tVhZ`hLPJDR(do1n-d zSCcK2CScsQ9xp~BqZNs{XsRsv1^`J*uJ;==q(SgrTM}}J zyxW$9oFiEgu4s;&XQ0{^n%Xwj#LAsARs!?oBpTE?+OhI{##l;em1jFFEAyz;ds0no zf>-}L#yn~I^P9FLr2g~^Iat_I3(+^v2})f#Tn|6uU9`7#Z^y`e!?=s-k%P@;9%ZE$ zpGRfvC-~_9$CxJ#xqq}J(Rbtq&w98;S)O}60WT3}la%T&W7RSR{-Z#qe~ody@uogG zlkMHeUeB?qT(SN%bX zEuJzK5xmnKL)z#~2K$Jy7}5^n+cPcdhaA9uKZ46QvT8RJxDz($MvR%%;C|4SL~6LL zUEZ6pE}mV_L1-)>7nI?=2t{dA(OhyJ>gSl(2ct!aeJ8#sP-{76)d5}vc-{F1R) z(kjmS%(TxF)%QhadUP-+oaXp%#=K~X^0R_O*TLNTEy!hOPmYOg=%~Eq$1LVQHSStk zF)z>5ryF7iNgasGk_O@*8#AHF_p`Pn_ zEZW&G|8y-?yGF7}$c^HbEK7>@TxHCP2F<_r3K|OoCv7ATKnoI5LHe{@U2~>Rd4g0} zqgkxQ9NzdtR**Z4QAs;$*WyM}pPQ`UMp2N2s-ydi8PU{Z$d*Lkf!Q|FYE~(+Ea&8l zlan5uohT-3@6XYW;d+&E7t_MEJ>v#EX5&06$R*SyeZrV04Y@H}5~-21c00E43X=e& z5D?coIelU*YJI!5V%T11+`qK2ZS_}<1Rn9nHA$*v<(SLT(Up23+2@Qo(m=Z;NGzZu zasZ_f%B?&t_~%*%isJnNUQw8=C@_TYGZt7{2=Aa03*0XRUxUR`xcCU`?u%;t0nVx? zlvv2~J;wZM0KdzYgdCOcU>)hTC$wb*nQ$knQ$-O7kU_mD+Fe^QqMtDCURp%A;xg5I zw(Rq#gzTcIC1gCkWXzL>+OOD>h@)oV;YcTmje`XV$pt$}79=DWyk%}dLUM7?HpER_ zAaCOFh0U9|`Ea>~T_(!L6X~LlR~juO2qTh=C3BD^5g8_>Ph+E$N5slZZ&nM`=fu>A z-@;e<3M=c)FEjpDP3Nx_B)U#TJr8hgJd8wZ&c_|8A$Wu=lz3^0RO?GC1Q?U6QlVfm@ZdXx?Sajt0QZwj|_0yUCV>9PX?JS2WzOxe_ig+@F|hxc5Fb zv-})xdBD967ov;3(r3dloj2}KvaV6bVq;nx$*%EtX^Qk3TM|-{o)RQ_KIRW#3-JPq zQdb?6i}xpslQhM6yM!6a>v~4R2Y%$(wES8igw(rPL zDZ>Vx7z+A@(-xv%Sr@t7$OH9H4xwLkCc8@g(xCqiV+J+oUvEny4!wl|@F(jh=Ni3T zHOhKzx$&GwGe@0glH+s@SL~Ac(qDxG`J*xMd>K!W-}Dv!@xS=T-|~N*^3!`rut(Lj#tNTY$TgoSN5$J}z+X`mh=IknFIz5Dk^ zp-cM`i}CBmGDr*Mu1u50GPuvWA@|uyaGwph&kF7}X#d%mCk@(vuqE;Lc#$R3Crp{i`GQQ9bMpYC0cH=MA#Jqq+WMt zd1jraTPx1YHVe3r{+Q=BTlLs#t@I5{n5>LX#z6fh>#KdwTWF(%z>_{U=LBiTfd zC}PuWX$jhwmf{~DL~X)7XZ+;)3ma14|$^bYjm_7558P{ge5m&1pd;v$7vDp4~;Nqj016| z0w5!X5`r%pGo(TAd0P^4#C*<@M3VEw8X=vh`KNuqN0Oa+2C(h2Xy8<9x;86pwJThj z=mJQ8%sR8>mZ(!be}~fQ%(_g4IN}&HbEN1?c+fy<%SK~XG;LXDOQP@a?BtS)%8dF1 z*M~ceZ5NT^5e?0@)4aeC-f!ILv=C zP&$ekaTiqhlIGjj8#Ac^_<}77IoO`HC9wi8vb0%^dN9pekdR#PqS%6jl*K7a-=joa zV4v_+iy@MQiI(~PN_CULJiVKkGM@Yyoow8 z!b$@a#1I$7e>$cQ>qR)Ew2^;o<{w-6$9C}}dFYTV;-Ql3(Y~|;|F9zKdlR2D{&JsE z*HFpF8JUFxW!n+tgklFk_;$!5@IfiYmj-jRV<5g_EQ^#tw6|yS%%kx3qCA!eBZ{b8 zElt)Rf)nQHOU69;ChN~a5`Q5`bR8wVk6k^Wq!o&*C2_c)(V^{K!U|iy6)JJ;7mv&r z8@L<^r-O4i{t+1_?JK0kLR@ug)QRue2x~u}o=OY*8rE#1zG54g`zofbpsTok3td&Q zPeOmWG2tRRXEjKY<$saj$mtRJ+>rn$BQhKe!+C~QVlCI;lVrNj>b4l2@RN|CyhIm z9wtw6#WzRBU}W8(!j?qeVcLn&6nZ5`;D^+U6XKE(=UA(PLoHgx`!p{w zjL#c)IxUPD8f^jBI5r`i(d7K@kTw8rpbgJyq zhQWKkao5srmN5xK*3fQ;-@y~t|@ z#D}=)%Hm&l=|E>Dv_dNJhYaOcjXRST%HS@{ED#mkM0}pG ztb&B*%f_r|(EOz>iM~U#m5x8k3EXO9rZnJI*pi3?Cqqc{ugsW>q`fCz=bFS>KO_p>hQIM+ z5C0hAAA7}*WXnb(h{eKu#nF?6625!xukS?;NNwN=SS ztWtaKrp)E98h11;R6DQ~RyY+tw8E)|+J86ZL__TtZAqj?&3gY>T=T@oXdIL)bDA^N zaK%LRt79Rk`I|F*e`(y~wD8>|ZiQlwkwAy@Kr_{F(Zd{T5Ps2^8x6wG3la-B<7Cxc zE*BRX%;KnlnDYHfHta7Wo}0%OSag6HzRQp;8I1bS%;8h%&Vl8{62Us(m7hg=d1IDdP$2XE^3V9B-cp#}mME|@{0Sn7`% zuG@?|loqaaxPeg=tIviUX^8AH{&o$Kn{7$N5s@o_`Bj#=NLt(Q05_*qlI+Ygvs&Be zO=oFdt;7F6=j95OD%ER<`#fFRu&z91Eb6qnvKhr+nYV0HXb9 zn{1VXQ!?cu&ePPj;n1}e1N1)Q?xh8Y${Z1YSsy3Kp9a%=jG542dY3JUI7}9H?-ah9 zrO5-+f`sJ4H=VD?Oxa$Fh+wnsd7Za)66e{~m^JD8g!!#~dkGvuBolQ+z^1(vzY0}B zF373&vIb5x=jm#?H+JxsI2B1loc>zg467BqvE#K@aor|6M+y)@^d-e9%TX%CD{U`6QfO3-QbPJ2b&oe7?ozKHkRi>J!f ziO%Krl0q?`_bQzi+pGPr^gp=VUdHiaFW(tO+yxiMfR$>cJllDZwL*%my`+I-@i-fO zs=XLz%2V8aoxh4tnYb3*O%p=1?R3qJ+q2z_oD{gRs zv$I~qoknmBN9n}mSbV1CuRc$3A$9-AT}dsRLiZKc`Ax75|Ei zvjvj%GL)FE;k@xa)?xpz{gJ;8ME<%%{I$Vvsk+~hW(V%Z9R50fxu57I4dAWF~T1D|OoGgyood^G8iS=$F))gpE z=NFagBG^}uV8`YW?A9Z+pG=ZT()A<5zniIHNXO8j>-O65b3{JuyAUmU&Ol<79^x! zbjmhzMOZyg@s9NVwy3)=^f*GZI;oq?{@&kacHQ|;5XYPJHLA2>X{_!yXIK)4W zh#$!wICU_#4OKdZ_NC+a$M=l14XN)p{&JsE*A1!f6BHM4Z5rKmns-C$myLUzQrz(k zDIt8ywO%B%ZGRkJ&Zz%_F&qAp=c6HspR**P?@s-+pwxAD$~s)L?a2b_Y#~@11ondM zs)r(jp*=@Cme!vecQq|&+cGoYFSxWL-=s|}I|O5tY2)Hxs>MJM%JjMcTb^~s*K2QzMVQu3b-_@_c>#D5r2 z@2JovjlOG)dDOuBmM#9D!;37bZ!-S9jtgxHMxEuD`BkdGG<7F>tfko+G$zfT7{Oc-~WRVD0dsQP>ynt)z z#kNZ)xEEA#7kw0+?xSys@WZ4f?jd6$qS1b27{S(hV|cny!g9!~3>#p{VfG-T{TVbc#9o&a1dcX}#R3+_b z+@JAp9%ZDJqSrhwvwXu@RI21svR4xxcaW3ft1P8ml3vXdtQ_4Y#jZ|@ZLNk4r|VO0 zrTDBULDi}!>>($%U~D?Z{Y{I_#!NNjOWY+W_JfsqEzzrdt1&;Cq5K|O64Elg*_Om< zyvTxOEih4fzax^1-rGkuk2h&6yFGNh748W^jaiX=A2p3B+H;>jVJx<^%5)PIjE&ty z$z^;(mKDtk&%4NR{gN?jnqK{iAh96pLVq4xjDym#X^KB$aes*!60^`^9O^H`=Ab3# zu^xEM{^;xze3)dY|ISiKZT@yK(UdNN2u~6J<=eLSgTd!iOn=M6tHYyOrhKk;&twFp z)us)ccT^~5_bVyja$Z=RkP$L#~G2k`e*hP*!8Y(A+t%@jsmNXdbowxUE&2?vHlKY0mRTfJ}(KpIZqP;Co z+`foyx`u~C9HMVj9)tR(+7o$xRa%rAjXBmV%JsG+;`(4RNPI5jOvQH1f`sH^o|($l zv)MC--9Xk$?1FN}JdVSktK*z}&ObC9nKEE8v3HVj84A1IGEL+B$X;{{6N%S4d&5tMmaw#Rc zC?q;-bZf-Oy~nt7X_4EUiNJ-!l_)&{<`lfb1AG#%cNz1e;q?w%5`D+(KCw4SBM#DV zI7fx@H1c%&JJ*{)@X|wZmOV}tC9&MPs6FmbK1USPE26~6zho??w8-CwJV)#Sqo3j! zHuqB`EOS5USHGWGrJGsNO+`JzV}epWe#Mw+O+9|emPFsx;~tu71MN8Jxu_vD26u{b zS&!E1a1n9jAUN_#YI7LZF_gVaDEJgrjw_(Us_`Xb5v5g)dr?qd^igQWH1#pt;67$O z>Lcpxhbsos6S{K3@1vp_;Z37bGycMuXH7G{U`wL!nz8)oC9jV3m3Shv@;M{7YEQqs z{1q85IlT{s0MQ-@VS5$G&r`h7vUOB9#I5v!K1o#Ug^% z39%j<0*viGW1*xSmHR_%v-@zdh3HhaRYL_E(WxLkH_|CZ2f~X;r49@k^Q!5J7&9ea78Ri)lt;dPmk3Y-j7lwz7q%!n#I>^*zSSX|TS_mPFrSm80$; zV5OuMT;nbZBqcgp^EYQeKVjVAw16su^dM)k2!>&Q1BMloyH-c@C1cJsG=IgGL>x_v zP^gTia`vDF3CYFVY!h>c3nYr3U)V&^?QCzTUe^g+Lsso(c}iy}ms4Z}d@BakS+ONw zI>$er;2*E#AFmcalJ$^!8qXL#kM^af@eeDAUc~pC#$WDJ>Y6e7bwP1Kb_RI|_aOFP z3LZ8pgi*ldM_wI;5d3nJSbCqXVQoJDucxZf$qYMaYH1RQfg(rE2^71c1S zPNI6)m^BU6hiyqbgcn&reS*`!9*IT+MbjuGJNCqpD283yFkcspyOtI>@mr=9Xdq!OMpO5bbTrL-um_pfCKPe}-cNiq_l z?>6Q|L+HC~N%S3|TL~eN%79@cimyB>?)9KEcNkxoQBi|59>Gle5@Y!@#+^@#MOvsSDpU=2p{%uiKL7yDn@Gt9&00OGL97k6q6+S3^ei=AnKqXRb@C_s!<| zk_uk9nJmG($(Sh(yc=vu^c}p7$Uzo66Ej8lw}~!OauWvZQR9xK9fq4I(^zaK5NAn_ zQ@Fb;p*m*Fjt13XTM~VTDs6nHJy%19tzz8Cw6HDC6!ZJk0Tu52N|Y`bf4hcK!Inhd zQ5p#b6pbb2#8Yr0l1r?(PFT?e(d1}wB|1y?fF5K1He->c#r#k>RMBT; zVOM1O`j?Ew0!pgJg!{x&W4_mzcTHoy+m=M%HD=Ed+(K}Xc85=&7;`4;)oI5izbd#| z#8Iyni7JQLtE>kk8ee?<_fznXE|U<8qm=Rcc2>N-EA6`s`=1yKBR%XB)Ekdyci8U^<^~OZ;eDmW|IP>*sR#2BVMVxRxL-c@ zo#8wXRS04I(`iJwzbrN4Tefh@ErV~`l89@B+)kW-qlNV{>Bu&3Q<>8$Np}9(a__9P zOQ2ucwy;~1gTWzZCnyleZV1Vw0&<;vZ%H zQQ;po@gv!KQNLpwmA?IWBi`cgy4U!-d=hU6N!-O!Ha>c6T_0ublb&~>JnM`F^%o;s zOxjcK=y~IgrW9&>ATuNQL9&-$4^orztBk)~lkyXDOS$(|Pd1X2odb6`BdsaaM057< z&+fl7qO$GeCM@q4jJupx-l&EF&awxP!y`D$GH065pEc${6Z(uTiRZ%6(PZ3uU9DsX zqjNAs=br2s%7>zQAL5kzqcF|WmhpPOaaYsgb%T!=QgnR0?mV>S*?XdZb!o#ueZshFX@T1819hhY5Amh}^pY_P8bH5dOQP=p zZDD}!QUKbwKf5nx`ntAakp9}Zduc)1>VtHb0uuA5!Sq+gOlUCuxh;u>g6VD*rhBsc z4@5_j50l=CVOqU6x;*Har_~N%x?6=w@TbAF!k7sSrlqzd77C_&6qxqknLV&K5hlGA z!?e%1d#0l)G9wB8G?<2rnb2Um-Ihe(VcH;!-W_|L)467qT!;hNyP^;!wqST3H||zi zcs8=JyJK$_72S!iEb*m5bJmyv4Vu%oB>D~wI|Fy@3!&M!H@okSC^%i(Fg&xyT}um( z?=al4FNBAA(*U|?%z_3`!R~jT$b%kN}ePwY25k!eN z1G4~9E{LcEM;3#En&`8qyP4@nZ}u|G7#GwiJ=W7fY)eD5B34oBGuA*AeZTYGz2|-Bp1Zv}-S?=2?jNyfBXv-# z=OE!W%t2d6OktRV?isC$BjupBK?k+AH?^L2NCyqgqYip%#HNkZL2ZK$Qf|W>^qUb= z80MhIN2_AY9i%U)?d^jOYHMj)fnUMP%j}S$?kn=D!`>aSsbAM&=4H0Meb8ax8Z}&- z+K10ge;P5BVUBxiv?|8jac16`hoAHrZ!KtQIrPvsG>$WyBnY z`RL@)syI?UTHyJpwWXX>R@z@*;pU{YgW$fVp}&ZN#>!KB1q$)v(w#iY@`Nbh}zNv*wFlZ%-&*q1OV zu-9m^mPwI)DU)*hGA0!gfC~x3HFQjrUmHRT|H9Q#mv(AMG#T{ku{y~tcsjXZq#$=s z?-+ke*8X%RN{sIqe{0sBa+1Q1@td;t5?3gI(CrF^5N>ycA_zNNp%}tGS15sS&=pD{ zoPeksd`d^zrfk}A16V1G0m5%&v(#dd`SAoQxjLcos=6mGM~xuBy6*Ox0S223a{ z0n8f6+-b*)>7)-V!~^%>*PV>0fXp8$up^=2v5MyEknsi?h6A=N%= zpxE;l75I$G6C^jEF;^k0=Msgio@*4cdhRn&bnI4vb@fjJ<@$u_qOh!kb#c=n}}@QiYK_H_#Rga;M!3C|cPjNW$zR>Luqr6`|$hJljF z=L*cUMFq0jX`p1|Hu_s{P!x*nI9O)OrF6D zjKLK!c=gdxUm*tfDx|^pE2P0s7%0#APzBo9aEuhxac_wVG%IMJS;Oc9l2dY*xz(sl)^9B>7yd{PA%ly-81s%cNI0{PQtKxY-n zd&Vs^##Q6~(Nl51T8ukOA&v7Zq;VOAWc{#0vi^gC!tWzjAitT%i$dD7)IiD9s{)PN zYM@+y!WCHf&#pk@$~nSRV;DlyOgn=i%;p;QHDLc(39{4(`!@^}r3IyWUHWpn3bbpD zfs*O_uD~Zh;0k>5v#!8S@i$lCh+JDHiVHfp7-@F}E=DeM1uRDF>s_H7!gdu{nXf8j zWqzWNl{vLsl(Nc}C}b^lD`aE6T_GFm4uu>7_bKEMcu*lH!4oP(87IN>6>|DsuMpF> zy;)%$;G+ub0S_o_U^^MC>K0SgwW#X0O6aYXs=ibqEA%>rwCzEKwC#5aY1{h-N{t^= zB|2#6B84>6XP{)+q5`enX`o!+?+SEQMYZT*eVl5bWV%8HR?bZdQ8_vGxC@p#*z-Cw z)QLUgY6Q}rnF?voQUgVE*cJHr`&FQ&zg0*}|EiG2Rn>|@8rN)~Xj$zF)Y9t;Y;g~% zART$I`rQRfJ?IwHL1n$rJy{{?UZ{|CuU1G>4-z(@&@%$0(EAEmsFF*Y23?P)&8mJ~ zsLNZ`J9Q?suVtd!a;Yz`23HJ=scR2LhP4~Ng|E9EF6gK|pLZE5(;kfNXoo2tD(Ya; zsgoeSRw`yCf}QD5IKZYT@q7o6US2eA+-3>v>q(68>q(^LNsL_UNhIn?Wb8?dm+DCj zoa#x8pz29e@+6w)-J_kJM1wtPb)Lj3@b0lLJc*$gJ&7?HJt>tdrJZUROT~J1#``6yOvGX-E7=$6jD@rIG*q%vvRb9V5IFqq zj-zf*4E?AdSt5up*o*{QaC(O7hecO~8Fl*T%3M6r=(ITb8B#%U*yb_H>U zpqNsM$Tk!q*lw0Ge@M?!VGeT@gPpm^tWLEnq1mnDm9$gnkH@9Ju2!_x8F-xiJWzgx z*t>CQg}sNLPPrJrGO;oai)-+0v3MBYMO}qjh$L~P%Du8U(FNIlQHs7KpBkI^W#E4M z6?`Jr;vXf!**}e_`5bGC;lE&St|^0ovuPeT5Kx*M2uQerfP@9cSWy<}jdc0`Vn@~C^L z#yQX7tW&&9o{-Akn6*ztIeR8QPU6SO_}GMyv7MW;h@Bq8$wTA<=6wvpq!L0wO-Hs_ zL&`c;%f-3V4zGPqj`oryVo&(H@$Qd{hf`U(S~5*rbHaLn%9r=D5^6 zl3Zt2aJcbYAoXr4A9H6D9$+^MMM&go2tzu9(wXL-+e(~bd%ZFCD<&)HqHqUG(c8^50hU){;;J6^%gOm8Q|9Qz5jMy7NQfAP4bF zqM@tL4f#_Vn`R)3fjJPCc^iv5)PqxfE)MJr$9w^nNNP5x0Y{T|G1j~#>aBDl#EK~A zsA!oP$*IKfYx!e1A*z?1$f=C4$#d5Pw6hi9h@ z^9X)JhNvIi6P#KcnH0g{xW2@C3tsNa_B-`31+lm-JV;|nC$rrvorXXJCr((tFs3u~ zBI%GBr#|;;GVb#Svzh#?0hoq)DdRM1)<7&x<)J7h%OIXsla9m0phfMruNN6>4YV*# zCV9-Vy>2|Jt_Hu*6JE)_XbKtaCkt`4GMxxp`~rLg8N1gwwcSA^osYuw0;21G%m{C#VI?VJ@gn-l0LC=uNV01}$;*jhV936{-${yye z!9@#E8bgr~+A^-b#H)21a9UT=iU$)`Bos}jg4vE;n3^X=J5iO0?;XI(11ALftvF1T z70FS!B^B!4Nv7AW3-!VhENi;&?cTcCX+#!!9WG5;8+d3WDib~ur9r>Ya@&YbanhS2 zDFgz~E?xZEQz!krzRh+@6KMny<)yP1PrvHLy$`?Xl)!kzTF*K~zH};v=9WzR{W$PG z7=ZqAIRM-W$I!OEJNjUHmMm1~u&(DMg7H`)!9FKOJ`@Y0WdVIDh8R zI`G1?Aw#R;A8XEgH-1EE%{R0-pXbqfeZqZ8+wi?tp$b_*BAM;?pn6P z&^l;$P5pPp(6*IH%W5RQ(7~EnrqIW`541+N9-W3CG zgJf__Iv3aIk4T=`}56*Tc>Ylx<8-+MSbJ6F?Z*Jn?BcgwwBp@~btd`(aP__0T_ zXXR)*yKLjeFIu0t>dQ3c&!J;8#<^1!m#g`dpSy9}%VqE6QZAZ%(~_-cw0{}p3|6>D z4_jDZ?}7UUTop9nrY;_>IHD0G80}=1GYf&e-Sfug^h5*Ab~@gNby2e}S0t3oY&(e~ zIh{$lS#4jBFX>N&;wf3{_NHW=fE@=}1{|3onv$FaLpgUS~ll?L);g|%c|v1;{RaH9oHF)t+(*w{YVfsn8evuIDIeYemxi4 U3BCg0^inQ{Yh{A=y1=aqv!JU=&&_%JG&~ot7@vNN_9+6 zOCGSIn1?yjKKzW0fVst8w2Jr_OAC23oHg3yuTMOGb1u1 zt2-m6YW{pk->2#B%E(tQ-tWbW7cXACc-_Kx%)4&hb@X3*ZKGBwRxS^El}p8XwKC;Z znw|E*kyf#sKdyZA_Rj9tcdm4HwXb(;wa)4GvV1kytb1O*SnsqS8G5wg)f+=og_2ik zc$J~^o|^;J$)Qu?r+3nG>lOMNZw;OFa?MuVJ6&yhjiIq|`lg{lpIoEUUeu`P1l7B( zse(wZTA3(LcG@fb?gf7@I?4~i{w%Ft^6K?s-fM{NEh)Q|$(B3mp^vL-Gm|8b##o~{ zQ}&28A*)V%S)n;q9%~l7DSWzyKOGydRxbvht(6VNs+W_1kcG&+Ut?NxQJR&5lU)%py7$)mxSD(T44s9GzKS&O;8^! zR#U@I(i$T6FAvhMkg4)T<8>FJfb^%_1{jCPCacxSvNz^d-11Bl-#Avx6L%{h(7HQT zaW6r3O@iKkuqDpIuRQb8~=9*ja%8fBMpC@H&HqhJJSgz3^ zvW-@)R`(i>v1uM^jm}f(!qiNoiLo{17NLM{ptr>)Y4dHvwOY9d`5bebt}{%+Y(NLy zO5X8@trLt}2;Xfr3sp#U{i$lb=~bMEO88mGJ|YHuhcu@)Q!h>ypwbKW@7=!-ABjGd ztCQ7EdkOs*tW}_Z1K#Caxs@kDHX&H>^%Ts?`rB?BEY@Z!<72skm%CW2LdRhYmJS{p z9UFzdf#0R)3$3Z~#$bLN?6BSFcM=!{xL2od zd#=5a1U}|f+;Qk9aaL)Fu}@uGj=@!}j7@kT0~3<3mdkE^3L^}om@qF+%mA@QYrFxv zEwUMqThnb^EEgM1^mIVb2Ge5=$Y=_z5LJwdVz~(sFCf*%SQZ+N<{Q1sUQUo1bIaxG z^cc)swJvl;J|R8!rfTTo07PGHHEXRVtR3tKpkB}@RHrc(W%Fin%0r{h$W85){s=kfa0QCWnTO=tTDMbm|E6OfxBBVE2tUy9bYWWHANry+7GGxd2 z^XG^+1${DCo%Rvyd1HulXmADwsMTKB@R}_#)5Tz1=bQUxbrMF%AJ^d|K*J#TY_R~W z0(D&xh=%M9fh^_`nk-;;+pGOQ13iR=^FL90*J*F$PY3bopqK*q?{JdCh$8#YDQs+S z_6g`R^9qLwcNEs1F03o8FKj4mENm)lF6=LCFC2KTaPaxUU4^>~_Y@8n?k(I`xWDi~ z;pK(l!inb#52C?C`2XR;BZX7X6;2n<6do-+R(RF(g(sgcTqrzMc=gClg)uaEO~EaU z7jlJsd+}wDQ7TM4SC}jm+8b1fjWxV7`~b2jzd6Vc_BexXeyUn2lIjoU>(yGmI$go1 zO?PsvfEgNA7wYNciwD0oHew0)H|~i!u6U@%8F!;fEM4zLCzu zj!zY#oY4OHWWJV+(HvQX<$XK;c=d(svj_HExwSLmys>kxQ+O?X^lJU1+trWW)M+p0 zG2*)(%YA%l(!y7l#`!6YTT*2jc*1zJS9vw~1(+(vCcuH18&(NB82M!G^lJAx*rNr5by%zR0Oq1*y(K)oJbOCV4^HJ_>S$18 zX;3U;gWoB<&}y&bNp5VSN)}OgVv8I6JusD{{G0PKbZ8OgLU@lLbfP#pC_Y-)By$U) zo~NJUqh+~j-ph`ct2xMJ*-02s*k^juQcMOM8JKYwMsribcpG$UMSROB8l6I$&|zH2 z-VjX^3o#1o)lT8RwwD~M=32sc7VQcjJ`LN9&ljJs=FY=S=GS-ehf7WXgNI>vg(i?O z&$qz;8#=G=6g~!%PtG&xjsL+?5+4~3{sa@j@Hq4o9;4^v;4w73&U24^3;#X;{BzCD zc;P4Dsf%y=SbLz+beq(9cx7UC4QQ^wgyWVcl@Go4k#pXqqBreSC!EpnHD?;moO8}= zxKnTzAj9)su23mH4fjQO3MXNz-MTYep7h|S`HVcLF|sOGaBCP0`;>1)UxSbLCx3h( z`QwApkGJ@=$Y z0I!PtV}PVQ@YU_fw# z1A2o%uergUdV@g2xxrz*L7=7F-~rh{*H>1+YJSZE4suZXsw-`xi5ryVV zLW?LiqX{jd;5;6-fVVhS$AYX=_%Zx8L3^N9uVU%ZcnE9bqqN@dwD)3C*pFAn{70|#NksmB zExR*gZryV`jYfMly9fAIF;|HN1ipS50s;ltOpxpp?(VX}D`0MM+lwx_Wte`Rpz+lu z*h$REX9a;y`+7u?I;Y>%As4b#Bl*B(S>v}u=Yl07Rts3Jz|W?(a5YO!zwKfKW5_~c zJrTaYxDHnl%Qf}0h0SW-ol!qoDn1#Tm}+)T2d~1-4St2=RL!|qlp(Yv+@Hn#H&(@A zlg;c}U~$1AAc0@Sr5Mk~X9?dcgU<%ft~`rL`AR2vxAYoxpzz_~&-M~(?!y~=Sop5O zJA&Wg^NY1U7CZ1%Xzkcu+Gb-~$2LO;FP78?;zqJK~0Ll~w2&D*B_Bjvx)m|f;Ni`1$wpY=TlvK4rF@l0v z=AIZr!yyX5jMu&Cp>lD2h_&{>;N3&y$YsIpMTBM=L%uIZV~xXcSk?suJMD+k6ROSR z5gCCTC_t){^1@!P4(N}KBa%q5!|>6{ijP;=zh3w?g5th6n~qm0W@~T&Jyx8o zP$=gqetmuPW2oLFED%4$ax@grI)8D11p$5=%X>8_#mKzidEt8t?+JcqQ|gCgDDENk zw7rH*c1kC21@}Sg1Y*c_4%? zKV9B{w3|=2Ft}70)+!&5x$Ka&uYdZOC$U(sHu2*nYr9KCJW2Rt-#$Ycn$d#eAUWj7~?uU3ZHeJlq zkd*IoU&VxhfF&*4ixn&%@f88a+(HDyDee!Zf+qulI5uQ*^`h81iDALd;VHq)A=Fl_ z$DXed?@!keN2*NHtcUq~8DiJPXYh(!4q2e+S7={Xi_nMA?qJdho>7D>{2lSJ;CJi? zz=at@C+p2IglsV@D-U^#h&PVH>3~9N!Rr)L3xEI4!hZ^Xe{11w!SBIW&~iK%@U^Rb zJpCLNOkPT`atHxlqSt93HKrrOo07`i>8bbuQTguu>E8`{LNQZGVAz;I5M`A#&R<2q zn71!U5r%+|*q-sFtGEY3PcVIAbINyULV!1jXYlEpW33w84G+GYaA5}Lq$Fs6T30(`5*sj*&hx_sum%Tfj`g? zfND}VU@e{xzm%VmUXHO#t#pvTRahZ@MqQN8DeN86VPVj>!xADcL))~pzKHTbCN~I% zhNIdar9@nR#&iV_a{VI(6WWmJz~_?Bcm@)i@~WHj1#?&HP;RLqhf>IF4_XRMR{DUlxM_(EucZx8_Lt(qBN>|Q<(Yu7W7d4 z0%|t~zq>gz7QDMdd6zz;sWFr!9=BQ)f0PEqE5< z?H_FC)n>B12Q%2XG>P35rKQ|;+hoZ&Gs`JEK;SU9CEC(}_Tk{Y& zJbt;h3sG)NGrOHj%kT?Bw@GY)sw!RBp_bivCHI*%92WoO)TYKRtq2E~dim5Pc*`kioUMGxkKqQl~mAjEH0b~fp&Fn01zvEp#hVOc0H7UWSddLA@) z(c4E!rz_1pf_>)xtWZ^Iu?HQ2aJ|bl=RRk`EjPS94yhwi;8rI|7x54q40y&`$WP>_ zB$(r*ebL6GcJ%Fm)*Xe?fztNvdmK`;W7XU-+PD!P5vT&yOK2k&C$+=j-vXV({2Veo zR&}Nkj;FnA2OW0kd(b=iMR?|`H-~w*KXm-u@oX51+5SLC8FD0^iA%6?%PmPPtBoIG zzC~NL4?p=eo?cTXtkiFtykJ9tU%N+C~BaIM^>&kA8I`PBw>nBGAiFmDzQs82}TiNjBzm7 zps8)w&I^^DyH!aG9Rn4jIw=0w#cIfsB;gTA-0ZclbyUXrPoGtlD7_W!KGPheXu&S} zDoLH%M!GauYc&eHl-HweiJRzf+_6LbvN#_^pUuTd0*R@M?mW5wsVHepZRlP4PkUeQ z!WE%-+}w#s$(OBH$u}OyMwjS5fufp+-OdiOZNwoxiqN7C)AwONUL>_NcBv!Ke=`6f z@+NTuyreGOBL4~-`kkh4xh25_#>F{@C=_Zj>j;!YFDP)dYqxXXefK##cbZZcTw|7^ zp1~qMJb@WUkZtfLBF#apIWU#5J`-Z};nRv!!p;@R*ug3d$scZ+-xH()5r@NSuz@Jx zu1n5+_dECptkN_P88^xlgVCc(rG&g99%nqFCA;T@FM}BsUV0J2m~>#?NGN15-AmPC z-k}_pY`s+xW>U<*m|ba+8S<%oF%l|$o!Wk(vV9iz)OQ+~zP(+0_c+;oto^LHzE`2N zgg4M>g}y2Kx!g}BqP$Q22~#gkx;TX9_&o_WVIdlJGrh zPGSrLG}06HyS_ zR6=3A`4@H}{B>b>M_Ek<&GJP|8`uQlc282fr<8UfIZQj0KPW*8nAlJLcjQsYr2x=4 z{S$DtdeTGg+vO&Orb%z$5@ErC;5qH5@V0X4ze4&H$6FCRYfl-e3Tl}p>ETgRsq+6==}n}TLy@r+ShX<*NwipbuU6OW!e>6{)ub=i6XE=?5Pjeh{yoJo)l+k&Sf^?Z>=t;0LgEoWsUxgvbnRO;!A8xxY(CO)g`# zi@>w^k}dpZvsx>AmpsIsI4K6^2hntr_Ihp*U+#-%K25O<<$&D$N|mGV>-aVCh$09G zk0aD4-a-~KpdZ8bo5+vE5)?^!a3(2dq4UJ|p!>q|k->i%<%}S40?UJ-g@bJ$*iW%0 z;Fv;INk_{H+Rn>D3eE-e*x$r?@+4HLvgbjhNnCvD*%rCZBG1`t$f;au{%os)cmfiB zXlTe5FLMyQBug%WbHeAs6ohDJ_?;IJ{AgA$kUxygGX%vaDX9GH1(*qMngT^ghJE$| zMhSUo4GNiGd6s+t`s<4Pq6USlT?tw7;Ny}N4mZz`V>}#fN%`5+e#?#`L)GrUI*$uL2zXlvZ1i7+@0o%#U8F%7GP(fCkFpw};Ud z>!8?f&kbbF`GLqsg_TF@Sg{T@rm&VzQ?^0AvA-A8-XdSEdz5~@^HdjR3rBE?Ha7W2uA8s$=ZB6V?@TR&0Arua~BlDU*^_BF7 z9LPLUx6+4G?nMNr*euXKH-1B+zCV`NQ9g9p6VqlGO)L$o^W+)~_F`p1r29t_1OlGK z?hW=^7F~~nBR8LcZ-kzD80TTAo>kUQ3s`xo*r3cvghi{ZMknaN+Td$+>o^cRQcR8z z)5hRIqIC-ymttuz33jwuvo-_-D(D^(G>T=Iw3aU$dLL=eEIBeZ2!k%Z?Y``{ZNL3B za>7|DTKQffS}cIoxhx;A6OSpH8v0P=UIn`;#DMq?>@jNYRnTbJWr~u*-D|4bjjMAw z;4p@4d9mLC)mCP~wX`h&bJgYX0HwrJ-1(w611-<<=HOz)dM7I`^-}y+oj`A}Uyg$p zi)orKBf{EVN656(<$QI=q^JWCamFfsTu4v+5g_|D}=@f83g08H}`Dy3q z&e){`%I4ALoY)T^!#;Ol2>douTAOmU8i#tx?}%=R2j8$pwCN_8_4IUh(Vzj`$JQix zuU^Ey*z<+$G>@*MH~E3kCpzX7JljH%z1kR(G%7BIP;ihZcM*O^qo8!~79PT5G=sM) zPq!drY&qt~nwTa0^ouYLpuGX30K?KN*Wd_M@_vFwM+~+0((s}1wbq4y25sS1oi3fk za1;)Je4O_#QCt_38cqawl`Mu|*le?G=6_?b?c1KWPc~a6n~7k3;`dw}r|2&w6ov*X zD@hDU5@<-rEfR@P!~kY8`h1goms2AGQ~Z3`ku9>xlsL#xpBgJ;4#&hHzekZ-1HKav zg3{lS{}#wiVUv@BI??B=<@fM5UwgT4n;!yfvb#6PcI1tal3?J%S3ugO!jU5Xuo)+5 zU|a`0ZIrY`_pu=J!`nlxMtuk;x`qlxobJGOX7Gw4v5+pmvnG5ecp%?$B8mUdrAeG zK8wm6S}NfWxlAox#Gm1kvQ)-j;exv~75S?Y`KyY*6f(8wpHJh@Ql0+sS81h&_(S=G z4r2tim=0uwzvF;L_&W}5gulNkG)Xwp5qzqi{b5@;9$3OPbW{srn=0jwQPRHHn+$C8 zN<8JYHqAWP{^vjBY`Io8Kt2+}J{Tg{+YH{P(@6gNwQ>v7P%JlLy?id_Rm@meytkK% z!v$Cg7DG~WIweAO%EM9;o0+tZiR3hh&1s%(kg;Pu?l(D!;eJ)P>@rnk^CEsCE8wAUo)8ZM9lm%be-V{B) ziV^6aUX_rq_nXkEBy74BX*!CawmLjrb%`^3Lh^-~!W+Y{+NONf1lH^Bv`0Z>|JY#o z4vsAPC#DDy1RW=_)Q2-ffxr;Q!t;eUhlIlyf{+1@S&^5C;TiU#g#_=F99a{YHt@Yh z=FuiJ#oGK&*ej=P>_rIX&{5aZ?Zxn0TChw0-q+6H_n@{+MJnCpzp4-Q5KXQBu34He|Jc{tNLFE|D!9~Nn?10NdCf;tHy zHIzXZSrBH+1RryH3fgapeS68h&p)oSAuzuvOR(rkg+mjK726Czg_KB zB24B_KtY!UZJ?2uJ?G}HFtT!ZQLaNUrPXmMNA~Hd+=BA_TblM7o z`Z-h=KxQ;Ka9m2j2?FfX)6;|8ZwkH+!M7Yj%f=AQBE5m{M~o5)>NI9n)F*NZ4eSbV z&4VTuvyH)`*PIYEXcD3KsdeQ2Rl>f?J(E%!6JUE4Mw9UL$1am^L*k;~049s*r)z>> z3+(a)Z9!Z_(`5x0N%|s23k%uaC>&fIzlT|YD&echsO8cBb!vKVa2nw${}4st`u1Fj z`R$d#1`LozlA~C(;A}Ca8;=F~#;x`eEV3zkhH+HJ>Vw07@Zydi+4HqAIe_i_^FSy-YP#lz#sn3yMF33;o$W@``rKdv7ZS)JIL++@ZKZ)!p{!*pZ(qQ z-xhv$2Y>cQpFQyR;b(X9XP*syZq1I_h(-WKf9Yh`@*6Ryeipbh)#XsBd`0e zh_w@+esTY^hg3@>KKzq)oui5!qR(zSymjf3(4^5Pj~rb8eQ$|aAo}zJ7k=dzLW_wH zKK{%zdq4X6kX0ezUwPlpefH}g2tO0@{k7MB;GZ` zr5&qEjv|_c?`|*mk5XVyfll0V(lzXDr(H$76# zzuIyyJq%hNQvbMv{z$aU>ihetm15x)YImvB4yu0~Q2)47{1Kk$1A$;d!LO>}$DjTT zrF;qXyR;nAd@GLpF7bEgk-a^Jk4oeChvd{=iLF2iUa?;$zK~o^I`-i=eGQtn7x>~9 zvMoJ~kH{o0C6^EfaFK*Ze=g+E!l}{*oN*Q|BIf-YTFNM;*lMT!>1VgoOuhXcXFFRt zq#kYetucLw11*F5_R@z_h!|7Mh(4vca_DkazClBNsz@argd>DDk}eLv(t)lh;R9Dd zGOTDL7EDCgZ+n0mSH^w+2kr?SgZ1jvLJ||E42 zPA3WB?-#KUmcB%Ua3)CzQ_ENgD_LntCS0o8xa4BoTikFBG&Ls(9 z>r2c}7)=twfbS=)d5LJk`6MCSxPgbmOT}$|G)V~V^(=%1FA+_6Ob8*mbokgjmcjg1 zqx86V-etKp@=j&7H4m+yV3Brde(K#zl=jPCA`*V(>@xZN6^cv-ULrDi)ofaI>dOlh zkt~8*JvqAwf9+*T`@Js_5nh;GCgV3KGReF|WI_Qv1kby~hTalWt5$oFh$xHLtOzWL z*fZsIGzRIs9^!fnMGHjs`~u8N>+ZCF(iPiB2+^T_GUDNs6!uMgd3(WmL}(~BxZ?Y^wKhX7V--a@>c_9f&gib^w`(zo!X zt#Qz-q?e6*oHGcE(m8AbkxCOr;W2uXdv=d?&(_3xMiHJldbU=nns|x}{6#yE)PVVX z*qYCUF+M2>GY6mRPF5#HjYvAo>DNMxGMd*6Hc9_JKxjl}`< zM_S@V94JW~JlEtKS(0zCmgKUSBq{tcha?XjaZyCyLEb11>C<6*99cPw5(Bwn4aWT_ zva_odGL~Vz_FZR>4)2cYyCn_oZO6K|%VWKzIL92lUG4iKfz6NhLwm{`exEgmD`Ol| z5MmAvhtDX%Odr^@V~7bM$2?Imn!M6k%BT zoVofPW3Hkz8U-%q;AQ=Jzu2>o>VtKWEg4mqq8KtekibQVTh(dpLq*ydd z7DbjKwki@6%{*N+6i}H%G$uEWM24oxi`?y-ded!fWKbMvj$W?uM@BbqI^j9b97?sIVxl-l=UQzdR4ow4Q6Y|-Fm1m-NKC`V)>v9PKv$E(XCy=-jbCH zs)%zGfO7Xxd#OrAmr(5!RRSaWm;N>G@~eB(Wq&&P7xb$&-fAzy^)ZvNc##Oda5RL1 z4jeC_1$;@Yy=lQ)5^GgjQkKMOkd|yEvD%_#PD!j#Xt7Wdem*(7CE=%%BUlnX964Mi z;VY5TQ4;*il-}6wfsp^!V^n*9#yPE@a#&nCK|QkQ$eyhsGyjA5qP}3!z9AzjB!J5-xXcol z*^o`?yrDTc8j^mf<5)tnn2d5Wt ztQf`WFtgxjEY}U8+Ca#RjxCqczQkhr4P&vS95?M98IQToGV|Fe^VxuT6}BYcK55LM z2HYnsNwgLF$l`jDRiNAGvjuuRJY8qBI?+Ud;4Z^1xe0UiH^%)-3*v?hjk5-GmORu( z=Iev)YsL&|n0?ij#8>d53YKTEr@&maBl9QI;<0Z|t0dWZpXgEVE%)#-s%}%ILulBy zqAX`oPce_eT~v}QvO~bWn<$5g@rU9yd|F4HRNFnE$1>Z#xL@eQl`5tWw|*x{T?ECSTE6+>4v?p|8xHfIpXEmj0@#GgP+ z@TZQaq&Z>2m?sUjoGppIqjsb4o>74qmZ&Vi6T7fY=r~=y7a4nVv}FYUlW|wmB6t(~ z&?x;yyb2&Ayhd=mUZ30FV$7L_<8!to`i|qGlkN=FwTb{1e8|ZBgfa7Jky)HUaYFj` z2m}js2!70%1r34^+mh%z1ZybshGuh-c|+B>qi7^NXJG!oxJzk)S(}+qc*+W%A{Z^y zG5URDZZwR3*Oo-zG1`8#fbHj4m_V34|KK^w0YrvSnim+we=+WKS`;%GRMY_1(XfFq zfRgJ7tc!G5|Jj&54c33OCDC_SxA{A_v~ZXs3N(9DhH^Wu0O(H~=*EnX7`gkiMuO&# zEY?B1*_bg6#BH`D`VQhM?4q=APr84vYjhmOA2Lu68h0k`m|LAeO*NI9$oN{KLvzfS z6%CqUTM~VTX5%Rr#qcgW&J=DXETV$FU;j5^D!VmesLIBjOAFP;40dwBT{gyC1hJ($ zVnt()G{h!sNyHJeh|g?*HD=NBdfkGAxa74Qx=vRux^^ zaM#{zEa3E7Qw(^^s=O&$ldy((w=qAO&b-T(MBmZcd7Q3%rTas8HK>RMx3b7pebh3i zev1+PxN-N>BDyQ%`TYAUM1}uswUP~2{pvC$VUhAn#vE!G|AH-vzGJ*`I4^Es5M``s z9~5;bv~^>*MvUN>jXReX!A%)gaF>m9rwq!370X{3Go%6bXSO8z4%o`aiVZ3&%a`3p zhhFR%!?R*(zns@q86*KJyeOz7EI5`L^P!=#$d*LkQMsX!D_$%%v$(AqcYt9g;Y6^6 zO^I1sGGhCTyP0-CZOf>9W@CIR_$910293GW@VniXMBnj?jhu)d8+*nWJ!agMv=}YO z6!WOXEVm9478j$&->zYC)|N!yvDh0PUW@PfVLRbG3J_K66Xoi(h|-MUlu#_JX8t-O z`mC`)(jvMqBQDfT+R?)X1eH|c9*GDJZX-aC6!;TXDwmB})!=X0lIT19J1B+V2x@a- z&*&&E59%UMb`P$Un&w^K1klsI#8AKAxbtbD-XYQqa8EtB&*lX8Vq+-_=6U;8!*`j! z5`C{Re;U5;wk6Sbd~Z8}?D1?9Hz;Vk`cB->i`Ze47a8YYH5NizoNv$2{Wg9tV*B*7 zd8^BHus?3hqz3jc*^=lx*gGFD6mta!NtVS+!Wjyaf`Y3@AEwLS9*Fv}so!FlziQn5 zv@q|?OcVcE$$ywSltoc=T%DRN;(`Sf;FQz#3LWAv8#Aau{1>()`VR4Cve)O1pL|q8 zJK;_hQ9wO1db>Ac5LYkj*D_^`u*r3=+>+q=94fG_)L~m;%#sG%Qd<&zhi%;vx?|Wm zO)+b>TF2lqV-7S7Mr}#-9fLLEbRHeO#f9r!BtK%?5}q?I-)7vU zw79Iz;J`w@2%eCR?DM1`G@v8&tT8VdLYHkx^c|ty!#KfHL)zqY#X*?2QA55`@e(eT ztpp`cf+Wi5I5K#T5&b@65u`=*wv3w%`anAnK_4ho9ZLjN-HkOm((gCsQA7H@wj}zF z^r4eG?pwAx zk(GVpz#>HuL=G_ZEldkmwPCHU4Zmv4uci$jwh@0-pk>>WmUNC*&4E`xTRl0Z*L9HBvH9`pUEsU8M*cQh?*H;Q0Sc#g{FRE#p5 z5|FOa>XC#@kMA^QOM~#uwj@$RxXac!zLGHX9b$HoF>yHJ79>aH>+f-B%^@zVb@-}c zs$)_p=5Y%Rw?Kt5I?qGz@pW_jaZ~~N_&uyWKV>ZAwA%B8&>mk#>}sR0Ss^3bT8}dg z*-%7T77_XBEFx~u;5=-+#S-FARmDrlSox@Nk2J;mQ9+`spVafIR(d~Yt2Hs2 zs&!MJ+_hUDrJL#Lkgqr*bG%i?W-ltSkkv-Xz@*tF-7BnDOIGx0&C`BarbV0whkLRf zagOK>4w!@Uq}e7RA!?y9dzymHwlWf=%#jGSGQQchU|>7EYd=@9mleLo_P{?X|iUXvp&x%PD$qf zq%n6IQV-jbkfZa2EeUD+-MM-o!@t{5|>>C-cUMAwnOtLHx6>hrjQkk$Y}fFd%`wWo~02aP+L z7J-2bU5Q8zcfgM_h?gV{;`bTzq6z&ywj|^ret~i8b%BNTr+IV3sblgfQY~e=OgaKl zaudeslg1rOi_?Zou!4$k76B_EzV!)XhBUBVv?UP-%fehri_7EGf`sIvUtZbGVQ`y* z0c6PF$aZza=4{QH^mSvYr`4pJ!!S1%1H$eKc0;49E~^vrWdFgKF-@cXk08<2=Jwp= z-Z|=ttGAt2O)P+dc#T+ZIK!=GmG=D)Q$<UZ3hgjBydW(`~558*bGYO9V4T$E3vdcUCtaKUepauH-KB*Nr=#Qrzv$Sh`T1$uPMpd#RDlRVvErejv&H_%&mWG$?+> zmV_K@zszX%dZD?6Yl+c84b<|hI^r~20&26gW8D6?aTn9#w$-mVMu#!rJyx@VM-91z zRpO(ED1;e#&Rd1F7npJDBrxGmzUlh=Z z53z*&iUDJ8G@w=r64%h$4Jr5YIsVccm)o7KmS-x}DT;i?YSgInOWXKuhV78Cpwf=A zA;i_g`v$XqRqO`#K!WacEx9u=a($B7+;7aPhUt(k2|4)ouv+xmY`(G!_f`sYLcPjZ z#Ay}k@h%D#h$u{g4n!o9DPtw*g-G!dtp4N1UD6cqye)~i z;#s)Y(nDvHWBA)A{MDx>f3&886{fM%>fu){0f{EyhAlt9q#a8|5!s_4y0e zb^}Q{V$T_Kq-o9@Y)SMTv(2aI$}U)cdEszFMpcx~?TD1G?`)|r1cmTOv_8O_iF0eP6HOUHHM$@yu7bLFXa%0nZ>y;Cxmt}umfVE#8aD1&+EKS5(+D|(bq+X-fR*4|-*3#22G(I)5`72j_Oo?QWHn&P z=3yzH{-zS6HyPRqV=<(K_Vx@eE0O(x1x<5}2@K^(LS!aq%%%qTYivox0k>EQ$;A{K zYzq>Si#{!;#HCqBA3iaBZtp%}+a2tqN6mV26IP^m8H+cqBJsUiI5gtc_wM6TSHziO zBNB4qI>zj13iDmIB;rt6pe+@Kw@)lcNG?8L8$9;+$HZNq-S)@2@84K^sJEZ-IHcRy3)9)s}=D zWnX6CdL823Jd868ml1bF2waqHNQS9^Ej0a8KyuxYWw98JqZk5bk90E1h0}7E5JR* zqDnhn?B>Ju;yUvK1 z8s)%?z0+>`5R0#+e~qypGZsKv?009XBF;ux^9|Zc>4vhB-LNJp=6%7KMGfXx+LDOF zY~gH4e~ssF3lfrxPt87)So>9L9`q{ko$OSF*pC`>ra|;0wj|^b`XNTSn=@uTg!VpO$5s&59%ov0=R~oN0@Aa? z8=c9`UuU>KXDpGlaPP}ZbB|C$!j^=wuY=T-!PU_TAjH;Bz#1;q$FMDQc*&AIMy%|f>S&1P)6qbCC*{R1%ULuZ|RB`s2nTOpEC~A*R`?-%+}h z0TJ1T=xDZD#vU6|jgjIyA-WmfHl>>8#4=SMG3HtW{)cTz$f5d!tUJA4*&mh~azyu6 zu`M|vMlfcxAkNkFa)nCq=~n#M$yHHe{rIf0n9}OUVW}Sp4li|6m;%{NB&CPlRP932 zakbwwW?NH`-?1gpcLg~q6~u`<#*W)SPIQ81pb&K)=4O%)N{DIGyNpvL(Fwk{q*;Z& zVJyhBD)fj{p}0Gq#X?WYK~bG7i-FHYC}N0cR6^#)*NuCjY1BX1lIXie9g!M!u9%<1 z^@QFeq$et!CC@|-moSndj_Oe_2(tD#>-x2Z82pMB5*Fn* z8Z)mc%~o3y*HURtx~NXvOQo?U$VzkESZHZYj-oVW>h#qrO+u*Ph%xh;(mY^GqVGzB z3W@CK-{TBd-11DLC{o36|1+)((qaa4wr03X#@$T|H`P;Qe&LKTyPOwBRc(pghy_Rp zBTO2zrh%EaB@qYHA}lK-ySz}cAR)Qn$gTwm$p!CxT9A-j++iE#^!Kw*U)%lcbtkKn zVrx$^uaUX7G!|}X|Cq6+B##5?V&aDOMAC-#hmF5gQ}GW864!7QKBrXMi7nXN{I+q2 zQ;NAA+l^b4lp*uqjlW$J_pjTMkfZ3=7_nZjeHR^Z8`>^*@F7e8?~R#HEB(c|N?Ck+ zXw(-atu6o7m;nud|7}a6?*MF|ZL)G;a+2dtUD_}_Th{l+U)O9ugXWi%KJvix<6eu~4n%!+2qXOVFV_LLfE-2ZBY8h$2;5$f2gn z2uatz_MSZJ$o<9wO*@2N0e_96Vw}D&B@${&gA3lF#6cht)q|%rMV3fHg7BiGO#j2i zUD4F*E?W|PSFa6^7aJ%QfvpthDD9Y|UW(?TcWJ{w=Zw3S7U+$c>43LvPVg4<#}|zx zEUjK+%#ViFQ??}HXjwS1(hp{b$%2IB;s}-m&#&;pT^M z0;*msyAZILCR`NGZx-Cx3Ht8Mc=-QZl0&gi01mO01P(*zEpg}QXN_6X z;P`1K5xvFhQ}Y+ zl90CW_ZiY&uV&T^JL9;$0rRF?!@Uf!Sdo=`JK;G)b^V6kIMJG^YOlp{bml1=@)W@+ zAuabhV{SBz{-swKSxk9y*5r|EK|*TEPxMDqZX0%RB~k7of;=*-`=pDTJSvk&R&-9a z%FQB@b#UG;szN3&vThwTMl-D$xE;DBdI6VOW`CE%UWCPNsTYdUC8*p!Ve|-#PRB1dff{RN~=Oi#Mu2$J7#-rr+kS~{XXOFr$u#VCcIH4 ztKy5hIKh9mLD^D*dj;Zzb?*C(8Pp(tuPuqbL%fFE;i)R(63NA55}q?`pEB-JTG-Zd zp+@2<$U;>oxP*PdUp3}ML+InSB>Ij}R$iij*kZNTEKU`l;c`ESQ&RC!@3M?hMkhbR zcNy8Q8H*wC%B_-J3h?bR`Ts?cCU#wH);~G3@jolfq878h@*%X}1Ux z7GWpbIL82Q{?T5BE2JE?4Ekdp{3ndNnmqV50ppYpZwS&zcX1HQQ{owkmnt4LW<`_w z%WX->k#!#f*XwA;0M`a7J10E1*+Ldv3?A(<9?<^?S_oFY6_{y{+LoW;NB6Q7FwUHF(dam4x>pSC3thtk4pl#VBlUkehFi#eu8Yx}!l*g5J)^m4q|IZqx#q*_Xs zHmpBOHucFlg2Xj6x3@l4Y_xC$`5Cgg2$rBYspsv9 z0Taa}-75^yZN?%=JH&6zT#}rNLviG9#!yq|#|25-X*-Si(;&OmmV_K(w=n9xHrW}j zFFNhch@5dnUIJ;7SIj3(^#&t*#<<(*k>#qQ#5b)Z6uv{8mHm*VBMXvz*OSKlX~;fo zOCpY}h53~hoK1oS3CTsjEcmYB@?;fJ{=!tl!Bu(AC^m1&jd zF%D@}ZFj~Edq9`{WpT9t^&s1-;SL~xK018v zyb}sRpctK$qqaZgJB-^0jfIjHw;dvWoOA2VY{_{Bj0QDe@hp9 z?$_e!{)~TrM@{qz2yV1!{HxE_dJA5c}-0$lwKKsI?6!KNZoNIcr+?GUKPb}Or z>Dlp&Z$UzG(J#;L#^Y2rv^FDjk}S=`#|}t0A!=;qXv^w$#8~2KEzV6DTopvTio_1^ znl0uJNVhJ?biEHS%9aat(@coNUr8><82Etu8;dcx8#A+(Bwr~5Y zC^4{kV*#cG_TG$gP=W7p%%Y!MR3Pe|3+Q>(7#0HEjBUQBI=e=ejwBunbdCAefPb|u z2|0eBWZmht>xZ-AjJkiiXOCF$a}G$tg`IOZXRMz$?r>VHos7#I2k9Wfc@PZ8Z}22M z6WqQx8uO;%`5$aa#PPH+>2g+Jb7Db4a?!6@VH?8zoa0BQoM_)!#E|wl2&~7}__H@< zb^1ADd8bvUZMc-E+7MQOIHf3(;FNX%B1`#%oRg0kbEPTLPYM!UXM~VPiogTQN=i zZE{DlbWW1^rP;&tl`N~dm&=m2mF_p@OoQmKEeSc2?_!jD?OZNC;!Yy0Ga1D!{FJeo zFlIk3HcOCX#@`>#Ez6P|!kjS&8V0YiC6O8f>&0R=W$PND(p_9mxJUVE4L6Cv{u(34L0(&ILf}&n$(d%q@PeV56cUr90%G7D$Y9j^{ zS)a=o3^XChUVg}!drcR9z?Os@tKV-+Li%5X*S z+TcK)kH(24Gz{Nmu&&$MCug*s6?;19OExg^REC z0j4je>FLn(QN7=8r$k+esYLLInmP8zK zi}_x<3_RgjkdR!=u|BXpOgQo&?oBIVD_v1M|9s&zGCXl*rsvh*s$)6Z$f4O#Fe%~0 za`>wMEUK41rOaykTgG6fRojsaYRCvVNVWA3HIf)`Hz$h$3tSb%s1ss_5&?F#_-3~xM1%KO75>gx1Zh=acY-RY)iR|sqXM0< zqxd(*ENVc1&6dRfFF?m!6(9GgRY(H5%X9k{bd*WQ_SOryI`Z_Y`s{? z6>D%PDRx?|kTV)yda~>6(c#?@15^6ma3lUb#waGMBncsLBmRR)8}Tm~f2*c`?-V4i zVF2pj!;~zWZ{>oms-xBLerJk49j(^uUYU>M2C2UX;{xU;}AOSyZ%( zoRja`it$>wtv9~2W*^&|Gfn1C47pkkWq;xo_m(H^{?9k&NCWL#JS;B3Rongg&Xvxt z(mYt{!uHa9{6OY+&$s`#oyTr|7<@yiV%oe+#$)!T49ZSp5u_bNH;Q9)@?<1)nutu2 z)w|W0F%6qrY)Qxgb(0{`a}YN_jswdy`2{%~G^Xf?QpC4tcW=hvoiy%XTJW}HrkTTR zkZ(bwN^q#y!NjU14;wS30e8ZdMBjlMIaYKhtGHCI_>35Ij<~ed19qVU!_x&NdsfGr zE{@ev`b{nLD(PgR@G4^tO;0JadOU3`#N5bmorbz_vM% z16qc1h-g$o)#8eAKQxWHXiFllQ5MT1xx(Vf!h(e4qEBwv29A2=uQ%L}!|wP-IQ`q_No2YQnM1WYBLM;Z^%B z)>hPS&IQ8VN21@^OVn>l162C0Set}=j!zhKuj$Q;wj}zlH|uF^lZrHQ#f!yewv6)V zF-1sj!pQzFhI8&fX*t+_PF*_Pme`QM|HB|OXt|KmPmVg&Q?t^mH zHac!Mb!)|lt+}y(ORjP7N3%QlOTNr&`AEVx)GA|+G|-j{64x+Xwff;oj*jWzWSf{C zqY!9MS@Z{tJDPT|3?Rr9@$Nu>Y_zE1Hu0pe>0wJQfH`CE<-93lfrxx7!A-i3{xbjb7Uw zztyL`R@bX@OCJjN^8VTwpJZ*L?j`Q!{dm$|-d`GjtEO0A5+tsnbF}S*hp7%hXxbpa zmBih}+n&8C5A(%0^~Ph>1mC_fGof&btAdHsgd2lbCV5Z`jM>tVnP*Ev4z_<~aC_}R zZ99s~U8-eNbfd_o;}4P3e7khipPIcXL%7GdqbbJ@Af&5XLQZ2CN;i0A(hl8jW41I1 zci58XJA_-#dASz0ERn1*>kyo!9fS7@<1VHJZ!7X@d>&)KDI4G`leXzj8}p4KrrXkkk3+y?dWuC#E^ZjaqrSXwkb137mo_=sJvmwoq||G7QGD_ zsb5K{Tq|*iC?VeSC&mnEV12=sL>w%Og`ZqI@>sVZA-R~towc^kw0-GF8|Ww|+SzsL z$!ce($~D!oP1pw+Fy>2Bsg;66SHs=&{Fi%0bu6So z&<4j8)x;9BRf9`JwkkM!SZ`n{B5pgsT!ftzclagkN?#o*M)r`g1k+lHdovTL1C~Wk zX{&^Kn&qB~ZIiI0e64%XQFyv=*%r~}d)lB~KD#==jly2mqlzvn_% z#de?4bCC=tt~+q~iuky{ndP10R9&o2qIjcM-{VXa>o{YqjdkzomKgNW(QHYBf&Z|vXwm|I zC^PQ&EsIQ#pl>LGfv(}`JNE9?!5nriq7DiE>xYaP*3{t#Y)SN89d15RqyT6Xcx35@ z(ut(I&)J$G{$1nlriIwaOc1{@G;wiI$ZrJAgze7XHs(!3^S|4Y=sTLbm7Ac*L?4OI z-C=HebU+)t#|ZzUu?W&4d|O7j3yKW4HgIJhB3LJ6ME<=omm1c8YfB=IwS}iAokgDT zEl5Z%c;#t9LUO?yZ5AXX7k^^A-A7zt@AUk&-8&sVgPJf?#b?AE$SXCf!9m-ps4>^1 z1C+FqJLTpIMXc;jQgR{r%|b<+bU|BWoRxky+-<$j>CMWT1d_Ph`pZeXt@jvzt2Q9+ z6eO;p?>P`wKncowM5ZMDF*h~dhn@y#E7iN)EmWyLW_(_6+@tjP(3YupIVnWBI4MB+ZN{u<_&m$P?RF-v=h39~ zqsWGL_`WAvoTCo=RBSIMxd{vZ`;2>>R`?q-4RDqXZlVe}3ukHokhJ7_zcE7^1n;#a zA&1DjZAr*Ek`>{q=Eyk)s%@dEEu&4W+$m!vFkeohL7k-?E6-<)rIc2Aw!*S9k6OJa z)x;)v^`AE8NzdN7I_z~}-y`_6QM(&@CyO3#|ygI=q>{@un zoN0iL3ld#djy?C0Z$4YEV!jlW_u=ydy$^?J)aK6Fnh|=lu^iGP1V5hm6+29l-w>?` zLP<{an~ZtWF#3qbs#QD8i;>n%!DT2&)JfY1MxEqQMZ7P?K*PR@Uh`jPL%_rUOfs& z{2_xfe|x|D)74b%8p$RhH;P-bBq`SOEnB(%=dd#6H*HD8p|LP<(nj(Cv>+k5=+km_ z)!91b2~uH=X0aA?c;gRQK@Rj$L23avS;38>APH4R_Zl;zjohp)iM|7~Ww_O>Qes)o z$rmRkJUTm3OxWI^r5(fdgmD+s8riKGH{dZF=TSi}p(g30#yn}rowFs88aZpXV-v41 z2|x+~ajlaxCr6{!w`(hg?TT^#(!#dcUpW$Z#2?orsg{*vE{jK&>xE>WG3H1EZCa4H zhK|Sqltw7G^0eTeZ5b$v_Xl`IVX~sY5Wde?U}+&dNF^4yUkJVii=}Y!5!T%o)%XLP zRZl3fkmq}h`PBe^!Ip#^mG5L7>9r@cX&9MsC##c15eSe$y(rpUTQQ=aFz#MjL^tCy z)qJ+>^QVODqNpWgJiTbllZM(a+LDN)X5ryTCy9-N1qsOoJ4qHKBp1A8Zb3qFanLrz zOUn@`{ZS-Zb3X2H4Z$O1p~Oo|BsXEpv)j1G$(Bcxb9)00 zErT;Y)g?I#9k>-qi{>51>}UXFY)Qz0=Gc;u!=2UOs)qZ#tKkB}{ju4Gd+%d2OV8t$ z2i)s$F}m0*eJ&i+IpYo`>l$?|Hl}?okT*xX#`wE5MS9AXgjA$g2@*XY^9Qhnco9XZ zs}9P=dzW0Ce$Sy^ZG-Fp^0|@o`6wSHDmG^*J?%`RT#XpowiN}o7;i8ZOG*^m2QyU4 zut6t=f_~w&h3Hq-MJ_k;K>d?L=og*Iu2R1==)c35K@IwEw z678jBEVIUNwds@(;%^8_U5A5hczcH!4dl2EHyZd#SlEVh!Y!Ab2I?V_Q|s*CyMKQa zy0kB`7{6{TgS1fY%rt2%gZr!-a-W?5_t}8^tl(aQ_8*LS(xCl6wj}-*FS2C%gz4fW zqt*^TKlLSaWxsxo9sRZR`eduGife zo>`~p){3(;%>pi@KjFE}Rz0>_EBzBDOjgFnVxWG5XVib;AK&61^ROj_x%YbUBiTfd zC}PuWX(8=oEy6!Oh}wiZYW(FsrLGh1SwXQYCcU32<%Ok67H(#yw6c?)J*? zdL+S#5I*imQL~^Y@a4=#)0hq48cc;Gp0*^Rhsps=+_F>dxuhX=OV>46>Mg)lb zYBq&n%*PFwu?ydh=yj{X{@*=k(Y7PzFW2nBvST<>)+MOx4qSpb5Xu978 z3Zp!k`6`HU!2YucgKrm+Ne5D)!*2=z$w+HNT@;j=rOnHhBr}1 zMp$Vz1u?`$@t=z6!x|9|DXrrl8~Dd2{;@^;NFF*Qi+HHy2DC42!#}LZ`rgE^8h^P@ zscWd@e#+L@Ov|}K?Vl0c4K(x1J^30>~_M$wN2qTK9 z%#$YT55NiY^jF3_`6la6LK1&2NOT<~y^mepr=%5%t0i%`pV6W1UBU`mz7;BQ>=%#B z7aO=7sfmhgIQ|hCChe=F#X?-ZBkIKWY=pJ%Q%|LZeGO~2QD3nQ%zYKpR?t;kzlE-< z*e9XC#F%jn{e_k!^my8QL8<49`n9m5@RpkxujG%MJ$54I=_fT{T=yCGE$x6^m%$+Q zxgr;%mY=|KUKy$KXoeiCgU0M=Xx(m0;x@d3GBkpL7!<5i~IeN^v zQ|V#yBv*WMWDKS-@FigyHD*VH>8ve@zQeQ~qbc-Cj=>M97stgVAKh@?sQrhGc?))u5oNaa;=uYQAb}G9+9wKHfB$QwPj19@33w-<$0VPrCeKmOLVI2 z(uTo%zj4>ng10_11>VHuCU26C+R8BQA<=rTF+Unw@3tk;ceEZrtP#1xbbyTPQ@zM* z2E>QB?reDB_8upw#zsL10kD3D^Ho!04fs`Kai!IO2Pl%s{mm-<4ZR?#7FoZ$T!?{m zhHGZ4Lpuz-NM-rBG3%PL{E{t+zAKA=-K7Ja8P^J_#2+%0Up4MbS}23NFtb2Za1-%) z!mR!Oq+r?#u@gAfIS&Eb!$;^LRC zh6@D6UUhAQVz=S!M!AS{F_CDOh{nY0iblpw>1B%op*T-61d}G$b{!Coc9>_ zEG;Z+GiAT9FG`^KJZadxVEpwOHt)10@eaJmLg*7H+s@WeE#T=E)w1(rkyMs@vR-Xf z@)4`lp1mn^`OC%~O$*hHSPCng3LjeGR735*8FQkc_H(u*Qln1w!QqWaab5Y*hw8NR-t!+D_TYPjfOjx`AX%$OSu!Y>LE*Ko$k zs=Hh+E;N|IQ3EmM`;~0iUq(DPk1eq105g1-AzQdB>O(6YLYG-OEo6gKvo+YU!+7Jq zh=Hf}g`&WsFB*RHjak$1`HAFJDB;tt3mB8F8 z%UmR_ZFqp2(<(`J=9pQnZS;n7G_Tg-|DX4Ag-Vs`HN<_ME^Sy>US%xmw7Rkp#b24X zY*Xb;Q<%q%SbydZH6P4F83BnF**!}%yJbd>O%<^8O2XVc1iZKftphh!C=G+AFZ z{(4Q;En5E77EU*c3G4RQKwX)~-=@WzhUUcq&b zyon;xEIN3*^f~JMAJRXc$3I?s$&`CJk93Pd=aFyWzxLvsi+Y3AN~b+AJdPEizbiqf z)jREFb$2>=Uive<-(E0Tu8wz}Z!ano^Lek*d9Jm?{LUBh|feXPU&U;86}9fhT9k!FYR zR}x%nccZuK>7R}C&u02(EB&(#|I9WFZWDLg$^uwao?^6BqjO%4pNH=I!HpPH+dW+w<@9ZMyLnPBX=a6X@dB+I1;H>C*m`h}O9k1XBH&VfzQ@FCRn&;)>k!lsi z$8fSZYIpAY_a)Z5gjkoMJe^-us*7OHl3>rxA=u5wXg`@G>x$gdbC@SYW=BkhPyG9m z;oU-pO9Pv-H~J^rnD8kZneb1tGD!yGBFTG-{;ASGPt!jQ{4<-a*l^7AYGDnqK$&B* zp8=8nn*|G}M*2m(OJPAm`bDQ~!xqE^HmaVywi{Jz{7F~Z`A9IMbT|Avc1FGz@U_O> zQsB%T#uLO)?&BX1@Q-2saa8+Y0wxMs`a1=QI>ur>(n1>02*L(Yk#+HEYIw4-f9INIDS@s<_5Md3;qYdee?(%{P2l8D14otU{NYUUy- z#?C|EoK{J)(|e=6t0cBzUN(wK9auUcltA~d$=l0VlN@pHl@qlQDc@oJdQxCf`X)In zi;#a^#gZ%%;cBmF*$Kg1hLW=yV@_ON1XhOWZ@oL`0+g&=7*H^~TUt zp@ij-R~ZTlpAGp_TQIW?<*T`&lQ_J9f<>pR*#93277>HR+Dv7RVyE+8u1Ci5_qR6IDq&8uw@Xn@1UGrRX(}%Pik;7L_Wwl%~v!X9#B3&!T{#{Er;&H79==K9 zDcWPSU@?)pKgWuNVG-cIj9kfx)|^paO@&S9u1X~!d68TKua17_AR&fYt3~> zW`g^M#Z?wdN6|ORPoljoPu#wUZMuesLmZ-SR33x+rrHyEepOnOn~XWuEXobGB;xvD zGDv(b0*0b3&irqlgOYDMj#ypP0pRePfI4diq(I5^WTnp8rwas2- z9Xw|YM_PlE%`}3Zgsu?MKC(@}CnA3iu6C1?<`mTn4+BcYJ7dhIrg$f9N%S4^n`z2B zf?Y1`gcVS@j$js%9q%&j4ae#o%-NcOoi^@nT3{V9lZ*>~vp&BZ$qD#Xunf=YNi3Vj zoM~7-ZA+r>SZ;hs0gy{6(M2KAS)*GcM(#bvolA?{#!Lh*9Iiy^2{5PN6&~P|c)eiE zkA~MfZAtVUuft+*ltvt+;c$)$aa zk$=%xOlgrnj66r|0i&Pd7&iA)BrJ13=~us>S*4p<(M?4?!efF`J$})cX-z$T-j+n) z)#GlOY6I;!<+-RKGzxc$a#@ep>u?cqaLD#v)3q z8uy@}zUZUSj4A44w!wYOdeleM*$-C?q$hOcgx^O+Gs2rjrDpuOG0&Q2{HZO8zH7$P zUvCZzo#TKGd*;Wk|Y(%Gm^xR0N z6dedJB9%IjHRe^*f!l0J^j!xIhdQwT9@G!JNG5xR)=$;xO0Y|sr&1f`s<^Q)5*?2$ zqOOV(YsI6+VoIwOhox5R$C{nGnWb)K(am5pHBS{bxSQEXHx>0*5!_QN)#IEo)0%pm zu_e)W^>9M?{S9n;-2Dj#r&k_bjjOlr+R}ieV=i+(_)&Dm>$f!g6(Xb*jBdiR9IK( zu)fEbIStkqY)SMTRypbp0ai+C!8PupKvJTkHFt9c^b^J%P7A0qNDpxqi(nY`H(*#X zxvOJ?&3zBI}|9_1g8^N&}GAIW-1J&k9KK8g0F3;2f>L@(m|4dXBO zDRs>l{koudO?C!(2lo*6UkV;JDuhwMwZp@Q)iar~&*DTM~T- zcqbtAogz^i-5-YnYRU(Ouar>HIrUo%@gEv@KP|+&6vwBbSXBmF&s;D*CK!9Qbo2PQ;2K?21fZ|B|s-KuOh@aGzLe%v+6l*EFVWOQP=@v*#FYA-F`l z!)H#8IurHkl;e_L6POBu@`3K9rv(gTMerf5o-J0AL9CCJo0)gxXk&BP|*j2jC7gL8@j!bVQkG2rS zM&-RRrJWR;Or;|KxX3@I_(xUzNVZ<1g2w{OIgb?tRsh z^(1BIz(HrYHHn&N&i?(`{dYuEww>IB<^5XYE~k|@s$qb$>;dHP2+p$1nI`lZV-7T- zU$Q0fOgK6kj9ag(mE6ea91797J3ETgfP1eoD;jX`wk6Sb;5IODcOX$Zfa_59?kHeg+AvU`Fz#Afpf>tI-J!rk zylDWvXv~5J&@bAO=sQ507@#{9fcEXr?u(heuB{lPzc%h(T97vTAl<2e#QbS6{iQJz z8cbiZC2_4_x=V%W?(F^p(UIiCq_<+2R_u)~4|?WlwF8*$QehJOX)rA{WC%Sbxoq6EwD9;2!@+$aJj|O0P|KKw|JU1<21!+2VP@Y~79}DgB0+J0Spaur zQG+9kptwZy=;>)@`q7)cz>Hhaiqez3Vnn+VB~&SuR3)iWqrx9e#U)0Ar5KlpASu*J zOh~HKq^!h5BtRzEo9PQ7_LoigXgCAhD~LV;|`Bh#i%>Z%scb(lRo3Eg-y*v4}AmksH4i8 zM{5D@&Q0?@?+CX+J*#Bc6b3n{aHJ|m-9eLdUAMqz(vJs-6+H?_>qpP!7624zwotsb^g|TTUb%Rf7FW;I;Ic@+eWl;zg=^40RC@daPSO`LIC@cc}mx03V zo8(;BUX1IPD=Y!LQDG_Iy#_LO%JE`4=>v=Kz z+Vs3aGXJ|mGOxp5)S-dQ+Z2-dwF=4nHicyV6NO~HS0R~yppeWP(J7$}%so%F8oDK* z8*RY-5}}(>NV-obB;7*>O1)P%N^Wv*R!Hva6q5VR3d#LJh2;Jl14YMQU4g!<9xn>Z z+u8J+U4c!1ohz{E-|Px#`koza#*R|h@h)?eiX9~r1k#Q(71EAX3Q0Yw5Y$u7kdejI zn`KZNo(5fIqV^tzRJ+GOvFCji_>9U^B{!cjS0StCN`>obGT1a@wr|tvjHQ1|3sKrqfRrm1MfiKv5ZV1*+WU3RL;D3NR?; z>+fyUi$pj>~-6Xs_#t&^(0S|Ka+7KOBJ zmqOb1f$jy>*zr5^UY%?$No&*uth&x~5RN_#FbP&99J1wMYK3bgcDg|zf93Ta$booJzP zO$LgVHLgG{n_Yn|?&m5+tJ?05<^8DOgQxt#Meqjt$3g#6%2Kt4(()um zuJt4m^&~R(q)B-a1E+fT7(vyOrsPR9&%4Kvpq@m7J!wsz#47Oau`WD`p%^`hF&RB6 zkt?N~8b&5YZHe0wnf{E^p#BVW=3X^5=TzdLR~)q6iMUj(SEs-)NmV==O=t$5i0V3i)|1 z#4<#niTJ_{b}V6dow{HGN7Lry>2oS9oIM-rL_}!BaCT}eUnCk?>Rm~7IAzfe8&Pbe zSxyDZ_Ho+DBV7TUAtMeo+hVa0zKgmVwGd9=O0|1sal8w% z{d+0;s(fl};@5!t?AP&$Sc`v<1ZV#=qULj~DS`h2J-Mc21837bZXlpEHxQ6;0|5y) z5Rh;K0SPw{kZ=P52{#asa03AeHxQ6;0|5y)5Rh;K0SPw{kZ=P52{#asa03AednOWY zARyr(K1jHMa6<-TO`**?on`NbO{ncMMA$-P?>r}IyosDlHQm016Eom{OPb^7`A!)IrFO_Xi zg|XfoYwU{FJpUBM6VeoovDs2ZiKGl>P8EK}(iN5X<5B~rQc6RdS_jIQw5$g^{dgg?pI5P}E${Q>knIB1@f#JA-)$wRgFCvA^vQI&7r_KubZtAsg z61`+#q;^D(lJcl~sKzjp8N^PH;^ZN6 z0rOr4VNwa9piV`$Sp&*C)hoog(~hrwPLB4{1Y%G4yYcRii^o%0wN^4sTkY!#WQO89 zKSyI8$$^xe@#eVHJd#{zR&u!UTp;ysDj##_S$KfmBorZ$t04^OJWA)Adu}UnO7Jao zbbF2@2p^vcu*Enfe#CPmbV@NGhJ8A~uvzzOmqo%Zi-cVk3A-#3c3C9svPjrvk+91m zVV6b1E{lX+774p75_VEd3c0&=xXNCNguS#Me^cW)dFi4j?&rT9=&hx}Fe(~>zN<{5 zOC^J7FZGuMLjexrS4Dz1E(`jT8k?p+gMqm-B=a^Fb*KlYW*H9b3`KpNERoP`P9u&c z?P9EXOVnGbc#suQ!BNpNGm=w<;n(sG;_fGLQ@ZQ(&0OFEJ1 zUgb1)hH>JAczkLa8o`hj!y)MRzhBvcfnD2IT5#{Lft!w)P@bg9$129P4|xO`|fteBMZF_mnN*uJTwxO z2_K2lfM002ZA7Oy=}qAz0)b~PU3}o#nGZFz+D=(Kg&?B5bkXAJ>tEgf@L{JE#v|5x z#wqrtl2J6bM9S~Sf%kz<=&z6iz^zaeZR^`352k0yLUk_ddTu-ri^h{)fW3JbvAfX6 zI3IIz>qq|(!oNDQ{~Y^nN*Aq4p45DB?o0M|NcKJaxECLNb_SoL#jDxy;%Jk{YwxaY zFB)FUFHJggHdl`+uNK3L!(Se+SMNM?zTvfK-GonH={hi`yjl$}j>mbt-g^A#PQ&Y* zJ-aIw@0~U@uj@voeYvzaKjhIm*b?hEv?g6}YwVLBZ5c~iZKk$3U**$!Z~H_;t9a8J ziC-QaHtMY?&7r!4HQ(6lQEzak8v<^+!xmal}`tZSTE&cAM zF{QQ8(Bk?cpVqz0A2+l7n5Z5kwh5p#T z?`Os@c?DZF|%(JmIaf=f8jK-2n|6 zb-_g#3OOa-e05n{(L0B7=Bq{j-O~Jz3nqN$i{>k6;>*?mO}nmtI5ay~)3Mt!Gv2@F zzAw?lC1Ad$=N@?SvCM@znl38evgPxZr`Laxru;c{bjCP$s^W4rpYjX0?|Qxby&3cgjxJXul+0{9fg?GcNx4~V-zHze9}mWovexZM$~pl%4zdcKo7mJfyC;m*b%n|? zgdKJ&72B}@gc`1e=W^-ViB&ajip-q_ypgGZeFm(B@qh_7fD9re7AK@%Duxie<#+mIrkf5z6f4cEq?<4vo$xRBO2Xk;m7;o i0BSISv#oIYUe5gnF1F)*1;FX0TnxuD-M>h6%=tfDS1*(R diff --git a/doc/LectureNotes/_build/.doctrees/schedule.doctree b/doc/LectureNotes/_build/.doctrees/schedule.doctree index 39c72c716dc9c6ac892119441426733d6c09c7bb..b80ff3e7869d5301c806ce82d95b32e4ba5fbfef 100644 GIT binary patch delta 5355 zcmY*ddt6mj7IyD|yU*bQ7ac9a5wX;ip9X_zw{*<1w6v?H*+ikDnYU{yKG4ZgfqXk= z!h)`qF9M(81Fx?dC3T{7GDgdMrKY{CM$N3WoYYxs?Y*JlkA2SC>s#Midwpl`b1uIY zMJ*_aiYkaMZBP~Ud=|8OxK-?v1N-%uIBfiwiMf+t(8KpjPYj$%Pjl<1;b2N~e7!lT zWM&BzJ$kF}_fx^-kPlJ^w}F>$YuxPjj=bOi7aSA z43xFI4LS|$24{zY*hNJ_Vj#zj3|FIiUR*C10uMx850=-|}ewi-Doy9VQuINOpKo#{RH9w?ZEB zu#6|s-v&@d*gsCuBuR)Dl+bzHL>+|m@tLyLL&`xg4%u^`6Eiv62owDxX3NBrsA^%$ zNY=aDj_)|fNaH(8IiSlzCBCfVw?2#`eoI6Avqc_pBUg%i0vneib5ou8n7p`~Jm%tiG%0d;@k}8; zM_e12xpaXzhDEie*B^9UrsQEwJ;4xsOeSwd$4>3$MVvyc&I{h<$7NhBonUUB33Frl zt@)qVd&2UvIkE+M)05!v;tpu`g2$J1!fOw>uY8V7i-oeSX)tFgxq3iug%4jVg%z1H zC6e%7I)6#I01ae=P3Z0Wfl9xf~fw4~3jS$tJ?I z)rw~5X}}9T4SzMXL7g;ijgrF=i^udmYn~L&tFf$fSaa`Rt7HiSi{DgYI997wwj}+j zHfNHdTxp*I*UE)*qR_?rJn-I|`@~*YSb3+YfnAmB1j`8p+!a{_m&VL1}ZXKI@b z^CJt^w-NGZM!M6C`x5ngtmE}^ovxQ(CrdUe>A}MXKTq-vE{e>S#Z^9W35(2>hBj37 zvuFoHHu+^+FB5gwME5h1TWF%YYBFnfW-|WP*%(n2N+(sp|5r?!3}+hWMdKL?8#ezU zCwqCHPKV`N^TlLnzO6Zq-M0DVB%NitK~M0q4j*qDDV){1td*K?hC!4=!CRRUarW%A zp+mW%y1YlMQt;^83Oim{(FktrRWSDLee#Hxcib#Pc?iwQb@H5E|7!L zk&}DM#at--=M`BT$2;WWyGqWD;~jz*+95BQB(pdt+*issnxjs8W*=$$$gA-UN-d8vEWvayVobi;$0?{ZB?}@pf6I(q#k5_L^pS#ju3qSvu#Va=9U%Pq*#ytXLA9X<4;b5hs$sb*eeU`M$=$C_)P+u@EPOl3JXxfkc!JGRYNQL098`S2O(O<+ZC z98uCqz%Rs1=zMgCNQIo^8Sd+bzF7i`GU%9+$qBrRu3vJX)$zOG!($-)i1o{k3A~Z| zCa@#{j$dNpdvUyL&7NfHmxG<^2#KfC+{FfOlFT@f0o_lG$LETQS!$f4b)q>s(Jb=8 zl9Tw%>LkkytbmggpYn;($en2mM_I%gj=6pcUxx{-$kU&di|XRjSH%11(LV{soKdnm zfhEBUZKpCr{146p*AcKifptmy`~h`NmxEtP$1|Ka4D>8){5(@^$Nc(rV<}eBYMtc< zm2CYm^$R5&wDciY_Qigg?BheO!a#39v$8+bexD`NeSC&Z`%1}nK9a{-VL)x+%(>g) zv#&~JPsX?_jpIR$vnJt^ikEvqot-O(Fw|LPpxJQdTl_$KJsEcHyw{oJV^Q-oX0^eL zgMx1|G&HNI7=3)7JFjFZ*9Ofm;M=dxQ`fp%V914U zrJKl2UuPIRXzHfp59h+4GTimX(KL~_#e$1UB*72ACc(ywW%#R_AR7#%Ln7`9{lADn zA~&%&`!^c@!%X2?^C2?LyXKOT7>$jD1D9-qf@6(g(T{gS*B?QQVWKKS^n87ySvt`S z^!sI@PO!Zi4Lch{zYi^DF@M|L>ZZKx6!ThE% z*3^vQ|Aw8UhTPek8`6$&wi!77%>FG?Zlx9K$J3UAOQEkGyRxJ@1a!HEpI?diuDUgn zbFEZ3rC0H{5B)_hUvDZ(lf^DEdCLh=b5lx(lAtHMB-mtrR7OU}4*1Wk!jh>acLbw@ zG5GJMtqt+{X%aphB~rxZ@Z~7cOl%1^jux%ud)hM~TBM?9Vzjs`DuTs_Z$yd4q9$Au zE!z49;6$ho4Uf>!BYY!Tw8(FY{}>4+(U66|mqSm`5W?z0BWNhX-!-8HH0;6e-q1TV z9K;o%z=Z_3hyWK5;N$^L9N?sZykIj* zL#qyYLp`XDCIW{qF;%Dx@4_h_(Rd`Ue;uaO>rbI}@cOf<9lZWg)DB*M3AKaQUqkKS h^&g^k@cOS(J9zyLwS(7x3$=sRAMzw_Tjmj2;(zB5M@Rqw delta 5455 zcmZWtdstOf7H{w1-hIx63uvE3`N%9XRD!vMk)vr%PxYE*I`I&Hhe0TV`i3?UukAS<|~z%wb$PJ=-2SaK4o4SzasE`k9x5*f?D;(a~72Znw zftA6+^mDx21=TaA!+)O>yvzkXXZDbn#O6f%5$#k$TrfXFup(&9ycM=)e9qp5g%eYF zol4_TjU;pEmgfgE{;|sUF>U!!0nM~1)S4N__%|xMp&IlRL}&SUk<9)!Xxk;63?@@S zq19OljK{cP)_qzf1=0$`an>>#3 zK??M^1`UA2*#*{9ZqngNWgDq&k7Iy7@UJO?4ad7U%Es6RxMh276XpsFjLvE0(^a4+ zbfBq3@~R@4M>dGc6Ku95u%6VYnGT6rnMx$EK2KaJBZse70rK(%f5#2^Y5n1FayQtW zU&D8}VNv>7-hw61m~KC%w2Z3xZ!Ob-)`5kJ8V+;HDtKjR~W+zR$s?J!I@+hL;O9j7hniq}jh2(vF> zcF`L4H%NRrg};O@+4&Zz(iW)z&*}j4RRA-cCm?BjKPV{{(oH5kUIVWRol_2WJ`_CGfV;P}Bx$|6{ zm#Yl3w0RCrQL-9~c4M_NPSVEZD*XlX1z%!Gxol%WH<`MLaurGM1<{OusNw{4oF+wb zP>~!UBXnOR_lc) z|AnE@Rw;OlO(z#Gcyg^Nn#2o>R>r|#cQ_PR3Fd(zOJXZ}dO~$ov5XBw|2trBPhsU~ z^t}e{tQZd%9jp=0*wnYD9KT%c_k`nTRy>fuI9aAF8<(wNSeMb<2!_f^&2N9bh0n4{ z^L!01vr+SPY>7iwpbd*1GP6<@8nR?KV<7{D#-)PS+o*MN#j?F@XQ*}A3dUN|yqWF9 z#Nwdj_He6E$NR{MXI4JIm1I^=NNk-oRU@mgeYe4;>IYzAb&y?h==!~h>S(%0z`N>U zSg>pekMY2f#8^17>@Hf$Ts{D=dr-CZ)px)fEBeEr+Giw)ZHv)q$$m*kC{uVdMZA_3hSdp~hup{|buz{L z#R-;?sSIbG;pMFY4%Y4Bn?3YeZdoUIgNLMUA(A3ZvP+SeX|qg9y_&CocOzp*B^WyD z1wVp)&dwJXRi+mxNU;ubRs}KB)2f%<-Xkx$HDA`iE8(H|y)&#Ulx|3}OSCaIf*5=e z)Qcptm1ZTHwfM*LMmk$ODwQYI>X-h8=N=}Ne&xDLH@3TjEr!ki``ViCqkSTj7n?M}7>O17y2@k`yaN94ThMs_-zI*|-o zcPD|jMeq(qvPj!6%GA|q%xkG*ES7-&-GX=VQr8o`ByR$)r|>>rk`=UbZ!bO3rtA@{ z3pDMg*OOiGf01F&p0#YG3~X0wqhAHjQo%EcG__Um3`J0-VQEBQnW^89KnG%-)N|Mz z3efne;Iq7rq}@NO;mh&0i9d$cpk2us)REC343H62sp7)|q zKKS%N3d}uF#-gG0>m<1EOTi~rjr5bQs6zO(f6zMjQ zY|FImUWx?^z7o8Dl+?~P7W9%w#ss;F<@G~JFy_!ymPQ$M91{Fl#qfe+n1<^qyg+5S zLKEdubm;aCp=IRdzt2AhdnfZ=sSQ<8j&k{jYxue-Qf?DslycP?hX$z}UZis0d@J}` z#ccph=|)W@-QV=zrWkGgh-^+!MF zb~LHBN+;t+owhv*?(fI)9?|q0x>j4dMoZZ&GmVA4-~WU6SD4ira~EOY)DMEkMmw^0 zJ2r=pAfUBI1BbzpV+B@bG)X#oo}fm--F+o)-c4{L&XLw@>16gtgw)fL>7jOSUyIhT1xSY<9i2 z-9xdQ>D@7OT#U6>jLh8$bcJcvuR~zeufQiLrVTpUIAWTnn5HV*d)k%K`w?h2IQ~YOz*`zTi6sGu+!PH#}TA~xR)YVCSCAf@V2|7t>pdN2) zWoh)4$1+I(v|aXb;TUWqA?l2~Ae7s&lx@6@b!Ar7*Z6O={0k;B*2pGpZfESHYkT-A zv)s>CW_2kKOG--iRnDv|tt_hSofV$t!mnwyo$$

  • Thursday September: Summary of Ridge and Lasso with examples and start resampling techniques

    • diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js index 42d71d152..4c2d9b106 100644 --- a/doc/LectureNotes/_build/html/searchindex.js +++ b/doc/LectureNotes/_build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","intro","linalg","schedule","statistics","teachers","textbooks"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","intro.md","linalg.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19],"00":[0,1,3,5,6,11,18],"000":[1,3],"0000":[],"00000":[],"000000":[5,11],"00000000e":5,"0000e":3,"0001":[1,3],"000148":[],"00019998":5,"00024087":5,"00028369228101198006":[],"00029012":5,"0003043256065368937":9,"00031535148309580783":6,"0003153514830958081":[],"0003153514830958126":[],"0003153514830958235":6,"00034944":5,"000417932":2,"00042089":5,"000464088":2,"00050694":5,"00058016":6,"000599":[],"00060705":[],"00060708":6,"00061058":5,"00062582":6,"00062595":[],"00066668":6,"00068734":6,"00068941":6,"00069103":[],"00073541":5,"00076495":6,"00076919":6,"00076925":[],"0007698473260556325":6,"0007698473260556334":[],"0007698473260556339":[],"0007698473260556344":6,"00079123":[],"00079130":6,"00079968":5,"00084705":[],"00084711":6,"00085883":6,"00085884":[],"00087697":6,"00088573":5,"00092645":6,"00092646":[],"00096314":5,"001":[1,2,8,13],"00100519":6,"0010479245355337968":[],"0010479245887943952":6,"00105081":6,"00106677":5,"00107405":6,"00111756":6,"0011526":6,"00115999":5,"0011828302640124":[],"00118504":6,"00118527":[],"001263":[],"00128479":5,"001323":6,"00137823":6,"00137835":[],"00139705":5,"00149311":6,"00149956":6,"00152117":6,"00154733":5,"00156379":[],"00156382":6,"00168251":5,"00174276":6,"00175331":6,"00186347":5,"001880":5,"001988":[],"00198806":[],"00200":8,"00202624":5,"00202756":6,"00217499":6,"00224413":5,"00228741":6,"00233155":[],"0023548":6,"002381316302584885":[],"002381316302584886":6,"0023813163025848865":6,"00242999":6,"00243186":6,"0024401":5,"00249435":6,"002526":[],"00266858":2,"00270244":5,"00274989":6,"00275135":[],"00289724":6,"00293838":5,"002948":[],"0030828":[],"003083":[],"00310113":2,"00312361":6,"00315593":6,"003215318065760509":[],"0032153180657605125":6,"00323332":6,"0032542":5,"003301":6,"003395515459204093":6,"0033955154592040944":[],"00353823":5,"0036237":6,"0036367":6,"00369758":6,"003704":[],"003717":[],"003759":[],"003774":[],"003788":[],"0038335":6,"00390021":[],"003909404072811217":6,"003909404072811231":[],"00391839":5,"0039987":6,"004":5,"004091940707753948":6,"0040919407077539514":[],"00410387":6,"00410478":6,"004113634617443116":6,"0041136346174431284":[],"004113634617443131":6,"004113634617443135":[],"00411363461744314":6,"004113634617443141":[],"004155986345861364":6,"004155986345861374":[],"00415763":[],"00424909":2,"00424967":6,"00426027":5,"00433417":11,"00440346":6,"00443743":6,"00445655":11,"004579219539673834":6,"004579219539673836":[],"00458878":6,"004610275230656187":6,"004610275230656294":[],"00462287":6,"00471782":5,"00472199":6,"00472512":6,"0049544":6,"004999999999999984":[],"004999999999999994":[],"004999999999999996":[],"005000000000000011":0,"00512927":5,"00517114":6,"00526348":6,"0053018":6,"00554552":6,"00556826":6,"0056799":5,"00577441":[],"00579953":6,"00588657":6,"00607783":6,"006162":6,"00617499":5,"00630331":6,"00642221":6,"00660427":6,"00672607":6,"00673393":13,"00673407":6,"00676387":6,"0068011":6,"00683748":5,"00683964":6,"007012403613997257":[],"007024126888936694":[],"0070241268889382116":6,"00719176":6,"00727646693":0,"007315":[],"0074331":5,"00751823":[],"00759119":6,"00784393":6,"00803064":6,"0080866254785146":[],"00813803":6,"00817631":6,"00823002":5,"00827728":6,"00831018":6,"00834567":6,"00848904":6,"0086649156":0,"008675369724975977":5,"008675369724976501":[],"00894639":5,"00905423":6,"009163470508352211":[],"009163470508352218":5,"009164545680330616":6,"00917248":6,"00934499":6,"009450756365829578":[],"0096208":6,"00990475":5,"00992331":6,"00996754":6,"009981":[],"00998135":[],"00it":6,"01":[0,1,2,5,6,9,11,13,18,20],"010018312644139205":6,"010018312644139347":[],"0100706":6,"01023891":[],"010239":[],"010331721306655144":6,"01033172130665515":[],"010516485576646513":6,"010516485576652856":[],"010530":[],"01053024":[],"01066519":6,"01076611":5,"0110":18,"0110407067093945":[],"01104071":[],"011076219011339788":[],"01107621901137465":6,"011225":2,"0113104":6,"01179792":6,"01191824":5,"01199624e":18,"012073649439965807":[],"012073649472576395":6,"01212754811385597":18,"01219292":6,"01223198":6,"01231917":6,"01257962":[],"012580":[],"012633802944855959":[],"01290947":6,"01295356":5,"013121573975499602":[],"013121573975499604":[],"01312157406137079":6,"013121574061370796":6,"01318643":6,"01347916":6,"01348565":6,"01367553":6,"01397146":6,"01405935":6,"01416528":6,"014209325470380275":[],"01433809":5,"014436800088896274":6,"014436800088969727":[],"01449782":6,"01458337":6,"0146081":6,"01463049":6,"015072388895177088":[],"0150723888951771":6,"015072388895177109":[],"015072388895177239":6,"01509543":13,"01530715721129232":[],"01531845":6,"01538461538462":[],"01549377":6,"01558197":5,"01591355407242949":[],"016285782696017055":6,"016285782696075054":[],"01633913":6,"01640891":6,"01655318":6,"016587414993037307":[],"016587414993045405":6,"01691985":6,"0169643":5,"01708781":6,"01708852":6,"01713366":6,"01724499":5,"01735584819559184":[],"017355848195591845":[],"017355848195593354":6,"01756972":[],"017665":5,"01799917e":18,"01817152":[],"018232":[],"01831036e":6,"01831130e":[],"01831200e":[],"01831207e":6,"01866537":6,"01869785e":18,"01873344":11,"01873869":5,"01898855":6,"01905883":6,"01908936":6,"019587":[],"01963611":6,"01969145":6,"019754165271682844":6,"01975416527179247":[],"01975848":6,"02":[0,4,6,7,12,18],"0202458":[],"020246":[],"02024962":6,"02054837e":6,"02068067":6,"02073509":5,"0209518407597062":18,"02098261":6,"02123176":6,"021250026482402":11,"02159270458799264":[],"021592704587992645":[],"021592704588021164":6,"021592704588021167":6,"02198702e":6,"022022882954618364":[],"022075":[],"02207532":[],"02208512":6,"02228115":6,"02229529":6,"02252765":5,"022556":11,"02255619":11,"02299949826036602":[],"0229994982603662":6,"02348765":6,"02354476":[],"023545":[],"02365049":6,"024023115996453476":[],"0245528":6,"02492265":5,"02493054":[],"02498832":6,"02503753":6,"02511518":6,"02522069":6,"025709":11,"02586427":6,"0260906":6,"02625193":8,"02625928":13,"026408391362671896":[],"02642055e":18,"026605727637176654":[],"02660572763718461":6,"026605727637184613":6,"02697521163514974":5,"026986":[],"02698605":[],"02707227":5,"02723445":6,"027609773491022314":[],"027609773491022387":6,"027609773491022407":6,"02762405215108776":[],"02786488":11,"027865":11,"02857":4,"02917662":11,"029177":11,"02926396":[],"029483":5,"029613363972682966":[],"029733":[],"02976145":6,"02994311":5,"02f":6,"03":[1,6],"03032441e":6,"030407120354722424":[],"03056589":[],"030566":[],"030693":[],"03069324":[],"03071040e":18,"03076923076924":[],"03077640549":4,"03099776":5,"031":5,"031846":[],"03184647":[],"03187339273559067":[],"03196357":6,"03251863":5,"03256632e":1,"03267527":6,"03278964":[],"032790":[],"03279636":6,"0330308045180234":[],"0330308045183163":[],"0330308045183219":6,"0330308045190182":6,"03308408":5,"03326365":[],"033264":[],"033657685071527485":[],"033657685071527624":6,"03382304823545749":11,"03447512":6,"03562355":6,"03568439":6,"03570747":0,"0358909447132981":[],"0359565":5,"03630548":6,"03707133":11,"037559":11,"03755944":11,"03761519":[],"03781367141738885":[],"03781367141738886":[],"037813671417388985":6,"03781367141738899":6,"03794112":16,"03814292":6,"03815288":6,"038300":11,"03850557":11,"038506":11,"039039":5,"03981057":16,"0399676689527968":6,"0399676689527975":6,"04":[1,6,11,18],"040102":5,"04010697":6,"04063602":6,"041":[],"041148729430502":6,"041148729430523":6,"0411487294305246":[],"0411487294305746":[],"04179719":[],"041797190646905":[],"04220758":6,"042708":[],"04279651270127165":[],"04284519":[],"043":[],"04315108":5,"0433816":[],"04346721":5,"04355837":6,"04362":[],"04368707":16,"0437499":2,"04389027":6,"043927769551648":[],"04423486":6,"044334":[],"0444119":[],"044613":6,"04483457":[],"04537385":6,"04543942":6,"045603":[],"04566964":6,"0458":9,"04615384615386":[],"04621521":[],"04648335":5,"046491":[],"04649105":[],"0466":[],"04683565":5,"047737":[],"04775904":16,"04784395":6,"047953":[],"04818727730430296":[],"048187277304303056":6,"048653428302840175":16,"048762":[],"048818":[],"04892055":6,"04909093":6,"04912436":6,"04930820e":18,"0495569966278238":6,"0495569966278269":6,"0495569966278315":[],"049747":[],"049858":[],"04it":[],"05":[1,3,4,6,13],"05009826":6,"05087958":[],"050910":[],"05100875":6,"051043":[],"051391":[],"051418":5,"051451":[],"051649":11,"051662":[],"0517473":5,"052206":[],"05227921801205691":[],"05227921801205692":[],"052279218012057004":6,"052330":[],"052372":[],"05255759":[],"05263":[],"05290417684691035":[],"05302":[],"05364854":8,"053678":[],"05383795":6,"053849":5,"054182":[],"054305":[],"054335":[],"054340":[],"05434571":16,"054411":[],"05447415":6,"054491":[],"054582":[],"054585":[],"054650":[],"054774":[],"054785":[],"054963":[],"05505310046362":[],"05505310046363":2,"055137":[],"055153":[],"055302":[],"055320":[],"05533":[],"055344":[],"055676":[],"055684":[],"055859":[],"055958":[],"05614483":5,"056165":[],"056169":[],"05623":[],"056233":[],"056235":[],"056468":[],"05648":[],"05651951":6,"056528":11,"05667":[],"057088709963182":[],"057163681553428394":6,"05716368155351588":[],"0572":[],"057469":[],"05756733":[],"057587":[],"057588":[],"05785343":6,"057877":[],"05789007":6,"057899":11,"05796251":6,"058033":[],"058035":[],"058038":[],"058040":[],"058058":[],"05807125":6,"058088":[],"058416":[],"058585":[],"058596":[],"058715":[],"058740":[],"058816":[],"05883":[],"05884":[],"058890":[],"058948":[],"058955":[],"058957":[],"058974":[],"059013":[],"059180":[],"059272":[],"059278":[],"059294":11,"059378":11,"059437":[],"059601":[],"059783":[],"059795":[],"059824":[],"059933":[],"05999":[],"06":[6,13],"060016":[],"060080":[],"060146":[],"060183":[],"06020587":6,"06021285":[],"060213":[],"060228":11,"060288":[],"060309":[],"060349":[],"06043581":6,"060502":[],"060507":[],"060550":[],"060649":[],"060655":[],"060781":[],"060841":[],"060875":[],"060963":[],"061025":[],"061028":[],"061048":[],"061144":[],"061149":[],"061297":[],"061321":[],"061390":[],"061505":[],"061509":[],"061538":[],"061604":[],"06160438":[],"061646":[],"061685":[],"061701":[],"061716":[],"061725":[],"061745":[],"061765":[],"061821":[],"061898":[],"061917":[],"061923":11,"06200174":5,"062061":[],"062062":[],"062064":[],"06208238634231944":6,"06208238634231953":[],"062097":[],"062136":[],"062142":[],"062195":[],"062292565":4,"062294":[],"062305":[],"062391":[],"062409":11,"062411":11,"062435":[],"062451":[],"062498":[],"062517":[],"062534":[],"062551":[],"062563":[],"062640":[],"062665":[],"062676":11,"062706":11,"062773":[],"062827":[],"062834":[],"062874":[],"062881":[],"062884":[],"062888":[],"062983":[],"063014":[],"063024":[],"063052":[],"063078":[],"063125":[],"063173":[],"063192":[],"063241":[],"063250":[],"063287":[],"063343":[],"063364":[],"063371":[],"063375":[],"063401":[],"063493":[],"063513":[],"063612":[],"063619":[],"063631":[],"063657":[],"063752":11,"063781":[],"063851":[],"063857":[],"063872":[],"063874":[],"06388888888888888":[],"063977":[],"063979":[],"064052":[],"064062":[],"064108":[],"064110":[],"064184":[],"064274":[],"064329":[],"064384":[],"064388":[],"064431":[],"06444":[],"064442":[],"064459":[],"064461":[],"064469":[],"064483":[],"06453579006728315":[],"06453579006728322":6,"064538":11,"064573":[],"064604":11,"064609":[],"064618":[],"064623":[],"064634":[],"064648":[],"064658":[],"064681":[],"064838":[],"064859":[],"064880":[],"064896":[],"06491736":6,"064918":[],"064931":11,"064937":[],"064964":[],"06497046":[],"065020":[],"065032":[],"065106":[],"065110":5,"065168":[],"065183":[],"065249":11,"065252":[],"065282":[],"065314":11,"065348":[],"06547790180152352":6,"06547790180152353":6,"06547790180152357":[],"06547790180152363":[],"065514":[],"065537":[],"065557":[],"065575":[],"065641":11,"065657":[],"065680":[],"065730":11,"065796":[],"065826":[],"065846":[],"065869":[],"065892":[],"065942":[],"065974":[],"06602663":[],"066051":[],"066056":[],"066064":[],"066093":[],"066110":[],"066194":[],"066220":[],"066223":[],"066228":[],"066241":[],"066309":[],"066340":[],"066348":[],"066356":[],"06637":[],"066449":[],"066528":[],"066553":[],"066558":[],"066580":[],"066590":[],"066609":[],"066651":[],"066654":[],"066670":11,"066675":[],"0666807":2,"066714":[],"066729":11,"066741":[],"066753":[],"066789":[],"066828":[],"066837":11,"066850":5,"066870":[],"066873":[],"066919":[],"066934":[],"066954":[],"067011":[],"067079":[],"067141":[],"067162":[],"067191":[],"067213":[],"067236":[],"067240":[],"06724062":5,"067282":11,"067392":11,"067402":11,"067432":11,"067437":[],"067449":[],"067484":[],"067506":[],"067525":[],"067527":[],"067544":[],"067560":[],"067585":[],"067597":[],"067599":[],"067612":[],"067615":[],"067620":[],"067622":[],"067675":[],"067693":[],"067710":[],"067714":[],"067720":[],"067723":[],"067767":[],"067769":[],"067775":[],"067787":[],"067854":[],"067856":[],"067864":[],"067908":[],"067934":[],"067956":11,"068019":[],"068059":11,"068087":[],"068093":11,"068094":[],"068098":[],"068103":[],"068104":[],"068110":[],"068120":[],"068136":[],"068197":[],"068210":[],"068261":[],"068318":[],"068345":[],"068358":[],"068363":[],"068376":[],"068391":[],"068417":[],"06844519414009438":[],"06844519414009442":6,"06844519414009444":6,"068461":11,"068500":[],"068505":[],"068538":11,"068573":[],"06858699":[],"068593":[],"068608":[],"068619":[],"068642":[],"068654":[],"068659":[],"068664":5,"068724":[],"068735":[],"068799":[],"068806":[],"068809":[],"068831":[],"068852":[],"068920":[],"068937":[],"068953":[],"068965":[],"068991":[],"068992":[],"069010":[],"069015":[],"069036":[],"069044":[],"069085":11,"069091":[],"069181":[],"069231":[],"069275":11,"069276":[],"069281":[],"069285":[],"069386":[],"069408":[],"069409":[],"069421":[],"06942103":[],"069436":[],"069441":[],"069454":[],"069455":[],"069476":[],"069494":[],"069578":[],"069584":[],"069626":[],"069651":[],"069654":[],"069667":[],"069672":[],"069685":11,"069748":[],"069754":[],"069796":[],"069838":[],"069847":[],"069877":11,"069884":11,"069888":[],"069903":[],"069907":[],"069912":[],"06it":6,"07":6,"070018":[],"070028":[],"070034":[],"070043":[],"070071":[],"070074":[],"070105":[],"070150":[],"07016":[],"070163":11,"07017":[],"070276":[],"070339":[],"070343":11,"070379":[],"07039":[],"070419":11,"070429":11,"070453":[],"070491":[],"070492":11,"070518":[],"070562":5,"070576":[],"070585":5,"070612":[],"07062318":6,"070630":[],"070635":[],"070775":[],"070835":[],"070860":[],"070871":[],"070874":[],"070889":11,"070911":[],"070950":11,"070959":[],"070972":11,"07099747918547346":[],"071003":[],"071009":[],"071022":11,"071086":[],"071112":[],"071120":[],"071136":[],"07115":[],"071239":[],"071243":[],"07129539":[],"0712953943627344":[],"0713":0,"071326":[],"071387":[],"071441":[],"07145103":11,"071467":[],"071476":[],"071480":[],"0714956":16,"071515":[],"071529":[],"071547":[],"071552":[],"071569":[],"07160048164232467":6,"07160048164248561":[],"071604":[],"071614":[],"071632":[],"071641":[],"071698":[],"071705":[],"071741":[],"071767":[],"071836":[],"071852":[],"071901":[],"071906":[],"071921":[],"071935":[],"071949":[],"072008":[],"072011":[],"07201957":[],"072021":[],"072041":[],"072084":[],"072091":[],"07212695":[],"072127":[],"072145":[],"072147":[],"072184":[],"072198":[],"072216":11,"072222":[],"072240":[],"072242":[],"072290":[],"072342":[],"072348":[],"072352":[],"072361":[],"072370":[],"072435":[],"072442":11,"072471":[],"072483":[],"072492":[],"072521":[],"072523":[],"072529":[],"072530":[],"072554":5,"072558":[],"072569":5,"072575":5,"072597":[],"072598":[],"072611":[],"072617":[],"072620":[],"072651":[],"072652":[],"072750":[],"072751":[],"072798":[],"072824":[],"072828":[],"072839":[],"07285":3,"0728785":[],"072898":[],"07291729":18,"072918":[],"072928":[],"072958":[],"072970":[],"072974":[],"072994":5,"073013":[],"073016":[],"073045":[],"073052":[],"073062":11,"073105":[],"073120":[],"073134":[],"073136":11,"073206":[],"073225":[],"073230":11,"073238":[],"073280":11,"073303":[],"073320":[],"073362":[],"073368":[],"073369":[],"073380":[],"073391":[],"073423":[],"073436":11,"073449":[],"07345504":[],"073489":[],"073506":[],"073531":[],"073548":[],"073575":11,"073583":11,"073598":11,"073629":11,"073647":[],"073668":[],"073695":[],"073699":[],"073719":[],"073761":11,"073777":[],"073810":11,"073816":[],"073827":11,"073907":[],"073925":[],"073949":[],"073959":[],"074034":[],"074067":11,"074111":11,"07413172":[],"074149":11,"07421084":5,"074237":[],"074276":[],"074336":[],"074346":[],"074375":[],"074401":[],"074480":5,"074488":[],"074513":[],"074530":11,"074552":[],"07456491":5,"074569":[],"074573":11,"074592":5,"074666":[],"074684":5,"074693":[],"074708":[],"074715":5,"074743":[],"074763":[],"074773":[],"074833":[],"074838":[],"074839":[],"074881":[],"074905":[],"07490892":6,"074945":[],"074980":[],"074986":[],"074992":[],"075012":[],"075017":[],"075058":[],"075061":[],"075136":[],"075138":[],"075181":[],"075188":5,"075192":[],"075195":[],"075228":[],"075241":[],"075262":[],"075302":[],"075335":[],"075356":5,"07535606":5,"075389":5,"075433":[],"075498":[],"075573":[],"075586":[],"075594":[],"075618":[],"075629":[],"075728":[],"075760":[],"075820":[],"075840":[],"075899":[],"075959":[],"076055":[],"076096":[],"076121":[],"076130":11,"076173":[],"076204":[],"076216":11,"076248":[],"076270":[],"076282":[],"076329":[],"076338":[],"076389":[],"0764924":6,"076518":[],"076525":[],"076532":[],"07656896":[],"076588":5,"076589":[],"076604":11,"076628":[],"076637":[],"076665":5,"076697":[],"076726":[],"076760":[],"07678":[],"076780":11,"076783":[],"076795":[],"076804":11,"076821":[],"076843":5,"076862":[],"076866":[],"076895":11,"076905":11,"076938":11,"076942":5,"076955":[],"076958":[],"076990":5,"077003":[],"077009":[],"077013":11,"077015":11,"077022":[],"077062":[],"077083":11,"077108":[],"077131":[],"077158":[],"077164":[],"077211":11,"077228":[],"077291":[],"077338":[],"077349":11,"07735703":16,"077359":[],"077375":[],"077402":[],"077419":5,"077425":[],"077452":11,"077467":[],"077499":5,"077607":[],"077620":[],"077706":[],"077711":[],"077724":[],"07777777777777778":1,"077785":[],"077793":[],"077822":[],"077921":[],"077948":[],"077978":[],"078040":[],"078042":[],"078101":[],"078157":[],"078167":[],"0782":6,"07820":[],"078253":[],"078254":11,"078269":11,"078299":11,"078314":11,"078432":[],"078436":11,"07844310540708652":[],"078508":[],"078548":[],"078609":[],"07864":[],"078646":[],"078651":[],"078667":[],"078672":[],"078697":[],"078704":[],"07871":[],"078710":[],"078719":[],"078725":[],"078749":5,"078771":[],"078776":[],"07878641":16,"078795":5,"078812":[],"078845":[],"078860":[],"078899":[],"078911":[],"078942":[],"07897647347778382":[],"07898165660100093":5,"078992":[],"078999":[],"07903849":16,"079056":5,"079110":5,"079142":5,"079157":[],"079158":[],"079179":[],"079214":[],"079225":[],"079242":5,"079260":[],"079268":5,"079273":5,"079278":[],"079281":[],"079347":[],"079383":[],"079389":[],"079405":[],"079406":[],"07944154":16,"079443":[],"079447":[],"079483":[],"079489":[],"079493":5,"079495":[],"079558":[],"079609":[],"079631":[],"079676":5,"07968918676726029":[],"0796891867672603":6,"079719":5,"079729":[],"079741":5,"079819":[],"079839":[],"079847":[],"079893":[],"07989327":[],"079901":[],"079991":[],"07999999999998":[],"07e":17,"08":[13,18],"080056":[],"080106":[],"080137":[],"080200":[],"080256":[],"080288":[],"080297":[],"080312":[],"080319":[],"080332":[],"080334":[],"080347":[],"080370":[],"080406":[],"080407":[],"080410":[],"08041015":[],"08043851":5,"080455":[],"080479":5,"080502":[],"080517":[],"080555":[],"080582":11,"080593":11,"080630":[],"080647":11,"080706":11,"080738":11,"080801":[],"080821":[],"080847":[],"08085812":[],"080916":[],"080922":[],"080973":5,"080984":11,"081046":11,"081072":11,"081140":[],"081144":11,"081163":[],"081198":[],"081211":[],"081233":[],"081253":[],"081262":[],"08131003":6,"081311":[],"081321":[],"081334":5,"081343":5,"081357":[],"081388":11,"081396":[],"081431":[],"081468":5,"081483":[],"081503":5,"081520":[],"081533":[],"081540":[],"081547":[],"08156108":6,"081576":[],"081613":5,"081637":[],"081707":5,"081773":[],"081837":[],"081848":[],"08188077":[],"081881":[],"081932":5,"081953":5,"082014":5,"082122":[],"082174":[],"082183":[],"082189":[],"082204":[],"082267":[],"082286":5,"082295":11,"0823185":[],"082426":5,"082451":[],"082503":11,"08251519":6,"082536":11,"082620":5,"082683":[],"082716":[],"082786":[],"082846":[],"082852":[],"082874":[],"082896":11,"082900":[],"082921":[],"082939":[],"08299273e":6,"083000":[],"083015":[],"083026":[],"083053":[],"083087":[],"083151":[],"083152":[],"08318298e":1,"083217":[],"083220":[],"08322642264994606":[],"083227":[],"083242":[],"083251":[],"083272":5,"083276":11,"08328216846752691":11,"083300":[],"083320":[],"08333333333333333":1,"083361":[],"08336233266":4,"083399":[],"083404":[],"08343519179767796":[],"083441":[],"083495":[],"083506":[],"083527":[],"08356774001062162":[],"083573":[],"083579":[],"083600":[],"083648":[],"083681":[],"083692":[],"083694":[],"08376632":6,"083766322923899":6,"0837663229239016":[],"0837663229239025":[],"0837663229239043":6,"083799":[],"083829":[],"083832":5,"083849":[],"083899":5,"083913":[],"083935":5,"083977":[],"084000":[],"084017":5,"084018":[],"084019":[],"084024":5,"084032":[],"084096":5,"084101":[],"084147":[],"084151":[],"084184":[],"084223":[],"084224":[],"084226":[],"08426840630693411":[],"08426840630693412":6,"08426840630693413":6,"084277":[],"084278":5,"08428156":16,"084282":[],"084364":[],"084391":[],"084400":[],"084408":[],"084414":[],"084434":[],"084444":[],"084476":[],"084477":5,"084484":11,"084536":[],"084549":[],"08455":[],"084570":[],"084604":[],"084629":[],"084645":[],"08464758160254343":[],"084657":5,"084670":[],"084683":[],"084702":[],"084728":[],"08474":[],"084777":[],"084846":[],"084862":11,"084904":[],"084909":[],"084912":[],"084920":[],"084936":[],"084965":[],"084979":5,"085018":[],"085027":[],"085044":[],"085113":5,"085163":11,"085165":[],"085167":[],"085184":[],"085185":[],"085224":5,"085249":[],"085264":[],"085345":5,"085361":[],"085368":[],"085405":[],"085416":[],"08551306":6,"085764":[],"08576932":6,"085879":11,"08593216":6,"085936":[],"086074":11,"086076":[],"08611111111111111":1,"086112":11,"08612280083325631":[],"086154":[],"086174":[],"086178":[],"086203":[],"086249":[],"086262":[],"086303":[],"08630331":[],"086322":5,"086409":[],"086420":5,"086518":5,"086567":[],"086608":[],"086610":5,"086679":[],"086705":[],"08673755293381497":[],"086802":[],"086807":[],"086809":[],"086841":[],"086872":[],"086877":[],"086888":5,"086890":11,"08690":[],"086951":5,"086956":11,"086994":5,"087081":5,"087208":5,"087224":[],"087235":[],"087372":5,"087387":[],"087501":[],"08758":[],"08759":[],"087689":5,"087833":5,"087834":[],"087891":[],"087894":[],"087910":5,"088029":[],"088119":[],"08816688":[],"088176":[],"0881981":5,"088212":[],"088261":[],"088271":5,"088460":[],"088476":[],"088519":[],"088526":11,"088560":[],"088606":[],"088611":[],"088631":[],"08871404":5,"088765":[],"088809":[],"088816":[],"088825":[],"088853":[],"08888888888888889":1,"088926":[],"088946":[],"08902":[],"089041":5,"089059":[],"08917679":[],"089177":[],"089206":[],"089212":[],"089246":[],"089306":[],"089329":[],"089355":5,"089369":5,"089374":5,"089425":[],"089501":11,"089505":[],"089524":[],"089551":[],"089614":[],"089683":[],"0896981":6,"089758":5,"089775":5,"08996":[],"09":1,"090014704675496":[],"090028":[],"090039":[],"090128":5,"090174":5,"090229":[],"09023660662586945":[],"090270":[],"090337":[],"090356":[],"090358":[],"090451":5,"090503":[],"090630":[],"090694":5,"090730":[],"090755":[],"090830":[],"090849":[],"09085624":16,"090929":[],"091031":[],"091051":11,"091060":[],"09117221":[],"091224":[],"091236":5,"091266":[],"091311":[],"091315":5,"091340":[],"091349":[],"091363":[],"091414":[],"091416":[],"091426":[],"091440":5,"091477":[],"09149881":[],"091620":[],"091630":[],"09166666666666666":1,"091696":11,"0917":9,"09170751":[],"09172408":6,"091891":[],"092066":16,"092126":[],"09216046":[],"0923":[],"092409":5,"09251":[],"09252364":[],"092524":[],"092621":[],"092769":[],"092879":[],"09297039":[],"092998":[],"093078":5,"093247":[],"0934597075922044":[],"093497":5,"093593":5,"093624":5,"0938":[],"093844":[],"093930":[],"093979":[],"094082198961999e":6,"0940821989624095e":[],"094082198966615e":6,"0940821989673748e":[],"094362":[],"09440475":18,"094404754965417":18,"09444444444444444":1,"094472507965532":11,"094477":[],"094619":[],"094657":5,"094722":[],"094848":[],"094867":[],"095171":[],"095184":5,"095313":[],"095510":[],"095522":5,"095617":[],"095702":[],"095871":[],"095902":[],"095935":5,"09609807":5,"096173":[],"096472":11,"096516":5,"096623":[],"09672929714683368":[],"09677394":[],"096893":5,"096894":[],"097360":[],"097396":[],"09744":[],"09744272":6,"097602":[],"097634":5,"097710":[],"09780":[],"09791":[],"098135":5,"09849763":11,"098498":11,"09856879":16,"09861229":16,"098802859381565":16,"099":[],"09903804":8,"0991919894927399":6,"099191989493334":[],"09951287404314545":1,"099777":[],"0n":0,"0s":[3,4],"0x11da42d90":13,"0x11e031e50":13,"0x7fad10f9a280":[],"0x7fad20f69be0":[],"0x7fd098df3280":[],"0x7fd0a9063be0":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19],"1000":[0,1,2,4,5,8,11,13,14,15,18],"10000":[2,5,6,10,11,18],"100000":8,"10001":10,"1001":18,"1002":18,"1003":18,"10030":[],"100303":5,"100358":5,"10044225464078282":[],"1005":18,"100670":[],"10077114273548984":6,"1009":18,"1011":18,"1013":18,"1013904243":18,"10141413e":6,"1015":18,"102":3,"1022233262115424":[],"10222333":[],"1023":18,"10230":[],"1023111":16,"1024":3,"102401":[],"102449":[],"1026":18,"1027":18,"1028":[],"103":1,"1030":18,"10302062":16,"103257":[],"10340":[],"1037":18,"10378326e":1,"1038":18,"103822":[],"10391807":6,"10398646080125035":[],"10398646080125036":6,"10398646080125037":6,"1040":18,"10405456":11,"10430":[],"104411":[],"10455924":[],"1047":18,"10505137":16,"105161":5,"105169":[],"10516924":[],"10520":[],"10555555555555556":1,"1056":[],"10589577":5,"106":[],"106095":11,"10620135":16,"108":6,"109":[],"10913":6,"10931453":6,"10960":[],"1096767776832326":18,"10967678":18,"10th":9,"10x":0,"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,16,18,20],"110":[],"1100":18,"1101":18,"11022302e":5,"11046771":16,"111":[1,7,12],"11100":[],"1122558214":[],"112319":[],"11231934":[],"112383":11,"1124":[],"1125":3,"11283168":5,"11297834":[],"1136":3,"11362930e":[],"11388888888888889":1,"1139":3,"11390":[],"114":3,"11402309":16,"114437":[],"11462415":5,"11482289e":6,"11499517":[],"11507992e":1,"11547777218875695":6,"11547777218875696":6,"11547777218940905":[],"11547777218940906":[],"115822":6,"11590":[],"11598862":18,"11598862273198":18,"11604844":[],"116048442683864":[],"11660":[],"11666666666666667":1,"11674401539815678":18,"117":8,"11744554e":6,"11780":[],"11790868":[],"117986":[],"118":2,"1182":[],"1183":[],"118318":[],"1184":4,"11840":[],"1185":[],"1186":[],"11890":[],"119":2,"119625":[],"11962537":[],"1199":[],"119936":2,"119999999999976":[],"11it":6,"12":[0,1,2,3,4,5,6,8,9,11,12,13,16,18,20],"120":[2,3],"1203":[],"1203284":8,"1206":8,"12069773":16,"121":[2,8,9,10],"12182967":6,"12196674":[],"122":[2,8,9,10],"12222222222222222":1,"122439":[],"1224392":[],"12288563":[],"122886":[],"123":[],"12318726e":6,"12333649":6,"12345260617257443":9,"123459876":[],"123711":6,"12380":[],"124":0,"12400":[],"125":[],"1250":[],"125000":[],"12552073e":6,"126":[],"1261":[],"12618549":5,"1265":[],"127":4,"1270":[],"127043":[],"1271":6,"1277":6,"127773":[],"12777777777777777":1,"12788968":[],"12790":[],"128":[3,4,13],"128664":6,"12898627064868978":[],"12937662":[],"12945452":[],"1297":[],"1298":9,"12adb44b1c20":7,"12m":3,"13":[0,2,4,5,6,9,11,12,13,16,18],"130":[],"13003291":6,"13055555555555556":1,"131":[],"13117061":[],"1314":[],"132":[],"13220608e":6,"13229545716505003":16,"132360":[],"1323603":[],"1326":[],"13280":[],"133":7,"13333333333333333":[],"135":[],"13519106":[],"13535942":6,"136":[],"1360":[],"13609760e":18,"1361":[],"1362":[],"1363":[],"1364":[],"13646574":5,"13661243e":6,"13679863":6,"1371":6,"13740":[],"137400784702911":[],"137652":11,"1378":[],"1382":[3,4],"1383":[3,4],"1384":[3,4],"1385":[3,4],"1386":[3,4],"13865173":5,"13876586436927824":[],"138775":11,"1388888888888889":1,"13890":[],"1392559581788775e":[],"1392559584983597e":[],"1392559585048734e":6,"13925595925919e":6,"14":[0,2,4,5,6,8,9,10,11,12,13,16,18,20],"140":[],"14021063":6,"1404":[],"14042769":[],"140428":[],"141":2,"14100":[],"1416398":6,"14174745":6,"1418":[],"142":2,"14250":[],"142857":[],"143":[2,7],"1435666":[],"14360598":[],"1437":1,"144":2,"14400":[],"1440501043841336":1,"14440":[],"14451625":[],"1446729567":4,"14484695":16,"145":2,"146":[],"147":[],"14710":[],"14722222222222223":1,"147400":11,"14741468":[],"147420":11,"14783702":[],"1479":[],"148":[3,4],"14812206":6,"14818":[],"1484256":[],"148564":6,"14859":6,"148768":[],"149":[3,4],"149213":6,"14932651":[],"14988578":[],"149886":[],"14995486":[],"149955":[],"14g":6,"14it":6,"15":[0,2,4,6,7,8,9,12,13,16,18],"150":[3,4,8],"15005476":5,"15098090e":6,"151":[3,4],"15130074e":6,"151986":[],"152":[3,4],"15200":[],"15258907":[],"152696":5,"15269628":5,"1527777777777778":1,"153036":[],"153106":[],"1533795":[],"153760":[],"15384615384616":[],"154":[],"15454301":[],"154720":[],"15483121":[],"154911":[],"155":[],"155491":[],"155687":[],"155883":[],"156":[],"1562":[],"15629539":[],"15680777":16,"156956":5,"157":[],"15717291":16,"1575":[],"158":[],"1583767":16,"15843769515580663":18,"1586300629904382":[],"1587":[],"15891336":16,"159":[],"1590":[],"15990":[],"15g":6,"15it":[],"16":[1,2,3,4,5,6,8,9,10,13,18],"160":[],"1603":3,"1604":[],"1605":[],"160539":[],"1606":[],"1607":[],"16111111111111112":1,"1612":[],"16211139":5,"16220":[],"162246":5,"16231451":4,"1625":[],"1628":[],"163":[],"1630775253":[],"16342407":5,"16343471":6,"16384":3,"16500":[],"166":[],"16660817":[],"166667":[],"167":[],"16740002":16,"167787":5,"168":[],"168044":[],"16804444":[],"16805821e":6,"16807":[],"16827044":[],"16832385":[],"16b8e3cda33a":1,"17":[1,2,4,5,6,8,13,18],"17084902":[],"1709":[],"17174962e":1,"17222222222222222":1,"172405":[],"17240522":[],"1726":[],"17300":[],"1731":[],"17339342":[],"17446471":6,"1752":[],"175300":[],"17641709":6,"176880142835407":[],"17777777777777778":1,"17801022":5,"17861098":6,"17917768":5,"17930649":16,"17949575":5,"17953942":11,"1797":[1,3],"18":[2,4,6,7,8,9,10,13,18],"180":[],"18029127":5,"1807":4,"1809":[],"181":[],"1810":4,"1812":[],"18156717":16,"1821":[],"18276924":[],"18327677":[],"18333333333333332":1,"18393678":[],"184":[],"184519":[],"184895":[],"185":[],"1851":[3,4],"1852":[3,4],"18526":[],"185278747229417":[],"1853":[3,4],"1854":[3,4],"1855":[3,4],"186":[],"1860":[],"1861":[],"18611111111111112":1,"18613217e":6,"18660":[],"18673098":11,"18682538":[],"18826299":[],"188263":[],"1887":6,"18912963":16,"189496":[],"189622":[],"18it":[],"19":[2,4,6,13,18],"19003":6,"19096968":[],"190970":[],"191262820314401":[],"19166666666666668":1,"19207979":5,"19213479":[],"19220":[],"193":[],"19354258":[],"19379506":[],"19394283":[],"194":[],"1940":0,"19404282648955e":6,"194042826653172e":[],"194042826815498e":[],"1940428268204826e":6,"1943":12,"1944":[],"19444444444444445":[],"19466812":[],"1950915150":[],"1954":[],"1956":[],"19569961":6,"1961":[],"1962":[],"1963":[],"1964":[],"1965":[],"1970":16,"1973":9,"197370":11,"19740":[],"1979":6,"19800":[],"19853775e":18,"1989":[],"199":[],"19937":[],"19994371":6,"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,18],"1d":[1,2,3],"1e":[1,2,3,4,14],"1e10":14,"1e4":6,"1f":1,"1k":16,"1n":0,"1s":3,"1x":0,"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],"20":[0,1,2,4,6,7,8,13,18],"200":[0,2,3,4,8,9,10],"2000":0,"200000":[],"20015436":6,"2004":13,"2006":20,"2010":1,"2011":1,"2014":4,"2015":1,"2016":0,"20174121":16,"2018":[0,6],"2018906331":[],"2019":[],"2021":[6,14],"2022":17,"2027":[],"20277777777777778":1,"203":6,"20320502":[],"20375361":[],"203753611274545":[],"20500":[],"20509391":[],"206":[],"2060":[],"20609082":[],"206091":[],"20661216":[],"206640":[],"20664007":[],"2069":[],"207545":11,"20756638":[],"20833333333333334":1,"20867052175006306":6,"20867052175109335":[],"20980":[],"21":[0,1,2,4,5,6,7,9,12,13,16,18],"210151":[],"2101511":[],"210340":11,"21058097":5,"21130":[],"2116753732":4,"21169159e":6,"21265216":[],"213":6,"213103":11,"213743":11,"21472683":16,"2147483647":[],"21519063":16,"21596432":6,"216290":11,"216683":11,"21786964":16,"2188":[],"21919813":[],"219249":5,"21924917":5,"21944444444444444":[],"2195":3,"21985165":13,"21997099":16,"22":[0,1,2,4,5,6,12,13,16],"22044605e":5,"220506557673408":18,"22094791":[],"221":8,"221180":[],"22134069":[],"2216":[],"2218":[],"221805":2,"221921":5,"222400":[],"2225":3,"225":4,"2259440937":[],"226124657522696":[],"22612466":[],"226856":[],"22685646":[],"22690428":5,"2284246870217459":6,"22842468702288576":[],"22842468702288582":[],"22847924":5,"22929905e":18,"2299":3,"22it":6,"23":[1,2,4,6,7,12,13,16],"23002365e":6,"23014274e":18,"231":[],"23103285":[],"231224729143838":[],"2315033":[],"23167717":5,"23168292":5,"231683":5,"2321528":[],"232153":[],"232435":[],"23297056":[],"23333333333333334":1,"233528":[],"234":6,"23522201":[],"2357089093":[],"2360682191515046":[],"2361111111111111":[],"2364":[],"237038":[],"23703839":[],"2379":6,"23792491":[],"237925":[],"23816792":[],"238168":[],"2397":[],"24":[0,1,2,4,6,13,16],"24140":[],"2416":[],"24175744e":6,"2419":[],"24276315":16,"2430":[],"24390":[],"24444444444444444":1,"244858":[],"24485843":[],"24512498":16,"246":2,"2470":[],"2476536":[],"247654":[],"24770094":6,"24829908":5,"24906604e":6,"24924624":[],"2495":[],"25":[2,3,4,5,6,7,8,9,11,13],"250":[2,4,7,9],"2500":[],"25000":0,"250000":[],"250154":[],"2517560119":[],"251879":[],"252436":[],"25259666":16,"2526":3,"252866":[],"25286618":[],"253775":[],"255":3,"255001":[],"256":[2,4],"25617654e":6,"25617657e":[],"25617658e":6,"256962":[],"257":[],"2572":[],"2572495066":[],"2572e3a4b38d":1,"2575":[],"25792767":16,"25845e8df859":6,"259153":11,"2597":[],"25976336":[],"26":[2,4,6,13],"26079358":[],"26153846153846":[],"26186844":16,"2619":[],"26290036":[],"26291585":5,"262916":5,"26294938":[],"2629493813057833":[],"26301436":5,"26306244":[],"264":4,"26409315307910025":6,"2640931530791003":[],"2640931530791005":[],"26409315307910053":6,"265":[],"2650":[],"265109911":4,"26531223e":18,"2654":[],"266":[],"26610075":[],"26666667":13,"26710969":5,"26780278":5,"268":[],"268227":[],"26822717":[],"268484":[],"26848435":[],"269":[],"27":[0,1,2,4,6,13],"270":[],"2703":3,"27092897":6,"2750":[],"275341":[],"27562809e":18,"27621662e":18,"276263":11,"27692307692308":[],"27700":[],"2772":3,"2775623201":[],"27760":[],"278036":[],"27803645":[],"27924636":5,"27n_":18,"28":[1,3,4,6],"28001319":[],"28047021":16,"280573":5,"280647":11,"28067036":16,"28097861":[],"280979":[],"2812":[],"282727":11,"283":[],"2830637392":4,"28336218e":6,"2836":[],"28390":[],"28475098":8,"28590743":[],"2861":18,"28634473":11,"286345":11,"2871":[],"2873":9,"2882":18,"2886":18,"2886847885377843":[],"28868479":[],"28875373":16,"2890":0,"2892":18,"28967287":16,"29":[4,6,7],"29082851":[],"290829":[],"29149329":[],"2915":18,"29167186":5,"29229741":13,"2923076923077":[],"294277":[],"2942772":[],"29512284":11,"295123":11,"2954":[3,4],"2955":[3,4],"2956":[3,4],"2957":[3,4],"2958":[3,4],"29588901":13,"29592539":[],"296247":[],"297":[],"2971492148":[],"2972":[],"29822833":6,"298273":[],"298375":[],"298836":5,"29883607":5,"299267190588216":11,"299748":[],"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,18],"2_t":13,"2_x":18,"2b":18,"2cm":8,"2d":[1,3,11,12,15],"2e":6,"2f":[0,7,9,10,11,12],"2ff97f4bf03b":[],"2g":2,"2g_i":2,"2k":3,"2m":6,"2n":[0,2,3],"2nd":9,"2p":18,"2pt":4,"2s":4,"2x":[0,3,8,13],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19],"30":[0,1,4,6,7,10,13],"30000":0,"30010":[],"30119421":8,"301475":5,"3014751":5,"3017":[],"3018":[],"3019":[],"301927":[],"3020":[],"3021":[],"30258509":16,"302m":4,"303":6,"3037":[],"3038":[],"30384239":16,"3039":[],"303m":4,"3040":[],"3041":[],"30466214e":6,"304m":4,"30535506":[],"30552077":16,"30559547":[],"305m":4,"3063":[],"306m":4,"3072":3,"30761405e":18,"30787294":6,"307m":4,"30891693":[],"308917":[],"308m":4,"309":0,"30936179":[],"309362":[],"30940":[],"30b53504a633":0,"31":[4,6,12,16,18],"310":0,"311":0,"31120247":[],"311m":4,"312":0,"3120271598582915":18,"3123314713548606":6,"31276579e":6,"312m":4,"313":0,"31318084":5,"314":[],"31424359":5,"314244":5,"31457796":5,"315":6,"3155":[0,5,6],"315746":[],"31574634":[],"315977":[],"31597731":[],"316":[],"31605061":16,"31614188e":18,"31644071":[],"317":[],"31718909":11,"317367":11,"317m":4,"31866499":13,"31896852":8,"319m":4,"32":[3,4,6,12,13,16,18],"3200":1,"32039227e":18,"32047562":[],"3208":2,"320m":4,"32149601703519115":6,"3214960170351912":6,"3215":[],"32179365":[],"32309075":[],"32320052":16,"324":2,"32458459":[],"324m":4,"3250":[1,6],"32512":[],"326238":[],"326m":4,"32721178":11,"327212":11,"32750531e":18,"32816737":[],"32903042":[],"3297":[],"32992274":[],"329923":[],"33":[3,4,12,14,16],"3303":[],"33066907e":5,"3310":[],"33166055e":5,"331939":[],"331m":4,"332331":[],"333":7,"3331":[],"33327369":[],"333274":[],"33333333":13,"3337":[],"33611111111111114":[],"336801":[],"33680101":[],"33711888":[],"3384":[],"33900713":[],"33m":4,"34":[4,7,16],"3403":[],"34040204e":18,"340782":11,"34114547":5,"341m":4,"342680":[],"34305928":[],"3436":0,"3437":0,"3456":[],"34568872":16,"34569596":5,"3457":[],"3458":[],"34585355":16,"3459":[],"3460":[],"346810":[],"3469819128513336":[],"34740615":[],"3498":[],"34it":6,"35":[0,2,4,6,7],"35074881":[],"350749":[],"3514":[],"35140":[],"35147135":16,"351636":11,"35182854":5,"35203688":16,"35207264":[],"352073":[],"3522":[],"3525":[],"3528556":[],"352856":[],"3529":[],"3530606977":[],"3538":[],"35396404e":18,"35401056e":18,"3543":[],"3544313922":[],"3546":[],"35470445e":5,"3548":[],"355":[],"3551":[],"35533773":6,"35533774":[],"3556":[],"35562617e":18,"3558":[],"3560":[],"356399":[],"3567":[],"3572":[],"35724288e":18,"3575":[],"357508":[],"3576":[],"3577":[],"35771842":6,"3581341341":4,"3585":[],"3587":[],"35892474":16,"359":5,"3593":[],"3594821":13,"3595":[],"3598":[],"359999999999985":[],"36":[0,2,4,5,6,7,18],"360":1,"3604":[],"3605":[],"3606":[],"360688":[],"3609":[],"36102113":[],"36117602":[],"3613":[],"3615":[],"361556":[],"3617":[],"3621311":5,"3624":[],"3627":[],"3628":[],"363295916323784e":6,"363295916414895e":[],"3632959170548605e":[],"363295924430451e":6,"363834":11,"36383443":11,"363936":[],"36393643":[],"3643":[],"3644017":[],"364402":[],"364418e97433":1,"3645":[],"3646":[],"3647":[],"365350":[],"36535019":[],"3655":[],"3655222":5,"3659":[],"3668":[],"36689784":[],"366898":[],"3669":[],"367":2,"3672":[],"3673":[],"3674":[],"3679":[],"3684":[],"3687":[],"3688":[],"368m":4,"369139":11,"36it":[],"37":[2,4,6,7],"3704":[],"370782966":4,"3711":[],"3713":[],"3718":[],"3721":[],"3722":[],"3725":[],"3729":[],"37307168":16,"3739":[],"37396662":6,"37415316":16,"374291":[],"37429133":[],"3748":[],"3749":[],"3753":[],"3759":[],"3760":[],"3765":[],"376559":[],"37655936":[],"376834":5,"37683438":5,"37692363":[],"37703055":[],"3772":[],"3773":[],"37732":[],"3776":[],"3777801602":[],"3779":[],"37835429e":[],"3784":[],"378664":[],"37866422":[],"37900111":6,"3791":[],"379203":[],"3794":[],"379647":11,"37964744":11,"37992857":[],"38":[2,4,7,18],"380":[],"3802":[],"3803":[],"3804":[],"3805":[],"380739":[],"38073947":[],"3811":[],"38135733e":6,"3815":4,"381627865854956":[],"38162787":[],"3817475779":[],"3818":[],"3819":[],"3820":[],"3823886":5,"382389":5,"38246359":[],"382672":[],"38267217":[],"3827":[],"382951":11,"38295101":11,"3830":4,"3833":[],"38336316":16,"3834":4,"3837":4,"3838":4,"3839":4,"3842":[],"3850":[],"3851":4,"38533184":6,"3854":[],"3858":4,"386":[],"38605872":5,"386059":5,"3861":4,"3862":4,"38629436":16,"3864":4,"3867":[],"3869":4,"387":[],"3871":4,"3872":4,"387482":[],"38748219":[],"3876":[],"388":[],"3881":4,"3882":[],"3885":[],"38868469":16,"3888":4,"3889":4,"389":[],"38901478":[],"38906684":[],"389067":[],"3891":4,"38916861e":6,"38962192e":6,"3898":[],"39":[0,2,4,13,19],"390":[],"3906":4,"39095416":[],"3914":4,"3915":4,"3916":4,"391602":[],"3917":4,"3922":4,"3925515884752442":[],"3928":4,"3931":[],"39311435":16,"3943":4,"3944":4,"39456996":16,"3950":4,"3955":4,"39560937":16,"39579407":5,"3958":[],"3960":4,"3962":4,"3970":4,"39706038":5,"39724390e":18,"3975":4,"397700":11,"39789527":16,"3979":4,"39794864e":18,"3980313467":[],"3983":4,"39924562":[],"399246":[],"3994":4,"3996":4,"399836":[],"3d":[2,3,4,6,13],"3f":[1,3,9],"3n":16,"3x":[2,8],"3x_i":2,"3y":8,"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],"40":[1,4,6,19],"400":4,"4000":20,"4005":4,"4011":4,"40116777":[],"401168":[],"4012":4,"4017":4,"401842":11,"40214433":16,"4022":[],"40236901e":18,"4027":4,"4030":4,"40340043":[],"4034668048":[],"4038":4,"4039":4,"404":[],"4045":4,"4048":4,"4055":4,"405890":11,"4059":4,"40599799":[],"4068":4,"4069":4,"4075":4,"4077":[],"408":2,"4082":[4,6],"40829683":[],"408297":[],"4084":4,"4087":[],"4087793":5,"4088":4,"4089":4,"409":2,"40927184e":6,"40a38ad763f1":6,"41":[2,4,16],"410":2,"4100":4,"4107":[],"410815":[],"41081513":[],"411":2,"4115":4,"4117":4,"412":2,"41211579":[],"412116":[],"4128":4,"4131":4,"41351287":[],"413513":[],"41357064":[],"4143":4,"41433969":5,"4144":4,"4146":4,"41511965e":1,"4155":2,"415534701258823":[],"4162706317":[],"4167":4,"4176":4,"4177":4,"418506":11,"4186":4,"41876267":[],"418763":[],"41882036e":6,"41882037e":6,"4192423635":[],"41958102e":18,"4198":4,"41990268":[],"41it":6,"42":[0,1,2,4,8,9,10,16],"420":[],"42037468e":18,"42078103":[],"421":2,"4212":4,"422":2,"4224":4,"422480":[],"4224801":[],"423":2,"42340403e":18,"42394972":16,"424":2,"42441033":5,"42449643":[],"42450":[],"425":2,"4255":[],"4258989918":[],"426":[6,7],"42615374e":18,"42631342":[],"427017":11,"4275":4,"43":[0,1,2,4,7,16],"43054282":5,"43135183":16,"43294696e":18,"43330971e":6,"434932":11,"43493232":11,"435163":[],"43552433":16,"43579948e":6,"436462435":4,"43761347":[],"43766686":11,"4379":4,"438060758":[],"438136":[],"43876695":[],"438767":[],"439230":6,"4399427":[],"439943":[],"44":[0,1,2,4,16],"44089210e":5,"4410":[],"4411":[],"442600":11,"442701":5,"44270138":5,"443217":[],"444":[],"44688507e":18,"44970586e":1,"45":[2,4,19],"450":[],"450257":11,"4504":[],"45290829":16,"45393214e":18,"454027":[],"45402701":[],"4543859":[],"4557763":11,"455947":[],"456":[],"456418966187335":[],"457":[2,4],"457770268480242":[],"458027":[],"458078":11,"45960079":5,"45985488":[],"459855":[],"46":[2,4,19],"4601":[],"461":[],"461175":16,"462":7,"46383925e":6,"464424":[],"4644244":[],"46508305":16,"46567887":16,"466":[],"46602982":[],"46696223":[],"469":[],"46932688":[],"4694":[],"46984697e":6,"469868":[],"46986815":[],"47":[4,19],"4703":4,"47042744":5,"470714":[],"47075725":6,"47116868e":6,"47125748":5,"47132891":5,"47245463":[],"472455":[],"47387858":[],"47400238":[],"47432993":[],"4744":[],"4744219":[],"47478057":[],"47485224":[],"475311":[],"47531107":[],"47610036":6,"47815203":11,"47920156":[],"47942814":[],"479465113":4,"48":4,"48089797":[],"48133064":[],"481979":6,"48212873":16,"48257387":19,"48316523e":18,"483257001":[],"4837":[],"48420165":[],"48476997":11,"48574149":16,"486873":[],"48687342":[],"489":[],"489522":[],"48952201":[],"48994188":5,"49":[4,5,6,11,13],"490":[],"491":[],"49152":3,"492":[],"493":[],"49385454e":18,"4940954":0,"4959161509356135e":6,"495916150936645e":6,"495916150936654e":[],"495916150938325e":[],"49614357":18,"49636583":[],"497":[3,4],"498":[3,4],"499":[3,4],"4990":18,"499012":5,"49901244":5,"4992":18,"4997":18,"49992743e":18,"4c4c7f":[9,10],"4d":3,"4f":6,"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],"50":[1,2,3,4,6,7,8,10,13],"500":[1,3,4,6,9,10,13],"500000":[],"50000455":5,"50000553":5,"50000718":5,"50000855":5,"50000969":5,"50001063":5,"50001142":5,"50001207":5,"50001261":5,"50001306":5,"50001343":5,"50001374":5,"500014":5,"50001414":5,"50001422":5,"50001439":5,"50001454":5,"50001466":5,"50001476":5,"50001485":5,"50001492":5,"50001498":5,"50001502":5,"50001506":5,"5000151":5,"50001512":5,"50001515":5,"50001517":5,"50001518":5,"50001519":5,"50001521":5,"50001522":5,"50001523":5,"50001524":5,"50001525":5,"501":[3,4],"50105159":[],"5018":18,"50227564e":6,"5031474174499113":18,"50314742":18,"50321091":5,"504167":[],"50416731":[],"506":0,"50680321e":18,"50727059":16,"50769230769231":[],"507d50":[9,10],"50846111e":6,"50846112e":6,"50it":6,"50j":13,"50x10":1,"51":[4,10],"510":1,"51004249":16,"51126895e":18,"51131471":[],"511315":[],"511888":5,"511977":[],"51197747":[],"512132":[],"51214899":6,"51265232":16,"51289697":11,"512897":11,"5138":[],"51389553":16,"514219":[],"51561271":16,"517350858882083":[],"5177783846":4,"517823":[],"51782322":[],"518030":11,"51803019":11,"519842":[],"52":[3,4,13],"520931":5,"52093124":5,"5216048821598704":[],"521719":[],"52171908":[],"5222222222222223":1,"522758":[],"52307692307693":[],"5260627":[],"526744":11,"52723079":[],"52773051":[],"52799362":11,"528115":11,"52811546":11,"52874252":5,"529":[],"52911941":[],"52945798e":[],"53":[3,4,9],"5303329":11,"5305555555555556":1,"5312":[],"531280":[],"53189647":[],"53312754":16,"53423784":16,"53479276":[],"534793":[],"53603432":[],"53611562":[],"53697476":[],"53703498":6,"5378811":11,"53794784":11,"537948":11,"53815559":[],"53846153846155":[],"539261":11,"53952479":[],"539525":[],"54":[3,4,6,18],"540":[],"54016188":11,"540162":11,"54039921":5,"54041041e":5,"541605":[],"54163136":13,"544439":[],"546166676":[],"546712":[],"54671213":[],"54780216":[],"54845458":[],"548455":[],"54886137":[],"54it":[],"55":[1,3,4],"5501":[3,4,14],"55026099":[],"550321":[],"5539":[],"55505907":16,"555187":[],"55518724":[],"555496":[],"5554964":[],"5555555555555556":1,"55578041":[],"5566":[],"557795":11,"558080":[],"55808001":[],"558241":[],"55824107":[],"55854694":11,"5594":6,"56":[1,3,4],"56033697":5,"561":[],"5611":[],"5615":[],"56198284":5,"5625":[],"56302854":16,"5639":[],"564":[],"564374":11,"56437897":[],"564379":[],"565":[],"565006":[],"56500639":[],"56536":0,"565651":5,"56565106":5,"566":[],"56636616e":6,"567":[],"568":[],"569":1,"56912044e":6,"56939714":5,"56992937":[],"57":[0,4,8,19],"570":[],"5700":[],"571":5,"571105947979336e":6,"571105947979394e":6,"571105947979395e":[],"571105947979439e":[],"57154252":[],"57174058":[],"57201944e":6,"57266138":[],"57361898":[],"574465":11,"57673618":16,"57842073e":18,"578889":[],"57888946":[],"57it":[],"58":[4,10,19],"583595":[],"58395707":[],"58428804":[],"584804":[],"5888888888888889":1,"589":[],"58986647":[],"59":[2,4],"590":[],"591":[],"591317992":4,"591594":[],"59159438":[],"59182949":[],"592":[],"593":[],"593040":[],"59304008":[],"5944444444444444":1,"59591979":[],"595920":[],"59592669":[],"59616454":[],"596165":[],"59766":[],"597660":[],"59833875":13,"598392":[],"59839245":[],"59955801":13,"5cm":18,"5dd54edf2138":6,"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,17,18],"60":[1,2,3,4,6],"60000":4,"6019067271":4,"60236938":16,"60293962":5,"603494":[],"60349429":[],"60420593":5,"60538875":16,"60619654":6,"6063219":[],"606439":[],"60673226":11,"606760":5,"60685864":6,"60791699":[],"6079169911277265":[],"608028":[],"60802823":[],"60943791":16,"61":[2,4,7],"61033524":[],"6111111111111112":1,"612939":[],"613579":[],"61399851":11,"613999":11,"61406871":[],"61463451":16,"614808":11,"6149274949460215":[],"61576236e":18,"617572":[],"61757228":[],"618":[],"61808351":[],"618982":[],"6199381169260247":[],"62":[2,3,4],"62168613":[],"62364974":[],"62373464":11,"625":7,"626635268":[],"62767384":[],"62894215":5,"62896882":[],"629961":[],"63":[0,1,2,3,4,6,7],"6300745149331701":[],"630224":[],"63025821e":6,"63207808":18,"63249532e":6,"63270833":[],"63367582":5,"633676":5,"63395187":[],"63498144":5,"63675140":[],"6371293350711955":[],"637545":[],"63754524":[],"63860687":16,"63862189":5,"63901111":[],"63it":[],"64":[1,3,4,7,13,16],"64012627":5,"64113381e":18,"64141716e":18,"642380":[],"64238022":[],"64293754":[],"64425009":[],"645":[],"64615384615385":[],"646283":11,"647":6,"64742912e":6,"647473":11,"649339":[],"64933923":[],"649382":11,"64x50":1,"65":[1,2,3,4,7,8,9],"65136857":[],"6530742540053943":[],"6562":[],"65626043":[],"65628853":16,"65885453":5,"659306":[],"66":[2,3,4],"66054752":[],"66087937":[],"66204648":6,"66226149":6,"66247212":[],"662854":[],"66285434":[],"6628996975186953":[],"66292841":[],"66295776":5,"662958":5,"66310422":[],"6638":[],"66410989":[],"66560":[],"66619972":11,"666200":11,"6669838269597004":[],"667":[],"668172":[],"668186":[],"66818635":[],"66934291":[],"66it":6,"67":[2,4],"67047975e":6,"671089":[],"672721":[],"67314874e":5,"67588315":[],"67591616":[],"67697934":11,"67838309":[],"67882608":[],"67970864":[],"679709":[],"68":[2,4],"6808538439837775":[],"68176047e":18,"68192193":5,"68246089":16,"68279358":16,"6834195":[],"68534263e":6,"68542204":5,"68545647e":[],"6869":[],"6887363571":4,"689230294669661":[],"68929213e":6,"68944595":[],"689519":11,"68965135":5,"69":[2,4,7,18],"690":[],"69023787":[],"690569639355314":[],"69061276":11,"690617":[],"69069n_":18,"692":1,"69295955":[],"69484813e":5,"69493539":16,"69504801":6,"6960326":[],"69634577e":6,"69695259":5,"6984511994530214":5,"69985355":[],"6999536":11,"69it":[],"6e75736fdab1":6,"6f7a6bd7d79f":6,"6m":[3,4],"6n_":18,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,16,18,20],"70":[1,2,4,6,7],"70127680":6,"701370":5,"70179437":[],"70205195":16,"70354373":[],"703716d317a7":8,"70434005":[],"7050":[],"70598996":[],"70653767":4,"70710678":5,"70721787":[],"707218":[],"70769586":[],"70831425":[],"70832814":5,"70980493":16,"71":[1,2,4],"71131626":16,"7119":[],"712018":11,"7134":[],"713487":[],"71348713":[],"71350226":[],"7151":[],"71721168":[],"718165":5,"718697":[],"71869727":[],"72":[2,4],"72174172":11,"722047011333792":[],"72271878e":6,"72347283":[],"7236674":5,"72373129":[],"724":3,"72522848":[],"72859758":5,"7293182":[],"72981762":8,"73":[4,6],"731000":[],"73174557":[],"73287103e":18,"733096":[],"73406033e":18,"73484667":[],"735738558766299":[],"73573856":[],"73752910":[],"73it":6,"74":[4,6,13],"740":[],"74081822":8,"741264":[],"74126425":[],"742975":[],"74297504":[],"74368436":16,"743u":[],"7448615806559786":[],"7469898175164704":[],"74840212":5,"7484669886413582":[],"749765":[],"75":[4,5,6,8,11],"7501749450963715":[],"750445":[],"750u":[],"75106135":16,"75118364":[],"751699":11,"75170092":5,"753846153846155":[],"7546383166870465":[],"75517445":[],"756232":[],"75623206":[],"756352":[],"75703965":[],"757040":[],"758193":[],"75819326":[],"75838233":[],"75it":[],"76":[2,4,19],"76060096":[],"76066069":16,"763u":[],"7643536":13,"765":7,"76529528":[],"76674796":16,"76731400e":18,"76802186":[],"768813":[],"76881337":[],"76923076923077":[],"76936315":5,"7694444444444445":1,"77":[2,4,13,19],"77034458":[],"770345":[],"77152076":5,"7718":9,"773329728649545":[],"77332973":[],"77333117e":18,"774300":[],"775":[],"77618224":[],"77627886":13,"77632220e":18,"77636e":13,"77662945":[],"7767978193240488":11,"77714169":8,"77754132e":18,"7782028952":4,"77865169":[],"78":[2,4],"78011544":[],"78156479e":5,"78184120e":6,"7843182645426894":[],"7846153846154":[],"787349":[],"7873493":[],"78941903":5,"78988962e":18,"79":[2,4],"79009329":16,"79093776":[],"79111643":5,"791123":[],"79145214e":18,"793167":[],"79394867":[],"7939646":[],"794282":11,"79449156":[],"79602861":[],"79754246":[],"797e":6,"79856831e":18,"798761":[],"79876149":[],"7c394b1e8b71":9,"7d7d58":[9,10],"7f2b3a6174c2":13,"7m":4,"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18],"80":[0,1,2,4,5,6,8],"800":[4,7],"802796":[],"80279641":[],"80315282":[],"803153":[],"80354994":6,"80469739":5,"8055555555555556":1,"80561191":[],"80609615e":6,"80609616e":6,"8064":[],"80661365":[],"806614":[],"80734875":[],"807349":[],"80738685":16,"80747253":16,"80842254":11,"808423":11,"80847477e":6,"81":[1,2,4],"81048318e":6,"8108619":[],"81160425":5,"81187794":16,"81333804":6,"81333805":[],"81388724e":18,"814":[7,11],"815563":[],"81633628":11,"816454":[],"81671821":[],"816847":[],"8175":[],"81974332":[],"82":[2,4],"8219235992494145":[],"8219236":[],"82198978":5,"82650876":[],"826509":[],"8265786":5,"82747653":[],"827477":[],"82773778":[],"829648415811072":18,"82964842":18,"83":4,"8305555555555556":1,"83512277":5,"836874":[],"83687444":[],"83698677":16,"83999999999999":[],"84":4,"84062065":[],"84203538":[],"84228957e":[],"84232163":16,"842436":[],"84292394":[],"842u":[],"84355903e":1,"84443254e":1,"84569271":13,"84780262":6,"84854738":[],"84886051":[],"848861":[],"84923989e":6,"84924834":11,"84994524":5,"85":[1,4],"850164":5,"8503720991789538":[],"85091337":[],"85263220":6,"8527777777777777":[],"85278920e":5,"853241":[],"85324115":[],"853u":[],"85601992":5,"85758696":16,"858":[],"8583333333333333":1,"85953586":6,"85959007":[],"86":2,"8608479":[],"860848":[],"861":[],"86117291":5,"86134827":5,"86145244":11,"86171505":[],"8638888888888889":1,"86425056":[],"864251":[],"86478158":[],"86546962":[],"86623151":13,"86630":[],"8666666666666667":1,"86810":[],"86879198":5,"868792":5,"869":0,"86905621":[],"86925797":[],"869258":[],"87":2,"870":0,"8702784034":4,"871":0,"87191952":[],"871920":[],"872":0,"8722222222222222":1,"873":0,"87327414":[],"87381451":5,"875":1,"8759":13,"876":6,"87625493":[],"87647541":[],"876664":[],"87666423":[],"8768":[],"878297":[],"87836018":[],"879271":[],"87927126":[],"87940752":16,"87it":6,"88":[0,2,13],"88017651":11,"880177":11,"88031314":[],"88046261":5,"8805555555555555":1,"88118231":[],"88168312e":6,"881788":[],"883":[],"88336879":5,"884":[],"88477619":[],"885":[],"88512489":[],"88529063e":6,"8855417382991412":[],"88554174":[],"886":[],"88679947":[],"887":[],"887366":[],"88736621":[],"8879":6,"88871662":16,"8888888888888888":1,"889080":[],"88908038":[],"8894":6,"889686":[],"89":2,"8916666666666667":[],"89274639":16,"89288636":11,"89335182":[],"893352":[],"893489":[],"89348922":[],"89410423":5,"8944444444444445":1,"89550839":16,"89565264":[],"8962476":[],"896248":[],"89873772":16,"89876748":[],"8991514":16,"89944994":[],"899450":[],"8f":6,"8g":6,"8n":16,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,18],"90":[1,2,6],"900449":[],"9005135872087155":[],"90054363":[],"90075537":5,"9011":6,"90220243":5,"90266948":5,"90268858":[],"9027777777777778":1,"903824":[],"90382431":[],"9040":9,"90475506e":6,"90540529":11,"9055555555555556":1,"90559087":[],"905591":[],"906747":5,"9083333333333333":[],"90884627":16,"90895045":16,"90940378":16,"90999452e":18,"91":19,"910":[],"9111111111111111":1,"91128596":5,"912u":[],"913":[3,4],"91379157":[],"913791573406831":[],"91383439":16,"91396388":[],"914":[3,4],"91416375":[],"91479093":[],"91492986e":6,"915":[3,4],"91549644":[],"916":[3,4],"91616374":[],"916164":[],"9166666666666666":[],"917":[3,4],"91760278":5,"918":[],"91812702":5,"918992":[],"919":[],"92":[6,19],"9212905":[],"921291":[],"92143477":[],"921435":[],"92208477":[],"922085":[],"92272314":[],"922u":[],"92343595":[],"924018":[],"92477093":[],"924e":6,"925":1,"92507116e":1,"9252772":11,"92578916":5,"92603747":16,"92626212":16,"926583":[],"92658312":[],"92754397":[],"927544":[],"9277777777777778":1,"92819235":[],"92857143":7,"93":[],"93037171":[],"930372":[],"9305555555555556":1,"930583":11,"930683":[],"931":0,"93155188":5,"93158979":5,"93188452":5,"931885":5,"93248252":[],"932483":[],"932u":[],"933":5,"93414191":[],"93492130e":6,"93579127":16,"935u":[],"9361111111111111":[],"936762":[],"93676229":[],"936856":5,"93685631":5,"937":18,"937082":[],"93799826":5,"938":18,"9387":[],"939":[0,18],"94":[7,18],"9400":[],"940776":[],"94077605":[],"941866404575299":[],"94226022e":6,"94284104":5,"94320205":5,"9444444444444444":1,"945":[3,4],"94548496":[],"94591015":16,"946":[3,4],"94639099":11,"946393":5,"94659383":[],"946957":5,"947":[3,4],"9472222222222222":1,"94735055":[],"947903":[],"94790323":[],"948":[3,4],"9482527":5,"948641":[],"949":[3,4],"95":[1,7,11],"95008046":6,"95079764":6,"95231424":5,"9527777777777777":1,"95284275":5,"953065564":[],"95351665":5,"954":18,"9549351910143222":[],"954988":[],"954u":[],"9555555555555556":1,"95569422":[],"955820c21e8b":4,"956563":11,"95684892":5,"95703":13,"95714723":[],"957147232685324":[],"958228616652075":5,"958476":[],"95it":[],"96":[6,7,11],"960":18,"9601304850018328e":6,"960130485007504e":6,"960130485007934e":[],"9601304850213484e":[],"96024953":5,"96032148":16,"96084663":5,"961":18,"962":18,"9637117593816477":6,"96390357":[],"9640435":5,"964268":[],"96426825":[],"964735":[],"96473528":[],"96489434":[],"9649652536":4,"96527903":16,"96551427e":18,"965548":[],"96601782":[],"96606158":16,"96653373":[],"96686324e":18,"96688672":5,"9674916":5,"967809":11,"96863851":[],"96987657":[],"96992454":[],"97":7,"97005689":5,"970057":[],"97065296":[],"97108e":13,"97202":[],"9722222222222222":1,"97230501":[],"97243128":5,"97300836":5,"97497404e":6,"975":1,"97507735":5,"97547354":18,"97547354476579":18,"975510299261579":9,"9760832":[],"97705827":5,"977418":[],"97758848":5,"9777777777777777":1,"977880":[],"97788031":[],"9780387310732":20,"9780387848570":20,"9781492032632":20,"978553":5,"97898392":6,"97926491":5,"98":[0,1,7],"980":[],"98017611":13,"98036405":[],"9805555555555555":1,"98091621":5,"981321":[],"98139097":5,"98249059":[],"982491":[],"98266587":16,"98275501":5,"982758":[],"98275836":[],"983310":[],"98346748":[],"9835443722554817":5,"98399675":[],"98413059":5,"98454786":5,"98467494":5,"985":18,"98566191":5,"986":18,"9861111111111112":1,"986699":5,"98680716":5,"98716878":5,"98756882":13,"98794823":16,"9879924":[],"98808176":5,"98822371":6,"9888888888888889":1,"989":18,"9890348":5,"9893149172528393":[],"9893447":5,"9898254753574576":[],"98982548":[],"9898ff":[9,10],"99":[6,7,11,13],"990":[],"99009525":5,"9902552771282336":[],"99049330":6,"99088801":5,"991":18,"99115119":5,"99157584":[],"99176998":5,"992":18,"99242921":5,"99265097":5,"99274513":0,"993":18,"99316252":5,"99353454":[],"993535":[],"993537":[],"99353748":[],"99371056":5,"993865":[],"99389612":5,"993972":[],"99397245":[],"9943201":5,"99435648":[],"9947756":5,"99492986":5,"99519225":13,"99528218":5,"99539415":5,"9955282554647219":[],"99566069":5,"99578809":5,"99594988":[],"995950":[],"996":5,"99608161":5,"9963961":5,"99650061":5,"9967458":5,"99700706":5,"99709215":5,"99724883":[],"99729756":5,"99751458":5,"99758326":5,"99775587":5,"99775949":[],"99793613":5,"99799099":5,"99813653":5,"99828624":5,"99829953":[],"9983295":5,"99845267":5,"998577":5,"99861053":5,"99871521":5,"99881845":5,"99884384":5,"99893323":5,"999":[9,18],"99901896":5,"99903755":5,"99911427":5,"99918546":5,"99919837":5,"99926459":5,"9993237":5,"99933188":5,"99938942":5,"9994385":5,"99944272":5,"99949306":5,"99953381":5,"99953475":5,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970988":5,"9997332":5,"99975913":5,"99977416":[],"99977849":5,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"99991263":5,"99992746":5,"99993978":5,"99995":5,"9999555851685968":6,"999955585168597":6,"9999840939906267":[],"9999858320366368":[],"9x":6,"9y":6,"\u00f8yvind":[6,19],"abstract":1,"boolean":4,"break":[0,4,6,11,14],"byte":16,"case":[0,1,2,3,4,5,6,7,11,12,13,14,15,16,17],"catch":0,"char":[],"class":[0,1,3,4,6,7,8,9,11,12,13,18],"const":[],"default":[0,1,2,4,6,7,13,16],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,16],"ekstr\u00f8m":4,"eng\u00f8i":19,"export":9,"f\u00f8470":19,"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,18,19],"float":[0,3,4,5,9,11,13,14,16],"function":[2,3,4,5,9,14,15,16],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,18],"int":[0,1,2,3,4,5,6,11,13,14,16,18],"long":[0,1,3,4,12,13],"m\u00f8svatn":6,"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,16],"null":[],"public":[0,15],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,16,18],"s\u00f8rli":[],"s\u00f8rlie":19,"sch\u00f8yen":[6,19],"short":[4,5],"steinsv\u00e5g":[],"super":[3,5],"switch":0,"throw":[3,6,18],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,16,18],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],"var":[5,6,10,11,18],"while":[0,1,3,4,5,6,7,8,9,11,12,13,18],A:[2,3,5,6,7,10,11,12,13,15,16,17,18,19,20],AND:2,And:[0,3,4,5,6,9,15,18],As:[0,1,2,3,4,5,6,8,10,12,13,16,18],At:[0,4,6,13],BE:0,Be:[2,15],Being:13,But:[0,1,2,3,5,6,9,10,18],By:[0,3,5,6,12,13,16],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],IF:6,IN:20,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],Is:11,Ising:[5,12],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],Its:[1,2,4,11],NO:[7,11],No:[3,4,6,7,8,9],Not:[0,1,5,6,17],OR:18,Of:18,On:[0,3,17,18,20],One:[0,1,3,4,5,6,7,8,11,12,13,18],Or:[0,1,6],Such:[0,6,12,18],That:[0,5,7,10,11,12,14,18],The:[4,10,13,14,16,17,18,19,20],Then:[0,1,6,8,9,10,11,12,13,14,16],There:[0,3,4,5,6,8,9,11,12,14,16,17,18,19],These:[0,3,4,5,8,9,10,11,12,13,14,16,18],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],With:[0,5,6,8,9,10,11,12,14,16,18],_0:[5,8,10,11,13],_1:[2,5,6,8,10,11,12,13,14,16],_2:[2,5,8,11,12,13,16],_3:16,_4:16,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,16],_________________________________________________________________:4,__call__:[3,4],__class__:10,__doc__:6,__future__:[8,9],__getitem__:[],__init__:[1,3,4,14],__main__:2,__mosek:[],__name__:[2,10],__traceback__:[3,4],_asarrai:[],_auto10:[6,12],_auto12:6,_auto1:[2,3,4,5,6,7,12,13,16,18],_auto2:[2,3,4,5,6,12,13,16,18],_auto3:[3,4,5,6,12,13,16],_auto4:[4,6,12,13,16],_auto5:[4,6,12,13,16],_auto6:[4,6,12,16],_auto7:[4,6,12,16],_auto8:[6,12],_auto9:[6,12],_ax:[],_base:8,_build:[0,15,17,20],_build_call_output:[3,4],_c:1,_call:[3,4],_call_flat:[3,4],_check_1d:[],_check_optimize_result:[7,11],_compon:11,_coordinate_desc:6,_copy_docstring_and_deprec:[],_cpgg0jyh8m:17,_decor:0,_depth:9,_fraction:9,_get_lin:[],_getitem_multilevel:[],_handl:[3,4],_i:[0,1,2,5,6,8,11,12,13],_inference_funct:[3,4],_interpolatefunctionerror:[3,4],_is_primit:[],_j:[0,1,2,3,5,6,8,13],_jit_compil:[3,4],_k:13,_l:12,_lambda:6,_leaf:9,_logist:[7,11],_m:10,_make_vjp:[2,13],_maybe_define_funct:[3,4],_multilayer_perceptron:1,_n:[2,5,8,11,13],_node:[2,9,13],_notokstatusexcept:[3,4],_np:[],_num_output:[3,4],_p:[5,8],_plot_arg:[],_process_traceback_fram:[3,4],_r:[3,4],_ratio:11,_sampl:9,_select_forward_and_backward_funct:[3,4],_split:[6,9],_src:[3,4,14],_stateful_fn:[3,4],_stateless_fn:[3,4],_t:13,_test:6,_trace:[2,13],_valu:[2,13],_varianc:11,_weight:9,a0:3,a0faa0:[9,10],a1:0,a2:0,a3:0,a4:0,a_0:0,a_1a:0,a_2a:0,a_3:0,a_3a:0,a_4:0,a_4a:0,a_:[0,1,16],a_h:1,a_i:[0,1,2,12],a_j:[1,12],a_k:[0,1,12],a_ndim:2,aaron:20,ab:[0,2,5,13,14],ab_channel:15,abandon:1,abbrevi:17,abid:18,abil:[0,10],abl:[0,1,4,5,6,7,10,12,13],abort:[],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,20],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,18],abovement:6,abscissa:13,absolut:[0,2,5,6,13],acceler:13,accept:[0,3,6,9],access:[0,3,4,11,18],accid:[4,6],accmod:[],accompani:0,accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,18],accordingli:11,account:[0,3,5,13,18],accumul:[12,18],accur:[0,3,4,6,10,13],accuraci:[0,1,3,4,5,6,7,9,10,11,12],accuracy_scor:[0,1,10],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,16],aco:18,acquaint:15,acquir:[1,15],acr:0,across:[1,3,6,9,15],act:[1,3,16],action:18,activ:[0,2,3,4,9,17],actual:[0,1,4,5,6,8,11,16,18],ad:[1,3,4,5,8,13,16],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:13,adam:[1,3,4],adapt:[4,6,13,20],add:[0,1,2,3,4,5,6,8,10,11,12,18],add_lin:[],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,16,18,19,20],addition:[12,13],address:[1,9,11,13,20],adjac:[3,12],adjoint:5,adjust:[0,5,12,13],admir:0,advanc:[4,6,12,20],advantag:[1,3,5,6,10,13,16],affect:3,affin:[0,3,8,11],afford:3,aforement:14,african:0,after:[0,1,2,4,5,6,9,11,12,13,15,16,18],afterward:0,ag:[0,7,17],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,18],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,18],ahead:9,ai:[0,20],aid:11,aim:[0,1,4,6,7,11,14,15,16],ainv:5,airplan:3,aka:5,al:[0,2,4,17,20],alarm:5,algebra:[0,3,5,13,15,17],algo:[],algorithm:[0,1,2,4,5,6,7,8,13,14,15,16,17,18,20],align:[0,2,5,6,7,8,13,18],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20],allevi:[1,13],alloc:[3,16],allow:[0,1,2,3,5,6,8,10,13,15,16],almost:[0,1,6,8,11,13,18],alon:[2,9],along:[2,3,4,5,6,9,10,11,15,16],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,18],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13],alpha_k:13,alpha_m:10,alpha_n:3,alpha_opt:13,alreadi:[2,3,4,5,6,10,12,15,16,18],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,16],although:[0,1,5,6,8,10,13],alwai:[0,3,5,6,12,13,18],am:4,ame2016:0,american:0,among:[0,3,5,9,10,12,16],amongst:5,amount:[0,1,3,4,6,8,10,14,15],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,18,19,20],an_:18,anaconda3:[],anaconda:[0,1,15],analog:13,analys:6,analysi:[1,3,4,7,14,16,17,20],analyt:[2,3,5,6,7,12,13,15],analyz:[0,1,3,4,5,6,18],andrew:1,angl:[0,3,9],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18],anim:[4,12],ann:12,annot:[0,1,3,7,8],anoth:[0,1,3,4,5,6,7,8,10,11,12,13,16,18],anp:2,ans_vspac:2,ansatz:0,answer:[0,1,3,5,6,16],antialias:[2,6],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,18],anytim:19,apach:1,apart:[11,13],api:[1,15],appar:2,appear:[0,1,3,13,16,18],append:[1,3,4,8,9,13],appendcon:[],appendvar:[],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,18,20],applic:[0,1,3,4,5,6,7,9,12,13,16,17,18,20],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,15,18,20],appropri:[2,6,9,12,13,15,18],approx:[0,2,3,6,10,11,13,18],approxim:[0,1,2,3,4,5,6,7,10,11,13,18],apt:[0,15],aq:18,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20],arang:[1,3,4,6,7,9,10,12],arbitrari:[1,4,6,8,12,13,18],arbitrarili:[0,1,11],arc:6,architectur:[3,4,12,20],area:[0,3,6,20],arg:[0,2,3,4,13],argc:[],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13],argv:[],argval:2,aris:[0,6,12,13,18],arithmet:[0,13,16],arm:[3,4,6,14],arma:[],armadillo:16,around:[0,1,4,5,6,11,18],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,18],arrang:3,arraybox:13,arriv:[0,6,9,11,16,18],arrow:12,arrowprop:8,art3d:13,art:[0,1,15],articl:[0,3,4,6,10],artifici:[0,2,7,12,20],artificialneuron:12,arug:13,arxiv:[3,4],as_fram:[],asarrai:[0,2,6,9],asc:[],ascii:[],ashrafi:19,ask:[5,6,11,12],aspect:[0,6,15],assembl:[0,3],assert:4,assess:[0,6],assici:4,assign:[0,7,8,9,12,13,14,17,20],associ:[0,6,9,12,14,18],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],assumpt:[0,3,5,6,9,11,18],ast:[0,5,6],astyp:[4,9,10],asymmetri:0,asymptot:[4,6],async_wait:[3,4],atoi:[],atom:0,attempt:[0,4,6,7,8,10],attend:17,attent:[0,16],attr:[3,4],attract:[0,10],attribut:[0,9],attributeerror:[],audi:0,audio:[3,4],aurelien:[0,17,20],austfjel:6,author:[0,1,10,18],authour:0,auto:[6,9,10,18],autocor:18,autocorrelation_tim:18,autocorrelform:18,autocovari:18,autoencod:[4,15],autoencond:15,autograd:15,autom:[0,15],automac:16,automat:[0,1,2,3,4,11,15,16,17],automobil:3,autonom:[4,20],avail:[0,1,4,6,10,11,15,16,17,20],averag:[0,1,3,6,9,10,13,14,18,19],avg:[],avoid:[0,4,5,6,9,11,13,16],avx2:[],avx:[],awai:[2,3,6],awar:[2,10],award:19,ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16],axes3d:[2,6,13],axes_grid1:6,axessubplot:[],axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,18],axiom:5,axlabel:0,axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,2,3,4,5,6,8,9,10,12,13,14,18,19],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,16],b_group:9,b_i:[0,1,2,12],b_ia_:0,b_ia_i:0,b_index:9,b_is_vec:2,b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_meta:2,b_score:9,b_valu:9,bachelor:17,back:[0,3,4,5,6,8,9,10,16,17,18],backbon:16,backend:[1,4],background:[17,20],backpropag:1,backtrack:9,backup:16,backward:[1,2,4,12,16],backward_pass:2,bad:6,badli:18,bag:[9,15,17],bag_clf:10,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:6,band:16,bandwidth:16,bar:[0,6,11],barber:20,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,15,18,19,20],basi:[5,7,8,10,11,12,13,16],basic:[6,8,12,13,14,15,17,18],batch:[3,4,11,12,13],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,15,20],bc298b802fe2:6,becaus:[0,1,2,3,4,5,6,8,9,12,13,14],becom:[0,1,2,5,6,7,9,12,13,18],been:[0,1,2,3,4,5,6,11,12,13,15,16],befor:[0,1,2,3,4,5,6,7,8,12,13,14,16,18],beforehand:[0,18],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,18],behav:[1,6,13],behavior:[0,1,13],behaviour:12,behind:[0,1,6,8,13],behnoosh:19,being:[0,1,2,3,4,5,7,8,10,11,12,13,18],believ:[9,16],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],benchmark:10,bendik:[],benefici:[1,13],benefit:[0,1,4,11,13,15],bengio:[1,17,20],benign:[1,7],bennosh:19,besid:[4,5],bessel:5,best:[0,1,2,3,4,5,6,7,8,9,10,12,13,19],beta:[0,1,3,5,6,7,10,11,13],beta_0:[0,1,3,5,6,7,13],beta_0x_:0,beta_1:[0,1,3,5,6,7,10,13],beta_1x_0:0,beta_1x_1:[0,7],beta_1x_2:0,beta_1x_:0,beta_1x_i:[7,13],beta_2:[0,3,13],beta_2x_0:0,beta_2x_1:0,beta_2x_2:[0,7],beta_2x_:0,beta_3:3,beta_:[0,3,6,7,13],beta_i:[0,3,5],beta_j:[0,5,6,13],beta_k:13,beta_linreg:13,beta_m:10,beta_mg_m:10,beta_n:3,beta_p:7,beta_px_p:7,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18],beyond:[0,1,5,6,8,13],bf:[13,14,16,18],bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,17],bias:[1,2,3,5,6,9,12],big:[0,1,2,5,6,14],bigger:[1,6],bigr:12,bike:9,bilek:19,billion:[3,12,15],bin:[0,7,18],binari:[0,3,5,7,9,10,12,17],binarycrossentropi:4,bind:0,binomi:[15,18],binsboot:6,bioinformat:0,biolog:[1,12,20],bios1100:15,bird:[0,3],bishop:[17,20],bit:[1,4,16,18],bitwis:18,bivari:2,bk:[0,13],bla:16,black:[8,9,14],blob:17,block:[6,10,15,16,18],blockingavg:[],blockingstd:[],blockingvar:[],blocksiz:[],blocksizemax:[],blocksizemin:[],blogpost:4,blue:[0,3],bmatrix:[0,1,3,5,7,8,11,13,16],bmi:1,bodi:[0,1,4,12],bold:1,boldfac:[0,5],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14],boltzmann:[12,15],book:[17,20],boost:[1,9,15,17],boostrap:10,bootavg:[],bootstd:[],bootstrap:[1,13,15,17],bootvar:[],bootvec:[],boston_dataset:0,bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,18,19],bottl:7,bound:[0,8,12],boundari:[2,4,8,11,12],boundkei:[],box:[2,4,9],boxed_arg:2,boyd:[8,13],bracket:[4,18],brain:[1,7,12],branch:9,breast:[5,7,11],breviti:13,brew:[0,15],brg:8,briefli:0,bring:[0,5,6,10],broad:[0,3,4],brought:15,brownle:4,brute:[3,5,11],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,13,16,18],built:[0,1,3,4,6],bunch:11,busi:0,bx:[],bzl:[],c1:[8,11],c2:[8,11],c95af3df0cdd:3,c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20],c_0:18,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,18],c_i:[12,13],c_k:18,ca:1,cabc613b8702:13,cach:10,cal:[0,8,10,12,13],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,16,18],california:[],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],callabl:[3,4],callback:[3,4],calor:0,cambridg:[13,20],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],cancel:[0,13],cancellation_manag:[3,4],cancer:[5,10],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,17,18],canopi:[0,15],cap:5,capabl:[0,1,8,13,15],capac:2,capita:0,captur:[4,11,12],captured_input:[3,4],car:[3,4],card:[0,7],cardin:1,care:11,carefulli:13,carlo:[0,6,15,18,20],carri:[2,6,7],cart:10,carvalho:19,casella:20,cast:1,cat:[3,4],categor:[0,1,3,9,11],categori:[0,1,3,7,10,12,14,17],categorical_crossentropi:[1,3],caus:[0,5,6,18],causal:0,causat:0,cax:1,cb:6,cbar:1,cbook:[],cc:[0,1,5,13],ccc:[5,12],cd_fast:6,cdf:18,cdot:[0,2,6,12,13,14,16,18],celebr:13,cell:4,center:[0,1,6,7,8,9,11,14,18],centr:20,central:[0,3,5,6,8,16],centroid:[14,18],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,18],cg:13,cha:0,chain:[0,1,13,15,18],chanc:[1,5,13,18],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18],channel:3,chapter3:0,chapter:[0,6,10,11,16,17,20],charact:[0,3,5],character:[8,9,10,12,18],characterist:[0,1,3,10,13],charg:0,charl:0,chase:4,chd:7,chddata:7,cheap:5,cheaper:[1,13],check:[0,1,3,4,5,6,11,13,16],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chemic:[],chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,16],choleski:[5,16],choos:[2,3,6,9,10,11,13,14],chosen:[0,1,2,6,8,9,10,13,18],chosen_datapoint:1,christian:20,christoph:[17,20],cifar10:3,cifar:3,cin:[],circ:[1,12],circl:[0,8,12],circuit:3,circumfer:9,circumv:[1,5,13],ckpt:4,clariti:18,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[3,4],classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,15,17,20],classifi:[0,1,4,7,9,10,11],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,18],clever:[1,10],clf3:0,clf:[0,6,8,9,10],clf_lasso:6,clf_ridg:6,clip:[3,18],close:[0,1,2,4,6,8,9,11,12,13,14,18,20],closer:[3,5,13],closest:[8,11,13,14],closur:15,cloud:15,cluster:[0,1,4,6,11,15,17],cluster_label:14,cm:[1,2,3,6,8,13],cmap:[0,1,2,3,4,6,8,9,10],cmap_arg:6,cmath:[],cmb:17,cmd:9,cmu:[],cn_:18,cnn:[12,17],cnn_kera:3,cntk:15,co:[0,2,3,6,9,13],code:[3,4,6,7,8,13,15,16,17,18,20],coef0:8,coef:0,coef_:[0,5,6,8,9,13],coeff:5,coeffici:[0,3,5,6,7,8,9,13,16],coerc:[0,6],coin:[10,18],coin_toss:10,col:[0,11],colab:15,cold:9,colinear:0,collaps:8,collect:[0,2,6,10,11,15,18,20],collinear:5,color:[0,3,4,6,8,9,10,18],color_channel:3,color_cod:6,colorbar:[1,6],colsample_bytre:10,colsaobject:10,colspec:0,column:[0,1,2,5,6,7,8,9,11,12,16],columntransform:9,com:[3,4,6,14,15,17,20],combin:[1,2,5,6,7,10,18],come:[0,1,3,4,5,12,13,14,17],command:[0,1],comment:[0,4,5,6],commerci:[0,15],commod:0,common:[0,1,3,5,6,7,9,11,13,14,18],commonli:[0,1,4,6,7,9,13,14],commun:[0,12],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14],compair:0,compar:[0,3,4,5,6,11,13,16],comparison:[2,4,13],compat:7,compet:0,competit:10,compil:[0,1,3,4,15,16],complet:[0,2,3,4,9,12],completenn:12,complex:[1,5,8,9,11,12,13],complic:[0,1,9,13],compon:[0,1,3,4,5,6,7,9,14,15,17],components_:11,compos:[9,12,14,15],compphys:[0,6,15,17,20],compress:0,compris:6,compromis:5,compulsori:15,comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,20],computation:[0,3,6,9,13,18],con:[],concaten:[2,4,6,14],concav:[1,13],concentr:[0,10],concept:[0,2,15],conceptu:[12,13],concern:[0,1,4,7],conclud:[0,5,13],conclus:1,cond:2,conda:[0,1,15],condit:[0,2,4,5,6,8,9,11,13,18],conduct:15,condwav:2,coneqp:[],confid:[0,5,6,7,8],configur:3,confirm:[5,12],confus:[5,6,10,16],confusion_matrix:9,congruenti:18,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,16],consequ:[5,6,8,10,12,13],conserv:[5,14],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,18],consider:[0,1,5,13],consist:[0,1,2,3,4,6,12,13,18],constant:[0,2,4,5,6,8,12,13,18],constitu:0,constitut:[2,6],constrain:[1,3,5,7,11],constraint:[5,6,8,13],construct:[0,1,2,3,5,6,7,8,9,10,11,16,18,20],contact:0,contain:[0,2,3,4,5,6,7,8,9,11,12,13,16,18,20],contemporari:20,content:[1,15,16],context:[3,4,6,10,13],contigu:16,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,18],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,18],contributor:0,control:[0,1,3,9,13,15],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],conveni:[0,5,6,12,13,16],convent:12,converg:[1,2,4,5,6,7,8,11,13,14],convergencewarn:[1,6,7,8,11],convert:[0,1,4,5,9,11,13,16],converttomatrix:4,convex:[4,5,7],convinc:13,convolut:[1,4,15,17],cool:[4,9],coolwarm:6,coordin:[5,12,14],coorel:0,copi:[0,1,14],core:[2,3,4,10,13],corel:0,coronari:7,corr:[0,5,7,11],correalt:[11,15],correct:[0,1,2,3,4,5,13,16,18],correctli:[1,2,6,10],correl:[0,1,3,5,6,7,10,12,13,15,18],correlation_matrix:[0,5,7,11],correspond:[0,3,5,6,8,9,11,12,15,16,18],cortex:12,cosin:[3,6],cost:[0,2,3,5,6,7,8,9,12,13],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:13,could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],coulomb:0,count:[0,9,17,18,19],countor:13,coupl:[4,5,6],cours:[0,1,3,5,11,17],courvil:[17,20],cout:[],cov:[5,6,11,16,18],cov_xi:[5,11],cov_xx:[5,11],cov_yi:[5,11],covari:[0,7,15,16],covariance_matrix:[5,11,14],cover:[0,5,15,17,20],covert:0,covxi:18,covxx:18,covxz:18,covyi:18,covyz:18,covzz:18,cpu:1,cpu_feature_guard:[],craft:3,creat:[1,2,3,4,5,6,9,10,11,12,13,15],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11],credit:[0,7],crim:0,crime:0,criteria:[0,4,9,10,14,18],criterion:[9,10,13],critic:6,cross:[0,1,3,7,9,10,13,15,17,18],cross_entropi:4,cross_val_scor:6,cross_valid:[7,10],crossvalid:6,crucial:[1,18],cs231:3,cs:17,csr_matrix:16,cstdlib:[],csv:[0,4,6,7,9],ctnk:1,ctx:[3,4],cubic:0,cumbersom:5,cumsum:[10,11],cumul:[10,18],cumulative_heads_ratio:10,cup:5,current:[1,2,3,4,6,13,14],curs:0,curv:[6,7,10,12],curvatur:13,custom:[6,14],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10],cvxbook:13,cvxopt:[5,8],cyber:20,cycl:[1,12],d1:[],d2:[],d2_g_t:2,d3:[],d670a873ab0c:[],d985fb40c43d:6,d:[1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,16],dai:[1,9,15],dalen:[],damp:3,darget:9,darkr:18,dat:0,dat_id:[0,6,7,9],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,16,20],data_handl:[3,4],data_id:[0,6,7,9],data_indic:1,data_modul:[],data_path:[0,6,7,9],data_url:[],databas:1,datafil:[0,6,7,9],datafram:[0,4,5,7,9,11],datapoint:[1,5,6,7,11,13],dataset:[0,4,6,7,8,9,10,11,13,14],datatyp:4,date:0,daughter:10,david:20,dbh:1,dbo:1,dcomposit:16,ddot:2,dead:1,deadlin:17,deal:[0,1,3,5,6,8,11,13,14,16,18],dealt:0,debt:7,debug:[0,5,6],decad:[0,3],decai:[0,13,18],decemb:17,decent:10,decid:[0,2,3,5,6,9],decim:0,decis:[0,1,8,11,15,17,20],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,16],decompos:[5,6,16],decomposit:[0,6,12,17],decompost:5,deconvolut:3,decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13],deduc:0,deep:[3,7,12,13,15,17,20],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,15],deeper:[0,3,4],deeplearningbook:20,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18],def_covari:18,def_funct:[3,4],default_tim:4,defect:5,defici:5,defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],definit:[1,2,5,6,8,10,11,12,13,16,18],defint:18,defun:[3,4],defvjp:2,degre:[3,5,6,8,9,10,11,18],del:1,delet:6,delimit:4,deliv:17,delta:[0,2,3,6,8,12,13,14],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,16],delta_h:[0,1],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_n:[0,3],delug:15,delv:0,demand:13,demonstr:[0,3,5,6,7,11,12,15],den:4,denomin:[1,5],denot:[1,2,6,7,13,18],dens:[1,3,4],dense_1:4,densiti:[0,2,6,18],depart:19,depend:[0,1,2,4,5,6,7,8,11,12,13,15,16,18],depict:18,deploy:[0,15],deprec:[2,3,6,13],depth:[0,3,9,10,16],deriv:[0,1,2,6,7,8,10,11,13,15],derivati:13,descend:[5,9,11],descent:[0,1,3,7,8,12,17],descr:[],describ:[0,2,4,5,6,8,10,11,12,13,16],descript:[0,8,9],design:[0,1,3,4,5,6,7,10,11,12,13],designmatrix:0,desir:[0,2,4,5,13,14],despit:[1,12],destroi:16,det:[5,16],detail:[0,6,11,13,14,16],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,18],determinist:[7,13,18],dev:1,develop:[0,3,5,8,10,11,12,15,16,17],deviat:[0,1,2,4,5,6,18],device_nam:[3,4],devis:12,df:[4,8,11,13],di:0,diag:[5,8],diagnost:[1,10],diagon:[0,5,7,13,16,18],diagonaliz:5,diagram:10,diagsvd:6,dice:[6,18],dict:[6,8],dict_kei:[],dictionari:0,did:[0,1,5,6,7,10,11,14],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,9,10,11,12,13,14,15,16,18,20],differenti:[0,3,15,16,17],differential_oper:[2,13],difficult:[0,1,6,10,13,18],difficulti:[0,1,13],diffonedim:2,digit:[0,1,3,4,6,17,19],dilemma:13,dilut:1,dim:[4,11,14,16],dimens:[0,1,2,3,4,5,8,11,14,16],dimension:[0,4,5,6,9,11,13,14,15,16],dimensionless:[0,3],diment:16,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14],directli:[1,4,5,6,18],directori:[],disabl:[3,4],disadvantag:0,disappear:[3,6],disc_loss:4,disc_tap:4,discard:[6,11],disciplin:[0,3,12],disclaim:18,discourag:13,discov:0,discover:5,discret:[1,3,5,7,13],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],diseas:7,disguis:6,disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,18],displaystyl:[0,5],displot:[],disregard:0,dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,18],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,18],distplot:0,distribut:[0,1,4,6,7,10,11,13,14,15,16],distrubut:[0,15],div:[],dive:[0,8,16],diverg:[1,13],divid:[0,1,3,5,6,8,9,11,12,18],divis:[6,8,9,13,16,18],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1],doc:[0,6,15,17,20],document:[4,7,11,13],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,18],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13],domin:0,don:[0,1,3,5,6,8,11,13,15],done:[0,2,3,4,5,6,9,10,11,13,16],dot:[0,2,3,5,6,7,8,9,10,11,12,13,16,18],doubl:[3,4,16],doubli:1,down:[0,3,6,9,11,12,13],download:[0,1,3,5,6,16,20],downsampl:3,dozen:1,dq:6,drag:13,dramat:11,drastic:4,draw:[4,6,10,13],drawback:[0,1,3,13],drawn:[1,4,6,7,11,18],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,18],dropna:[0,6],dropout:4,ds:[],dt:[2,3,13,18],dtype:[0,1,2,3,4,14,16],dualiti:6,dub:0,due:[1,2,5,6,8,10,12,13],dummi:0,dure:[0,1,3,4,8,9,11,15],dwell:0,dwh:1,dwo:1,dx:[2,3,8,18],dx_1:18,dx_1p:6,dx_2p:6,dx_mp:6,dx_n:18,dxp:6,dy:[1,8,18],dynam:4,dysth:19,dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19],e_:[0,2],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19],eager:[3,4],eapprox:0,earli:[1,3,4,13],earlier:[0,5,7,8,9,11,12,13],earthexplor:6,eas:[6,9,14],easi:[0,5,6,7,8,9,10,11,12,13,15,16],easier:[5,6,8,9,13,18],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16],eastern:19,ebind:0,eblock:9,economi:5,ecosystem:15,ect:17,edg:3,edgecolor:6,edu:13,educ:0,eface79dac2c:10,eff:18,effect:[1,4,10,13,18],effic:1,effici:[0,3,10,13,15,16,18],efron:6,egrad:13,eig:[5,11,13,16,18],eigen:18,eigenpair:[5,11],eigenvalu:[0,5,8,11,13,16],eigenvector:[5,11,13],eight:16,eigval:[16,18],eigvalu:[11,13],eigvec:[16,18],eigvector:[11,13],eispack:16,either:[1,5,6,7,8,9,10,11,13,18],ekstrom:[],elabor:18,elarn:3,electr:[0,3,12],electur:20,eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,15,16,17,20],elementari:[10,13,16],elementwis:[3,13],elementwise_grad:[2,13],elif:[2,3,4,14],elim:16,elimin:[3,8],els:[1,2,3,4,7,9,12,13,16],elu:1,elus:0,email:[17,19],embed:[0,11],embodi:6,emit:18,emner:[17,20],emphas:[0,10,15],emphasi:[0,15,20],empir:[1,11,18],emploi:[0,1,5,6,11,13,18],employ:0,empti:[6,10],emul:12,en:[15,20],enabl:11,enbodi:6,encod:[0,3,5,9,11,14],encompass:[0,18],encount:[0,1,5,6,7,13,18],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],end_box:[2,13],end_nod:[2,13],end_valu:[2,13],endl:[],endpoint:[3,6],energi:[0,4,6],enet_coordinate_desc:6,enforc:12,eng:20,engin:[0,1,3,4,15],english:20,enorm:3,enough:[0,6,13],ensembl:[1,9,17],ensur:[0,1,2,3,5,6,11,13,18],ensure_initi:[3,4],enter:[5,6],enthought:[0,15],entir:[1,3,7,9,15,18],entiti:[9,12,16],entri:[0,5,8,11,12,16],entropi:[1,3,7,10,13],enumer:[0,1,2,3,4,6,8],env:[0,1,2,3,4,6,7,8,11,13,14,18],environ:[2,15,20],eo:[0,6],eol:0,eosfit:0,epoch:[0,1,3,4,12,13],epsilon:[0,5,6,7,13],epsilon_0:0,epsilon_1:0,epsilon_2:0,epsilon_:0,epsilon_i:0,eq:[3,13,14,16,18],eqnarrai:[3,5,6],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18],equilibrium:[2,12],equiv:[3,13,16,18],equival:[0,1,5,8,11,13,15,16],erf:18,err:[0,10],err_:6,err_sqr:2,errat:13,errno:[],erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,18],error_estimate_corr_tim:18,error_handl:[3,4],error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13],essenti:[0,5,6,9,10,12,14,17,18],establish:[0,6,10,11],estim:[0,1,5,6,7,10,11,13,15,18],estimated_mse_fold:6,estimated_mse_kfold:6,estimated_mse_sklearn:6,et:[0,2,4,17,20],eta0:[8,13],eta:[0,1,3,8,12,13],eta_:13,eta_t:13,eta_v:[0,1,3],etc:[0,1,3,5,7,8,9,11,12,13,14,15,16,18],ethic:15,etsim:6,euclidean:[0,14],evalu:[0,2,3,4,5,6,9,13,18],evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,15,16,18],evenli:4,event:[3,4,5,7,10,14,18],eventu:[0,5,6,11,12,13,19],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,15,18],everyth:[4,12],everywher:[4,13],evolv:0,exact:[0,2,5,11,12,13,16,18],exactli:[0,3,4,6,12,15],examin:6,exampl:[5,11,12,13,15,16,17,18,20],exce:[1,12,13],excel:[0,1,4,5,10,20],except:[3,4,6,8,9,16],excess:0,excit:0,exclud:[1,6,12],exclus:[0,1,3,6,18],execut:[2,3,4,5,13],executing_eagerli:[3,4],exemplifi:13,exercis:[5,15,17],exhaust:6,exhibit:[0,5,6,8],exist:[0,1,2,3,5,6,7,8,9,13,16,20],exit:[5,16],exp:[0,1,2,5,6,7,8,10,11,12,13,18],exp_term:1,expand:[5,7,11,13],expans:[0,3,5,8,10,12,13],expect:[0,1,5,6,7,11,12,13,15],expectation_value_of_h_wrt_p:18,expens:[6,10,13],experi:[0,1,6,8,13,15],experiment:[0,3,4,6,9,14,18],experimental_get_tracing_count:[3,4],expert:[1,9],explain:[0,6,9,10,11,13],explained_variance_ratio_:11,explanatori:0,explicit:[0,3,6,13,16],explicitli:[0,4],explod:1,exploit:[0,3,12,13],explor:[1,4,6,8,13,15],expon:1,exponenti:[0,1,5,6,10,13,18],export_graphviz:9,export_text:9,exporttext:9,expos:15,express:[0,2,3,5,6,7,10,12,13,16,18],exptmean:18,exptvari:18,extend:[0,2,7,11,13,15],extens:[0,12,15],extent:[0,1,6,20],extern:[3,6,9],extra:[1,3,5],extract:[0,3,5,6,7,8,11,13,16],extrapol:0,extrem:[0,1,4,5,6,7,8,9,13,16],extremum:13,extrins:11,ey:[0,5,6,13,14,16],f11:0,f12:0,f13:0,f1:13,f1_grad:13,f1d:13,f2:13,f2_grad_x1:13,f2_grad_x1_analyt:13,f2_grad_x2:13,f2_grad_x2_analyt:13,f3:13,f3_grad:13,f3_grad_analyt:13,f4:13,f4_grad:13,f4_grad_analyt:13,f5:13,f5_grad:13,f6:13,f6_for:13,f6_for_grad:13,f6_grad_analyt:13,f6_while:13,f6_while_grad:13,f6d7a289d493:[],f7:13,f7_grad:13,f7_grad_analyt:13,f8:13,f8_grad:13,f9:[0,13],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,19],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:18,f_grad:13,f_grad_analyt:13,f_i:[0,6,12],f_m:[3,10],f_n:3,f_raw:2,f_vec:2,f_wrap:2,face:13,facecolor:[6,8,18],facil:[0,15],facilit:12,fact:[0,1,3,5,9,11,12,13],factor:[0,1,3,5,6,9,10,11,13,16,18],factori:13,fade:6,fafab0:[9,10],fail:[0,6,7,8,11,13,19],failur:7,fairli:[1,2,18],fake:4,fake_loss:4,fake_output:4,fall:[8,9,17],fals:[0,1,2,3,4,5,6,7,9,10,13,14,16],famili:[0,7,8,18],familiar:[0,3,5,6,8,15,16,18],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14],fashion:[0,9,10],fast:[1,3,6,10,12,13,15,18],faster:[1,11,13],fastest:[13,16],favor:7,favorit:18,fc:3,fdf8a5d7c717:2,fdfcc778e1f8:4,fe5b9d300cc0:6,featur:[0,1,3,5,6,7,8,10,11,12,13,15,18],feature_nam:[0,1,7,9],feautur:9,fed:1,feed:[0,2,3,11,15,17],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:4,feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,19],feet:0,fetch:6,fetch_california_h:[],fetch_openml:[],few:[1,3,4,5,9,18],fewer:[0,9,11],ffnn:[1,12],field:[0,3,6,12,15],fifth:[0,6],fig:[0,1,2,3,4,6,7,12,13,14],fig_id:[0,6,7,9],figaxi:18,figsiz:[0,1,2,3,4,6,7,8,9,10],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15],figure_id:[0,6,7,9],figurefil:[0,6,7,9],file:[0,1,2,4,5,6,7,9],file_prefix:4,filenam:[],filenotfounderror:[],fileout:[],filepath_or_buff:0,fill:[5,9],filter:[3,4],filtered_flat_arg:[3,4],filtered_tb:[3,4],financ:0,find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,18],find_top_boxed_arg:2,fine:[0,14],finish:2,finit:[3,5,6,12,13,18],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,16,17,18,20],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,18],fit_beta:6,fit_intercept:[0,5,6],fit_mod:9,fit_transform:[0,6,8,9,11],fiti:0,five:[0,9],fix:[0,3,4,6,10,11,12,13],fixedformatt:6,fixedloc:6,fkkt:[],flag:4,flat:[12,13],flatten:[1,3,4,5,16],flexibl:[1,6,8,10,12],float32:[4,9],float64:[4,16],flop:[5,16],flow:[1,4,12],fluctuat:5,fly:11,flyvbjerg:[],fm:0,fma:[],fmax:3,fmesh:13,fn:[3,4],focu:[0,3,4,5,6,15,20],focus:[1,6,7,16],fold:[6,9],folder:[0,4,6],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20],font:[0,7,18],fontdict:18,fontsiz:[1,6,8,9,10,18],fontweight:1,footprint:3,foral:8,forc:[0,5,6,10,11],forcast:4,forecast:[4,12],forelesningsvideo:17,forest:[0,1,9,15,17],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,15,16,18],formal:[3,4,14,18],format:[0,1,2,3,4,6,7,8,9,10,11,15,18,20],format_data:4,formatstrformatt:[6,13],formul:[4,6,11,14],formula:[3,13,18],forth:[4,12],fortran2003:15,fortran90:18,fortran:[0,15,16],fortun:[0,11],forward:[0,3,6,15,16,17],forward_backward:[3,4],found:[1,2,4,5,6,12,13],foundat:15,four:[4,5,6,8,12,16,17],fourier:0,fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:12,fr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18],fractal:[],fraction:9,frame:7,framework:[1,8,10,18],frank:[5,11],frankefunct:[5,6,11],free:[0,6,11,13,15,16,18,19,20],freecodecamp:15,freedom:5,freeli:0,frequenc:[3,6,7,18],frequent:[0,8,9,13],frequentist:15,fresh:10,frida:19,fridai:17,friedman:[6,17,20],friendli:4,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,15,16,17,18,19,20],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5],fstream:[],fulfil:[2,5,12],full:[0,1,3,5,7,9,10,13,18],full_matric:5,fulli:[3,6,12,17,18],fun:[2,13,15],fun_nam:[],func:[0,2],functionali:11,fundament:[0,6,15],funtion:2,further:[2,9],furthermor:[0,3,5,6,7,11,12,13,15],futur:[0,4,8,9],futurewarn:[],fx:[],fy:[17,19],g0:2,g42mrgv128v34gnnhxwk9nrc0000gp:[],g:[0,1,2,3,4,6,8,9,10,11,13,18],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,9,10,13],galleri:0,game:4,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:0,gamma_i:[0,8,18],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:0,gap:[6,8],gate:[4,12],gather:[0,1,12],gaug:12,gaussbacksub:16,gaussian:[4,5,6,8,14,18],gaussian_point:14,gaussian_rbf:8,gave:13,gbc:17,gca:[2,6,8,13],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,18],gemv:[],gen:[],gen_loss:4,gen_tap:4,gender:0,genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,16,18,20],generallay:12,generate_and_save_imag:4,generate_imag:4,generate_latent_point:4,generate_simple_clustering_dataset:14,generated_imag:4,generator_loss:4,generator_loss_list:4,generator_model:4,generator_optim:4,genexpr:[],genom:15,geodes:11,geometr:[0,13],geometri:5,georg:20,geotif:6,geq:[2,5,8,9,13],geron:[0,17,20],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,16,18],get_dummi:9,get_loc:[],get_next_color:[],get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getsolutionslic:[],getval:[],gg:[],gibb:15,gif:4,gini:10,gini_index:9,git:[0,15],github:[0,3,4,6,14,15,17,20],gitlab:[0,15],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,15,17,18,20],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18],global:[6,7,13],glorot:1,gmail:[],go:[0,1,3,5,6,8,9,11,12,13],goal:[0,7,9],goe:[0,1,2,5,6,13,14,16],golden:13,gone:5,gong:1,good:[1,3,4,5,6,9,10,11,13,15,17,18,20],goodfellow:[4,17,20],googl:[1,3,4,14,15],got:[1,6],gov:6,gp:20,gpu:[1,15],grad:[2,13],grad_analyt:13,grade:17,gradient:[0,3,4,7,8,9,12,15,17],gradient_desc:3,gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6],graph:[1,9,11,12,13],graph_from_dot_data:9,graph_funct:[3,4],graphic:[0,1,9],grasp:0,gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,18],greatli:13,greedi:9,green:[0,3,9,18],grei:4,grid:[1,3,6,7,8,12,18],grossli:13,ground:0,group:[0,6,7,9,14,15,17],groupbi:0,grow:[1,3,9,10],growth:0,gru:4,guarante:[0,3,4,13,18],guess:[1,4,10,13,14],guestrin:10,guid:1,guilherm:19,h1:2,h21:17,h:[0,1,5,6,8,13,18,20],h_1:[2,13],h_2:[2,13],h_:[0,13],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],habit:0,had:[0,1,6,7,13],hadamard:[1,12],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,16,17,18,20],handi:3,handl:[0,1,2,5,9,11,15],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5],happen:[1,2,3,4,5,6,10,13,18],hard:[1,7,8,10,13],hardcopi:15,harder:[0,1],harmon:3,hasn:1,hassl:[0,15],hast:15,hasti:[0,6,17,20],hat:[0,1,5,6,7,9,10,11,12,13,16],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],haven:1,he:7,head:[0,4,10,18],header:0,heads_proba:10,health:0,hear:[0,13],heart:[0,7],heatmap:[0,1,3,7],heavili:0,heavisid:1,height:[1,3,6],held:13,help:[0,1,4,12,13],helper:[4,14],henc:[0,5,6,8,9,10,12,13],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],hereaft:[0,8,12],hermitian:16,hessenberg:16,hessian:[0,2,5,13],heterogen:[9,10],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:5,high:[0,1,2,3,4,5,6,9,10,11,13,14,15,16],higher:[0,1,3,5,6,8,13],highest:[1,2],highli:[0,3,4,10,15,16,20],highwai:0,hing:8,hint:13,hip:15,hire:0,hist:[4,6,7,18],histogram:[0,6,7,18],histor:[7,11],histori:[3,4,12],histplot:[],hit:[],hitherto:5,hjorth:19,hobbi:18,hoc:5,hoff:20,hold:[1,3,6,13,14],holder:0,home:0,homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,18],horizont:11,hors:[3,7],hot:[1,9],hour:[1,15,17,18,19],house_pric:[],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],hs:[],hspace:[0,4,8,10,18],hstack:1,htf:17,html:[0,7,11,15,17,20],http:[0,3,4,6,7,11,13,14,15,16,17,20],huang:0,huber:0,huge:[1,3,4,15],human:[0,1,3,6,9,12],humid:9,hundr:1,hungri:1,hybrid:17,hydrogen:0,hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13],hyperplan:11,i0:0,i1:[0,6,8,12],i2:[0,8,12],i3:[0,12],i5:0,i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19],i_1:[5,6],i_2:[5,6],i_:13,ian:20,ic:1,id:[7,13],ida:19,idea:[0,1,2,3,4,6,9,10,12,13,16],ideal:[0,2,6,8,13,18],idem:6,ident:[5,6,12,13,16],identical:5,identifi:[0,1,7,9,11,12,13,14],idum:[],ieor:18,ifi:20,ifs:15,ignor:[0,1,3,9],ii:[16,18],iii:16,ij:[0,1,3,6,8,12,14,16,18],ik:[0,16],illustr:[5,7,10,12,13,14,15],im:6,imag:[1,3,4,6,9,11,12,14,20],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9],image_width:3,imageio:6,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,18],impli:[3,5,6,7,13,16],implicit:3,implicitli:[11,18],importantli:3,impos:[0,6,11,12],imposs:[0,5],impress:[0,12],improv:[0,4,5,9,10,11,13],impur:9,imread:6,imshow:[1,3,4,6],in3050:20,in4080:20,in4300:20,in5400:[3,20],in_out_neuron:4,inaccur:13,inacio:19,inact:12,inadequ:0,inch:6,includ:[0,1,2,3,4,5,6,7,11,12,15,18,19,20],include_bia:[6,9],incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,18],increasingli:18,ind:6,inde:[0,2,4,5,6],indefinit:4,indent:[],indentationerror:[],independ:[0,5,6,7,8,12,13,18],index:[0,1,3,4,10,14,15,16,18,20],index_col:0,index_of:[],indic:[0,1,3,4,5,6,9,10,11,13],indispens:6,individu:[1,6,7,10,12,18],indu:0,indx1:2,indx2:2,indx3:2,indx:16,ineffici:[3,13],inequ:8,inequaltii:13,inertia:13,inf1000:15,inf1100:15,inf1100l:15,inf1110:15,inf3000:20,inf4490:20,inf5860:20,infeas:9,infer:[0,1,4,6,20],infer_nrow:0,inferenc:1,infil:[0,6,7,9],infin:[5,6,7,11],infinit:3,infinitesim:18,influenc:[6,10],influenti:1,inform:[0,1,3,4,6,9,11,12,13,14,16,20],infti:[3,6,13,18],ingeni:13,ingrad:2,ingredi:[0,9],inher:6,inherit:16,initi:[0,1,2,6,10,13,14,16,18],initial_epoch:[3,4],initialis:[],initialize_root:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],inner:[0,13],innov:20,inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,9,10,12,13,14,18],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1],insert:[3,5,6,8,10,18],insid:[0,4,7],insight:[0,1,5,15,20],insist:[6,13],inspir:[0,1,12,20],instabl:2,instal:[0,1,5,6,9],instanc:[0,1,2,4,6,9,11,13],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,16,18],institut:1,instruct:[0,1],int32:10,int64:[],int_0:18,int_:[3,6,18],int_a:18,intak:0,integ:[1,2,13,14,16,18],integer_vector:1,integr:[3,6,18],intellig:[0,14,20],intend:10,intens:1,intention:14,interact:[0,6,9,12,15],intercept:[0,6,8,11,13],intercept_:[0,6,8,9,13],interchang:[5,12,16],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,15,17,18],interfac:[0,1,16],interior:[0,9],intermedi:16,intern:[1,10,12],interpol:[1,3,4,6,12],interpr:5,interpret:[0,1,6,9,10,12,13,16,18],interv:[0,3,5,6,7,13,18],intial:13,intract:[0,4],intrins:[3,11,16,18],intro:[15,20],introduc:[0,1,5,6,8,10,12,13,16,18],introduct:[1,2,4,13,17,20],introductori:[0,4,16,20],intuit:[0,5,6,8,12,13],inv:[0,5,13],invalid:1,invalu:[0,13,15],invari:1,invd:5,inver:8,invers:[0,3,6,13],invers_period:[],inverse_transform:8,invert:[0,5,7,10],invok:[0,8],involv:[0,2,6,7,11,12],io:[0,15,17,20],iomanip:[],iostream:[],ip:[0,8,18],ipca:11,ipykernel_42331:[],ipykernel_42376:[],ipykernel_42449:[],ipykernel_42456:[],ipykernel_42530:[],ipykernel_42541:[],ipykernel_42553:[],ipykernel_42573:[],ipykernel_42580:[],ipykernel_42586:[],ipykernel_47411:[],ipykernel_47448:[],ipykernel_47647:[],ipykernel_47724:[],ipykernel_47735:[],ipynb:15,ipython:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15],iq:6,iri:[8,9],irreduc:6,irrelev:5,irrespect:0,is_integ:[],isbox:[2,13],iscomplexobj:[],isinst:[2,13],isn:5,isnul:0,isomap:11,issu:[1,3,4,9,14,16],it_arrai:13,item:[0,13],items:16,iter:[1,2,3,4,6,7,8,11,13,14,18],itr:[],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],itself:[5,6,12,18],ix:[],j1:16,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18,20],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknavg:[],jackknif:[6,15],jackknstd:[],jackknvar:[],jackknvec:[],jacobian:[2,13],jacobian_shap:2,jargon:[],jason:4,jax:[3,4,14,15],jensen:19,jerom:20,ji:[12,16],jj:[0,5,6],jk:[0,1,6,12,16],jl:0,jm:16,joao:19,joaogca:19,job:[2,8,10],join:[0,4,6,7,9],joint:[4,5],journal:[],judg:13,judgement:6,julia:[15,16],jump:18,junk:4,jupyt:[0,15,17,20],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18],justif:0,justifi:[3,10],jy:[],jydg2xzka5:17,k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,15,16,18],kaggl:6,kappa_d:18,karim:[],karlsen:[],karush:8,keep:[0,1,4,5,6,11,13,14,16],keepdim:[1,6,10,16],kei:[0,1,3,6,12,20],kept:[4,6,14],kera:[0,4,15],kernel:[0,1,3,15],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:0,kevin:20,keyboardinterrupt:[2,3,4],keyerror:[],keyword:[6,13,16],kfold:6,kg:1,ki:16,kick:[1,13],kiener:2,kilomet:6,kind:[0,2,3,4,8,12,13,14],kj:[6,12,16],kjm:15,kkt:8,kktsolver:[],kl0m3:17,kl:18,km:12,kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,15],knowledg:[0,15],known:[1,3,4,5,6,7,8,9,12,16,18,20],kondev:0,kp:18,kpca:11,kroneck:14,kuhn:8,kwarg:[0,2,3,4,13],kwd:[0,3,4],kwown:0,l0:7,l1:[0,1,3,7],l1_l2:[1,3],l1regl:5,l1regls_mosek2:[],l1regls_mosek:[],l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,16,18],l_1:7,l_2:[7,13],l_:16,l_j:12,la:13,la_i:12,la_k:12,lab:[15,17],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,18],label_prob:13,labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1],laboratori:17,lack:0,lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,18],lambda_0:11,lambda_1:[5,8,11],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8],lamda:1,lamdbda:[],land:[0,8],landmark:8,landscap:13,langl:[0,6,11,18],languag:[0,1,4,8,15,16,20],lapack:16,laplac:5,laptop:15,larg:[0,1,2,4,5,6,8,9,10,11,13,15,16,18,20],larger:[0,3,5,6,8,10,11,13,18],largest:[4,8,11],lasso:[0,7,15,17],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15],latest:[4,15],latest_checkpoint:4,latter:[0,3,6,7,8,11,13,16,17,18],lattic:12,law:0,layer:[0,4,13],lbfg:[7,9,10,11],lcc:[5,6],lda:11,ldot:[0,6,11],le:[5,7,10,13,18],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,18],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,16,17,20],learnabl:3,learner:10,learning_r:[3,8,10],learning_rate_init:[0,1],learning_schedul:13,least:[0,2,7,8,10,11,15,16,17,18],leat:13,leav:[0,1,3,5,6,9,11],lectur:[0,1,5,10,11,12,13,15,16,17,20],lecturenot:[0,15,17,20],lecturenovember11:[],lecturenovember12:[],lecturenovember19:[],lecturenovember25:[],lecturenovember26:[],lecturenovember4:[],lecturenovember5:[],lectureoctober14:17,lectureoctober15:17,lectureoctober1:[],lectureoctober21:[],lectureoctober22:[],lectureoctober28:[],lectureoctober29:[],lectureoctober7:[],lectureoctober8:[],lectureseptember10:[],lectureseptember16firstpart:[],lectureseptember16secondpart:[],lectureseptember17:[],lectureseptember23:[],lectureseptember24:[],lectureseptember2:[],lectureseptember30:[],lectureseptember3:[],lectureseptember9:[],lecturethursdayaugust26:[],lecturethursdayaugust27:[],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13],len:[0,1,2,3,4,5,6,8,9,10,11,12,16],len_index:0,length:[0,1,2,3,4,8,9,13,15],length_of_sequ:4,leq:[0,5,7,8,13,14,18],less:[0,1,3,4,5,6,8,9,13,15,18],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],letter:[0,16,18],level:[0,1,5,6,9,15,16,17],li:[8,11],lib:[0,1,2,3,4,6,7,8,11,13,14],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,16,18,20],licens:[0,1,15],lie:[0,6,11,18],life:[0,1,8,12],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,18],likelihood:[0,1,5,9,13],lim_:18,limit:[0,5,6,7,8,11,12,16],lin_clf:8,lin_model:0,lin_reg:9,linalg:[0,2,5,6,8,11,13,16,18],line1:8,line2:8,line2d:13,line3:8,line:[0,1,3,6,8,11,13],linear:[1,3,5,6,7,9,10,11,12,15,17,18],linear_model:[0,5,6,7,8,9,10,11,13],linear_regress:6,linearli:5,linearloc:[6,13],linearregress:[0,6,7,9],linearsvc:8,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10],link:[0,4,9,12,15],linlag:5,linpack:16,linreg:0,linspac:[0,2,3,4,6,8,9,10,13,16,18],linu:4,linuek:[],linux:[0,1,15],liquid:0,list:[0,1,2,3,4,9,15],listcomp:2,listedcolormap:[9,10],literatur:[1,7,14,20],littl:[1,3,9,12],live:8,ll:[0,18],lle:0,lloyd:[4,14],lmb:[0,2,5,6],lmbd:[0,1,3],lmbd_val:[0,1,3],lmbda:13,ln:[1,13],lo:[],load:[0,1,4,6,7,9,10],load_boston:0,load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10],local:[0,1,3,7,12,13],locat:[2,3,8],lock:[3,4],log10:[0,5,6],log:[0,1,2,4,5,6,7,9,10,11,13,16],log_:0,log_clf:10,logarithm:[0,5,7,16],logic:[0,1,9],logist:[0,1,2,8,9,10,11,12,15,17],logistic_predict:13,logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6],longer:[2,3,8,10,14,16,18],loocv:6,look:[0,1,2,3,4,5,6,7,8,9,10,11,13,16,18],loop:[1,4,6,10,12,14,15,16],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,16],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6],low:[0,6,9,10,11],lower:[0,1,3,6,9,10,16],lowercas:16,lowest:[9,13,18],lr:[1,3,4,10],lstat:0,lstm:4,lstm_2layer:4,lstsq:0,lt:6,lu:[0,5],lubksb:16,luckili:2,ludcmp:16,lux:16,lvert:1,lw:0,m:[0,1,2,3,5,6,8,9,10,11,12,13,16,17,18,19,20],m_1:14,m_:[9,12],m_h:0,m_k:14,m_l:12,m_n:0,m_p:0,m_t:13,ma:11,mac:[3,4,14],machin:[1,3,4,5,6,7,9,10,11,12,14,16,17,20],machinelearn:[0,6,15,17,20],machinelearningmurphi:17,mackai:20,made:[0,1,3,4,5,6,7,9,11,12],mae:0,magic:4,magnitud:[1,6,7,13],mai:[0,1,2,3,5,6,7,8,9,11,12,13,15,16,18],mail:17,main:[0,1,3,4,5,6,7,9,16,20],mainli:[0,5,6,7,9],maintain:6,major:[1,6,9,10,13,16],make:[1,2,3,4,5,6,7,8,11,12,13,15,16,18,20],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10],make_vjp:[2,13],makedir:[0,6,7,9],makeplot:0,malcondit:16,malign:[1,7,9],mammographi:5,manag:[0,2,3,15],mani:[0,1,3,4,5,6,7,8,9,11,13,14,15,16,18,20],manifold:11,manner:3,manual:6,map:[0,1,2,6,7,8,11,12,14,18],margin:[0,5,8],mari:19,marit:0,marker:[0,7,16],markov:15,marsaglia:18,mask:[],mass:[0,1,5,13],massag:0,masses2016:0,masses2016ol:0,masses2016tre:0,masseval2016:0,master:[6,17],mat1100:15,mat1110:15,mat1120:15,mat3155:[],mat4155:[],mat:15,match:[0,1,4,5,13,14],materi:[4,5,7,13,16],math:[3,7,12,13,16,18,20],mathbb:[0,4,5,6,7,8,11,12,13,14,16,18],mathbf:[0,5,6,7,8,13,16],mathcal:[1,5,6,7,13],matheemat:3,mathemat:[0,6,11,12,13,15,16,17,18,20],mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,18],matmul:[1,2,5],matmul_adjoint_1:2,matmul_vjp_0:2,matmul_vjp_1:2,matnat:[17,19,20],matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],matplotlibdeprecationwarn:[6,13],matric:[0,1,3,4,6,7,8,11,13,15],matrix:[0,2,3,4,6,7,8,10,13,18],matshow:1,matter:[2,3,13],max:[0,1,2,3,4,9,10,12,13],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13],max_iter:14,max_leaf_nod:10,max_queue_s:[3,4],max_sampl:10,maxdegre:[0,6,10],maxdepth:10,maxim:[1,4,5,7,8,11],maximum:[0,1,2,3,5,7,8,9,10,13,14],maxpolydegre:[5,6],maxpooling2d:3,mbox:[5,6],mc:[],mcculloch:12,mcint:[],mcintsqr2:[],md:11,mdoel:4,mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,18],mean_absolute_error:0,mean_divisor:14,mean_i:18,mean_matrix:14,mean_squared_error:[0,4,6,7,10],mean_squared_log_error:0,mean_vector:14,mean_x:18,meaning:[0,4,7],meansquarederror:0,meant:[2,3,7,10,13],meantempvec:[],meanvec:[],measur:[0,1,2,5,6,9,11,12,14,18],mechan:[0,4,18],median:0,medicin:12,medium:[4,8,13],medv:0,meet:[0,19],mehta:0,memori:[3,4,11,12,13,16],mention:[0,12,13,18],mere:0,mersienn:[],meshgrid:[2,5,6,8,9,10,11],messag:[5,13],messi:2,met:[0,3,8],metadata:2,meteorolog:9,meter:6,method:[0,1,2,3,4,5,7,8,11,12,14,15,16,17,18,20],metion:6,metric:[0,1,3,6,7,9,10,14],metropoli:15,mev:[0,18],mgd:13,mglearn:15,mgrid:13,mhjensen:[1,2,3,4,6,7,8,11,14],mi:10,microsoft:20,mid:1,midel:4,midpoint:9,might:[0,1,2,4,6,9,13],mild:9,miller:[],millimet:6,million:0,mimic:12,min:[0,2,5,8,9],min_:[0,2,5,14],min_samples_leaf:9,mind:[0,6,13],mindboard:4,mine:15,mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,11,13,14],minim:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14],minima:[0,1,7,13],minimum:[0,1,2,6,8,9,11,13],minmaxscal:0,minor:[6,13,18],minst:1,minu:7,mirror:9,misc:6,misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,10],mistak:4,mit:20,mix:[1,2],mixtur:13,mk:[9,16],mkdir:[0,6,7,9],ml:[0,1,10,13,16],mlab:18,mle:[5,7],mline:[],mlir:[],mlir_graph_optimization_pass:[],mlp:1,mlpclassifi:1,mlpregressor:0,mm:16,mn:[12,18,20],mnist:[1,11],mod:18,mode:17,model:[2,3,5,7,8,9,10,11,13,14,15,18,20],model_select:[0,1,3,5,6,7,9,10,11],moder:10,modern:[0,6,7,15],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13],modul:[0,2,3,4,6,7,8,9,10,11,13,16],modular:18,modulenotfounderror:[7,8,9],modulo:18,moe:[5,11],moment:[5,6,13,18],monitor:13,monoton:[5,12,18],mont:[0,6,15,18,20],montecarlocycl:[],moor:[5,6],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,15,17,18],moreov:[0,3],morten:19,mortenimac:[],mosek:[],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18],mostli:[1,11],motion:[0,13],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,18],mp4:17,mpl:[0,7],mpl_toolkit:[2,6,13],mplot3d:[2,6,13],mplregressor:1,mse:[0,4,5,6,9,10],mse_simpletre:10,mselassopredict:5,mselassotrain:5,mseownridgepredict:6,msepredict:5,mseridgepredict:[0,5,6],msetrain:5,msg:[],msle:0,mt19937_64:[],mt:[7,12],mu0:18,mu1:18,mu2:18,mu:[0,6,11,13,18],mu_:[6,18],mu_i:6,mu_n:11,mu_x:18,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,16,18],mul:[],multi:[0,1,3,7,15],multiclass:[1,7],multidimension:[11,12],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,18],multipli:[3,5,6,11,13,16,18],multiplum:8,multivari:[0,2,10,11,15,18],multivariate_norm:[11,14],murphi:[11,17,20],must:[0,1,2,5,6,8,10,12,13,14,18],mutat:7,mutual:[1,3,6,13],mx_:18,myenv:[0,1,2,3,4,6,7,8,11,13,14],myriad:[0,15],mz1:18,mz2:18,n1:16,n2:16,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,18],n_0:[12,18],n_:[1,2,3,8,12,18],n_b:[],n_boostrap:[6,10],n_bootstrap:6,n_categori:[1,3],n_cluster:14,n_compon:11,n_epoch:13,n_estim:10,n_examples_to_gener:4,n_featur:1,n_filter:3,n_hidden:2,n_hidden_neuron:[0,1],n_i:18,n_input:[0,1,3],n_instanc:9,n_iter_i:[7,11],n_job:10,n_k:14,n_l:[12,18],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14],n_split:6,n_step:4,n_t:2,n_x:2,nabla:[1,13],nabla_:[2,13],nabla_w:13,nag:13,naimi:0,naiv:7,naive_kmean:14,nall:0,name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,16,18,19],nameerror:[6,10],namespac:[],narrow:13,nary_f:[2,13],nary_op_arg:[2,13],nary_op_kwarg:[2,13],nary_oper:[2,13],nation:[1,5],nativ:15,natur:[0,1,4,8,9,12,13,18,20],navier:12,nb:18,nb_:16,nboot:[],nd:14,ndarrai:[2,6],ndim:2,ne:[9,10,16,18],ne_xcl2ctm0:17,nearest:[1,3,6,11],nearli:13,neccesari:6,necess:2,necessari:[0,1,3,4,8,14],necessarili:[0,4,11,18],necesserali:5,neck:7,need:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,16,18],neg:[0,1,3,5,6,7,10,13,16,18],neg_mean_squared_error:6,neglect:18,neglig:18,neighbor:[3,6,11],neither:[4,13],neq:[13,14,18],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:16,network:[0,9,13,15,17,20],neural:[0,7,13,15,17,20],neural_network:[0,1,2],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:0,neutron:0,never:[1,3,4,6,9,18],new_box:[2,13],new_root:[2,13],new_trac:[2,13],new_tracing_count:[3,4],newaxi:[0,3,6,9],newli:0,newton:[1,7,8,13,18],next:[0,1,2,3,4,5,6,8,9,13,14],next_guess:13,next_input:4,ng:1,ngini:[],ni:14,nian:[],nice:[0,1,5,11],nichola:[],nicholaskarlsen1102:[],niter:13,nitric:0,nlambda:[0,5,6],nlevel:[],nm:18,nm_n:0,nmse:6,nn:[2,5,6,12,16],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13],noise_dimens:4,noisi:[1,6],non:[0,1,3,4,5,6,7,9,10,11,12,13,14,16,18],none:[0,1,2,3,4,5,9,10,13,18],nonlinear:[3,6,8,9,11,12],nonneg:[6,9,13],nonparametr:6,nonsens:18,nonsingular:16,nonumb:[3,7,8,13,16],nor:[1,4,13],norm:[0,1,5,6,8,11,13],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18],normali:16,normalize_kwarg:[],norwai:6,notat:[0,2,5,6,13,14,18],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,17,18,20],notebook:[0,1,3,9,15],noth:[1,2,5,8,12,14,18],notic:[4,5,12,13,16,18],notimplementederror:[],notion:3,notrace_primit:[],novel:[3,6,10],novemb:1,now:[0,2,4,5,6,7,8,10,11,12,13,14,15,16,18],nowadai:[0,1,3,9,15],nox:0,np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],npr:2,nsampl:6,nspin:[],nt:2,nthi:0,ntrained_model:6,nu:18,nuclear:5,nuclei:[0,18],nucleon:0,nucleu:0,num:4,num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_output:[3,4],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,15,16,20],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18],numpy_vjp:2,numpy_wrapp:2,nunmpi:5,nvalu:[],nx:2,nx_test:6,nx_train:6,nx_train_mean:6,ny:18,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,16,20],obei:[6,11,13],object:[0,1,2,4,6,8,10,13,16],objsens:[],obliqu:5,observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,18],obtain:[0,1,5,6,7,8,9,10,12,13,14,16,18],obviou:[5,6,11,18],obviouli:0,obvious:[0,4,5,6,16],oc:5,occupi:0,occur:[0,6,8,9,16,18],od:0,odd:[0,3,7],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,18],offer:[6,11,15,16,17],offic:19,offici:17,ofil:[],ofstream:[],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],ofter:16,ol:0,old:[1,5,10,13],ols_sk:6,ols_svd:6,olsbeta:[0,5],omega:[2,3,6],omega_0:3,omit:[0,5],on_train_batch_begin:[3,4],onc:[1,6,9,11,13],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,15,16,18],oneapi:[],onednn:[],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,16,17],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],onlin:[11,17],onto:[5,11],op_nam:[3,4],open:[0,1,4,6,7,9,15,17],oper:[0,1,3,5,6,10,11,12,13,15,18],operation:18,oplu:18,opmiz:13,opportun:0,oppos:[6,13],opposit:[1,5,8],opt:[1,5],optim:[0,2,3,4,5,6,7,9,10,11,14,17],optimis:[1,3],optimizer_v2:3,option:[0,1,3,5,6,7,8,11,16],optionalxlacontext:[3,4],optmiz:[1,8,13],orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,13,16,18],ordinari:[0,2,3,7,11,13,15,17],oreilli:20,org:[0,3,4,7,11,15,16,20],organ:[6,7,10,16],orient:[1,5,18],origin:[0,3,5,6,8,11,12,13,16],orthogn:5,orthogon:[0,5,6,8,11,13,16],orthonorm:5,os:[0,1,4,5,6,7,8,9],oscar:1,oscil:[3,13],oslo:[0,15,17,19],osx:[0,15],other:[0,1,2,3,5,6,7,8,10,13,14,15,17,18,20],otherwis:[0,1,4,7,13,16],ouput:[5,7,12],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18],ourmodel:0,ourselv:[0,5,6,8,11,13],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,15,16,18],out_fil:9,outcom:[0,7,9,10,12,18],outdoor:9,outer:[6,12],outfil:4,outfilenam:[],outgrad:2,outlier:[0,8],outlin:[6,10,11],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,18],output_bia:1,output_bias_gradi:1,output_shap:4,output_weight:1,output_weights_gradi:1,outputlayer1:12,outputlayer2:12,outsid:4,over1:13,over:[0,1,3,4,5,6,9,10,12,13,16],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:0,overfit:[0,1,3,6,9,10,13],overflow:[1,5],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,16],overst:0,overtrain:4,overview:[3,20],own:[4,5,6,8,12,13,15,16],owner:0,ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6],ownypredictridg:0,ownytilderidg:0,oxid:0,oyvinssc:19,p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],p_:[2,4,8,9],p_hidden:2,p_i:[5,18],p_j:18,p_n:18,p_output:2,p_x:18,pack:0,packag:[0,1,2,3,4,5,6,7,8,11,13,14,15,18],pad:[3,4],page:[0,15],pai:[0,1,9,13],pair:[0,2,3,9,15,18],panda:[0,4,5,6,7,9,11,15],paper:1,paradigm:0,parallel:[10,15,16],param:[2,4],paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,18],parameter:[0,6,10],parametr:[0,6],paramt:[3,5],parent:2,parent_argnum:[],park:[],parser:0,part:[0,1,3,5,6,10,16,17,18,20],partial:[0,1,5,6,7,8,10,11,12,13,18],particip:[15,17],particl:[0,4,13,18],particular:[0,1,2,3,5,6,9,10,11,12,13,18,20],particularli:[5,6,8,11,13,18],partit:[1,4,9],partli:6,pass:[2,3,12,14],past:[10,18],patch:[6,18],path:[0,4,6,7,9,15],patient:7,patter:4,pattern:[0,3,4,12,17,20],pauli:0,pc:[11,15],pca:[0,7,15,17],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11],pde:2,pdf:[0,3,4,5,6,9,17,20],pedagog:0,penal:6,penalti:[6,13],penros:[5,6],pentagon:13,peopl:[0,1,9,13,15],per:[0,1,6,17],percentag:[0,10,11],perceptron:[0,1,7],perfect:[0,1],perfectli:[4,6],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,18],performac:4,perhap:[0,5,13],perimet:1,period:[1,4,18],permut:11,persist:13,person:[5,6,7,17,19],perspect:20,pertin:12,petal:[8,9],peter:20,petersen:[],phantom:18,phase:[6,12],phenomena:18,phi:8,phi_k:8,philip:[],philosophi:13,phone:19,photo:4,phrase:0,physic:[0,1,4,7,12,13,18,19,20],pi:[2,3,5,6,7,9,12,13,18],pick:[1,9,10,11,13,14],pickl:1,pictur:0,pie:15,piec:[11,14],pillow:[0,15],pinv:[5,6,13],pip3:[0,1],pip:[0,1,15],pipelin:[0,6,8,10],pit:4,pitfal:6,pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,16],plai:[0,3,4,5,6,8,11,15],plain:[8,10,12,13,14],plan:[6,9,19,20],plane:[8,9],plateau:5,platform:15,plausibl:12,pleas:[3,4,6,7,11,13,14],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],plot_confusion_matrix:[7,10],plot_count:6,plot_cumulative_gain:[7,10],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10],plot_surfac:[2,6,13],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],plu:[0,3,5,7],pm:8,pmatrix:2,pn:3,png:[0,4,6,7,9],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,16,18,19],point_1:4,point_2:4,poisson:[15,18],poli:[6,8],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly3dcollect:13,poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10],polygon:13,polym:12,polynomi:[0,5,6,7,8,9,10,11],polynomial_featur:6,polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9],polytrop:[0,6],pool:3,pool_siz:3,poor:[1,13],poorli:0,pop:2,popul:[0,5],popular:[0,1,3,6,7,8,9,11,12,15,16,18],popularli:0,portabl:10,portion:[11,13],pose:[0,4,5,6,11,18],posit:[0,1,2,3,5,7,8,10,11,13,14,16,18],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,19],posterior:5,postpon:0,postul:5,potenti:[0,3,5,6,12,13],potr:[],potrf:[],pott:12,power:[0,1,5,6,8,9,12,13],pp:[5,6],practic:[0,5,6,7,8,17,18],practition:[0,1,3],preced:[1,11,12,18],preceed:4,preceq:8,precis:[0,2,5,11,13,16,18],pred:[6,13],predicit:0,predict:[0,1,5,6,7,8,9,10,15,20],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11],prefer:[0,1,6,8,9,11,15],prepar:[0,6,16],preprocess:[0,4,6,7,8,9,10,11],prerequisit:0,presenc:13,present:[0,5,6,9,12,13,16,17,18],preserv:[3,11,16],press:[13,20],pretrain:[1,4],pretti:[0,4,8,9,15],prev_centroid:14,prevent:[13,18],previou:[0,1,2,3,4,5,6,8,10,11,12,13,16,18],previous:[2,3,9,10,18],price:[0,4,9,13],primal:8,primari:[0,7],prime:18,primit:2,princip:[0,5,7,15,17],principl:[0,6,7,8,14],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],print_funct:[8,9],printout:0,prior:[0,5,6],privat:0,prob:[1,18],probabilist:[0,20],probabl:[0,1,3,4,6,7,10,13,15,17],problem:[0,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18],proce:[0,5,6,8,9,10,11,13,16],procedur:[2,4,5,6,8,10,11,13],proceed:16,process:[0,2,4,6,9,10,12,13,15,16,18,20],prod:20,prod_:[1,5,7],produc:[0,3,4,5,6,9,10,11,12,13,15,16,18],product:[0,1,3,5,6,7,8,12,13,15,16],profess:0,program:[0,1,4,5,6,8,12,14,15,16,17,18],programm:16,progress:[1,4,14],prohibit:6,project1:6,project:[0,1,2,3,5,11,13,15,17,19],project_root_dir:[0,6,7,9],promin:12,promis:8,prone:9,pronounc:[13,15],proof:[0,11,12,13],propag:[2,3,13,17],proper:[0,2,6],properli:[1,6,8,10,13],properti:[0,1,3,12,13,16],proport:[0,1,5,9,11,13,18],propos:[1,4,6,10],propto:[5,13],protect:[3,4],proton:0,prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,16,18,20],proxi:[1,13],prune:9,pseudo:[16,18],pseudoinv:5,pseudoinvers:[5,6],pseudorandom:[6,18],psycholog:0,pt:13,ptratio:[],punish:[0,1],pure:[3,9,18],purest:9,puriti:9,purpos:[0,3,10,12,14],put:1,putarow:[],putboundslic:[],putclist:[],putobjsens:[],putqobj:[],py:[0,1,2,3,4,5,6,7,8,11,13,14],pydata:15,pydot:9,pylab:[0,7],pylint:[3,4],pypi:15,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],pythagora:5,python2:0,python3:[0,1,2,3,4,6,7,8,11,13,14,15],python:[1,2,3,4,5,6,8,11,12,13,14,17,18],pytorch:[0,15],pywrap_tf:[3,4],q:[5,6,8,11,18],qn_bavhmd8u:17,qp:8,qquad:[2,11,13,16],qr:[5,6,16],quad:[1,13,16],quadrat:[0,8,9,13],qualit:[4,9,18],qualiti:[0,9,15],quantifi:1,quantil:10,quantit:[0,6,9],quantiti:[0,2,5,6,7,9,10,11,12,14,16,18],quantum:[4,12],quartil:0,quench:5,queri:9,question:[0,5,6,9,11,12,13],qugan:4,quick:[4,18],quick_execut:[3,4],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12],quot:4,r2:[0,5,6],r2_score:0,r2score:0,r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],r_1:9,r_2:9,r_j:9,r_m:9,rad:0,radial:[0,8,12],radioact:18,radiu:[0,1],rag:2,rain:9,rais:[0,2,13],ramp:1,ran0:18,ran1:18,ran2:18,ran3:18,rand:[0,4,5,6,9,10,13,16],rand_max:[],randint:[6,9,13],randn:[0,1,2,5,6,9,11,13],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,17],random_devic:[],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11],randomforestclassifi:10,randomli:[1,6,9,13,14],randomnumbergener:[],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,18],rangl:[0,6,11,18],rangle_x:18,rank:5,rankdir:4,raphson:[1,8,13],rapidli:0,rare:[1,13],rate:[0,1,2,3,4,8,9,10,12,13],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],ratio:[4,7,9,10,11],rational:0,ravel:[5,6,7,8,9,10,11,13,16],raw:3,raw_df:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,18],rcond:0,rcparam:[0,1,3,7,8,9,10,18],rd:[],re:[2,4,13],reach:[1,4,5,6,7,9,10,11,12,13,14],read:[0,2,3,4,5,6,7,8,11,12,16,17,18,20],read_csv:[0,6,7,9],read_fwf:0,reader:[0,6,16,18],readi:[0,1,5,6,8,10,11,12,16],readili:1,readthedoc:15,real:[0,1,2,4,7,10,11,12,13,16],real_loss:4,real_output:4,realist:8,realiti:18,realiz:[1,12],realli:[0,1],rearrang:13,reason:[0,1,3,4,10,13,20],reassign:1,rebuild:[],recal:[5,6,9,10,11,12,16,18],recalcul:[],recast:3,receiv:[1,3,10,12,18],recent:[0,2,3,4,6,7,8,9,10,13],recept:[3,12],receptive_field:3,recip:[0,6,7,16],reciproc:5,recogn:[0,4,5,10],recognit:[0,1,3,12,17,20],recommend:[0,2,3,4,5,6,8,13,15,16,17,20],reconsid:9,reconstruct:11,record:[10,17],recreat:[],rectangl:[9,13],rectangular:5,rectifi:[1,3,12],recur:[0,15],recurr:[0,1,15,17],recurs:[9,15,16],recycl:[],red:[0,3,4,6,8,9],redefin:[0,10],reduc:[1,3,5,6,9,10,11,13],reduct:[0,10,11,15,18],refer:[0,1,2,3,5,6,7,11,12,13,14,16,20],referenc:2,refin:12,refit:6,reflect:[0,1,4,5,18],refresh:[15,17],reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12],regist:[6,18],reglasso:5,regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,17],regressor:[0,7,10],regridg:[0,5,6],regular:[0,3,4,5,6,7,9,13],regularis:6,reilli:[0,20],reinforc:[0,8,15],reiter:1,rel:[0,4,6,7,9,12,13,18],relat:[0,1,3,4,5,11,13,14,16,18],relationship:[0,4,9],relativeerror:0,releas:[1,3,4,6,13,15],relev:[0,1,5,7,11,15,17,18],reli:[0,6,8],reliabl:[7,18],relu:[3,4],remain:[1,2,4,6,12,16,18],remaind:18,reman:2,remark:1,rememb:[0,8,13,16],remind:[0,5,11,13,16,17,18],remov:[0,4,5,6],render:0,reorder:[5,7],reorgan:0,repeat:[0,1,3,4,5,6,9,10,11,13,14,16,18],repeated:0,repeatedli:[6,10,13],repet:3,repetit:[6,17],rephras:13,replac:[0,1,3,4,5,6,10,12,13,14,15],replica:6,repositori:[0,4],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,18],represent:[0,1,3,6,18],representd:3,reproduc:[0,5,6,9,12,15,18],repuls:0,request:[0,13],requir:[0,1,3,4,5,6,8,9,11,12,13,16],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:6,resampl:[0,7,10,15,17],rescal:[0,11,12],rescu:5,reseach:6,research:[0,4,15,20],resembl:[6,18],reserv:[1,5,6,18],reset:[],reshap:[0,1,2,3,4,6,8,9,10,16],residenti:0,residu:[0,5,13],resiz:5,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,18],respond:12,respons:[0,7,9,12],rest:[0,5],restat:[0,12],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],result_typ:[],retail:0,retain:[5,6],return_data:14,return_kwarg:[],return_sequ:4,return_x_i:9,reus:[1,3,6],reveal:[0,12],revers:[1,16],review:[15,16,17],revisit:14,reward:[0,4],rewrit:[0,3,5,6,7,8,10,11,12,13,16,18],rewritten:[2,6,8,10,18],rewrot:13,rf:10,rgb:3,rgoj5yh7evk:15,rh:6,rho:[0,10],rho_1:10,rho_2:10,rho_m:10,rich:0,ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,15,17],ridge_sk:6,ridgebeta:5,right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,18],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,18],rigor:0,ring:6,rise:0,risk:[0,13],rival:4,river:0,rm:[0,18],rmse:0,rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:18,rnn1:4,rnn2:4,rnn:[4,12,17],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:18,rntrick2:18,rntrick3:18,rntrick4:18,ro:[0,13],robert:20,robust:0,robustscal:0,roc:10,role:[0,2,5,6,8,15],roll:6,room:[0,19],root:[0,5,9,13,18],rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13],routin:[13,16],row:[0,1,2,5,6,7,9,11,16],rr:5,rrr:5,rthe:5,rug:13,rule:[0,1,5,6,13],run:[0,1,2,3,4,5,6,8,9,11,13,15],runtim:[1,6,14],runtimewarn:[1,6],rust:[0,15,16],rustad:19,rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,15,16,17,18,19],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,safe:[],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,16,18],said:[6,9,13],sake:[0,5,7,11],sale:0,same:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,18],sample_vari:14,sample_weight:[3,4],sampleexptvari:18,sastri:11,satisfactori:0,satisfi:[1,2,3,6,8,13,16,18],satur:[1,6],save:[0,4,6,7,9],save_fig:[0,6,7,9,10],savefig:[0,4,6,7,9,18],savetxt:4,saw:5,scalabl:10,scalar:[2,5,6,10,13],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,19],scale_mean:4,scale_std:4,scalei:[],scaler:[0,7,8,9,10,11],scalex:[],scan:[5,7],scari:5,scatter:[0,1,6,7,8,9,14],scenario:[6,13],schedul:13,scheme:[1,13],schrage:18,scienc:[0,1,10,12,13,15,17,18,20],scientif:[0,15],scientist:0,scikit:[3,5,6,7,8,9,10,13,15,16,17,20],scikit_learn:0,scikitplot:[7,10],scipi:[0,3,5,6,13,15,16],scl:6,score:[0,1,3,6,7,9,10,11,19],scores_kfold:6,scratch:1,sdg:13,seaborn:[0,1,3,6,7],seamless:[0,15],search:[0,1,3,5,9,13],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,13,14,15,16,18],secondeigvector:11,secondli:12,section:[4,11,16,17,18],sector:0,see:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18],seed:[0,1,2,3,4,5,6,8,9,11,13,14,18],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:0,seen:[0,1,3,5,10,12,18],segment:13,seismic:6,seldomli:0,select:[1,5,6,8,9,10,11,17,18,20],self:[1,3,4,5,20],sell:4,semest:[7,17],semi:[8,13],semilogx:6,send:[5,12,13,19],senior:17,sens:[0,4,6,8],sensibl:3,sensit:[0,5,6,9,13],sent:2,sentenc:[4,12],sep:[],separ:[0,1,2,4,6,8,9,12,14,15,18],sequenc:[2,3,4,7,9,10,12,13,15,16,18],sequenti:[1,3,4,10,12,18],seri:[0,1,2,3,4,5,6,10,11,12,13,16,17],serif:[0,7,18],serv:[0,1,2,3,5,7,13,20],session:[1,17],set:[1,4,5,6,7,8,10,11,13,14,15,16,18],set_major_formatt:6,set_major_loc:6,set_stream:[],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14],set_xlabel:[0,1,2,3,7,12],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:6,seth:4,setiosflag:[],setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:6,setprecis:[],setse:[],setup:[1,4,6,8,15],setw:[],sever:[0,3,5,6,7,8,9,11,12,13,15,16,17,18],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:5,sh:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],share:[1,3],she:7,shift:[1,6,12,18],ship:3,shortcom:13,shorten:4,shorter:18,shortli:16,should:[0,2,3,5,6,8,9,11,12,13,16,18],should_sync:[3,4],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],show_shap:4,shown:[0,4,5,7,8,11,12,13,16],showpoint:[],shrink:[3,5,6,8,11],shrinkag:[5,6],shrunk:11,shuffl:[0,1,3,4,6,13],side:[0,2,5,8,12,13,16],sigh:15,sigma0:18,sigma1:18,sigma2:18,sigma:[0,1,5,6,7,10,11,12,13,16,18],sigma_0:5,sigma_1:5,sigma_2:5,sigma_:[5,16],sigma_fn:[7,12],sigma_i:[0,5],sigma_j:5,sigma_m:[6,18],sigma_n:[11,18],sigma_t:13,sigma_x:18,sigmoid:[1,2,4,7,8,10,12,13],sigmundson:[6,19],sign:[1,2,7,8,10,18],signal:[1,3,10,12],signatur:[3,4],signifi:4,signific:1,significantli:[1,13,18],sigurd:19,sim:[4,5,6,13,18],similar:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16],similarli:[0,1,3,5,8,10,18],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,18],simple_rnn:4,simplepredict:10,simpler:[0,1,5,6,13,15],simplernn:4,simplest:[0,1,3,4,9,10,12,14],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,16,18],simplic:[2,5,6,7,8,9,10,11,12,14],simplicti:5,simplifi:[0,6,9,15],simplist:[3,6,18],simul:6,simultan:6,sin:[0,1,2,3,4,9,12,13,16],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,16,18,20],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,16,18],singular:[0,6,13,16,17],sinusoid:3,site:[0,1,2,3,4,6,7,8,11,13,14,17],situat:[0,4,5,7,13,18],six:[3,18],size:[0,1,2,3,4,5,6,8,9,10,11,13,16,18],sketch:10,ski:9,skill:0,skip:[3,4,11],skiprow:[],skl:[0,6],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14],skplt:[7,10],sl:6,slack:8,slice:[2,16],slide:[0,3,18],slight:[6,13],slightli:[1,2,3,5,6,7,10,18],slope:[8,11,12],slow:[0,2,8,13],slower:[5,16],slowest:16,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,15,16,18],smaller:[0,1,2,5,6,8,9,11,13,18],smallest:[0,4,14],smallest_row_index:14,smooth:[0,3,6,13],sn:[0,1,3,6,7],sne:11,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],soar:6,social:0,soft:[1,7,10,12],soften:8,softmax:[3,7],softwar:[0,8,15,16,17],sol:8,sole:[0,6],solid:[0,7],solitem:[],soltyp:[],solut:[0,1,2,3,5,6,8,10,11,13,16,18],solutionsummari:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,16,17],solve_expdec:2,solve_ode_deep_neural_network:2,solve_ode_neural_network:2,solve_pde_deep_neural_network:2,solveod:2,solveode_popul:2,solver:[2,7,8,9,10,11,16],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,17,18],some_model:6,somehow:4,someth:[0,1,3,4,7,9,11,18],sometim:[0,1,11,12,13,14],soon:16,sophist:0,sopt:13,sort:[5,6,9,11,18],sound:[3,5],sourc:[0,1,3,6,15,16,18],space:[0,1,4,5,8,9,11,12,13,14,18],span:[0,3,5,9,11,16],spare:1,spars:[3,6,16],sparse_mtx:16,sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],spdiag:[],speak:18,special:[6,7,10,12,13,16,18],specif:[0,1,2,3,4,5,6,7,8,9,11,12,15,16,18],specifi:[0,3,5,6,7,9,11,13,14,18],specifici:[0,10],spectacular:3,spectral:1,speech:[0,1,3,4,12],speed:[1,2,4,13],spend:18,sphere:0,spin:6,spite:0,spline:8,split:[1,3,4,5,6,8,9,10,11,14,18],splite:0,splitter:[1,10],spmatrix:[],spontan:18,spot:3,spread:[0,11,18],springer:20,spuriou:13,sqquar:5,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,18],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,18],squarederror:10,squaredeuclidean:14,squash:12,squeez:2,srand:[],srtm:6,srtm_data_norway_1:6,sse4:[],stabil:5,stabl:[0,4,5,6,7,9,11,15],stack:[2,3,4],stacklevel:0,stage:[5,13],stai:[0,2,4,5,11],stand:[0,5,9,12],standard:[0,1,4,5,6,7,8,10,12,16,18],standard_basi:2,standardscal:[0,6,7,8,9,10,11],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,16,17,18],start_box:[2,13],start_nod:[2,13],start_tim:14,startpoint:[],stat:6,state:[1,2,4,5,6,7,8,10,11,12,13,15,18],statement:[0,7,16],statist:[0,1,3,4,7,9,10,11,12,13,14,16,17,20],statu:[0,7,11],stavang:6,std:[0,4,6],stdev:[],stdout:[],steep:13,step:[0,1,2,3,4,6,7,9,10,11,12,13,14,16],step_fn:[7,12],step_length:13,steps_list:9,steps_per_epoch:[3,4],stereo:3,stian:19,still:[0,2,3,5,6,11,13,18],stimuli:12,stk2100:20,stk3155:17,stk4021:20,stk4051:20,stk4155:17,stk5000:20,stk:20,stochast:[0,1,5,6,8,11,12,17],stock:4,stoke:12,stone:[0,7],stop:[1,4,7,9,11,13,14],storag:5,store:[0,1,2,3,6,11,13,18],storehaug:19,str:[1,3,4],straight:[0,6,8,13],straightforward:[0,2,3,5,6,8,9,10,13,16],strategi:[0,1,9],stratifi:6,streamtyp:[],strength:[0,5,14],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,16],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,16,18],strongli:[0,8,15,16],stronli:0,structur:[0,1,2,3,6,9,10,12,15],stuck:[1,13],student:[0,17,19,20],studi:[0,3,4,5,6,7,8,11,12,13,15,20],studier:[17,20],style:[0,7,9,16],sub:[9,12],subarg:[2,13],subdivid:[0,16],subfield:0,subject:[6,8,18],subplot:[0,1,3,4,6,7,8,9,10,13,14],subplots_adjust:[8,18],subprogram:16,subract:0,subroutin:0,subscript:1,subsequ:[1,4,5,6,12,16,18],subset:[1,6,9,12,13,15],subspac:[0,8,11],substanti:[9,10],substep:11,substitut:[3,6,12,16],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,16,18],subtre:9,subval:[2,13],succeed:[0,4],success:[3,7,9,13,18],successfulli:[4,9],sucess:[],sudo:[0,15],suffer:[0,1,2,5,10],suffici:[1,6,8,11,13],suggest:[1,13,20],suit:[8,12],suitabl:[0,18],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18],sum_i:[0,2,5,6,8,13],sum_j:6,sum_ja_:0,sum_k:[6,8,12,16],sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9],summari:[1,3,4,10,17],summat:[0,3],sunni:9,superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,15],supplement:7,support:[0,1,9,10,11,13,15,17],suppos:[0,5,6,7,8,10,11,12,13,16],suppress:[5,13],sure:[0,1,4,6],surf:6,surfac:[0,6],surpass:6,surpris:0,surround:[3,15],survei:[0,5,6],suyrzm0:17,svc:[8,9,10],svd:[0,6,11,17],svdinv:5,svm:[8,9,10,11],svm_clf:[8,10],swap:2,swapax:2,swath:5,sy:13,symbol:[1,5,11,13,15,18],symmeteri:1,symmetr:[0,5,8,11,12,13,16],symmetri:6,sympi:[0,15],synonim:18,syntax:[1,13],syntaxerror:1,syrk:[],system:[0,1,3,4,6,7,9,10,12,13,15,16,20],systemat:[4,6],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19],t_0:[2,9,13],t_1:13,t_:2,t_b:10,t_i:[1,2,5,12],t_j:12,t_k:9,tabl:[9,18,19],tabul:0,tackl:4,tag:[2,3,4,5,6,7,12,13,14,16,18],taht:0,tail:18,tailor:[2,8,11],taiwan:0,take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18],taken:[0,1,3,6,10,13,16],tan:3,tangent:[1,4,12,13],tanh:[1,4,7,8,12,13],tape:[3,4],target:[0,1,3,4,5,6,7,8,9,10,11,12,13],target_nam:9,task:[0,1,3,6,9,11,12,14],tau:[3,5,18],tax:0,taylor:[2,13],taylornr:13,tc:8,team:1,teaser:0,technic:[0,5,6,13],techniqu:[0,1,8,10,13,15,17,18,20],technolog:[0,1],tek5040:20,tell:[0,4,6,10,11,13,18],temp1:1,temp2:1,temp:1,temperatur:[0,9],temporarili:1,ten:3,tend:[3,5,6,8,9,10,12,13,14],tendenc:0,tension:6,tensor:[3,4],tensorflow:[0,2,4,8,14,15,16,17,20],term1:[5,6,11],term2:[5,6,11],term3:[5,6,11],term4:[5,6,11],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18],termin:[0,4,5,9,10,13],terrain1:6,terrain:6,test:[3,4,5,6,7,8,9,10,13,14,16,18],test_acc:3,test_accuraci:[1,3],test_error:6,test_imag:[3,4],test_ind:6,test_input:4,test_label:[3,4],test_loss:3,test_pr:1,test_predict:1,test_rnn:4,test_scor:[7,10],test_siz:[0,1,3,5,6,10],test_split:9,testerror:[0,6],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,16,17,18,20],textbook:17,textual:9,textur:1,tf:[1,3,4,13,14],tfe_py_execut:[3,4],th:[0,1,2,5,6,7,9,12,13,14,16,18],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,18],thank:[4,6],theano:[1,15],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,16,18],them:[0,1,3,4,6,8,9,10,11,12,13,16],theme:0,themselv:[0,18],thenc:6,theorem:[2,6,7],theoret:[0,4,10],theori:[0,1,3,8,9,12,13,15,17,20],thereaft:[0,5,6,11,12,16],therebi:[0,5,7,11],therefor:[0,1,2,3,4,6,7,8,11,13,18],therein:11,thereof:[0,6,13],theta:[1,4,13,18],theta_:[1,13],theta_i:1,theta_k:[],theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],thing:[0,1,2,4,5,7,9,18],think:[0,1,3,4,6,9,12,13,14,18],third:[0,3,6,13],thirti:7,those:[0,3,5,6,8,9,10,11,16,17],though:[1,2,3,4,13,16,18],thought:[6,14,18],thousand:[0,1],thread:[3,4],three:[0,1,3,5,6,8,9,12,16,17,18,19],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,15,16,18],throughout:[0,4,5,14,15,16,18],thu:[0,1,2,5,6,7,8,10,11,12,13,19],thumb:[0,6],thursdai:17,tibshirani:[6,17,20],tick_param:6,ticker:[6,13,18],tif:6,tight_layout:[1,7],tightli:11,tild:[0,5,6,11,18],till:[0,4,7,8,9,10,12,16],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18],timefunct:[],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,18],tmp:13,tmp_log:[3,4],tn:[2,3],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6],to_str:[],todai:3,togeth:[0,3,6,8,11,15],toi:[13,14],told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,18,20],took:8,tool:[0,1,3,6,13,15],toolbox:8,top:[0,3,5,6,9,10,15],top_node_typ:2,top_trac:2,topic:[0,5,6,7,8,15,17,20],topolog:[1,3,12],toposort:2,torkjellsdatt:19,toss:[10,18],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,16,18,19],total_loss:4,totalclustervari:14,totalscatt:14,totalvari:[],toward:[1,2,7,12,13],town:0,tp:4,tpng:9,tpu:15,tqdm:6,tr:[],trace:[2,13],trace_stack:[2,13],traceback:[0,2,3,4,6,7,8,9,10,13],traceback_util:[3,4],tracer:[2,13],track:[3,13,14,16],tract:0,tractabl:0,trade:[5,9],tradeoff:[0,5,17],tradit:[0,1,4,6],train:[2,3,5,6,8,9,10,11,12,13],train_accuraci:[0,1,3],train_dataset:4,train_end:[0,1],train_error:6,train_funct:[3,4],train_imag:[3,4],train_ind:6,train_label:[3,4],train_pr:1,train_siz:[0,1,3],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11],train_test_split_numpi:[0,1],trainabl:4,trainable_vari:4,trained_model:6,trainerror:0,traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,training_gradient_fun:13,training_loss:13,trainingerror:6,trainpredict:4,trainscor:4,trainx:4,trait:0,trajectori:4,tran:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,15,16],transit:[6,12],translat:[1,4,6,10],transpos:[1,5,11,16],travers:[0,5],treat:[0,1,3,6,12,13,18],tree:[0,1,6,15,17],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:18,trevor:20,tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,18],triangl:13,triangular:16,trick:[3,4,8,11,13,18],trickier:18,tridiagon:16,trillion:15,trivial:[0,1,5,11,18],troubl:[0,8,12],truck:3,true_beta:6,true_divid:1,true_fun:6,tucker:8,tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,16],tup:[],tupl:[2,13],turn:[0,1,5,6,7,8,9,10,11,12,13,16,18],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,18],twice:13,twist:11,twister:[],two:[0,1,2,4,5,6,7,9,10,11,12,13,16,17,18,20],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,18],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,18],u:[0,2,5,6,10,11,12,16],u_:16,u_i:12,u_m:10,ua:0,ubuntu:[0,15],uci:0,uio:[17,19,20],un:14,unari:16,unary_f:[2,13],unary_oper:[2,13],unary_to_nari:2,unbalanc:[6,9],unbias:[0,5,6],uncent:6,uncertainti:[0,5],uncertitud:18,unchang:[1,3],uncorrel:[10,18],undefin:5,under:[0,1,5,6,10,13,15],underdetermin:0,underfit:[1,6],underflowproblem:5,undergo:5,undergradu:17,underli:[0,1,9,13,18],underset:[4,14],understand:[0,1,3,5,6,10,13,14,15],understood:[8,13],undesir:8,undetermin:[5,8],undo:4,unexpect:6,unexpected:18,unfair:6,unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,18],uniform_real_distribut:[],uniformli:[13,18],unifrompdf:18,unimport:13,union:[5,6],uniqu:[0,2,6,13,14,16],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,18],unitari:[5,6,16],unitarili:16,uniti:18,univari:18,univers:[0,1,2,13,15,17,19],unix:1,unknow:[0,16],unknown:[0,1,3,4,5,6,8,10,16],unknowwn:12,unlabel:1,unless:[0,3,6,11,13],unlik:[1,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,15,17],unsymmetr:16,until:[1,2,4,9,12,13,14],untouch:0,unusu:12,up:[1,3,4,5,6,8,10,11,13,14,15,16,17,18],updat:[1,2,10,12,13,14],upload:[15,20],upon:[0,1,6,11,16],upper:[0,8,9,16],uppercas:16,upsampl:4,upscal:4,us:[4,5,6,8,9,10,11,12,14,16,17,18,20],usag:[0,8,15],usd10000:0,usd:0,use_bia:4,use_multiprocess:[3,4],usecol:0,useless:1,user:[0,1,2,3,4,6,7,8,11,14,15,16],userwarn:[3,4,6,14],usetex:18,usg:6,usr:18,usual:[0,3,4,7,12,13,14],ut:5,util:[0,1,3,4,6,7,10,14],ux:16,v0:18,v1:18,v2:18,v:[2,4,5,6,11,13,15],v_0:11,va:1,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,15,17,18],validation_batch_s:[3,4],validation_data:[3,4],validation_freq:[3,4],validation_split:[3,4],validation_step:[3,4],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,17],valuat:9,valueerror:[0,2],valy:4,van:0,vandenbergh:[8,13],vandermond:0,vanilla:[0,6,11,14],vanish:[1,4,13,18],var_x:18,varabl:8,varepsilon:[5,6],varepsilon_:[5,6],varepsilon_i:[5,6],vari:[0,1,3,5,6,10],variabl:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16],varianc:[0,1,5,7,9,10,11,13,14,15,16,17,18],variance_i:[5,11],variance_x:[5,11],variant:[0,1,6,8,12,13],variat:[3,4,11],varieti:[0,3,12,15],variou:[1,3,5,6,7,8,9,11,12,13,15,16,18],vartempvec:[],varvec:[],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],vec:6,vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,15,17],vector_mean:14,ventur:[0,8,15],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20],verifi:[3,11,16],versatil:8,versicolor:[8,9],version:[0,3,4,10,13,14,15,16,18],versu:1,vert:[0,1,5,6,7,8,9,11,13],vert_1:[5,6],vert_2:[5,6,11],via:[0,5,6,7,8,9,10,11,12,15,16,17,18],vidal:11,video:[0,1,12,15,17],view:[1,3,5,6,12,13,17,18,20],violat:8,virginica:9,viridi:[0,1,2,3],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3],visual:[0,3,11,12,15],visualis:1,viz:[6,8,18],vjp:[2,13],vjp_0:[],vjp_0_fun:[],vjp_1:[],vjp_1_fun:[],vjp_argnum:[],vjpfun:2,vjpmaker:[],vjpnode:[2,13],vmax:[1,6],vmc:[],vmin:[1,6],voic:3,volum:[0,3],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vrtx:17,vs:[0,4,6],vspace:[2,13],vstack:[5,11,16,18],vt:5,w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,18],w_1:[8,16],w_1x_1:8,w_1x_:8,w_2:[8,16],w_2x_2:8,w_2x_:8,w_3:16,w_4:16,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:16,w_m:16,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,16],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,18],walk:9,walker:18,wang:0,want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,18],warn:[1,3,4,8,14],warrant:6,wast:3,watch:[3,4,15],wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],weak:[9,10,14],weather:[1,12],web:[15,17],webpag:17,websit:[6,16,17],wedg:[8,18],wednesdai:17,wee:11,week:[0,5,6,7],weekli:[15,20],weight:[0,1,2,3,6,7,9,10,12,13,18],weigth:2,welcom:[8,15],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,17,18,20],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,18],wessel:0,westbi:19,westby:19,what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],whenev:[13,18],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19],wherea:[6,18],wherein:[1,12],whether:[0,3,5,7,9,18],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19],whichev:[1,3],white:9,who:[0,17],whole:[1,3,4,5,9,11,13],whose:[0,6,10,18],whow:[5,11],why:[0,1,3,6,13],wide:[0,1,3,6,7,12,15,16],widehat:6,width:[0,3,8,9],wieringen:0,win:10,wind:9,wing:19,winther:2,wiothout:6,wiscons:7,wisconsin:10,wisdom:6,wise:[0,1,5,12,13],wish:[0,2,5,7,8,11,13,14,16],with_std:0,wither:6,within:[0,2,3,4,7,9,12,13,14,18,20],withinclust:14,without:[0,1,5,6,8,9,11,12,13],won:0,wonder:8,word:[0,1,3,4,5,6,14,18],work:[0,1,4,6,7,8,9,13,15,17,18],worker:[3,4],workshop:17,world:[0,8],worldwid:0,wors:[0,1,3,4,6],worst:[],worth:9,would:[0,1,3,5,6,7,8,9,10,11,12,13,16,18],wrap:[2,6,16,17],wrap_util:[2,13],wrapper:0,write:[0,1,2,3,5,6,7,8,12,13,16],written:[0,2,3,5,11,12,13,15,16,18],wrong:[1,8],wrongli:10,wrote:[5,11],wrt:[2,10,13],wth:10,www:[15,16,17,20],wx_1:8,x0:8,x1:[4,8,9,10,13],x1_exampl:8,x1d:8,x2:[8,9,10,13],x2d:[8,11],x2d_train:11,x2dsl:11,x3:8,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],x_0:[0,5,11,16],x_1:[0,2,5,6,7,8,9,10,11,13,16,18],x_2:[0,2,5,6,7,8,9,10,11,13,16,18],x_3:[8,16,18],x_4:16,x_:[0,2,3,5,6,8,10,11,13,14,16,18],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,16,18],x_input:2,x_ix_:0,x_iy_i:8,x_j:[0,2,8,9,12,18],x_jy_j:8,x_k:[12,14,16,18],x_l:18,x_m:[6,12,16,18],x_n:[0,2,3,6,8,11,12,13,16,18],x_new:[9,10],x_offset:6,x_output:2,x_p:[3,7,9],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_test:[0,1,3,5,6,7,9,10,11],x_test_own:6,x_test_scal:[0,6,7,9,10,11],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11],x_train_mean:6,x_train_own:6,x_train_scal:[0,6,7,9,10,11],x_val:1,xarrai:15,xavier:1,xbnew:13,xcode:[0,15],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13],xi_1:8,xi_:8,xi_i:8,xk:8,xla:15,xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,18],xlim:[6,10],xm:9,xmesh:13,xnew:[0,13],xp:18,xpanda:0,xpd:[5,11],xplot:0,xs:9,xscale:0,xsr:9,xt_x:13,xtest:6,xtick:[3,6,8,9],xtrain:6,xu:0,xx:[0,16],xy:[0,6,8,16],xytext:8,xz:16,y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,18],y_0:[0,5,11,16],y_1:[0,5,8,9,11,13,16],y_1y_1:8,y_1y_1k:8,y_1y_2:8,y_1y_2k:8,y_1y_n:8,y_1y_nk:8,y_2:[0,5,8,9,11,16],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,16],y_4:16,y_:[0,1,5,6,10,11,16],y_data:[0,1,5,6],y_data_ful:1,y_decis:8,y_fit:0,y_i:[0,1,5,6,7,8,9,10,11,12,13,16],y_if_:10,y_ix_:0,y_ix_i:[7,8,13],y_iy_jk:8,y_j:[6,8,12],y_k:12,y_m:16,y_model:[0,4,5,6],y_n:[8,13],y_ny_1:8,y_ny_1k:8,y_ny_2:8,y_ny_2k:8,y_ny_n:8,y_ny_nk:8,y_offset:6,y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:6,y_test:[0,1,3,4,5,6,7,9,10,11],y_test_onehot:1,y_test_predict:0,y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11],y_train_mean:6,y_train_onehot:1,y_train_predict:0,y_train_scal:6,y_val:1,ye:[3,6,7],year:[0,15],yet:[0,1,6,8,11,13],yhd5w:17,yi:13,yield:[0,2,5,6,8,10,12,13,14,16,18],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,18],ylim:[3,6],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,20],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,18,20],young:0,your:[1,2,4,5,6,8,11,13,15,16],yourself:[11,13],youtu:17,youtub:15,ypred:6,ypredict2:13,ypredict:[0,13],ypredictlasso:5,ypredictol:[0,5],ypredictown:6,ypredictownridg:6,ypredictridg:[0,5,6],ypredictskl:6,ys:9,ytest:6,ytick:[3,6,8,9],ytild:[0,6],ytildelasso:5,ytildenp:0,ytildeol:[0,5],ytildeownridg:6,ytilderidg:[5,6],ytrain:6,yx:16,yy:16,yz:16,z:[0,1,2,3,4,5,6,7,8,9,11,12,13,16,18],z_0:16,z_1:16,z_2:16,z_:[1,2,12,16],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:12,z_m:1,z_mod:9,z_o:1,z_output:2,zaman:18,zaxi:6,zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],zeros_lik:4,zfill:4,zip:[2,4,6,13],zl:[],zm_h:0,zn:0,zone:0,zx:16,zy:16,zz:16},titles:["3. Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks"],titleterms:{"1":0,"10":17,"11":17,"12":17,"13":[],"14":17,"15":[],"16":17,"17":17,"18":17,"19":17,"2":[0,17],"20":[],"2021":[],"2022":19,"21":17,"22":17,"23":17,"24":17,"25":17,"26":17,"27":[],"28":17,"29":17,"3":[0,17],"30":17,"31":17,"34":17,"35":17,"36":17,"37":17,"38":17,"39":17,"4":[0,17],"40":17,"41":17,"4155":[],"42":17,"43":17,"44":17,"45":17,"46":17,"47":17,"5":[0,17],"6":[],"7":17,"8":[],"9":17,"case":[8,10,18],"do":1,"final":12,"function":[0,1,6,7,8,10,11,12,13,18],"import":[5,16],"new":4,A:[0,1,4,8,9],And:13,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,15],With:4,activ:[1,12],actual:[],ad:[0,6],adaboost:10,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],aim:[8,9],algebra:16,algorithm:[9,10,11,12],algortithm:13,all:8,an:[0,4,10],analys:5,analysi:[0,5,6,11,15,18],analyt:0,ani:13,anoth:9,appli:15,approach:[0,8,14],approxim:12,architectur:1,arrai:16,assist:19,august:17,autocorrel:18,autograd:[2,13],automat:13,back:[1,11,12],background:15,bag:10,base:13,basic:[0,5,7,9,10,11,16],batch:1,bay:5,befor:11,better:8,bia:6,binari:1,binomi:[],bird:10,block:[],boost:10,bootstrap:[6,10],boston:0,breast:1,bring:12,build:[1,3,9],calcul:[],cancer:[1,7,9,11],cart:9,central:[13,15,18],chain:12,chang:10,chi:0,choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,14],collect:[1,3],compar:[2,10],complex:[0,6],complic:6,compon:11,comput:9,con:9,concept:18,conjug:13,continu:[],convex:[8,13],convolut:[3,12],correl:11,cost:[1,10],cours:[15,20],covari:[5,11,18],cross:6,cumul:[],data:[0,1,3,6,7,9,11,15,18],dataset:[1,3],decai:2,decis:[9,10],decomposit:[5,11,16],deep:[1,2],defin:1,definit:[],degre:0,demonstr:[],dens:0,deriv:[5,12],descent:[2,10,13],detail:3,develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8],disadvantag:9,discret:18,disguis:[],distribut:[5,18],domain:18,down:1,dropout:1,element:[0,18],elimin:16,ensembl:10,entropi:9,environ:0,equat:[0,2,12],error:[0,10],euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10],exercis:[0,6],expect:18,experi:18,explor:0,exponenti:2,extrapol:4,extrem:10,ey:10,fall:19,famili:1,famou:16,featur:[9,16],feed:[1,12],fine:1,first:[4,12],fit:[0,10],forc:3,forest:10,forward:[1,2,12],fourier:3,frank:6,freedom:0,frequentist:0,from:[5,10,12],full:2,further:[3,5],fy:[],gan:4,gaussian:16,gd:13,gener:[4,9],geometr:11,gini:9,good:0,grade:19,gradient:[1,2,10,13],growth:2,ha:15,handl:16,hidden:2,hous:0,how:[],hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,implement:1,implic:5,improv:1,includ:13,increment:11,index:9,inform:19,input:2,instal:15,instructor:19,interpret:[5,11],introduc:11,introduct:[0,6,15,16],invers:[5,16],iter:10,its:[],jackknif:[],jungl:10,kera:[1,3],kernel:[8,11],lagrangian:8,lasso:[5,6],later:5,layer:[1,2,3,12],learn:[0,1,2,11,13,14,15],least:[5,6],level:10,librari:15,likelihood:7,limit:[1,13,18],linear:[0,8,13,16],link:[5,11,17,20],logist:[7,13],lu:16,machin:[0,8,13,15],main:18,make:[0,9,10],mani:[10,12],materi:17,math:5,mathemat:[3,5,8],matric:[5,16],matrix:[1,5,11,12,16],matter:0,mean:0,meet:[5,10,18],mercer:8,mersenn:[],method:[6,9,10,13],mlp:12,mnist:[3,4],model:[0,1,4,6,12],moment:[],momentum:13,moon:[8,9],more:[3,6,16],multilay:12,multipl:[1,3],multipli:8,name:[],network:[1,2,3,4,7,12],neural:[1,2,3,4,12],non:8,normal:[0,1],norwai:[],notat:12,novemb:17,now:[1,9],nuclear:0,nueral:7,number:[0,2,18],numer:[2,18],numpi:16,object:3,observ:[],obtain:11,octob:17,od:2,off:6,ol:[5,6,13],one:[2,12],oper:16,optim:[1,8,13,15],ordinari:[5,6],organ:0,oslo:20,other:[4,9,11,12,16],our:[0,4,5,11,13],outcom:15,output:2,overarch:[0,4,8,9],overview:10,own:[0,10,11],packag:16,part:[13,15],partial:2,pass:1,pca:11,pdf:18,perceptron:12,perform:[1,9],period:3,perspect:1,point:4,poisson:2,polynomi:3,popul:2,practic:13,pre:[1,3],predict:4,prerequisit:[3,15],princip:11,principl:3,pro:9,probabl:[5,18],problem:[1,2,13],procedur:9,process:[1,3],program:[2,13],project:6,prop:13,propag:[1,12],properti:[5,18],pseudo:[],python:[0,9,15,16],quick:8,ran0:[],random:[10,11,18],read:9,real:6,recip:[],recurr:[4,12],reduc:0,reduct:3,reformul:2,regress:[0,5,6,7,9,10,13],regular:1,relev:20,relu:1,remark:3,remind:[6,8],requir:[2,15],resampl:6,rescal:6,resourc:2,revisit:13,ridg:[0,5,6],rm:13,rng:[],rule:12,s:[8,10],sampl:11,schedul:17,schemat:9,scheme:2,scikit:[0,1,11],select:[],semest:19,septemb:17,set:[0,2,3,9,12],sgd:13,should:1,simpl:[0,4,9,13],singl:10,singular:[5,11],situat:[],soft:8,softmax:1,solv:2,solver:13,some:[13,16],specifi:2,split:0,squar:[0,5,6,10],standard:13,state:0,statist:[5,6,15,18],steepest:[10,13],stk3155:[],stochast:[13,18],superposit:3,supervis:1,support:8,svd:5,systemat:3,teach:[17,19],teacher:19,techniqu:[6,11],technolog:15,tensorflow:[1,3],test:[0,1],textbook:20,theorem:[5,8,11,12,18],theori:18,three:[],tip:13,togeth:12,top:1,toss:[],toward:11,trade:6,tradeoff:6,train:[0,1,4],transform:3,tree:[9,10],tune:1,two:[3,8,15],type:[2,4,12],uncorrel:[],uniform:[],univers:[12,20],unsupervis:14,up:[0,2,9,12],us:[0,1,2,3,7,13,15],valid:6,valu:[5,11,18],variabl:18,varianc:6,variou:0,vector:[8,12,16],view:[0,4,10],visual:[1,9],vs:3,wai:9,wave:2,week:17,weekli:17,what:0,which:1,why:[],wisconsin:7,write:[4,11],xgboost:10,your:[0,10]}}) \ No newline at end of file +Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","intro","linalg","schedule","statistics","teachers","textbooks"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","intro.md","linalg.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19],"00":[0,1,3,5,6,11,18],"000":[1,3],"0000":[],"00000":[],"000000":[5,11],"00000000e":5,"0000e":3,"0001":[1,3],"000148":[],"00019998":5,"00024087":5,"00028369228101198006":[],"00029012":5,"0003043256065368937":9,"00031535148309580783":6,"0003153514830958081":[],"0003153514830958126":[],"0003153514830958235":6,"00034944":5,"000417932":2,"00042089":5,"000464088":2,"00050694":5,"00058016":6,"000599":[],"00060705":[],"00060708":6,"00061058":5,"00062582":6,"00062595":[],"00066668":6,"00068734":6,"00068941":6,"00069103":[],"00073541":5,"00076495":6,"00076919":6,"00076925":[],"0007698473260556325":6,"0007698473260556334":[],"0007698473260556339":[],"0007698473260556344":6,"00079123":[],"00079130":6,"00079968":5,"00084705":[],"00084711":6,"00085883":6,"00085884":[],"00087697":6,"00088573":5,"00092645":6,"00092646":[],"00096314":5,"001":[1,2,8,13],"00100519":6,"0010479245355337968":[],"0010479245887943952":6,"00105081":6,"00106677":5,"00107405":6,"00111756":6,"0011526":6,"00115999":5,"0011828302640124":[],"00118504":6,"00118527":[],"001263":[],"00128479":5,"001323":6,"00137823":6,"00137835":[],"00139705":5,"00149311":6,"00149956":6,"00152117":6,"00154733":5,"00156379":[],"00156382":6,"00168251":5,"00174276":6,"00175331":6,"00186347":5,"001880":5,"001988":[],"00198806":[],"00200":8,"00202624":5,"00202756":6,"00217499":6,"00224413":5,"00228741":6,"00233155":[],"0023548":6,"002381316302584885":[],"002381316302584886":6,"0023813163025848865":6,"00242999":6,"00243186":6,"0024401":5,"00249435":6,"002526":[],"00266858":2,"00270244":5,"00274989":6,"00275135":[],"00289724":6,"00293838":5,"002948":[],"0030828":[],"003083":[],"00310113":2,"00312361":6,"00315593":6,"003215318065760509":[],"0032153180657605125":6,"00323332":6,"0032542":5,"003301":6,"003395515459204093":6,"0033955154592040944":[],"00353823":5,"0036237":6,"0036367":6,"00369758":6,"003704":[],"003717":[],"003759":[],"003774":[],"003788":[],"0038335":6,"00390021":[],"003909404072811217":6,"003909404072811231":[],"00391839":5,"0039987":6,"004":5,"004091940707753948":6,"0040919407077539514":[],"00410387":6,"00410478":6,"004113634617443116":6,"0041136346174431284":[],"004113634617443131":6,"004113634617443135":[],"00411363461744314":6,"004113634617443141":[],"004155986345861364":6,"004155986345861374":[],"00415763":[],"00424909":2,"00424967":6,"00426027":5,"00433417":11,"00440346":6,"00443743":6,"00445655":11,"004579219539673834":6,"004579219539673836":[],"00458878":6,"004610275230656187":6,"004610275230656294":[],"00462287":6,"00471782":5,"00472199":6,"00472512":6,"0049544":6,"004999999999999984":[],"004999999999999994":[],"004999999999999996":[],"005000000000000011":0,"00512927":5,"00517114":6,"00526348":6,"0053018":6,"00554552":6,"00556826":6,"0056799":5,"00577441":[],"00579953":6,"00588657":6,"00607783":6,"006162":6,"00617499":5,"00630331":6,"00642221":6,"00660427":6,"00672607":6,"00673393":13,"00673407":6,"00676387":6,"0068011":6,"00683748":5,"00683964":6,"007012403613997257":[],"007024126888936694":[],"0070241268889382116":6,"00719176":6,"00727646693":0,"007315":[],"0074331":5,"00751823":[],"00759119":6,"00784393":6,"00803064":6,"0080866254785146":[],"00813803":6,"00817631":6,"00823002":5,"00827728":6,"00831018":6,"00834567":6,"00848904":6,"0086649156":0,"008675369724975977":5,"008675369724976501":[],"00894639":5,"00905423":6,"009163470508352211":[],"009163470508352218":5,"009164545680330616":6,"00917248":6,"00934499":6,"009450756365829578":[],"0096208":6,"00990475":5,"00992331":6,"00996754":6,"009981":[],"00998135":[],"00it":6,"01":[0,1,2,5,6,9,11,13,18,20],"010018312644139205":6,"010018312644139347":[],"0100706":6,"01023891":[],"010239":[],"010331721306655144":6,"01033172130665515":[],"010516485576646513":6,"010516485576652856":[],"010530":[],"01053024":[],"01066519":6,"01076611":5,"0110":18,"0110407067093945":[],"01104071":[],"011076219011339788":[],"01107621901137465":6,"011225":2,"0113104":6,"01179792":6,"01191824":5,"01199624e":18,"012073649439965807":[],"012073649472576395":6,"01212754811385597":18,"01219292":6,"01223198":6,"01231917":6,"01257962":[],"012580":[],"012633802944855959":[],"01290947":6,"01295356":5,"013121573975499602":[],"013121573975499604":[],"01312157406137079":6,"013121574061370796":6,"01318643":6,"01347916":6,"01348565":6,"01367553":6,"01397146":6,"01405935":6,"01416528":6,"014209325470380275":[],"01433809":5,"014436800088896274":6,"014436800088969727":[],"01449782":6,"01458337":6,"0146081":6,"01463049":6,"015072388895177088":[],"0150723888951771":6,"015072388895177109":[],"015072388895177239":6,"01509543":13,"01530715721129232":[],"01531845":6,"01538461538462":[],"01549377":6,"01558197":5,"01591355407242949":[],"016285782696017055":6,"016285782696075054":[],"01633913":6,"01640891":6,"01655318":6,"016587414993037307":[],"016587414993045405":6,"01691985":6,"0169643":5,"01708781":6,"01708852":6,"01713366":6,"01724499":5,"01735584819559184":[],"017355848195591845":[],"017355848195593354":6,"01756972":[],"017665":5,"01799917e":18,"01817152":[],"018232":[],"01831036e":6,"01831130e":[],"01831200e":[],"01831207e":6,"01866537":6,"01869785e":18,"01873344":11,"01873869":5,"01898855":6,"01905883":6,"01908936":6,"019587":[],"01963611":6,"01969145":6,"019754165271682844":6,"01975416527179247":[],"01975848":6,"02":[0,4,6,7,12,18],"0202458":[],"020246":[],"02024962":6,"02054837e":6,"02068067":6,"02073509":5,"0209518407597062":18,"02098261":6,"02123176":6,"021250026482402":11,"02159270458799264":[],"021592704587992645":[],"021592704588021164":6,"021592704588021167":6,"02198702e":6,"022022882954618364":[],"022075":[],"02207532":[],"02208512":6,"02228115":6,"02229529":6,"02252765":5,"022556":11,"02255619":11,"02299949826036602":[],"0229994982603662":6,"02348765":6,"02354476":[],"023545":[],"02365049":6,"024023115996453476":[],"0245528":6,"02492265":5,"02493054":[],"02498832":6,"02503753":6,"02511518":6,"02522069":6,"025709":11,"02586427":6,"0260906":6,"02625193":8,"02625928":13,"026408391362671896":[],"02642055e":18,"026605727637176654":[],"02660572763718461":6,"026605727637184613":6,"02697521163514974":5,"026986":[],"02698605":[],"02707227":5,"02723445":6,"027609773491022314":[],"027609773491022387":6,"027609773491022407":6,"02762405215108776":[],"02786488":11,"027865":11,"02857":4,"02917662":11,"029177":11,"02926396":[],"029483":5,"029613363972682966":[],"029733":[],"02976145":6,"02994311":5,"02f":6,"03":[1,6],"03032441e":6,"030407120354722424":[],"03056589":[],"030566":[],"030693":[],"03069324":[],"03071040e":18,"03076923076924":[],"03077640549":4,"03099776":5,"031":5,"031846":[],"03184647":[],"03187339273559067":[],"03196357":6,"03251863":5,"03256632e":1,"03267527":6,"03278964":[],"032790":[],"03279636":6,"0330308045180234":[],"0330308045183163":[],"0330308045183219":6,"0330308045190182":6,"03308408":5,"03326365":[],"033264":[],"033657685071527485":[],"033657685071527624":6,"03382304823545749":11,"03447512":6,"03562355":6,"03568439":6,"03570747":0,"0358909447132981":[],"0359565":5,"03630548":6,"03707133":11,"037559":11,"03755944":11,"03761519":[],"03781367141738885":[],"03781367141738886":[],"037813671417388985":6,"03781367141738899":6,"03794112":16,"03814292":6,"03815288":6,"038300":11,"03850557":11,"038506":11,"039039":5,"03981057":16,"0399676689527968":6,"0399676689527975":6,"04":[1,6,11,18],"040102":5,"04010697":6,"04063602":6,"041":[],"041148729430502":6,"041148729430523":6,"0411487294305246":[],"0411487294305746":[],"04179719":[],"041797190646905":[],"04220758":6,"042708":[],"04279651270127165":[],"04284519":[],"043":[],"04315108":5,"0433816":[],"04346721":5,"04355837":6,"04362":[],"04368707":16,"0437499":2,"04389027":6,"043927769551648":[],"04423486":6,"044334":[],"0444119":[],"044613":6,"04483457":[],"04537385":6,"04543942":6,"045603":[],"04566964":6,"0458":9,"04615384615386":[],"04621521":[],"04648335":5,"046491":[],"04649105":[],"0466":[],"04683565":5,"047737":[],"04775904":16,"04784395":6,"047953":[],"04818727730430296":[],"048187277304303056":6,"048653428302840175":16,"048762":[],"048818":[],"04892055":6,"04909093":6,"04912436":6,"04930820e":18,"0495569966278238":6,"0495569966278269":6,"0495569966278315":[],"049747":[],"049858":[],"04it":[],"05":[1,3,4,6,13],"05009826":6,"05087958":[],"050910":[],"05100875":6,"051043":[],"051391":[],"051418":5,"051451":[],"051649":11,"051662":[],"0517473":5,"052206":[],"05227921801205691":[],"05227921801205692":[],"052279218012057004":6,"052330":[],"052372":[],"05255759":[],"05263":[],"05290417684691035":[],"05302":[],"05364854":8,"053678":[],"05383795":6,"053849":5,"054182":[],"054305":[],"054335":[],"054340":[],"05434571":16,"054411":[],"05447415":6,"054491":[],"054582":[],"054585":[],"054650":[],"054774":[],"054785":[],"054963":[],"05505310046362":[],"05505310046363":2,"055137":[],"055153":[],"055302":[],"055320":[],"05533":[],"055344":[],"055676":[],"055684":[],"055859":[],"055958":[],"05614483":5,"056165":[],"056169":[],"05623":[],"056233":[],"056235":[],"056468":[],"05648":[],"05651951":6,"056528":11,"05667":[],"057088709963182":[],"057163681553428394":6,"05716368155351588":[],"0572":[],"057469":[],"05756733":[],"057587":[],"057588":[],"05785343":6,"057877":[],"05789007":6,"057899":11,"05796251":6,"058033":[],"058035":[],"058038":[],"058040":[],"058058":[],"05807125":6,"058088":[],"058416":[],"058585":[],"058596":[],"058715":[],"058740":[],"058816":[],"05883":[],"05884":[],"058890":[],"058948":[],"058955":[],"058957":[],"058974":[],"059013":[],"059180":[],"059272":[],"059278":[],"059294":11,"059378":11,"059437":[],"059601":[],"059783":[],"059795":[],"059824":[],"059933":[],"05999":[],"06":[6,13],"060016":[],"060080":[],"060146":[],"060183":[],"06020587":6,"06021285":[],"060213":[],"060228":11,"060288":[],"060309":[],"060349":[],"06043581":6,"060502":[],"060507":[],"060550":[],"060649":[],"060655":[],"060781":[],"060841":[],"060875":[],"060963":[],"061025":[],"061028":[],"061048":[],"061144":[],"061149":[],"061297":[],"061321":[],"061390":[],"061505":[],"061509":[],"061538":[],"061604":[],"06160438":[],"061646":[],"061685":[],"061701":[],"061716":[],"061725":[],"061745":[],"061765":[],"061821":[],"061898":[],"061917":[],"061923":11,"06200174":5,"062061":[],"062062":[],"062064":[],"06208238634231944":6,"06208238634231953":[],"062097":[],"062136":[],"062142":[],"062195":[],"062292565":4,"062294":[],"062305":[],"062391":[],"062409":11,"062411":11,"062435":[],"062451":[],"062498":[],"062517":[],"062534":[],"062551":[],"062563":[],"062640":[],"062665":[],"062676":11,"062706":11,"062773":[],"062827":[],"062834":[],"062874":[],"062881":[],"062884":[],"062888":[],"062983":[],"063014":[],"063024":[],"063052":[],"063078":[],"063125":[],"063173":[],"063192":[],"063241":[],"063250":[],"063287":[],"063343":[],"063364":[],"063371":[],"063375":[],"063401":[],"063493":[],"063513":[],"063612":[],"063619":[],"063631":[],"063657":[],"063752":11,"063781":[],"063851":[],"063857":[],"063872":[],"063874":[],"06388888888888888":[],"063977":[],"063979":[],"064052":[],"064062":[],"064108":[],"064110":[],"064184":[],"064274":[],"064329":[],"064384":[],"064388":[],"064431":[],"06444":[],"064442":[],"064459":[],"064461":[],"064469":[],"064483":[],"06453579006728315":[],"06453579006728322":6,"064538":11,"064573":[],"064604":11,"064609":[],"064618":[],"064623":[],"064634":[],"064648":[],"064658":[],"064681":[],"064838":[],"064859":[],"064880":[],"064896":[],"06491736":6,"064918":[],"064931":11,"064937":[],"064964":[],"06497046":[],"065020":[],"065032":[],"065106":[],"065110":5,"065168":[],"065183":[],"065249":11,"065252":[],"065282":[],"065314":11,"065348":[],"06547790180152352":6,"06547790180152353":6,"06547790180152357":[],"06547790180152363":[],"065514":[],"065537":[],"065557":[],"065575":[],"065641":11,"065657":[],"065680":[],"065730":11,"065796":[],"065826":[],"065846":[],"065869":[],"065892":[],"065942":[],"065974":[],"06602663":[],"066051":[],"066056":[],"066064":[],"066093":[],"066110":[],"066194":[],"066220":[],"066223":[],"066228":[],"066241":[],"066309":[],"066340":[],"066348":[],"066356":[],"06637":[],"066449":[],"066528":[],"066553":[],"066558":[],"066580":[],"066590":[],"066609":[],"066651":[],"066654":[],"066670":11,"066675":[],"0666807":2,"066714":[],"066729":11,"066741":[],"066753":[],"066789":[],"066828":[],"066837":11,"066850":5,"066870":[],"066873":[],"066919":[],"066934":[],"066954":[],"067011":[],"067079":[],"067141":[],"067162":[],"067191":[],"067213":[],"067236":[],"067240":[],"06724062":5,"067282":11,"067392":11,"067402":11,"067432":11,"067437":[],"067449":[],"067484":[],"067506":[],"067525":[],"067527":[],"067544":[],"067560":[],"067585":[],"067597":[],"067599":[],"067612":[],"067615":[],"067620":[],"067622":[],"067675":[],"067693":[],"067710":[],"067714":[],"067720":[],"067723":[],"067767":[],"067769":[],"067775":[],"067787":[],"067854":[],"067856":[],"067864":[],"067908":[],"067934":[],"067956":11,"068019":[],"068059":11,"068087":[],"068093":11,"068094":[],"068098":[],"068103":[],"068104":[],"068110":[],"068120":[],"068136":[],"068197":[],"068210":[],"068261":[],"068318":[],"068345":[],"068358":[],"068363":[],"068376":[],"068391":[],"068417":[],"06844519414009438":[],"06844519414009442":6,"06844519414009444":6,"068461":11,"068500":[],"068505":[],"068538":11,"068573":[],"06858699":[],"068593":[],"068608":[],"068619":[],"068642":[],"068654":[],"068659":[],"068664":5,"068724":[],"068735":[],"068799":[],"068806":[],"068809":[],"068831":[],"068852":[],"068920":[],"068937":[],"068953":[],"068965":[],"068991":[],"068992":[],"069010":[],"069015":[],"069036":[],"069044":[],"069085":11,"069091":[],"069181":[],"069231":[],"069275":11,"069276":[],"069281":[],"069285":[],"069386":[],"069408":[],"069409":[],"069421":[],"06942103":[],"069436":[],"069441":[],"069454":[],"069455":[],"069476":[],"069494":[],"069578":[],"069584":[],"069626":[],"069651":[],"069654":[],"069667":[],"069672":[],"069685":11,"069748":[],"069754":[],"069796":[],"069838":[],"069847":[],"069877":11,"069884":11,"069888":[],"069903":[],"069907":[],"069912":[],"06it":6,"07":6,"070018":[],"070028":[],"070034":[],"070043":[],"070071":[],"070074":[],"070105":[],"070150":[],"07016":[],"070163":11,"07017":[],"070276":[],"070339":[],"070343":11,"070379":[],"07039":[],"070419":11,"070429":11,"070453":[],"070491":[],"070492":11,"070518":[],"070562":5,"070576":[],"070585":5,"070612":[],"07062318":6,"070630":[],"070635":[],"070775":[],"070835":[],"070860":[],"070871":[],"070874":[],"070889":11,"070911":[],"070950":11,"070959":[],"070972":11,"07099747918547346":[],"071003":[],"071009":[],"071022":11,"071086":[],"071112":[],"071120":[],"071136":[],"07115":[],"071239":[],"071243":[],"07129539":[],"0712953943627344":[],"0713":0,"071326":[],"071387":[],"071441":[],"07145103":11,"071467":[],"071476":[],"071480":[],"0714956":16,"071515":[],"071529":[],"071547":[],"071552":[],"071569":[],"07160048164232467":6,"07160048164248561":[],"071604":[],"071614":[],"071632":[],"071641":[],"071698":[],"071705":[],"071741":[],"071767":[],"071836":[],"071852":[],"071901":[],"071906":[],"071921":[],"071935":[],"071949":[],"072008":[],"072011":[],"07201957":[],"072021":[],"072041":[],"072084":[],"072091":[],"07212695":[],"072127":[],"072145":[],"072147":[],"072184":[],"072198":[],"072216":11,"072222":[],"072240":[],"072242":[],"072290":[],"072342":[],"072348":[],"072352":[],"072361":[],"072370":[],"072435":[],"072442":11,"072471":[],"072483":[],"072492":[],"072521":[],"072523":[],"072529":[],"072530":[],"072554":5,"072558":[],"072569":5,"072575":5,"072597":[],"072598":[],"072611":[],"072617":[],"072620":[],"072651":[],"072652":[],"072750":[],"072751":[],"072798":[],"072824":[],"072828":[],"072839":[],"07285":3,"0728785":[],"072898":[],"07291729":18,"072918":[],"072928":[],"072958":[],"072970":[],"072974":[],"072994":5,"073013":[],"073016":[],"073045":[],"073052":[],"073062":11,"073105":[],"073120":[],"073134":[],"073136":11,"073206":[],"073225":[],"073230":11,"073238":[],"073280":11,"073303":[],"073320":[],"073362":[],"073368":[],"073369":[],"073380":[],"073391":[],"073423":[],"073436":11,"073449":[],"07345504":[],"073489":[],"073506":[],"073531":[],"073548":[],"073575":11,"073583":11,"073598":11,"073629":11,"073647":[],"073668":[],"073695":[],"073699":[],"073719":[],"073761":11,"073777":[],"073810":11,"073816":[],"073827":11,"073907":[],"073925":[],"073949":[],"073959":[],"074034":[],"074067":11,"074111":11,"07413172":[],"074149":11,"07421084":5,"074237":[],"074276":[],"074336":[],"074346":[],"074375":[],"074401":[],"074480":5,"074488":[],"074513":[],"074530":11,"074552":[],"07456491":5,"074569":[],"074573":11,"074592":5,"074666":[],"074684":5,"074693":[],"074708":[],"074715":5,"074743":[],"074763":[],"074773":[],"074833":[],"074838":[],"074839":[],"074881":[],"074905":[],"07490892":6,"074945":[],"074980":[],"074986":[],"074992":[],"075012":[],"075017":[],"075058":[],"075061":[],"075136":[],"075138":[],"075181":[],"075188":5,"075192":[],"075195":[],"075228":[],"075241":[],"075262":[],"075302":[],"075335":[],"075356":5,"07535606":5,"075389":5,"075433":[],"075498":[],"075573":[],"075586":[],"075594":[],"075618":[],"075629":[],"075728":[],"075760":[],"075820":[],"075840":[],"075899":[],"075959":[],"076055":[],"076096":[],"076121":[],"076130":11,"076173":[],"076204":[],"076216":11,"076248":[],"076270":[],"076282":[],"076329":[],"076338":[],"076389":[],"0764924":6,"076518":[],"076525":[],"076532":[],"07656896":[],"076588":5,"076589":[],"076604":11,"076628":[],"076637":[],"076665":5,"076697":[],"076726":[],"076760":[],"07678":[],"076780":11,"076783":[],"076795":[],"076804":11,"076821":[],"076843":5,"076862":[],"076866":[],"076895":11,"076905":11,"076938":11,"076942":5,"076955":[],"076958":[],"076990":5,"077003":[],"077009":[],"077013":11,"077015":11,"077022":[],"077062":[],"077083":11,"077108":[],"077131":[],"077158":[],"077164":[],"077211":11,"077228":[],"077291":[],"077338":[],"077349":11,"07735703":16,"077359":[],"077375":[],"077402":[],"077419":5,"077425":[],"077452":11,"077467":[],"077499":5,"077607":[],"077620":[],"077706":[],"077711":[],"077724":[],"07777777777777778":1,"077785":[],"077793":[],"077822":[],"077921":[],"077948":[],"077978":[],"078040":[],"078042":[],"078101":[],"078157":[],"078167":[],"0782":6,"07820":[],"078253":[],"078254":11,"078269":11,"078299":11,"078314":11,"078432":[],"078436":11,"07844310540708652":[],"078508":[],"078548":[],"078609":[],"07864":[],"078646":[],"078651":[],"078667":[],"078672":[],"078697":[],"078704":[],"07871":[],"078710":[],"078719":[],"078725":[],"078749":5,"078771":[],"078776":[],"07878641":16,"078795":5,"078812":[],"078845":[],"078860":[],"078899":[],"078911":[],"078942":[],"07897647347778382":[],"07898165660100093":5,"078992":[],"078999":[],"07903849":16,"079056":5,"079110":5,"079142":5,"079157":[],"079158":[],"079179":[],"079214":[],"079225":[],"079242":5,"079260":[],"079268":5,"079273":5,"079278":[],"079281":[],"079347":[],"079383":[],"079389":[],"079405":[],"079406":[],"07944154":16,"079443":[],"079447":[],"079483":[],"079489":[],"079493":5,"079495":[],"079558":[],"079609":[],"079631":[],"079676":5,"07968918676726029":[],"0796891867672603":6,"079719":5,"079729":[],"079741":5,"079819":[],"079839":[],"079847":[],"079893":[],"07989327":[],"079901":[],"079991":[],"07999999999998":[],"07e":17,"08":[13,18],"080056":[],"080106":[],"080137":[],"080200":[],"080256":[],"080288":[],"080297":[],"080312":[],"080319":[],"080332":[],"080334":[],"080347":[],"080370":[],"080406":[],"080407":[],"080410":[],"08041015":[],"08043851":5,"080455":[],"080479":5,"080502":[],"080517":[],"080555":[],"080582":11,"080593":11,"080630":[],"080647":11,"080706":11,"080738":11,"080801":[],"080821":[],"080847":[],"08085812":[],"080916":[],"080922":[],"080973":5,"080984":11,"081046":11,"081072":11,"081140":[],"081144":11,"081163":[],"081198":[],"081211":[],"081233":[],"081253":[],"081262":[],"08131003":6,"081311":[],"081321":[],"081334":5,"081343":5,"081357":[],"081388":11,"081396":[],"081431":[],"081468":5,"081483":[],"081503":5,"081520":[],"081533":[],"081540":[],"081547":[],"08156108":6,"081576":[],"081613":5,"081637":[],"081707":5,"081773":[],"081837":[],"081848":[],"08188077":[],"081881":[],"081932":5,"081953":5,"082014":5,"082122":[],"082174":[],"082183":[],"082189":[],"082204":[],"082267":[],"082286":5,"082295":11,"0823185":[],"082426":5,"082451":[],"082503":11,"08251519":6,"082536":11,"082620":5,"082683":[],"082716":[],"082786":[],"082846":[],"082852":[],"082874":[],"082896":11,"082900":[],"082921":[],"082939":[],"08299273e":6,"083000":[],"083015":[],"083026":[],"083053":[],"083087":[],"083151":[],"083152":[],"08318298e":1,"083217":[],"083220":[],"08322642264994606":[],"083227":[],"083242":[],"083251":[],"083272":5,"083276":11,"08328216846752691":11,"083300":[],"083320":[],"08333333333333333":1,"083361":[],"08336233266":4,"083399":[],"083404":[],"08343519179767796":[],"083441":[],"083495":[],"083506":[],"083527":[],"08356774001062162":[],"083573":[],"083579":[],"083600":[],"083648":[],"083681":[],"083692":[],"083694":[],"08376632":6,"083766322923899":6,"0837663229239016":[],"0837663229239025":[],"0837663229239043":6,"083799":[],"083829":[],"083832":5,"083849":[],"083899":5,"083913":[],"083935":5,"083977":[],"084000":[],"084017":5,"084018":[],"084019":[],"084024":5,"084032":[],"084096":5,"084101":[],"084147":[],"084151":[],"084184":[],"084223":[],"084224":[],"084226":[],"08426840630693411":[],"08426840630693412":6,"08426840630693413":6,"084277":[],"084278":5,"08428156":16,"084282":[],"084364":[],"084391":[],"084400":[],"084408":[],"084414":[],"084434":[],"084444":[],"084476":[],"084477":5,"084484":11,"084536":[],"084549":[],"08455":[],"084570":[],"084604":[],"084629":[],"084645":[],"08464758160254343":[],"084657":5,"084670":[],"084683":[],"084702":[],"084728":[],"08474":[],"084777":[],"084846":[],"084862":11,"084904":[],"084909":[],"084912":[],"084920":[],"084936":[],"084965":[],"084979":5,"085018":[],"085027":[],"085044":[],"085113":5,"085163":11,"085165":[],"085167":[],"085184":[],"085185":[],"085224":5,"085249":[],"085264":[],"085345":5,"085361":[],"085368":[],"085405":[],"085416":[],"08551306":6,"085764":[],"08576932":6,"085879":11,"08593216":6,"085936":[],"086074":11,"086076":[],"08611111111111111":1,"086112":11,"08612280083325631":[],"086154":[],"086174":[],"086178":[],"086203":[],"086249":[],"086262":[],"086303":[],"08630331":[],"086322":5,"086409":[],"086420":5,"086518":5,"086567":[],"086608":[],"086610":5,"086679":[],"086705":[],"08673755293381497":[],"086802":[],"086807":[],"086809":[],"086841":[],"086872":[],"086877":[],"086888":5,"086890":11,"08690":[],"086951":5,"086956":11,"086994":5,"087081":5,"087208":5,"087224":[],"087235":[],"087372":5,"087387":[],"087501":[],"08758":[],"08759":[],"087689":5,"087833":5,"087834":[],"087891":[],"087894":[],"087910":5,"088029":[],"088119":[],"08816688":[],"088176":[],"0881981":5,"088212":[],"088261":[],"088271":5,"088460":[],"088476":[],"088519":[],"088526":11,"088560":[],"088606":[],"088611":[],"088631":[],"08871404":5,"088765":[],"088809":[],"088816":[],"088825":[],"088853":[],"08888888888888889":1,"088926":[],"088946":[],"08902":[],"089041":5,"089059":[],"08917679":[],"089177":[],"089206":[],"089212":[],"089246":[],"089306":[],"089329":[],"089355":5,"089369":5,"089374":5,"089425":[],"089501":11,"089505":[],"089524":[],"089551":[],"089614":[],"089683":[],"0896981":6,"089758":5,"089775":5,"08996":[],"09":1,"090014704675496":[],"090028":[],"090039":[],"090128":5,"090174":5,"090229":[],"09023660662586945":[],"090270":[],"090337":[],"090356":[],"090358":[],"090451":5,"090503":[],"090630":[],"090694":5,"090730":[],"090755":[],"090830":[],"090849":[],"09085624":16,"090929":[],"091031":[],"091051":11,"091060":[],"09117221":[],"091224":[],"091236":5,"091266":[],"091311":[],"091315":5,"091340":[],"091349":[],"091363":[],"091414":[],"091416":[],"091426":[],"091440":5,"091477":[],"09149881":[],"091620":[],"091630":[],"09166666666666666":1,"091696":11,"0917":9,"09170751":[],"09172408":6,"091891":[],"092066":16,"092126":[],"09216046":[],"0923":[],"092409":5,"09251":[],"09252364":[],"092524":[],"092621":[],"092769":[],"092879":[],"09297039":[],"092998":[],"093078":5,"093247":[],"0934597075922044":[],"093497":5,"093593":5,"093624":5,"0938":[],"093844":[],"093930":[],"093979":[],"094082198961999e":6,"0940821989624095e":[],"094082198966615e":6,"0940821989673748e":[],"094362":[],"09440475":18,"094404754965417":18,"09444444444444444":1,"094472507965532":11,"094477":[],"094619":[],"094657":5,"094722":[],"094848":[],"094867":[],"095171":[],"095184":5,"095313":[],"095510":[],"095522":5,"095617":[],"095702":[],"095871":[],"095902":[],"095935":5,"09609807":5,"096173":[],"096472":11,"096516":5,"096623":[],"09672929714683368":[],"09677394":[],"096893":5,"096894":[],"097360":[],"097396":[],"09744":[],"09744272":6,"097602":[],"097634":5,"097710":[],"09780":[],"09791":[],"098135":5,"09849763":11,"098498":11,"09856879":16,"09861229":16,"098802859381565":16,"099":[],"09903804":8,"0991919894927399":6,"099191989493334":[],"09951287404314545":1,"099777":[],"0n":0,"0s":[3,4],"0x11da42d90":13,"0x11e031e50":13,"0x7fad10f9a280":[],"0x7fad20f69be0":[],"0x7fd098df3280":[],"0x7fd0a9063be0":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19],"1000":[0,1,2,4,5,8,11,13,14,15,18],"10000":[2,5,6,10,11,18],"100000":8,"10001":10,"1001":18,"1002":18,"1003":18,"10030":[],"100303":5,"100358":5,"10044225464078282":[],"1005":18,"100670":[],"10077114273548984":6,"1009":18,"1011":18,"1013":18,"1013904243":18,"10141413e":6,"1015":18,"102":3,"1022233262115424":[],"10222333":[],"1023":18,"10230":[],"1023111":16,"1024":3,"102401":[],"102449":[],"1026":18,"1027":18,"1028":[],"103":1,"1030":18,"10302062":16,"103257":[],"10340":[],"1037":18,"10378326e":1,"1038":18,"103822":[],"10391807":6,"10398646080125035":[],"10398646080125036":6,"10398646080125037":6,"1040":18,"10405456":11,"10430":[],"104411":[],"10455924":[],"1047":18,"10505137":16,"105161":5,"105169":[],"10516924":[],"10520":[],"10555555555555556":1,"1056":[],"10589577":5,"106":[],"106095":11,"10620135":16,"108":6,"109":[],"10913":6,"10931453":6,"10960":[],"1096767776832326":18,"10967678":18,"10th":9,"10x":0,"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,16,18,20],"110":[],"1100":18,"1101":18,"11022302e":5,"11046771":16,"111":[1,7,12],"11100":[],"1122558214":[],"112319":[],"11231934":[],"112383":11,"1124":[],"1125":3,"11283168":5,"11297834":[],"1136":3,"11362930e":[],"11388888888888889":1,"1139":3,"11390":[],"114":3,"11402309":16,"114437":[],"11462415":5,"11482289e":6,"11499517":[],"11507992e":1,"11547777218875695":6,"11547777218875696":6,"11547777218940905":[],"11547777218940906":[],"115822":6,"11590":[],"11598862":18,"11598862273198":18,"11604844":[],"116048442683864":[],"11660":[],"11666666666666667":1,"11674401539815678":18,"117":8,"11744554e":6,"11780":[],"11790868":[],"117986":[],"118":2,"1182":[],"1183":[],"118318":[],"1184":4,"11840":[],"1185":[],"1186":[],"11890":[],"119":2,"119625":[],"11962537":[],"1199":[],"119936":2,"119999999999976":[],"11it":6,"12":[0,1,2,3,4,5,6,8,9,11,12,13,16,18,20],"120":[2,3],"1203":[],"1203284":8,"1206":8,"12069773":16,"121":[2,8,9,10],"12182967":6,"12196674":[],"122":[2,8,9,10],"12222222222222222":1,"122439":[],"1224392":[],"12288563":[],"122886":[],"123":[],"12318726e":6,"12333649":6,"12345260617257443":9,"123459876":[],"123711":6,"12380":[],"124":0,"12400":[],"125":[],"1250":[],"125000":[],"12552073e":6,"126":[],"1261":[],"12618549":5,"1265":[],"127":4,"1270":[],"127043":[],"1271":6,"1277":6,"127773":[],"12777777777777777":1,"12788968":[],"12790":[],"128":[3,4,13],"128664":6,"12898627064868978":[],"12937662":[],"12945452":[],"1297":[],"1298":9,"12adb44b1c20":7,"12m":3,"13":[0,2,4,5,6,9,11,12,13,16,18],"130":[],"13003291":6,"13055555555555556":1,"131":[],"13117061":[],"1314":[],"132":[],"13220608e":6,"13229545716505003":16,"132360":[],"1323603":[],"1326":[],"13280":[],"133":7,"13333333333333333":[],"135":[],"13519106":[],"13535942":6,"136":[],"1360":[],"13609760e":18,"1361":[],"1362":[],"1363":[],"1364":[],"13646574":5,"13661243e":6,"13679863":6,"1371":6,"13740":[],"137400784702911":[],"137652":11,"1378":[],"1382":[3,4],"1383":[3,4],"1384":[3,4],"1385":[3,4],"1386":[3,4],"13865173":5,"13876586436927824":[],"138775":11,"1388888888888889":1,"13890":[],"1392559581788775e":[],"1392559584983597e":[],"1392559585048734e":6,"13925595925919e":6,"14":[0,2,4,5,6,8,9,10,11,12,13,16,18,20],"140":[],"14021063":6,"1404":[],"14042769":[],"140428":[],"141":2,"14100":[],"1416398":6,"14174745":6,"1418":[],"142":2,"14250":[],"142857":[],"143":[2,7],"1435666":[],"14360598":[],"1437":1,"144":2,"14400":[],"1440501043841336":1,"14440":[],"14451625":[],"1446729567":4,"14484695":16,"145":2,"146":[],"147":[],"14710":[],"14722222222222223":1,"147400":11,"14741468":[],"147420":11,"14783702":[],"1479":[],"148":[3,4],"14812206":6,"14818":[],"1484256":[],"148564":6,"14859":6,"148768":[],"149":[3,4],"149213":6,"14932651":[],"14988578":[],"149886":[],"14995486":[],"149955":[],"14g":6,"14it":6,"15":[0,2,4,6,7,8,9,12,13,16,18],"150":[3,4,8],"15005476":5,"15098090e":6,"151":[3,4],"15130074e":6,"151986":[],"152":[3,4],"15200":[],"15258907":[],"152696":5,"15269628":5,"1527777777777778":1,"153036":[],"153106":[],"1533795":[],"153760":[],"15384615384616":[],"154":[],"15454301":[],"154720":[],"15483121":[],"154911":[],"155":[],"155491":[],"155687":[],"155883":[],"156":[],"1562":[],"15629539":[],"15680777":16,"156956":5,"157":[],"15717291":16,"1575":[],"158":[],"1583767":16,"15843769515580663":18,"1586300629904382":[],"1587":[],"15891336":16,"159":[],"1590":[],"15990":[],"15g":6,"15it":[],"16":[1,2,3,4,5,6,8,9,10,13,18],"160":[],"1603":3,"1604":[],"1605":[],"160539":[],"1606":[],"1607":[],"16111111111111112":1,"1612":[],"16211139":5,"16220":[],"162246":5,"16231451":4,"1625":[],"1628":[],"163":[],"1630775253":[],"16342407":5,"16343471":6,"16384":3,"16500":[],"166":[],"16660817":[],"166667":[],"167":[],"16740002":16,"167787":5,"168":[],"168044":[],"16804444":[],"16805821e":6,"16807":[],"16827044":[],"16832385":[],"16b8e3cda33a":1,"17":[1,2,4,5,6,8,13,18],"17084902":[],"1709":[],"17174962e":1,"17222222222222222":1,"172405":[],"17240522":[],"1726":[],"17300":[],"1731":[],"17339342":[],"17446471":6,"1752":[],"175300":[],"17641709":6,"176880142835407":[],"17777777777777778":1,"17801022":5,"17861098":6,"17917768":5,"17930649":16,"17949575":5,"17953942":11,"1797":[1,3],"18":[2,4,6,7,8,9,10,13,18],"180":[],"18029127":5,"1807":4,"1809":[],"181":[],"1810":4,"1812":[],"18156717":16,"1821":[],"18276924":[],"18327677":[],"18333333333333332":1,"18393678":[],"184":[],"184519":[],"184895":[],"185":[],"1851":[3,4],"1852":[3,4],"18526":[],"185278747229417":[],"1853":[3,4],"1854":[3,4],"1855":[3,4],"186":[],"1860":[],"1861":[],"18611111111111112":1,"18613217e":6,"18660":[],"18673098":11,"18682538":[],"18826299":[],"188263":[],"1887":6,"18912963":16,"189496":[],"189622":[],"18it":[],"19":[2,4,6,13,18],"19003":6,"19096968":[],"190970":[],"191262820314401":[],"19166666666666668":1,"19207979":5,"19213479":[],"19220":[],"193":[],"19354258":[],"19379506":[],"19394283":[],"194":[],"1940":0,"19404282648955e":6,"194042826653172e":[],"194042826815498e":[],"1940428268204826e":6,"1943":12,"1944":[],"19444444444444445":[],"19466812":[],"1950915150":[],"1954":[],"1956":[],"19569961":6,"1961":[],"1962":[],"1963":[],"1964":[],"1965":[],"1970":16,"1973":9,"197370":11,"19740":[],"1979":6,"19800":[],"19853775e":18,"1989":[],"199":[],"19937":[],"19994371":6,"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,18],"1d":[1,2,3],"1e":[1,2,3,4,14],"1e10":14,"1e4":6,"1f":1,"1k":16,"1n":0,"1s":3,"1x":0,"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],"20":[0,1,2,4,6,7,8,13,18],"200":[0,2,3,4,8,9,10],"2000":0,"200000":[],"20015436":6,"2004":13,"2006":20,"2010":1,"2011":1,"2014":4,"2015":1,"2016":0,"20174121":16,"2018":[0,6],"2018906331":[],"2019":[],"2021":[6,14],"2022":17,"2027":[],"20277777777777778":1,"203":6,"20320502":[],"20375361":[],"203753611274545":[],"20500":[],"20509391":[],"206":[],"2060":[],"20609082":[],"206091":[],"20661216":[],"206640":[],"20664007":[],"2069":[],"207545":11,"20756638":[],"20833333333333334":1,"20867052175006306":6,"20867052175109335":[],"20980":[],"21":[0,1,2,4,5,6,7,9,12,13,16,18],"210151":[],"2101511":[],"210340":11,"21058097":5,"21130":[],"2116753732":4,"21169159e":6,"21265216":[],"213":6,"213103":11,"213743":11,"21472683":16,"2147483647":[],"21519063":16,"21596432":6,"216290":11,"216683":11,"21786964":16,"2188":[],"21919813":[],"219249":5,"21924917":5,"21944444444444444":[],"2195":3,"21985165":13,"21997099":16,"22":[0,1,2,4,5,6,12,13,16],"22044605e":5,"220506557673408":18,"22094791":[],"221":8,"221180":[],"22134069":[],"2216":[],"2218":[],"221805":2,"221921":5,"222400":[],"2225":3,"225":4,"2259440937":[],"226124657522696":[],"22612466":[],"226856":[],"22685646":[],"22690428":5,"2284246870217459":6,"22842468702288576":[],"22842468702288582":[],"22847924":5,"22929905e":18,"2299":3,"22it":6,"23":[1,2,4,6,7,12,13,16],"23002365e":6,"23014274e":18,"231":[],"23103285":[],"231224729143838":[],"2315033":[],"23167717":5,"23168292":5,"231683":5,"2321528":[],"232153":[],"232435":[],"23297056":[],"23333333333333334":1,"233528":[],"234":6,"23522201":[],"2357089093":[],"2360682191515046":[],"2361111111111111":[],"2364":[],"237038":[],"23703839":[],"2379":6,"23792491":[],"237925":[],"23816792":[],"238168":[],"2397":[],"24":[0,1,2,4,6,13,16],"24140":[],"2416":[],"24175744e":6,"2419":[],"24276315":16,"2430":[],"24390":[],"24444444444444444":1,"244858":[],"24485843":[],"24512498":16,"246":2,"2470":[],"2476536":[],"247654":[],"24770094":6,"24829908":5,"24906604e":6,"24924624":[],"2495":[],"25":[2,3,4,5,6,7,8,9,11,13],"250":[2,4,7,9],"2500":[],"25000":0,"250000":[],"250154":[],"2517560119":[],"251879":[],"252436":[],"25259666":16,"2526":3,"252866":[],"25286618":[],"253775":[],"255":3,"255001":[],"256":[2,4],"25617654e":6,"25617657e":[],"25617658e":6,"256962":[],"257":[],"2572":[],"2572495066":[],"2572e3a4b38d":1,"2575":[],"25792767":16,"25845e8df859":6,"259153":11,"2597":[],"25976336":[],"26":[2,4,6,13],"26079358":[],"26153846153846":[],"26186844":16,"2619":[],"26290036":[],"26291585":5,"262916":5,"26294938":[],"2629493813057833":[],"26301436":5,"26306244":[],"264":4,"26409315307910025":6,"2640931530791003":[],"2640931530791005":[],"26409315307910053":6,"265":[],"2650":[],"265109911":4,"26531223e":18,"2654":[],"266":[],"26610075":[],"26666667":13,"26710969":5,"26780278":5,"268":[],"268227":[],"26822717":[],"268484":[],"26848435":[],"269":[],"27":[0,1,2,4,6,13],"270":[],"2703":3,"27092897":6,"2750":[],"275341":[],"27562809e":18,"27621662e":18,"276263":11,"27692307692308":[],"27700":[],"2772":3,"2775623201":[],"27760":[],"278036":[],"27803645":[],"27924636":5,"27n_":18,"28":[1,3,4,6],"28001319":[],"28047021":16,"280573":5,"280647":11,"28067036":16,"28097861":[],"280979":[],"2812":[],"282727":11,"283":[],"2830637392":4,"28336218e":6,"2836":[],"28390":[],"28475098":8,"28590743":[],"2861":18,"28634473":11,"286345":11,"2871":[],"2873":9,"2882":18,"2886":18,"2886847885377843":[],"28868479":[],"28875373":16,"2890":0,"2892":18,"28967287":16,"29":[4,6,7],"29082851":[],"290829":[],"29149329":[],"2915":18,"29167186":5,"29229741":13,"2923076923077":[],"294277":[],"2942772":[],"29512284":11,"295123":11,"2954":[3,4],"2955":[3,4],"2956":[3,4],"2957":[3,4],"2958":[3,4],"29588901":13,"29592539":[],"296247":[],"297":[],"2971492148":[],"2972":[],"29822833":6,"298273":[],"298375":[],"298836":5,"29883607":5,"299267190588216":11,"299748":[],"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,18],"2_t":13,"2_x":18,"2b":18,"2cm":8,"2d":[1,3,11,12,15],"2e":6,"2f":[0,7,9,10,11,12],"2ff97f4bf03b":[],"2g":2,"2g_i":2,"2k":3,"2m":6,"2n":[0,2,3],"2nd":9,"2p":18,"2pt":4,"2s":4,"2x":[0,3,8,13],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19],"30":[0,1,4,6,7,10,13],"30000":0,"30010":[],"30119421":8,"301475":5,"3014751":5,"3017":[],"3018":[],"3019":[],"301927":[],"3020":[],"3021":[],"30258509":16,"302m":4,"303":6,"3037":[],"3038":[],"30384239":16,"3039":[],"303m":4,"3040":[],"3041":[],"30466214e":6,"304m":4,"30535506":[],"30552077":16,"30559547":[],"305m":4,"3063":[],"306m":4,"3072":3,"30761405e":18,"30787294":6,"307m":4,"30891693":[],"308917":[],"308m":4,"309":0,"30936179":[],"309362":[],"30940":[],"30b53504a633":0,"31":[4,6,12,16,18],"310":0,"311":0,"31120247":[],"311m":4,"312":0,"3120271598582915":18,"3123314713548606":6,"31276579e":6,"312m":4,"313":0,"31318084":5,"314":[],"31424359":5,"314244":5,"31457796":5,"315":6,"3155":[0,5,6],"315746":[],"31574634":[],"315977":[],"31597731":[],"316":[],"31605061":16,"31614188e":18,"31644071":[],"317":[],"31718909":11,"317367":11,"317m":4,"31866499":13,"31896852":8,"319m":4,"32":[3,4,6,12,13,16,18],"3200":1,"32039227e":18,"32047562":[],"3208":2,"320m":4,"32149601703519115":6,"3214960170351912":6,"3215":[],"32179365":[],"32309075":[],"32320052":16,"324":2,"32458459":[],"324m":4,"3250":[1,6],"32512":[],"326238":[],"326m":4,"32721178":11,"327212":11,"32750531e":18,"32816737":[],"32903042":[],"3297":[],"32992274":[],"329923":[],"33":[3,4,12,14,16],"3303":[],"33066907e":5,"3310":[],"33166055e":5,"331939":[],"331m":4,"332331":[],"333":7,"3331":[],"33327369":[],"333274":[],"33333333":13,"3337":[],"33611111111111114":[],"336801":[],"33680101":[],"33711888":[],"3384":[],"33900713":[],"33m":4,"34":[4,7,16],"3403":[],"34040204e":18,"340782":11,"34114547":5,"341m":4,"342680":[],"34305928":[],"3436":0,"3437":0,"3456":[],"34568872":16,"34569596":5,"3457":[],"3458":[],"34585355":16,"3459":[],"3460":[],"346810":[],"3469819128513336":[],"34740615":[],"3498":[],"34it":6,"35":[0,2,4,6,7],"35074881":[],"350749":[],"3514":[],"35140":[],"35147135":16,"351636":11,"35182854":5,"35203688":16,"35207264":[],"352073":[],"3522":[],"3525":[],"3528556":[],"352856":[],"3529":[],"3530606977":[],"3538":[],"35396404e":18,"35401056e":18,"3543":[],"3544313922":[],"3546":[],"35470445e":5,"3548":[],"355":[],"3551":[],"35533773":6,"35533774":[],"3556":[],"35562617e":18,"3558":[],"3560":[],"356399":[],"3567":[],"3572":[],"35724288e":18,"3575":[],"357508":[],"3576":[],"3577":[],"35771842":6,"3581341341":4,"3585":[],"3587":[],"35892474":16,"359":5,"3593":[],"3594821":13,"3595":[],"3598":[],"359999999999985":[],"36":[0,2,4,5,6,7,18],"360":1,"3604":[],"3605":[],"3606":[],"360688":[],"3609":[],"36102113":[],"36117602":[],"3613":[],"3615":[],"361556":[],"3617":[],"3621311":5,"3624":[],"3627":[],"3628":[],"363295916323784e":6,"363295916414895e":[],"3632959170548605e":[],"363295924430451e":6,"363834":11,"36383443":11,"363936":[],"36393643":[],"3643":[],"3644017":[],"364402":[],"364418e97433":1,"3645":[],"3646":[],"3647":[],"365350":[],"36535019":[],"3655":[],"3655222":5,"3659":[],"3668":[],"36689784":[],"366898":[],"3669":[],"367":2,"3672":[],"3673":[],"3674":[],"3679":[],"3684":[],"3687":[],"3688":[],"368m":4,"369139":11,"36it":[],"37":[2,4,6,7],"3704":[],"370782966":4,"3711":[],"3713":[],"3718":[],"3721":[],"3722":[],"3725":[],"3729":[],"37307168":16,"3739":[],"37396662":6,"37415316":16,"374291":[],"37429133":[],"3748":[],"3749":[],"3753":[],"3759":[],"3760":[],"3765":[],"376559":[],"37655936":[],"376834":5,"37683438":5,"37692363":[],"37703055":[],"3772":[],"3773":[],"37732":[],"3776":[],"3777801602":[],"3779":[],"37835429e":[],"3784":[],"378664":[],"37866422":[],"37900111":6,"3791":[],"379203":[],"3794":[],"379647":11,"37964744":11,"37992857":[],"38":[2,4,7,18],"380":[],"3802":[],"3803":[],"3804":[],"3805":[],"380739":[],"38073947":[],"3811":[],"38135733e":6,"3815":4,"381627865854956":[],"38162787":[],"3817475779":[],"3818":[],"3819":[],"3820":[],"3823886":5,"382389":5,"38246359":[],"382672":[],"38267217":[],"3827":[],"382951":11,"38295101":11,"3830":4,"3833":[],"38336316":16,"3834":4,"3837":4,"3838":4,"3839":4,"3842":[],"3850":[],"3851":4,"38533184":6,"3854":[],"3858":4,"386":[],"38605872":5,"386059":5,"3861":4,"3862":4,"38629436":16,"3864":4,"3867":[],"3869":4,"387":[],"3871":4,"3872":4,"387482":[],"38748219":[],"3876":[],"388":[],"3881":4,"3882":[],"3885":[],"38868469":16,"3888":4,"3889":4,"389":[],"38901478":[],"38906684":[],"389067":[],"3891":4,"38916861e":6,"38962192e":6,"3898":[],"39":[0,2,4,13,19],"390":[],"3906":4,"39095416":[],"3914":4,"3915":4,"3916":4,"391602":[],"3917":4,"3922":4,"3925515884752442":[],"3928":4,"3931":[],"39311435":16,"3943":4,"3944":4,"39456996":16,"3950":4,"3955":4,"39560937":16,"39579407":5,"3958":[],"3960":4,"3962":4,"3970":4,"39706038":5,"39724390e":18,"3975":4,"397700":11,"39789527":16,"3979":4,"39794864e":18,"3980313467":[],"3983":4,"39924562":[],"399246":[],"3994":4,"3996":4,"399836":[],"3d":[2,3,4,6,13],"3f":[1,3,9],"3n":16,"3x":[2,8],"3x_i":2,"3y":8,"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],"40":[1,4,6,19],"400":4,"4000":20,"4005":4,"4011":4,"40116777":[],"401168":[],"4012":4,"4017":4,"401842":11,"40214433":16,"4022":[],"40236901e":18,"4027":4,"4030":4,"40340043":[],"4034668048":[],"4038":4,"4039":4,"404":[],"4045":4,"4048":4,"4055":4,"405890":11,"4059":4,"40599799":[],"4068":4,"4069":4,"4075":4,"4077":[],"408":2,"4082":[4,6],"40829683":[],"408297":[],"4084":4,"4087":[],"4087793":5,"4088":4,"4089":4,"409":2,"40927184e":6,"40a38ad763f1":6,"41":[2,4,16],"410":2,"4100":4,"4107":[],"410815":[],"41081513":[],"411":2,"4115":4,"4117":4,"412":2,"41211579":[],"412116":[],"4128":4,"4131":4,"41351287":[],"413513":[],"41357064":[],"4143":4,"41433969":5,"4144":4,"4146":4,"41511965e":1,"4155":2,"415534701258823":[],"4162706317":[],"4167":4,"4176":4,"4177":4,"418506":11,"4186":4,"41876267":[],"418763":[],"41882036e":6,"41882037e":6,"4192423635":[],"41958102e":18,"4198":4,"41990268":[],"41it":6,"42":[0,1,2,4,8,9,10,16],"420":[],"42037468e":18,"42078103":[],"421":2,"4212":4,"422":2,"4224":4,"422480":[],"4224801":[],"423":2,"42340403e":18,"42394972":16,"424":2,"42441033":5,"42449643":[],"42450":[],"425":2,"4255":[],"4258989918":[],"426":[6,7],"42615374e":18,"42631342":[],"427017":11,"4275":4,"43":[0,1,2,4,7,16],"43054282":5,"43135183":16,"43294696e":18,"43330971e":6,"434932":11,"43493232":11,"435163":[],"43552433":16,"43579948e":6,"436462435":4,"43761347":[],"43766686":11,"4379":4,"438060758":[],"438136":[],"43876695":[],"438767":[],"439230":6,"4399427":[],"439943":[],"44":[0,1,2,4,16],"44089210e":5,"4410":[],"4411":[],"442600":11,"442701":5,"44270138":5,"443217":[],"444":[],"44688507e":18,"44970586e":1,"45":[2,4,19],"450":[],"450257":11,"4504":[],"45290829":16,"45393214e":18,"454027":[],"45402701":[],"4543859":[],"4557763":11,"455947":[],"456":[],"456418966187335":[],"457":[2,4],"457770268480242":[],"458027":[],"458078":11,"45960079":5,"45985488":[],"459855":[],"46":[2,4,19],"4601":[],"461":[],"461175":16,"462":7,"46383925e":6,"464424":[],"4644244":[],"46508305":16,"46567887":16,"466":[],"46602982":[],"46696223":[],"469":[],"46932688":[],"4694":[],"46984697e":6,"469868":[],"46986815":[],"47":[4,19],"4703":4,"47042744":5,"470714":[],"47075725":6,"47116868e":6,"47125748":5,"47132891":5,"47245463":[],"472455":[],"47387858":[],"47400238":[],"47432993":[],"4744":[],"4744219":[],"47478057":[],"47485224":[],"475311":[],"47531107":[],"47610036":6,"47815203":11,"47920156":[],"47942814":[],"479465113":4,"48":4,"48089797":[],"48133064":[],"481979":6,"48212873":16,"48257387":19,"48316523e":18,"483257001":[],"4837":[],"48420165":[],"48476997":11,"48574149":16,"486873":[],"48687342":[],"489":[],"489522":[],"48952201":[],"48994188":5,"49":[4,5,6,11,13],"490":[],"491":[],"49152":3,"492":[],"493":[],"49385454e":18,"4940954":0,"4959161509356135e":6,"495916150936645e":6,"495916150936654e":[],"495916150938325e":[],"49614357":18,"49636583":[],"497":[3,4],"498":[3,4],"499":[3,4],"4990":18,"499012":5,"49901244":5,"4992":18,"4997":18,"49992743e":18,"4c4c7f":[9,10],"4d":3,"4f":6,"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],"50":[1,2,3,4,6,7,8,10,13],"500":[1,3,4,6,9,10,13],"500000":[],"50000455":5,"50000553":5,"50000718":5,"50000855":5,"50000969":5,"50001063":5,"50001142":5,"50001207":5,"50001261":5,"50001306":5,"50001343":5,"50001374":5,"500014":5,"50001414":5,"50001422":5,"50001439":5,"50001454":5,"50001466":5,"50001476":5,"50001485":5,"50001492":5,"50001498":5,"50001502":5,"50001506":5,"5000151":5,"50001512":5,"50001515":5,"50001517":5,"50001518":5,"50001519":5,"50001521":5,"50001522":5,"50001523":5,"50001524":5,"50001525":5,"501":[3,4],"50105159":[],"5018":18,"50227564e":6,"5031474174499113":18,"50314742":18,"50321091":5,"504167":[],"50416731":[],"506":0,"50680321e":18,"50727059":16,"50769230769231":[],"507d50":[9,10],"50846111e":6,"50846112e":6,"50it":6,"50j":13,"50x10":1,"51":[4,10],"510":1,"51004249":16,"51126895e":18,"51131471":[],"511315":[],"511888":5,"511977":[],"51197747":[],"512132":[],"51214899":6,"51265232":16,"51289697":11,"512897":11,"5138":[],"51389553":16,"514219":[],"51561271":16,"517350858882083":[],"5177783846":4,"517823":[],"51782322":[],"518030":11,"51803019":11,"519842":[],"52":[3,4,13],"520931":5,"52093124":5,"5216048821598704":[],"521719":[],"52171908":[],"5222222222222223":1,"522758":[],"52307692307693":[],"5260627":[],"526744":11,"52723079":[],"52773051":[],"52799362":11,"528115":11,"52811546":11,"52874252":5,"529":[],"52911941":[],"52945798e":[],"53":[3,4,9],"5303329":11,"5305555555555556":1,"5312":[],"531280":[],"53189647":[],"53312754":16,"53423784":16,"53479276":[],"534793":[],"53603432":[],"53611562":[],"53697476":[],"53703498":6,"5378811":11,"53794784":11,"537948":11,"53815559":[],"53846153846155":[],"539261":11,"53952479":[],"539525":[],"54":[3,4,6,18],"540":[],"54016188":11,"540162":11,"54039921":5,"54041041e":5,"541605":[],"54163136":13,"544439":[],"546166676":[],"546712":[],"54671213":[],"54780216":[],"54845458":[],"548455":[],"54886137":[],"54it":[],"55":[1,3,4],"5501":[3,4,14],"55026099":[],"550321":[],"5539":[],"55505907":16,"555187":[],"55518724":[],"555496":[],"5554964":[],"5555555555555556":1,"55578041":[],"5566":[],"557795":11,"558080":[],"55808001":[],"558241":[],"55824107":[],"55854694":11,"5594":6,"56":[1,3,4],"56033697":5,"561":[],"5611":[],"5615":[],"56198284":5,"5625":[],"56302854":16,"5639":[],"564":[],"564374":11,"56437897":[],"564379":[],"565":[],"565006":[],"56500639":[],"56536":0,"565651":5,"56565106":5,"566":[],"56636616e":6,"567":[],"568":[],"569":1,"56912044e":6,"56939714":5,"56992937":[],"57":[0,4,8,19],"570":[],"5700":[],"571":5,"571105947979336e":6,"571105947979394e":6,"571105947979395e":[],"571105947979439e":[],"57154252":[],"57174058":[],"57201944e":6,"57266138":[],"57361898":[],"574465":11,"57673618":16,"57842073e":18,"578889":[],"57888946":[],"57it":[],"58":[4,10,19],"583595":[],"58395707":[],"58428804":[],"584804":[],"5888888888888889":1,"589":[],"58986647":[],"59":[2,4],"590":[],"591":[],"591317992":4,"591594":[],"59159438":[],"59182949":[],"592":[],"593":[],"593040":[],"59304008":[],"5944444444444444":1,"59591979":[],"595920":[],"59592669":[],"59616454":[],"596165":[],"59766":[],"597660":[],"59833875":13,"598392":[],"59839245":[],"59955801":13,"5cm":18,"5dd54edf2138":6,"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,17,18],"60":[1,2,3,4,6],"60000":4,"6019067271":4,"60236938":16,"60293962":5,"603494":[],"60349429":[],"60420593":5,"60538875":16,"60619654":6,"6063219":[],"606439":[],"60673226":11,"606760":5,"60685864":6,"60791699":[],"6079169911277265":[],"608028":[],"60802823":[],"60943791":16,"61":[2,4,7],"61033524":[],"6111111111111112":1,"612939":[],"613579":[],"61399851":11,"613999":11,"61406871":[],"61463451":16,"614808":11,"6149274949460215":[],"61576236e":18,"617572":[],"61757228":[],"618":[],"61808351":[],"618982":[],"6199381169260247":[],"62":[2,3,4],"62168613":[],"62364974":[],"62373464":11,"625":7,"626635268":[],"62767384":[],"62894215":5,"62896882":[],"629961":[],"63":[0,1,2,3,4,6,7],"6300745149331701":[],"630224":[],"63025821e":6,"63207808":18,"63249532e":6,"63270833":[],"63367582":5,"633676":5,"63395187":[],"63498144":5,"63675140":[],"6371293350711955":[],"637545":[],"63754524":[],"63860687":16,"63862189":5,"63901111":[],"63it":[],"64":[1,3,4,7,13,16],"64012627":5,"64113381e":18,"64141716e":18,"642380":[],"64238022":[],"64293754":[],"64425009":[],"645":[],"64615384615385":[],"646283":11,"647":6,"64742912e":6,"647473":11,"649339":[],"64933923":[],"649382":11,"64x50":1,"65":[1,2,3,4,7,8,9],"65136857":[],"6530742540053943":[],"6562":[],"65626043":[],"65628853":16,"65885453":5,"659306":[],"66":[2,3,4],"66054752":[],"66087937":[],"66204648":6,"66226149":6,"66247212":[],"662854":[],"66285434":[],"6628996975186953":[],"66292841":[],"66295776":5,"662958":5,"66310422":[],"6638":[],"66410989":[],"66560":[],"66619972":11,"666200":11,"6669838269597004":[],"667":[],"668172":[],"668186":[],"66818635":[],"66934291":[],"66it":6,"67":[2,4],"67047975e":6,"671089":[],"672721":[],"67314874e":5,"67588315":[],"67591616":[],"67697934":11,"67838309":[],"67882608":[],"67970864":[],"679709":[],"68":[2,4],"6808538439837775":[],"68176047e":18,"68192193":5,"68246089":16,"68279358":16,"6834195":[],"68534263e":6,"68542204":5,"68545647e":[],"6869":[],"6887363571":4,"689230294669661":[],"68929213e":6,"68944595":[],"689519":11,"68965135":5,"69":[2,4,7,18],"690":[],"69023787":[],"690569639355314":[],"69061276":11,"690617":[],"69069n_":18,"692":1,"69295955":[],"69484813e":5,"69493539":16,"69504801":6,"6960326":[],"69634577e":6,"69695259":5,"6984511994530214":5,"69985355":[],"6999536":11,"69it":[],"6e75736fdab1":6,"6f7a6bd7d79f":6,"6m":[3,4],"6n_":18,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,16,18,20],"70":[1,2,4,6,7],"70127680":6,"701370":5,"70179437":[],"70205195":16,"70354373":[],"703716d317a7":8,"70434005":[],"7050":[],"70598996":[],"70653767":4,"70710678":5,"70721787":[],"707218":[],"70769586":[],"70831425":[],"70832814":5,"70980493":16,"71":[1,2,4],"71131626":16,"7119":[],"712018":11,"7134":[],"713487":[],"71348713":[],"71350226":[],"7151":[],"71721168":[],"718165":5,"718697":[],"71869727":[],"72":[2,4],"72174172":11,"722047011333792":[],"72271878e":6,"72347283":[],"7236674":5,"72373129":[],"724":3,"72522848":[],"72859758":5,"7293182":[],"72981762":8,"73":[4,6],"731000":[],"73174557":[],"73287103e":18,"733096":[],"73406033e":18,"73484667":[],"735738558766299":[],"73573856":[],"73752910":[],"73it":6,"74":[4,6,13],"740":[],"74081822":8,"741264":[],"74126425":[],"742975":[],"74297504":[],"74368436":16,"743u":[],"7448615806559786":[],"7469898175164704":[],"74840212":5,"7484669886413582":[],"749765":[],"75":[4,5,6,8,11],"7501749450963715":[],"750445":[],"750u":[],"75106135":16,"75118364":[],"751699":11,"75170092":5,"753846153846155":[],"7546383166870465":[],"75517445":[],"756232":[],"75623206":[],"756352":[],"75703965":[],"757040":[],"758193":[],"75819326":[],"75838233":[],"75it":[],"76":[2,4,19],"76060096":[],"76066069":16,"763u":[],"7643536":13,"765":7,"76529528":[],"76674796":16,"76731400e":18,"76802186":[],"768813":[],"76881337":[],"76923076923077":[],"76936315":5,"7694444444444445":1,"77":[2,4,13,19],"77034458":[],"770345":[],"77152076":5,"7718":9,"773329728649545":[],"77332973":[],"77333117e":18,"774300":[],"775":[],"77618224":[],"77627886":13,"77632220e":18,"77636e":13,"77662945":[],"7767978193240488":11,"77714169":8,"77754132e":18,"7782028952":4,"77865169":[],"78":[2,4],"78011544":[],"78156479e":5,"78184120e":6,"7843182645426894":[],"7846153846154":[],"787349":[],"7873493":[],"78941903":5,"78988962e":18,"79":[2,4],"79009329":16,"79093776":[],"79111643":5,"791123":[],"79145214e":18,"793167":[],"79394867":[],"7939646":[],"794282":11,"79449156":[],"79602861":[],"79754246":[],"797e":6,"79856831e":18,"798761":[],"79876149":[],"7c394b1e8b71":9,"7d7d58":[9,10],"7f2b3a6174c2":13,"7m":4,"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18],"80":[0,1,2,4,5,6,8],"800":[4,7],"802796":[],"80279641":[],"80315282":[],"803153":[],"80354994":6,"80469739":5,"8055555555555556":1,"80561191":[],"80609615e":6,"80609616e":6,"8064":[],"80661365":[],"806614":[],"80734875":[],"807349":[],"80738685":16,"80747253":16,"80842254":11,"808423":11,"80847477e":6,"81":[1,2,4],"81048318e":6,"8108619":[],"81160425":5,"81187794":16,"81333804":6,"81333805":[],"81388724e":18,"814":[7,11],"815563":[],"81633628":11,"816454":[],"81671821":[],"816847":[],"8175":[],"81974332":[],"82":[2,4],"8219235992494145":[],"8219236":[],"82198978":5,"82650876":[],"826509":[],"8265786":5,"82747653":[],"827477":[],"82773778":[],"829648415811072":18,"82964842":18,"83":4,"8305555555555556":1,"83512277":5,"836874":[],"83687444":[],"83698677":16,"83999999999999":[],"84":4,"84062065":[],"84203538":[],"84228957e":[],"84232163":16,"842436":[],"84292394":[],"842u":[],"84355903e":1,"84443254e":1,"84569271":13,"84780262":6,"84854738":[],"84886051":[],"848861":[],"84923989e":6,"84924834":11,"84994524":5,"85":[1,4],"850164":5,"8503720991789538":[],"85091337":[],"85263220":6,"8527777777777777":[],"85278920e":5,"853241":[],"85324115":[],"853u":[],"85601992":5,"85758696":16,"858":[],"8583333333333333":1,"85953586":6,"85959007":[],"86":2,"8608479":[],"860848":[],"861":[],"86117291":5,"86134827":5,"86145244":11,"86171505":[],"8638888888888889":1,"86425056":[],"864251":[],"86478158":[],"86546962":[],"86623151":13,"86630":[],"8666666666666667":1,"86810":[],"86879198":5,"868792":5,"869":0,"86905621":[],"86925797":[],"869258":[],"87":2,"870":0,"8702784034":4,"871":0,"87191952":[],"871920":[],"872":0,"8722222222222222":1,"873":0,"87327414":[],"87381451":5,"875":1,"8759":13,"876":6,"87625493":[],"87647541":[],"876664":[],"87666423":[],"8768":[],"878297":[],"87836018":[],"879271":[],"87927126":[],"87940752":16,"87it":6,"88":[0,2,13],"88017651":11,"880177":11,"88031314":[],"88046261":5,"8805555555555555":1,"88118231":[],"88168312e":6,"881788":[],"883":[],"88336879":5,"884":[],"88477619":[],"885":[],"88512489":[],"88529063e":6,"8855417382991412":[],"88554174":[],"886":[],"88679947":[],"887":[],"887366":[],"88736621":[],"8879":6,"88871662":16,"8888888888888888":1,"889080":[],"88908038":[],"8894":6,"889686":[],"89":2,"8916666666666667":[],"89274639":16,"89288636":11,"89335182":[],"893352":[],"893489":[],"89348922":[],"89410423":5,"8944444444444445":1,"89550839":16,"89565264":[],"8962476":[],"896248":[],"89873772":16,"89876748":[],"8991514":16,"89944994":[],"899450":[],"8f":6,"8g":6,"8n":16,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,18],"90":[1,2,6],"900449":[],"9005135872087155":[],"90054363":[],"90075537":5,"9011":6,"90220243":5,"90266948":5,"90268858":[],"9027777777777778":1,"903824":[],"90382431":[],"9040":9,"90475506e":6,"90540529":11,"9055555555555556":1,"90559087":[],"905591":[],"906747":5,"9083333333333333":[],"90884627":16,"90895045":16,"90940378":16,"90999452e":18,"91":19,"910":[],"9111111111111111":1,"91128596":5,"912u":[],"913":[3,4],"91379157":[],"913791573406831":[],"91383439":16,"91396388":[],"914":[3,4],"91416375":[],"91479093":[],"91492986e":6,"915":[3,4],"91549644":[],"916":[3,4],"91616374":[],"916164":[],"9166666666666666":[],"917":[3,4],"91760278":5,"918":[],"91812702":5,"918992":[],"919":[],"92":[6,19],"9212905":[],"921291":[],"92143477":[],"921435":[],"92208477":[],"922085":[],"92272314":[],"922u":[],"92343595":[],"924018":[],"92477093":[],"924e":6,"925":1,"92507116e":1,"9252772":11,"92578916":5,"92603747":16,"92626212":16,"926583":[],"92658312":[],"92754397":[],"927544":[],"9277777777777778":1,"92819235":[],"92857143":7,"93":[],"93037171":[],"930372":[],"9305555555555556":1,"930583":11,"930683":[],"931":0,"93155188":5,"93158979":5,"93188452":5,"931885":5,"93248252":[],"932483":[],"932u":[],"933":5,"93414191":[],"93492130e":6,"93579127":16,"935u":[],"9361111111111111":[],"936762":[],"93676229":[],"936856":5,"93685631":5,"937":18,"937082":[],"93799826":5,"938":18,"9387":[],"939":[0,18],"94":[7,18],"9400":[],"940776":[],"94077605":[],"941866404575299":[],"94226022e":6,"94284104":5,"94320205":5,"9444444444444444":1,"945":[3,4],"94548496":[],"94591015":16,"946":[3,4],"94639099":11,"946393":5,"94659383":[],"946957":5,"947":[3,4],"9472222222222222":1,"94735055":[],"947903":[],"94790323":[],"948":[3,4],"9482527":5,"948641":[],"949":[3,4],"95":[1,7,11],"95008046":6,"95079764":6,"95231424":5,"9527777777777777":1,"95284275":5,"953065564":[],"95351665":5,"954":18,"9549351910143222":[],"954988":[],"954u":[],"9555555555555556":1,"95569422":[],"955820c21e8b":4,"956563":11,"95684892":5,"95703":13,"95714723":[],"957147232685324":[],"958228616652075":5,"958476":[],"95it":[],"96":[6,7,11],"960":18,"9601304850018328e":6,"960130485007504e":6,"960130485007934e":[],"9601304850213484e":[],"96024953":5,"96032148":16,"96084663":5,"961":18,"962":18,"9637117593816477":6,"96390357":[],"9640435":5,"964268":[],"96426825":[],"964735":[],"96473528":[],"96489434":[],"9649652536":4,"96527903":16,"96551427e":18,"965548":[],"96601782":[],"96606158":16,"96653373":[],"96686324e":18,"96688672":5,"9674916":5,"967809":11,"96863851":[],"96987657":[],"96992454":[],"97":7,"97005689":5,"970057":[],"97065296":[],"97108e":13,"97202":[],"9722222222222222":1,"97230501":[],"97243128":5,"97300836":5,"97497404e":6,"975":1,"97507735":5,"97547354":18,"97547354476579":18,"975510299261579":9,"9760832":[],"97705827":5,"977418":[],"97758848":5,"9777777777777777":1,"977880":[],"97788031":[],"9780387310732":20,"9780387848570":20,"9781492032632":20,"978553":5,"97898392":6,"97926491":5,"98":[0,1,7],"980":[],"98017611":13,"98036405":[],"9805555555555555":1,"98091621":5,"981321":[],"98139097":5,"98249059":[],"982491":[],"98266587":16,"98275501":5,"982758":[],"98275836":[],"983310":[],"98346748":[],"9835443722554817":5,"98399675":[],"98413059":5,"98454786":5,"98467494":5,"985":18,"98566191":5,"986":18,"9861111111111112":1,"986699":5,"98680716":5,"98716878":5,"98756882":13,"98794823":16,"9879924":[],"98808176":5,"98822371":6,"9888888888888889":1,"989":18,"9890348":5,"9893149172528393":[],"9893447":5,"9898254753574576":[],"98982548":[],"9898ff":[9,10],"99":[6,7,11,13],"990":[],"99009525":5,"9902552771282336":[],"99049330":6,"99088801":5,"991":18,"99115119":5,"99157584":[],"99176998":5,"992":18,"99242921":5,"99265097":5,"99274513":0,"993":18,"99316252":5,"99353454":[],"993535":[],"993537":[],"99353748":[],"99371056":5,"993865":[],"99389612":5,"993972":[],"99397245":[],"9943201":5,"99435648":[],"9947756":5,"99492986":5,"99519225":13,"99528218":5,"99539415":5,"9955282554647219":[],"99566069":5,"99578809":5,"99594988":[],"995950":[],"996":5,"99608161":5,"9963961":5,"99650061":5,"9967458":5,"99700706":5,"99709215":5,"99724883":[],"99729756":5,"99751458":5,"99758326":5,"99775587":5,"99775949":[],"99793613":5,"99799099":5,"99813653":5,"99828624":5,"99829953":[],"9983295":5,"99845267":5,"998577":5,"99861053":5,"99871521":5,"99881845":5,"99884384":5,"99893323":5,"999":[9,18],"99901896":5,"99903755":5,"99911427":5,"99918546":5,"99919837":5,"99926459":5,"9993237":5,"99933188":5,"99938942":5,"9994385":5,"99944272":5,"99949306":5,"99953381":5,"99953475":5,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970988":5,"9997332":5,"99975913":5,"99977416":[],"99977849":5,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"99991263":5,"99992746":5,"99993978":5,"99995":5,"9999555851685968":6,"999955585168597":6,"9999840939906267":[],"9999858320366368":[],"9x":6,"9y":6,"\u00f8yvind":[6,19],"abstract":1,"boolean":4,"break":[0,4,6,11,14],"byte":16,"case":[0,1,2,3,4,5,6,7,11,12,13,14,15,16,17],"catch":0,"char":[],"class":[0,1,3,4,6,7,8,9,11,12,13,18],"const":[],"default":[0,1,2,4,6,7,13,16],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,16],"ekstr\u00f8m":4,"eng\u00f8i":19,"export":9,"f\u00f8470":19,"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,18,19],"float":[0,3,4,5,9,11,13,14,16],"function":[2,3,4,5,9,14,15,16],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,18],"int":[0,1,2,3,4,5,6,11,13,14,16,18],"long":[0,1,3,4,12,13],"m\u00f8svatn":6,"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,16],"null":[],"public":[0,15],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,16,18],"s\u00f8rli":[],"s\u00f8rlie":19,"sch\u00f8yen":[6,19],"short":[4,5],"steinsv\u00e5g":[],"super":[3,5],"switch":0,"throw":[3,6,18],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,16,18],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],"var":[5,6,10,11,18],"while":[0,1,3,4,5,6,7,8,9,11,12,13,18],A:[2,3,5,6,7,10,11,12,13,15,16,17,18,19,20],AND:2,And:[0,3,4,5,6,9,15,18],As:[0,1,2,3,4,5,6,8,10,12,13,16,18],At:[0,4,6,13],BE:0,Be:[2,15],Being:13,But:[0,1,2,3,5,6,9,10,18],By:[0,3,5,6,12,13,16],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],IF:6,IN:20,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],Is:11,Ising:[5,12],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],Its:[1,2,4,11],NO:[7,11],No:[3,4,6,7,8,9],Not:[0,1,5,6,17],OR:18,Of:18,On:[0,3,17,18,20],One:[0,1,3,4,5,6,7,8,11,12,13,18],Or:[0,1,6],Such:[0,6,12,18],That:[0,5,7,10,11,12,14,18],The:[4,10,13,14,16,17,18,19,20],Then:[0,1,6,8,9,10,11,12,13,14,16],There:[0,3,4,5,6,8,9,11,12,14,16,17,18,19],These:[0,3,4,5,8,9,10,11,12,13,14,16,18],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],With:[0,5,6,8,9,10,11,12,14,16,18],_0:[5,8,10,11,13],_1:[2,5,6,8,10,11,12,13,14,16],_2:[2,5,8,11,12,13,16],_3:16,_4:16,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,16],_________________________________________________________________:4,__call__:[3,4],__class__:10,__doc__:6,__future__:[8,9],__getitem__:[],__init__:[1,3,4,14],__main__:2,__mosek:[],__name__:[2,10],__traceback__:[3,4],_asarrai:[],_auto10:[6,12],_auto12:6,_auto1:[2,3,4,5,6,7,12,13,16,18],_auto2:[2,3,4,5,6,12,13,16,18],_auto3:[3,4,5,6,12,13,16],_auto4:[4,6,12,13,16],_auto5:[4,6,12,13,16],_auto6:[4,6,12,16],_auto7:[4,6,12,16],_auto8:[6,12],_auto9:[6,12],_ax:[],_base:8,_build:[0,15,17,20],_build_call_output:[3,4],_c:1,_call:[3,4],_call_flat:[3,4],_check_1d:[],_check_optimize_result:[7,11],_compon:11,_coordinate_desc:6,_copy_docstring_and_deprec:[],_cpgg0jyh8m:17,_decor:0,_depth:9,_fraction:9,_get_lin:[],_getitem_multilevel:[],_handl:[3,4],_i:[0,1,2,5,6,8,11,12,13],_inference_funct:[3,4],_interpolatefunctionerror:[3,4],_is_primit:[],_j:[0,1,2,3,5,6,8,13],_jit_compil:[3,4],_k:13,_l:12,_lambda:6,_leaf:9,_logist:[7,11],_m:10,_make_vjp:[2,13],_maybe_define_funct:[3,4],_multilayer_perceptron:1,_n:[2,5,8,11,13],_node:[2,9,13],_notokstatusexcept:[3,4],_np:[],_num_output:[3,4],_p:[5,8],_plot_arg:[],_process_traceback_fram:[3,4],_r:[3,4],_ratio:11,_sampl:9,_select_forward_and_backward_funct:[3,4],_split:[6,9],_src:[3,4,14],_stateful_fn:[3,4],_stateless_fn:[3,4],_t:13,_test:6,_trace:[2,13],_valu:[2,13],_varianc:11,_weight:9,a0:3,a0faa0:[9,10],a1:0,a2:0,a3:0,a4:0,a_0:0,a_1a:0,a_2a:0,a_3:0,a_3a:0,a_4:0,a_4a:0,a_:[0,1,16],a_h:1,a_i:[0,1,2,12],a_j:[1,12],a_k:[0,1,12],a_ndim:2,aaron:20,ab:[0,2,5,13,14],ab_channel:15,abandon:1,abbrevi:17,abid:18,abil:[0,10],abl:[0,1,4,5,6,7,10,12,13],abort:[],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,20],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,18],abovement:6,abscissa:13,absolut:[0,2,5,6,13],acceler:13,accept:[0,3,6,9],access:[0,3,4,11,18],accid:[4,6],accmod:[],accompani:0,accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,18],accordingli:11,account:[0,3,5,13,18],accumul:[12,18],accur:[0,3,4,6,10,13],accuraci:[0,1,3,4,5,6,7,9,10,11,12],accuracy_scor:[0,1,10],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,16],aco:18,acquaint:15,acquir:[1,15],acr:0,across:[1,3,6,9,15],act:[1,3,16],action:18,activ:[0,2,3,4,9,17],actual:[0,1,4,5,6,8,11,16,18],ad:[1,3,4,5,8,13,16],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:13,adam:[1,3,4],adapt:[4,6,13,20],add:[0,1,2,3,4,5,6,8,10,11,12,18],add_lin:[],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,16,18,19,20],addition:[12,13],address:[1,9,11,13,20],adjac:[3,12],adjoint:5,adjust:[0,5,12,13],admir:0,advanc:[4,6,12,20],advantag:[1,3,5,6,10,13,16],affect:3,affin:[0,3,8,11],afford:3,aforement:14,african:0,after:[0,1,2,4,5,6,9,11,12,13,15,16,18],afterward:0,ag:[0,7,17],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,18],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,18],ahead:9,ai:[0,20],aid:11,aim:[0,1,4,6,7,11,14,15,16],ainv:5,airplan:3,aka:5,al:[0,2,4,17,20],alarm:5,algebra:[0,3,5,13,15,17],algo:[],algorithm:[0,1,2,4,5,6,7,8,13,14,15,16,17,18,20],align:[0,2,5,6,7,8,13,18],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20],allevi:[1,13],alloc:[3,16],allow:[0,1,2,3,5,6,8,10,13,15,16],almost:[0,1,6,8,11,13,18],alon:[2,9],along:[2,3,4,5,6,9,10,11,15,16],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,18],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13],alpha_k:13,alpha_m:10,alpha_n:3,alpha_opt:13,alreadi:[2,3,4,5,6,10,12,15,16,18],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,16],although:[0,1,5,6,8,10,13],alwai:[0,3,5,6,12,13,18],am:4,ame2016:0,american:0,among:[0,3,5,9,10,12,16],amongst:5,amount:[0,1,3,4,6,8,10,14,15],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,18,19,20],an_:18,anaconda3:[],anaconda:[0,1,15],analog:13,analys:6,analysi:[1,3,4,7,14,16,17,20],analyt:[2,3,5,6,7,12,13,15],analyz:[0,1,3,4,5,6,18],andrew:1,angl:[0,3,9],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18],anim:[4,12],ann:12,annot:[0,1,3,7,8],anoth:[0,1,3,4,5,6,7,8,10,11,12,13,16,18],anp:2,ans_vspac:2,ansatz:0,answer:[0,1,3,5,6,16],antialias:[2,6],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,18],anytim:19,apach:1,apart:[11,13],api:[1,15],appar:2,appear:[0,1,3,13,16,18],append:[1,3,4,8,9,13],appendcon:[],appendvar:[],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,18,20],applic:[0,1,3,4,5,6,7,9,12,13,16,17,18,20],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,15,18,20],appropri:[2,6,9,12,13,15,18],approx:[0,2,3,6,10,11,13,18],approxim:[0,1,2,3,4,5,6,7,10,11,13,18],apt:[0,15],aq:18,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20],arang:[1,3,4,6,7,9,10,12],arbitrari:[1,4,6,8,12,13,18],arbitrarili:[0,1,11],arc:6,architectur:[3,4,12,20],area:[0,3,6,20],arg:[0,2,3,4,13],argc:[],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13],argv:[],argval:2,aris:[0,6,12,13,18],arithmet:[0,13,16],arm:[3,4,6,14],arma:[],armadillo:16,around:[0,1,4,5,6,11,18],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,18],arrang:3,arraybox:13,arriv:[0,6,9,11,16,18],arrow:12,arrowprop:8,art3d:13,art:[0,1,15],articl:[0,3,4,6,10],artifici:[0,2,7,12,20],artificialneuron:12,arug:13,arxiv:[3,4],as_fram:[],asarrai:[0,2,6,9],asc:[],ascii:[],ashrafi:19,ask:[5,6,11,12],aspect:[0,6,15],assembl:[0,3],assert:4,assess:[0,6],assici:4,assign:[0,7,8,9,12,13,14,17,20],associ:[0,6,9,12,14,18],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],assumpt:[0,3,5,6,9,11,18],ast:[0,5,6],astyp:[4,9,10],asymmetri:0,asymptot:[4,6],async_wait:[3,4],atoi:[],atom:0,attempt:[0,4,6,7,8,10],attend:17,attent:[0,16],attr:[3,4],attract:[0,10],attribut:[0,9],attributeerror:[],audi:0,audio:[3,4],aurelien:[0,17,20],austfjel:6,author:[0,1,10,18],authour:0,auto:[6,9,10,18],autocor:18,autocorrelation_tim:18,autocorrelform:18,autocovari:18,autoencod:[4,15],autoencond:15,autograd:15,autom:[0,15],automac:16,automat:[0,1,2,3,4,11,15,16,17],automobil:3,autonom:[4,20],avail:[0,1,4,6,10,11,15,16,17,20],averag:[0,1,3,6,9,10,13,14,18,19],avg:[],avoid:[0,4,5,6,9,11,13,16],avx2:[],avx:[],awai:[2,3,6],awar:[2,10],award:19,ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16],axes3d:[2,6,13],axes_grid1:6,axessubplot:[],axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,18],axiom:5,axlabel:0,axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,2,3,4,5,6,8,9,10,12,13,14,18,19],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,16],b_group:9,b_i:[0,1,2,12],b_ia_:0,b_ia_i:0,b_index:9,b_is_vec:2,b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_meta:2,b_score:9,b_valu:9,bachelor:17,back:[0,3,4,5,6,8,9,10,16,17,18],backbon:16,backend:[1,4],background:[17,20],backpropag:1,backtrack:9,backup:16,backward:[1,2,4,12,16],backward_pass:2,bad:6,badli:18,bag:[9,15,17],bag_clf:10,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:6,band:16,bandwidth:16,bar:[0,6,11],barber:20,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,15,18,19,20],basi:[5,7,8,10,11,12,13,16],basic:[6,8,12,13,14,15,17,18],batch:[3,4,11,12,13],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,15,20],bc298b802fe2:6,becaus:[0,1,2,3,4,5,6,8,9,12,13,14],becom:[0,1,2,5,6,7,9,12,13,18],been:[0,1,2,3,4,5,6,11,12,13,15,16],befor:[0,1,2,3,4,5,6,7,8,12,13,14,16,18],beforehand:[0,18],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,18],behav:[1,6,13],behavior:[0,1,13],behaviour:12,behind:[0,1,6,8,13],behnoosh:19,being:[0,1,2,3,4,5,7,8,10,11,12,13,18],believ:[9,16],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],benchmark:10,bendik:[],benefici:[1,13],benefit:[0,1,4,11,13,15],bengio:[1,17,20],benign:[1,7],bennosh:19,besid:[4,5],bessel:5,best:[0,1,2,3,4,5,6,7,8,9,10,12,13,19],beta:[0,1,3,5,6,7,10,11,13],beta_0:[0,1,3,5,6,7,13],beta_0x_:0,beta_1:[0,1,3,5,6,7,10,13],beta_1x_0:0,beta_1x_1:[0,7],beta_1x_2:0,beta_1x_:0,beta_1x_i:[7,13],beta_2:[0,3,13],beta_2x_0:0,beta_2x_1:0,beta_2x_2:[0,7],beta_2x_:0,beta_3:3,beta_:[0,3,6,7,13],beta_i:[0,3,5],beta_j:[0,5,6,13],beta_k:13,beta_linreg:13,beta_m:10,beta_mg_m:10,beta_n:3,beta_p:7,beta_px_p:7,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18],beyond:[0,1,5,6,8,13],bf:[13,14,16,18],bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,17],bias:[1,2,3,5,6,9,12],big:[0,1,2,5,6,14],bigger:[1,6],bigr:12,bike:9,bilek:19,billion:[3,12,15],bin:[0,7,18],binari:[0,3,5,7,9,10,12,17],binarycrossentropi:4,bind:0,binomi:[15,18],binsboot:6,bioinformat:0,biolog:[1,12,20],bios1100:15,bird:[0,3],bishop:[17,20],bit:[1,4,16,18],bitwis:18,bivari:2,bk:[0,13],bla:16,black:[8,9,14],blob:17,block:[6,10,15,16,18],blockingavg:[],blockingstd:[],blockingvar:[],blocksiz:[],blocksizemax:[],blocksizemin:[],blogpost:4,blue:[0,3],bmatrix:[0,1,3,5,7,8,11,13,16],bmi:1,bodi:[0,1,4,12],bold:1,boldfac:[0,5],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14],boltzmann:[12,15],book:[17,20],boost:[1,9,15,17],boostrap:10,bootavg:[],bootstd:[],bootstrap:[1,13,15,17],bootvar:[],bootvec:[],boston_dataset:0,bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,18,19],bottl:7,bound:[0,8,12],boundari:[2,4,8,11,12],boundkei:[],box:[2,4,9],boxed_arg:2,boyd:[8,13],bracket:[4,18],brain:[1,7,12],branch:9,breast:[5,7,11],breviti:13,brew:[0,15],brg:8,briefli:0,bring:[0,5,6,10],broad:[0,3,4],brought:15,brownle:4,brute:[3,5,11],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,13,16,18],built:[0,1,3,4,6],bunch:11,busi:0,bx:[],bzl:[],c1:[8,11],c2:[8,11],c95af3df0cdd:3,c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20],c_0:18,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,18],c_i:[12,13],c_k:18,ca:1,cabc613b8702:13,cach:10,cal:[0,8,10,12,13],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,16,18],california:[],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],callabl:[3,4],callback:[3,4],calor:0,cambridg:[13,20],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],cancel:[0,13],cancellation_manag:[3,4],cancer:[5,10],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,17,18],canopi:[0,15],cap:5,capabl:[0,1,8,13,15],capac:2,capita:0,captur:[4,11,12],captured_input:[3,4],car:[3,4],card:[0,7],cardin:1,care:11,carefulli:13,carlo:[0,6,15,18,20],carri:[2,6,7],cart:10,carvalho:19,casella:20,cast:1,cat:[3,4],categor:[0,1,3,9,11],categori:[0,1,3,7,10,12,14,17],categorical_crossentropi:[1,3],caus:[0,5,6,18],causal:0,causat:0,cax:1,cb:6,cbar:1,cbook:[],cc:[0,1,5,13],ccc:[5,12],cd_fast:6,cdf:18,cdot:[0,2,6,12,13,14,16,18],celebr:13,cell:4,center:[0,1,6,7,8,9,11,14,18],centr:20,central:[0,3,5,6,8,16],centroid:[14,18],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,18],cg:13,cha:0,chain:[0,1,13,15,18],chanc:[1,5,13,18],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18],channel:3,chapter3:0,chapter:[0,6,10,11,16,17,20],charact:[0,3,5],character:[8,9,10,12,18],characterist:[0,1,3,10,13],charg:0,charl:0,chase:4,chd:7,chddata:7,cheap:5,cheaper:[1,13],check:[0,1,3,4,5,6,11,13,16],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chemic:[],chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,16],choleski:[5,16],choos:[2,3,6,9,10,11,13,14],chosen:[0,1,2,6,8,9,10,13,18],chosen_datapoint:1,christian:20,christoph:[17,20],cifar10:3,cifar:3,cin:[],circ:[1,12],circl:[0,8,12],circuit:3,circumfer:9,circumv:[1,5,13],ckpt:4,clariti:18,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[3,4],classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,15,17,20],classifi:[0,1,4,7,9,10,11],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,18],clever:[1,10],clf3:0,clf:[0,6,8,9,10],clf_lasso:6,clf_ridg:6,clip:[3,18],close:[0,1,2,4,6,8,9,11,12,13,14,18,20],closer:[3,5,13],closest:[8,11,13,14],closur:15,cloud:15,cluster:[0,1,4,6,11,15,17],cluster_label:14,cm:[1,2,3,6,8,13],cmap:[0,1,2,3,4,6,8,9,10],cmap_arg:6,cmath:[],cmb:17,cmd:9,cmu:[],cn_:18,cnn:[12,17],cnn_kera:3,cntk:15,co:[0,2,3,6,9,13],code:[3,4,6,7,8,13,15,16,17,18,20],coef0:8,coef:0,coef_:[0,5,6,8,9,13],coeff:5,coeffici:[0,3,5,6,7,8,9,13,16],coerc:[0,6],coin:[10,18],coin_toss:10,col:[0,11],colab:15,cold:9,colinear:0,collaps:8,collect:[0,2,6,10,11,15,18,20],collinear:5,color:[0,3,4,6,8,9,10,18],color_channel:3,color_cod:6,colorbar:[1,6],colsample_bytre:10,colsaobject:10,colspec:0,column:[0,1,2,5,6,7,8,9,11,12,16],columntransform:9,com:[3,4,6,14,15,17,20],combin:[1,2,5,6,7,10,18],come:[0,1,3,4,5,12,13,14,17],command:[0,1],comment:[0,4,5,6],commerci:[0,15],commod:0,common:[0,1,3,5,6,7,9,11,13,14,18],commonli:[0,1,4,6,7,9,13,14],commun:[0,12],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14],compair:0,compar:[0,3,4,5,6,11,13,16],comparison:[2,4,13],compat:7,compet:0,competit:10,compil:[0,1,3,4,15,16],complet:[0,2,3,4,9,12],completenn:12,complex:[1,5,8,9,11,12,13],complic:[0,1,9,13],compon:[0,1,3,4,5,6,7,9,14,15,17],components_:11,compos:[9,12,14,15],compphys:[0,6,15,17,20],compress:0,compris:6,compromis:5,compulsori:15,comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,20],computation:[0,3,6,9,13,18],con:[],concaten:[2,4,6,14],concav:[1,13],concentr:[0,10],concept:[0,2,15],conceptu:[12,13],concern:[0,1,4,7],conclud:[0,5,13],conclus:1,cond:2,conda:[0,1,15],condit:[0,2,4,5,6,8,9,11,13,18],conduct:15,condwav:2,coneqp:[],confid:[0,5,6,7,8],configur:3,confirm:[5,12],confus:[5,6,10,16],confusion_matrix:9,congruenti:18,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,16],consequ:[5,6,8,10,12,13],conserv:[5,14],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,18],consider:[0,1,5,13],consist:[0,1,2,3,4,6,12,13,18],constant:[0,2,4,5,6,8,12,13,18],constitu:0,constitut:[2,6],constrain:[1,3,5,7,11],constraint:[5,6,8,13],construct:[0,1,2,3,5,6,7,8,9,10,11,16,18,20],contact:0,contain:[0,2,3,4,5,6,7,8,9,11,12,13,16,18,20],contemporari:20,content:[1,15,16],context:[3,4,6,10,13],contigu:16,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,18],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,18],contributor:0,control:[0,1,3,9,13,15],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],conveni:[0,5,6,12,13,16],convent:12,converg:[1,2,4,5,6,7,8,11,13,14],convergencewarn:[1,6,7,8,11],convert:[0,1,4,5,9,11,13,16],converttomatrix:4,convex:[4,5,7],convinc:13,convolut:[1,4,15,17],cool:[4,9],coolwarm:6,coordin:[5,12,14],coorel:0,copi:[0,1,14],core:[2,3,4,10,13],corel:0,coronari:7,corr:[0,5,7,11],correalt:[11,15],correct:[0,1,2,3,4,5,13,16,18],correctli:[1,2,6,10],correl:[0,1,3,5,6,7,10,12,13,15,18],correlation_matrix:[0,5,7,11],correspond:[0,3,5,6,8,9,11,12,15,16,18],cortex:12,cosin:[3,6],cost:[0,2,3,5,6,7,8,9,12,13],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:13,could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],coulomb:0,count:[0,9,17,18,19],countor:13,coupl:[4,5,6],cours:[0,1,3,5,11,17],courvil:[17,20],cout:[],cov:[5,6,11,16,18],cov_xi:[5,11],cov_xx:[5,11],cov_yi:[5,11],covari:[0,7,15,16],covariance_matrix:[5,11,14],cover:[0,5,15,17,20],covert:0,covxi:18,covxx:18,covxz:18,covyi:18,covyz:18,covzz:18,cpu:1,cpu_feature_guard:[],craft:3,creat:[1,2,3,4,5,6,9,10,11,12,13,15],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11],credit:[0,7],crim:0,crime:0,criteria:[0,4,9,10,14,18],criterion:[9,10,13],critic:6,cross:[0,1,3,7,9,10,13,15,17,18],cross_entropi:4,cross_val_scor:6,cross_valid:[7,10],crossvalid:6,crucial:[1,18],cs231:3,cs:17,csr_matrix:16,cstdlib:[],csv:[0,4,6,7,9],ctnk:1,ctx:[3,4],cubic:0,cumbersom:5,cumsum:[10,11],cumul:[10,18],cumulative_heads_ratio:10,cup:5,current:[1,2,3,4,6,13,14],curs:0,curv:[6,7,10,12],curvatur:13,custom:[6,14],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10],cvxbook:13,cvxopt:[5,8],cyber:20,cycl:[1,12],d1:[],d2:[],d2_g_t:2,d3:[],d670a873ab0c:[],d985fb40c43d:6,d:[1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,16],dai:[1,9,15],dalen:[],damp:3,darget:9,darkr:18,dat:0,dat_id:[0,6,7,9],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,16,20],data_handl:[3,4],data_id:[0,6,7,9],data_indic:1,data_modul:[],data_path:[0,6,7,9],data_url:[],databas:1,datafil:[0,6,7,9],datafram:[0,4,5,7,9,11],datapoint:[1,5,6,7,11,13],dataset:[0,4,6,7,8,9,10,11,13,14],datatyp:4,date:0,daughter:10,david:20,dbh:1,dbo:1,dcomposit:16,ddot:2,dead:1,deadlin:17,deal:[0,1,3,5,6,8,11,13,14,16,18],dealt:0,debt:7,debug:[0,5,6],decad:[0,3],decai:[0,13,18],decemb:17,decent:10,decid:[0,2,3,5,6,9],decim:0,decis:[0,1,8,11,15,17,20],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,16],decompos:[5,6,16],decomposit:[0,6,12,17],decompost:5,deconvolut:3,decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13],deduc:0,deep:[3,7,12,13,15,17,20],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,15],deeper:[0,3,4],deeplearningbook:20,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18],def_covari:18,def_funct:[3,4],default_tim:4,defect:5,defici:5,defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],definit:[1,2,5,6,8,10,11,12,13,16,18],defint:18,defun:[3,4],defvjp:2,degre:[3,5,6,8,9,10,11,18],del:1,delet:6,delimit:4,deliv:17,delta:[0,2,3,6,8,12,13,14],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,16],delta_h:[0,1],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_n:[0,3],delug:15,delv:0,demand:13,demonstr:[0,3,5,6,7,11,12,15],den:4,denomin:[1,5],denot:[1,2,6,7,13,18],dens:[1,3,4],dense_1:4,densiti:[0,2,6,18],depart:19,depend:[0,1,2,4,5,6,7,8,11,12,13,15,16,18],depict:18,deploy:[0,15],deprec:[2,3,6,13],depth:[0,3,9,10,16],deriv:[0,1,2,6,7,8,10,11,13,15],derivati:13,descend:[5,9,11],descent:[0,1,3,7,8,12,17],descr:[],describ:[0,2,4,5,6,8,10,11,12,13,16],descript:[0,8,9],design:[0,1,3,4,5,6,7,10,11,12,13],designmatrix:0,desir:[0,2,4,5,13,14],despit:[1,12],destroi:16,det:[5,16],detail:[0,6,11,13,14,16],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,18],determinist:[7,13,18],dev:1,develop:[0,3,5,8,10,11,12,15,16,17],deviat:[0,1,2,4,5,6,18],device_nam:[3,4],devis:12,df:[4,8,11,13],di:0,diag:[5,8],diagnost:[1,10],diagon:[0,5,7,13,16,18],diagonaliz:5,diagram:10,diagsvd:6,dice:[6,18],dict:[6,8],dict_kei:[],dictionari:0,did:[0,1,5,6,7,10,11,14],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,9,10,11,12,13,14,15,16,18,20],differenti:[0,3,15,16,17],differential_oper:[2,13],difficult:[0,1,6,10,13,18],difficulti:[0,1,13],diffonedim:2,digit:[0,1,3,4,6,17,19],dilemma:13,dilut:1,dim:[4,11,14,16],dimens:[0,1,2,3,4,5,8,11,14,16],dimension:[0,4,5,6,9,11,13,14,15,16],dimensionless:[0,3],diment:16,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14],directli:[1,4,5,6,18],directori:[],disabl:[3,4],disadvantag:0,disappear:[3,6],disc_loss:4,disc_tap:4,discard:[6,11],disciplin:[0,3,12],disclaim:18,discourag:13,discov:0,discover:5,discret:[1,3,5,7,13],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],diseas:7,disguis:6,disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,18],displaystyl:[0,5],displot:[],disregard:0,dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,18],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,18],distplot:0,distribut:[0,1,4,6,7,10,11,13,14,15,16],distrubut:[0,15],div:[],dive:[0,8,16],diverg:[1,13],divid:[0,1,3,5,6,8,9,11,12,18],divis:[6,8,9,13,16,18],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1],doc:[0,6,15,17,20],document:[4,7,11,13],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,18],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13],domin:0,don:[0,1,3,5,6,8,11,13,15],done:[0,2,3,4,5,6,9,10,11,13,16],dot:[0,2,3,5,6,7,8,9,10,11,12,13,16,18],doubl:[3,4,16],doubli:1,down:[0,3,6,9,11,12,13],download:[0,1,3,5,6,16,20],downsampl:3,dozen:1,dq:6,drag:13,dramat:11,drastic:4,draw:[4,6,10,13],drawback:[0,1,3,13],drawn:[1,4,6,7,11,18],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,18],dropna:[0,6],dropout:4,ds:[],dt:[2,3,13,18],dtype:[0,1,2,3,4,14,16],dualiti:6,dub:0,due:[1,2,5,6,8,10,12,13],dummi:0,dure:[0,1,3,4,8,9,11,15],dwell:0,dwh:1,dwo:1,dx:[2,3,8,18],dx_1:18,dx_1p:6,dx_2p:6,dx_mp:6,dx_n:18,dxp:6,dy:[1,8,18],dynam:4,dysth:19,dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19],e_:[0,2],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19],eager:[3,4],eapprox:0,earli:[1,3,4,13],earlier:[0,5,7,8,9,11,12,13],earthexplor:6,eas:[6,9,14],easi:[0,5,6,7,8,9,10,11,12,13,15,16],easier:[5,6,8,9,13,18],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16],eastern:19,ebind:0,eblock:9,economi:5,ecosystem:15,ect:17,edg:3,edgecolor:6,edu:13,educ:0,eface79dac2c:10,eff:18,effect:[1,4,10,13,18],effic:1,effici:[0,3,10,13,15,16,18],efron:6,egrad:13,eig:[5,11,13,16,18],eigen:18,eigenpair:[5,11],eigenvalu:[0,5,8,11,13,16],eigenvector:[5,11,13],eight:16,eigval:[16,18],eigvalu:[11,13],eigvec:[16,18],eigvector:[11,13],eispack:16,either:[1,5,6,7,8,9,10,11,13,18],ekstrom:[],elabor:18,elarn:3,electr:[0,3,12],electur:20,eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,15,16,17,20],elementari:[10,13,16],elementwis:[3,13],elementwise_grad:[2,13],elif:[2,3,4,14],elim:16,elimin:[3,8],els:[1,2,3,4,7,9,12,13,16],elu:1,elus:0,email:[17,19],embed:[0,11],embodi:6,emit:18,emner:[17,20],emphas:[0,10,15],emphasi:[0,15,20],empir:[1,11,18],emploi:[0,1,5,6,11,13,18],employ:0,empti:[6,10],emul:12,en:[15,20],enabl:11,enbodi:6,encod:[0,3,5,9,11,14],encompass:[0,18],encount:[0,1,5,6,7,13,18],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],end_box:[2,13],end_nod:[2,13],end_valu:[2,13],endl:[],endpoint:[3,6],energi:[0,4,6],enet_coordinate_desc:6,enforc:12,eng:20,engin:[0,1,3,4,15],english:20,enorm:3,enough:[0,6,13],ensembl:[1,9,17],ensur:[0,1,2,3,5,6,11,13,18],ensure_initi:[3,4],enter:[5,6],enthought:[0,15],entir:[1,3,7,9,15,18],entiti:[9,12,16],entri:[0,5,8,11,12,16],entropi:[1,3,7,10,13],enumer:[0,1,2,3,4,6,8],env:[0,1,2,3,4,6,7,8,11,13,14,18],environ:[2,15,20],eo:[0,6],eol:0,eosfit:0,epoch:[0,1,3,4,12,13],epsilon:[0,5,6,7,13],epsilon_0:0,epsilon_1:0,epsilon_2:0,epsilon_:0,epsilon_i:0,eq:[3,13,14,16,18],eqnarrai:[3,5,6],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18],equilibrium:[2,12],equiv:[3,13,16,18],equival:[0,1,5,8,11,13,15,16],erf:18,err:[0,10],err_:6,err_sqr:2,errat:13,errno:[],erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,18],error_estimate_corr_tim:18,error_handl:[3,4],error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13],essenti:[0,5,6,9,10,12,14,17,18],establish:[0,6,10,11],estim:[0,1,5,6,7,10,11,13,15,18],estimated_mse_fold:6,estimated_mse_kfold:6,estimated_mse_sklearn:6,et:[0,2,4,17,20],eta0:[8,13],eta:[0,1,3,8,12,13],eta_:13,eta_t:13,eta_v:[0,1,3],etc:[0,1,3,5,7,8,9,11,12,13,14,15,16,18],ethic:15,etsim:6,euclidean:[0,14],evalu:[0,2,3,4,5,6,9,13,18],evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,15,16,18],evenli:4,event:[3,4,5,7,10,14,18],eventu:[0,5,6,11,12,13,19],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,15,18],everyth:[4,12],everywher:[4,13],evolv:0,exact:[0,2,5,11,12,13,16,18],exactli:[0,3,4,6,12,15],examin:6,exampl:[5,11,12,13,15,16,17,18,20],exce:[1,12,13],excel:[0,1,4,5,10,20],except:[3,4,6,8,9,16],excess:0,excit:0,exclud:[1,6,12],exclus:[0,1,3,6,18],execut:[2,3,4,5,13],executing_eagerli:[3,4],exemplifi:13,exercis:[5,15,17],exhaust:6,exhibit:[0,5,6,8],exist:[0,1,2,3,5,6,7,8,9,13,16,20],exit:[5,16],exp:[0,1,2,5,6,7,8,10,11,12,13,18],exp_term:1,expand:[5,7,11,13],expans:[0,3,5,8,10,12,13],expect:[0,1,5,6,7,11,12,13,15],expectation_value_of_h_wrt_p:18,expens:[6,10,13],experi:[0,1,6,8,13,15],experiment:[0,3,4,6,9,14,18],experimental_get_tracing_count:[3,4],expert:[1,9],explain:[0,6,9,10,11,13],explained_variance_ratio_:11,explanatori:0,explicit:[0,3,6,13,16],explicitli:[0,4],explod:1,exploit:[0,3,12,13],explor:[1,4,6,8,13,15],expon:1,exponenti:[0,1,5,6,10,13,18],export_graphviz:9,export_text:9,exporttext:9,expos:15,express:[0,2,3,5,6,7,10,12,13,16,18],exptmean:18,exptvari:18,extend:[0,2,7,11,13,15],extens:[0,12,15],extent:[0,1,6,20],extern:[3,6,9],extra:[1,3,5],extract:[0,3,5,6,7,8,11,13,16],extrapol:0,extrem:[0,1,4,5,6,7,8,9,13,16],extremum:13,extrins:11,ey:[0,5,6,13,14,16],f11:0,f12:0,f13:0,f1:13,f1_grad:13,f1d:13,f2:13,f2_grad_x1:13,f2_grad_x1_analyt:13,f2_grad_x2:13,f2_grad_x2_analyt:13,f3:13,f3_grad:13,f3_grad_analyt:13,f4:13,f4_grad:13,f4_grad_analyt:13,f5:13,f5_grad:13,f6:13,f6_for:13,f6_for_grad:13,f6_grad_analyt:13,f6_while:13,f6_while_grad:13,f6d7a289d493:[],f7:13,f7_grad:13,f7_grad_analyt:13,f8:13,f8_grad:13,f9:[0,13],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,19],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:18,f_grad:13,f_grad_analyt:13,f_i:[0,6,12],f_m:[3,10],f_n:3,f_raw:2,f_vec:2,f_wrap:2,face:13,facecolor:[6,8,18],facil:[0,15],facilit:12,fact:[0,1,3,5,9,11,12,13],factor:[0,1,3,5,6,9,10,11,13,16,18],factori:13,fade:6,fafab0:[9,10],fail:[0,6,7,8,11,13,19],failur:7,fairli:[1,2,18],fake:4,fake_loss:4,fake_output:4,fall:[8,9,17],fals:[0,1,2,3,4,5,6,7,9,10,13,14,16],famili:[0,7,8,18],familiar:[0,3,5,6,8,15,16,18],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14],fashion:[0,9,10],fast:[1,3,6,10,12,13,15,18],faster:[1,11,13],fastest:[13,16],favor:7,favorit:18,fc:3,fdf8a5d7c717:2,fdfcc778e1f8:4,fe5b9d300cc0:6,featur:[0,1,3,5,6,7,8,10,11,12,13,15,18],feature_nam:[0,1,7,9],feautur:9,fed:1,feed:[0,2,3,11,15,17],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:4,feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,19],feet:0,fetch:6,fetch_california_h:[],fetch_openml:[],few:[1,3,4,5,9,18],fewer:[0,9,11],ffnn:[1,12],field:[0,3,6,12,15],fifth:[0,6],fig:[0,1,2,3,4,6,7,12,13,14],fig_id:[0,6,7,9],figaxi:18,figsiz:[0,1,2,3,4,6,7,8,9,10],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15],figure_id:[0,6,7,9],figurefil:[0,6,7,9],file:[0,1,2,4,5,6,7,9],file_prefix:4,filenam:[],filenotfounderror:[],fileout:[],filepath_or_buff:0,fill:[5,9],filter:[3,4],filtered_flat_arg:[3,4],filtered_tb:[3,4],financ:0,find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,18],find_top_boxed_arg:2,fine:[0,14],finish:2,finit:[3,5,6,12,13,18],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,16,17,18,20],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,18],fit_beta:6,fit_intercept:[0,5,6],fit_mod:9,fit_transform:[0,6,8,9,11],fiti:0,five:[0,9],fix:[0,3,4,6,10,11,12,13],fixedformatt:6,fixedloc:6,fkkt:[],flag:4,flat:[12,13],flatten:[1,3,4,5,16],flexibl:[1,6,8,10,12],float32:[4,9],float64:[4,16],flop:[5,16],flow:[1,4,12],fluctuat:5,fly:11,flyvbjerg:[],fm:0,fma:[],fmax:3,fmesh:13,fn:[3,4],focu:[0,3,4,5,6,15,20],focus:[1,6,7,16],fold:[6,9],folder:[0,4,6],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20],font:[0,7,18],fontdict:18,fontsiz:[1,6,8,9,10,18],fontweight:1,footprint:3,foral:8,forc:[0,5,6,10,11],forcast:4,forecast:[4,12],forelesningsvideo:17,forest:[0,1,9,15,17],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,15,16,18],formal:[3,4,14,18],format:[0,1,2,3,4,6,7,8,9,10,11,15,18,20],format_data:4,formatstrformatt:[6,13],formul:[4,6,11,14],formula:[3,13,18],forth:[4,12],fortran2003:15,fortran90:18,fortran:[0,15,16],fortun:[0,11],forward:[0,3,6,15,16,17],forward_backward:[3,4],found:[1,2,4,5,6,12,13],foundat:15,four:[4,5,6,8,12,16,17],fourier:0,fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:12,fr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18],fractal:[],fraction:9,frame:7,framework:[1,8,10,18],frank:[5,11],frankefunct:[5,6,11],free:[0,6,11,13,15,16,18,19,20],freecodecamp:15,freedom:5,freeli:0,frequenc:[3,6,7,18],frequent:[0,8,9,13],frequentist:15,fresh:10,frida:19,fridai:17,friedman:[6,17,20],friendli:4,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,15,16,17,18,19,20],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5],fstream:[],fulfil:[2,5,12],full:[0,1,3,5,7,9,10,13,18],full_matric:5,fulli:[3,6,12,17,18],fun:[2,13,15],fun_nam:[],func:[0,2],functionali:11,fundament:[0,6,15],funtion:2,further:[2,9],furthermor:[0,3,5,6,7,11,12,13,15],futur:[0,4,8,9],futurewarn:[],fx:[],fy:[17,19],g0:2,g42mrgv128v34gnnhxwk9nrc0000gp:[],g:[0,1,2,3,4,6,8,9,10,11,13,18],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,9,10,13],galleri:0,game:4,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:0,gamma_i:[0,8,18],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:0,gap:[6,8],gate:[4,12],gather:[0,1,12],gaug:12,gaussbacksub:16,gaussian:[4,5,6,8,14,18],gaussian_point:14,gaussian_rbf:8,gave:13,gbc:17,gca:[2,6,8,13],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,18],gemv:[],gen:[],gen_loss:4,gen_tap:4,gender:0,genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,16,18,20],generallay:12,generate_and_save_imag:4,generate_imag:4,generate_latent_point:4,generate_simple_clustering_dataset:14,generated_imag:4,generator_loss:4,generator_loss_list:4,generator_model:4,generator_optim:4,genexpr:[],genom:15,geodes:11,geometr:[0,13],geometri:5,georg:20,geotif:6,geq:[2,5,8,9,13],geron:[0,17,20],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,16,18],get_dummi:9,get_loc:[],get_next_color:[],get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getsolutionslic:[],getval:[],gg:[],gibb:15,gif:4,gini:10,gini_index:9,git:[0,15],github:[0,3,4,6,14,15,17,20],gitlab:[0,15],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,15,17,18,20],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18],global:[6,7,13],glorot:1,gmail:[],go:[0,1,3,5,6,8,9,11,12,13],goal:[0,7,9],goe:[0,1,2,5,6,13,14,16],golden:13,gone:5,gong:1,good:[1,3,4,5,6,9,10,11,13,15,17,18,20],goodfellow:[4,17,20],googl:[1,3,4,14,15],got:[1,6],gov:6,gp:20,gpu:[1,15],grad:[2,13],grad_analyt:13,grade:17,gradient:[0,3,4,7,8,9,12,15,17],gradient_desc:3,gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6],graph:[1,9,11,12,13],graph_from_dot_data:9,graph_funct:[3,4],graphic:[0,1,9],grasp:0,gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,18],greatli:13,greedi:9,green:[0,3,9,18],grei:4,grid:[1,3,6,7,8,12,18],grossli:13,ground:0,group:[0,6,7,9,14,15,17],groupbi:0,grow:[1,3,9,10],growth:0,gru:4,guarante:[0,3,4,13,18],guess:[1,4,10,13,14],guestrin:10,guid:1,guilherm:19,h1:2,h21:17,h:[0,1,5,6,8,13,18,20],h_1:[2,13],h_2:[2,13],h_:[0,13],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],habit:0,had:[0,1,6,7,13],hadamard:[1,12],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,16,17,18,20],handi:3,handl:[0,1,2,5,9,11,15],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5],happen:[1,2,3,4,5,6,10,13,18],hard:[1,7,8,10,13],hardcopi:15,harder:[0,1],harmon:3,hasn:1,hassl:[0,15],hast:15,hasti:[0,6,17,20],hat:[0,1,5,6,7,9,10,11,12,13,16],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],haven:1,he:7,head:[0,4,10,18],header:0,heads_proba:10,health:0,hear:[0,13],heart:[0,7],heatmap:[0,1,3,7],heavili:0,heavisid:1,height:[1,3,6],held:13,help:[0,1,4,12,13],helper:[4,14],henc:[0,5,6,8,9,10,12,13],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],hereaft:[0,8,12],hermitian:16,hessenberg:16,hessian:[0,2,5,13],heterogen:[9,10],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:5,high:[0,1,2,3,4,5,6,9,10,11,13,14,15,16],higher:[0,1,3,5,6,8,13],highest:[1,2],highli:[0,3,4,10,15,16,20],highwai:0,hing:8,hint:13,hip:15,hire:0,hist:[4,6,7,18],histogram:[0,6,7,18],histor:[7,11],histori:[3,4,12],histplot:[],hit:[],hitherto:5,hjorth:19,hobbi:18,hoc:5,hoff:20,hold:[1,3,6,13,14],holder:0,home:0,homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,18],horizont:11,hors:[3,7],hot:[1,9],hour:[1,15,17,18,19],house_pric:[],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],hs:[],hspace:[0,4,8,10,18],hstack:1,htf:17,html:[0,7,11,15,17,20],http:[0,3,4,6,7,11,13,14,15,16,17,20],huang:0,huber:0,huge:[1,3,4,15],human:[0,1,3,6,9,12],humid:9,hundr:1,hungri:1,hybrid:17,hydrogen:0,hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13],hyperplan:11,i0:0,i1:[0,6,8,12],i2:[0,8,12],i3:[0,12],i5:0,i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19],i_1:[5,6],i_2:[5,6],i_:13,ian:20,ic:1,id:[7,13],ida:19,idea:[0,1,2,3,4,6,9,10,12,13,16],ideal:[0,2,6,8,13,18],idem:6,ident:[5,6,12,13,16],identical:5,identifi:[0,1,7,9,11,12,13,14],idum:[],ieor:18,ifi:20,ifs:15,ignor:[0,1,3,9],ii:[16,18],iii:16,ij:[0,1,3,6,8,12,14,16,18],ik:[0,16],illustr:[5,7,10,12,13,14,15],im:6,imag:[1,3,4,6,9,11,12,14,20],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9],image_width:3,imageio:6,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,18],impli:[3,5,6,7,13,16],implicit:3,implicitli:[11,18],importantli:3,impos:[0,6,11,12],imposs:[0,5],impress:[0,12],improv:[0,4,5,9,10,11,13],impur:9,imread:6,imshow:[1,3,4,6],in3050:20,in4080:20,in4300:20,in5400:[3,20],in_out_neuron:4,inaccur:13,inacio:19,inact:12,inadequ:0,inch:6,includ:[0,1,2,3,4,5,6,7,11,12,15,18,19,20],include_bia:[6,9],incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,18],increasingli:18,ind:6,inde:[0,2,4,5,6],indefinit:4,indent:[],indentationerror:[],independ:[0,5,6,7,8,12,13,18],index:[0,1,3,4,10,14,15,16,18,20],index_col:0,index_of:[],indic:[0,1,3,4,5,6,9,10,11,13],indispens:6,individu:[1,6,7,10,12,18],indu:0,indx1:2,indx2:2,indx3:2,indx:16,ineffici:[3,13],inequ:8,inequaltii:13,inertia:13,inf1000:15,inf1100:15,inf1100l:15,inf1110:15,inf3000:20,inf4490:20,inf5860:20,infeas:9,infer:[0,1,4,6,20],infer_nrow:0,inferenc:1,infil:[0,6,7,9],infin:[5,6,7,11],infinit:3,infinitesim:18,influenc:[6,10],influenti:1,inform:[0,1,3,4,6,9,11,12,13,14,16,20],infti:[3,6,13,18],ingeni:13,ingrad:2,ingredi:[0,9],inher:6,inherit:16,initi:[0,1,2,6,10,13,14,16,18],initial_epoch:[3,4],initialis:[],initialize_root:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],inner:[0,13],innov:20,inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,9,10,12,13,14,18],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1],insert:[3,5,6,8,10,18],insid:[0,4,7],insight:[0,1,5,15,20],insist:[6,13],inspir:[0,1,12,20],instabl:2,instal:[0,1,5,6,9],instanc:[0,1,2,4,6,9,11,13],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,16,18],institut:1,instruct:[0,1],int32:10,int64:[],int_0:18,int_:[3,6,18],int_a:18,intak:0,integ:[1,2,13,14,16,18],integer_vector:1,integr:[3,6,18],intellig:[0,14,20],intend:10,intens:1,intention:14,interact:[0,6,9,12,15],intercept:[0,6,8,11,13],intercept_:[0,6,8,9,13],interchang:[5,12,16],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,15,17,18],interfac:[0,1,16],interior:[0,9],intermedi:16,intern:[1,10,12],interpol:[1,3,4,6,12],interpr:5,interpret:[0,1,6,9,10,12,13,16,18],interv:[0,3,5,6,7,13,18],intial:13,intract:[0,4],intrins:[3,11,16,18],intro:[15,20],introduc:[0,1,5,6,8,10,12,13,16,18],introduct:[1,2,4,13,17,20],introductori:[0,4,16,20],intuit:[0,5,6,8,12,13],inv:[0,5,13],invalid:1,invalu:[0,13,15],invari:1,invd:5,inver:8,invers:[0,3,6,13],invers_period:[],inverse_transform:8,invert:[0,5,7,10],invok:[0,8],involv:[0,2,6,7,11,12],io:[0,15,17,20],iomanip:[],iostream:[],ip:[0,8,18],ipca:11,ipykernel_42331:[],ipykernel_42376:[],ipykernel_42449:[],ipykernel_42456:[],ipykernel_42530:[],ipykernel_42541:[],ipykernel_42553:[],ipykernel_42573:[],ipykernel_42580:[],ipykernel_42586:[],ipykernel_47411:[],ipykernel_47448:[],ipykernel_47647:[],ipykernel_47724:[],ipykernel_47735:[],ipynb:15,ipython:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15],iq:6,iri:[8,9],irreduc:6,irrelev:5,irrespect:0,is_integ:[],isbox:[2,13],iscomplexobj:[],isinst:[2,13],isn:5,isnul:0,isomap:11,issu:[1,3,4,9,14,16],it_arrai:13,item:[0,13],items:16,iter:[1,2,3,4,6,7,8,11,13,14,18],itr:[],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20],itself:[5,6,12,18],ix:[],j1:16,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18,20],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknavg:[],jackknif:[6,15],jackknstd:[],jackknvar:[],jackknvec:[],jacobian:[2,13],jacobian_shap:2,jargon:[],jason:4,jax:[3,4,14,15],jensen:19,jerom:20,ji:[12,16],jj:[0,5,6],jk:[0,1,6,12,16],jl:0,jm:16,joao:19,joaogca:19,job:[2,8,10],join:[0,4,6,7,9],joint:[4,5],journal:[],judg:13,judgement:6,julia:[15,16],jump:18,junk:4,jupyt:[0,15,17,20],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18],justif:0,justifi:[3,10],jy:[],jydg2xzka5:17,k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,15,16,18],kaggl:6,kappa_d:18,karim:[],karlsen:[],karush:8,keep:[0,1,4,5,6,11,13,14,16],keepdim:[1,6,10,16],kei:[0,1,3,6,12,20],kept:[4,6,14],kera:[0,4,15],kernel:[0,1,3,15],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:0,kevin:20,keyboardinterrupt:[2,3,4],keyerror:[],keyword:[6,13,16],kfold:6,kg:1,ki:16,kick:[1,13],kiener:2,kilomet:6,kind:[0,2,3,4,8,12,13,14],kj:[6,12,16],kjm:15,kkt:8,kktsolver:[],kl0m3:17,kl:18,km:12,kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,15],knowledg:[0,15],known:[1,3,4,5,6,7,8,9,12,16,18,20],kondev:0,kp:18,kpca:11,kroneck:14,kuhn:8,kwarg:[0,2,3,4,13],kwd:[0,3,4],kwown:0,l0:7,l1:[0,1,3,7],l1_l2:[1,3],l1regl:5,l1regls_mosek2:[],l1regls_mosek:[],l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,16,18],l_1:7,l_2:[7,13],l_:16,l_j:12,la:13,la_i:12,la_k:12,lab:[15,17],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,18],label_prob:13,labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1],laboratori:17,lack:0,lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,18],lambda_0:11,lambda_1:[5,8,11],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8],lamda:1,lamdbda:[],land:[0,8],landmark:8,landscap:13,langl:[0,6,11,18],languag:[0,1,4,8,15,16,20],lapack:16,laplac:5,laptop:15,larg:[0,1,2,4,5,6,8,9,10,11,13,15,16,18,20],larger:[0,3,5,6,8,10,11,13,18],largest:[4,8,11],lasso:[0,7,15,17],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15],latest:[4,15],latest_checkpoint:4,latter:[0,3,6,7,8,11,13,16,17,18],lattic:12,law:0,layer:[0,4,13],lbfg:[7,9,10,11],lcc:[5,6],lda:11,ldot:[0,6,11],le:[5,7,10,13,18],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,18],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,16,17,20],learnabl:3,learner:10,learning_r:[3,8,10],learning_rate_init:[0,1],learning_schedul:13,least:[0,2,7,8,10,11,15,16,17,18],leat:13,leav:[0,1,3,5,6,9,11],lectur:[0,1,5,10,11,12,13,15,16,17,20],lecturenot:[0,15,17,20],lecturenovember11:[],lecturenovember12:[],lecturenovember19:[],lecturenovember25:[],lecturenovember26:[],lecturenovember4:[],lecturenovember5:[],lectureoctober14:17,lectureoctober15:17,lectureoctober1:[],lectureoctober21:[],lectureoctober22:[],lectureoctober28:[],lectureoctober29:[],lectureoctober7:[],lectureoctober8:[],lectureseptember10:[],lectureseptember16firstpart:[],lectureseptember16secondpart:[],lectureseptember17:[],lectureseptember23:[],lectureseptember24:[],lectureseptember2:[],lectureseptember30:[],lectureseptember3:[],lectureseptember9:[],lecturethursdayaugust26:[],lecturethursdayaugust27:[],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13],len:[0,1,2,3,4,5,6,8,9,10,11,12,16],len_index:0,length:[0,1,2,3,4,8,9,13,15],length_of_sequ:4,leq:[0,5,7,8,13,14,18],less:[0,1,3,4,5,6,8,9,13,15,18],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],letter:[0,16,18],level:[0,1,5,6,9,15,16,17],li:[8,11],lib:[0,1,2,3,4,6,7,8,11,13,14],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,16,18,20],licens:[0,1,15],lie:[0,6,11,18],life:[0,1,8,12],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,18],likelihood:[0,1,5,9,13],lim_:18,limit:[0,5,6,7,8,11,12,16],lin_clf:8,lin_model:0,lin_reg:9,linalg:[0,2,5,6,8,11,13,16,18],line1:8,line2:8,line2d:13,line3:8,line:[0,1,3,6,8,11,13],linear:[1,3,5,6,7,9,10,11,12,15,17,18],linear_model:[0,5,6,7,8,9,10,11,13],linear_regress:6,linearli:5,linearloc:[6,13],linearregress:[0,6,7,9],linearsvc:8,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10],link:[0,4,9,12,15],linlag:5,linpack:16,linreg:0,linspac:[0,2,3,4,6,8,9,10,13,16,18],linu:4,linuek:[],linux:[0,1,15],liquid:0,list:[0,1,2,3,4,9,15],listcomp:2,listedcolormap:[9,10],literatur:[1,7,14,20],littl:[1,3,9,12],live:8,ll:[0,18],lle:0,lloyd:[4,14],lmb:[0,2,5,6],lmbd:[0,1,3],lmbd_val:[0,1,3],lmbda:13,ln:[1,13],lo:[],load:[0,1,4,6,7,9,10],load_boston:0,load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10],local:[0,1,3,7,12,13],locat:[2,3,8],lock:[3,4],log10:[0,5,6],log:[0,1,2,4,5,6,7,9,10,11,13,16],log_:0,log_clf:10,logarithm:[0,5,7,16],logic:[0,1,9],logist:[0,1,2,8,9,10,11,12,15,17],logistic_predict:13,logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6],longer:[2,3,8,10,14,16,18],loocv:6,look:[0,1,2,3,4,5,6,7,8,9,10,11,13,16,18],loop:[1,4,6,10,12,14,15,16],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,16],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6],low:[0,6,9,10,11],lower:[0,1,3,6,9,10,16],lowercas:16,lowest:[9,13,18],lr:[1,3,4,10],lstat:0,lstm:4,lstm_2layer:4,lstsq:0,lt:6,lu:[0,5],lubksb:16,luckili:2,ludcmp:16,lux:16,lvert:1,lw:0,m:[0,1,2,3,5,6,8,9,10,11,12,13,16,17,18,19,20],m_1:14,m_:[9,12],m_h:0,m_k:14,m_l:12,m_n:0,m_p:0,m_t:13,ma:11,mac:[3,4,14],machin:[1,3,4,5,6,7,9,10,11,12,14,16,17,20],machinelearn:[0,6,15,17,20],machinelearningmurphi:17,mackai:20,made:[0,1,3,4,5,6,7,9,11,12],mae:0,magic:4,magnitud:[1,6,7,13],mai:[0,1,2,3,5,6,7,8,9,11,12,13,15,16,18],mail:17,main:[0,1,3,4,5,6,7,9,16,20],mainli:[0,5,6,7,9],maintain:6,major:[1,6,9,10,13,16],make:[1,2,3,4,5,6,7,8,11,12,13,15,16,18,20],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10],make_vjp:[2,13],makedir:[0,6,7,9],makeplot:0,malcondit:16,malign:[1,7,9],mammographi:5,manag:[0,2,3,15],mani:[0,1,3,4,5,6,7,8,9,11,13,14,15,16,18,20],manifold:11,manner:3,manual:6,map:[0,1,2,6,7,8,11,12,14,18],margin:[0,5,8],mari:19,marit:0,marker:[0,7,16],markov:15,marsaglia:18,mask:[],mass:[0,1,5,13],massag:0,masses2016:0,masses2016ol:0,masses2016tre:0,masseval2016:0,master:[6,17],mat1100:15,mat1110:15,mat1120:15,mat3155:[],mat4155:[],mat:15,match:[0,1,4,5,13,14],materi:[4,5,7,13,16],math:[3,7,12,13,16,18,20],mathbb:[0,4,5,6,7,8,11,12,13,14,16,18],mathbf:[0,5,6,7,8,13,16],mathcal:[1,5,6,7,13],matheemat:3,mathemat:[0,6,11,12,13,15,16,17,18,20],mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,18],matmul:[1,2,5],matmul_adjoint_1:2,matmul_vjp_0:2,matmul_vjp_1:2,matnat:[17,19,20],matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],matplotlibdeprecationwarn:[6,13],matric:[0,1,3,4,6,7,8,11,13,15],matrix:[0,2,3,4,6,7,8,10,13,18],matshow:1,matter:[2,3,13],max:[0,1,2,3,4,9,10,12,13],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13],max_iter:14,max_leaf_nod:10,max_queue_s:[3,4],max_sampl:10,maxdegre:[0,6,10],maxdepth:10,maxim:[1,4,5,7,8,11],maximum:[0,1,2,3,5,7,8,9,10,13,14],maxpolydegre:[5,6],maxpooling2d:3,mbox:[5,6],mc:[],mcculloch:12,mcint:[],mcintsqr2:[],md:11,mdoel:4,mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,18],mean_absolute_error:0,mean_divisor:14,mean_i:18,mean_matrix:14,mean_squared_error:[0,4,6,7,10],mean_squared_log_error:0,mean_vector:14,mean_x:18,meaning:[0,4,7],meansquarederror:0,meant:[2,3,7,10,13],meantempvec:[],meanvec:[],measur:[0,1,2,5,6,9,11,12,14,18],mechan:[0,4,18],median:0,medicin:12,medium:[4,8,13],medv:0,meet:[0,19],mehta:0,memori:[3,4,11,12,13,16],mention:[0,12,13,18],mere:0,mersienn:[],meshgrid:[2,5,6,8,9,10,11],messag:[5,13],messi:2,met:[0,3,8],metadata:2,meteorolog:9,meter:6,method:[0,1,2,3,4,5,7,8,11,12,14,15,16,17,18,20],metion:6,metric:[0,1,3,6,7,9,10,14],metropoli:15,mev:[0,18],mgd:13,mglearn:15,mgrid:13,mhjensen:[1,2,3,4,6,7,8,11,14],mi:10,microsoft:20,mid:1,midel:4,midpoint:9,might:[0,1,2,4,6,9,13],mild:9,miller:[],millimet:6,million:0,mimic:12,min:[0,2,5,8,9],min_:[0,2,5,14],min_samples_leaf:9,mind:[0,6,13],mindboard:4,mine:15,mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,11,13,14],minim:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14],minima:[0,1,7,13],minimum:[0,1,2,6,8,9,11,13],minmaxscal:0,minor:[6,13,18],minst:1,minu:7,mirror:9,misc:6,misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,10],mistak:4,mit:20,mix:[1,2],mixtur:13,mk:[9,16],mkdir:[0,6,7,9],ml:[0,1,10,13,16],mlab:18,mle:[5,7],mline:[],mlir:[],mlir_graph_optimization_pass:[],mlp:1,mlpclassifi:1,mlpregressor:0,mm:16,mn:[12,18,20],mnist:[1,11],mod:18,mode:17,model:[2,3,5,7,8,9,10,11,13,14,15,18,20],model_select:[0,1,3,5,6,7,9,10,11],moder:10,modern:[0,6,7,15],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13],modul:[0,2,3,4,6,7,8,9,10,11,13,16],modular:18,modulenotfounderror:[7,8,9],modulo:18,moe:[5,11],moment:[5,6,13,18],monitor:13,monoton:[5,12,18],mont:[0,6,15,18,20],montecarlocycl:[],moor:[5,6],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,15,17,18],moreov:[0,3],morten:19,mortenimac:[],mosek:[],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18],mostli:[1,11],motion:[0,13],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,18],mp4:17,mpl:[0,7],mpl_toolkit:[2,6,13],mplot3d:[2,6,13],mplregressor:1,mse:[0,4,5,6,9,10],mse_simpletre:10,mselassopredict:5,mselassotrain:5,mseownridgepredict:6,msepredict:5,mseridgepredict:[0,5,6],msetrain:5,msg:[],msle:0,mt19937_64:[],mt:[7,12],mu0:18,mu1:18,mu2:18,mu:[0,6,11,13,18],mu_:[6,18],mu_i:6,mu_n:11,mu_x:18,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,16,18],mul:[],multi:[0,1,3,7,15],multiclass:[1,7],multidimension:[11,12],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,18],multipli:[3,5,6,11,13,16,18],multiplum:8,multivari:[0,2,10,11,15,18],multivariate_norm:[11,14],murphi:[11,17,20],must:[0,1,2,5,6,8,10,12,13,14,18],mutat:7,mutual:[1,3,6,13],mx_:18,myenv:[0,1,2,3,4,6,7,8,11,13,14],myriad:[0,15],mz1:18,mz2:18,n1:16,n2:16,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,18],n_0:[12,18],n_:[1,2,3,8,12,18],n_b:[],n_boostrap:[6,10],n_bootstrap:6,n_categori:[1,3],n_cluster:14,n_compon:11,n_epoch:13,n_estim:10,n_examples_to_gener:4,n_featur:1,n_filter:3,n_hidden:2,n_hidden_neuron:[0,1],n_i:18,n_input:[0,1,3],n_instanc:9,n_iter_i:[7,11],n_job:10,n_k:14,n_l:[12,18],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14],n_split:6,n_step:4,n_t:2,n_x:2,nabla:[1,13],nabla_:[2,13],nabla_w:13,nag:13,naimi:0,naiv:7,naive_kmean:14,nall:0,name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,16,18,19],nameerror:[6,10],namespac:[],narrow:13,nary_f:[2,13],nary_op_arg:[2,13],nary_op_kwarg:[2,13],nary_oper:[2,13],nation:[1,5],nativ:15,natur:[0,1,4,8,9,12,13,18,20],navier:12,nb:18,nb_:16,nboot:[],nd:14,ndarrai:[2,6],ndim:2,ne:[9,10,16,18],ne_xcl2ctm0:17,nearest:[1,3,6,11],nearli:13,neccesari:6,necess:2,necessari:[0,1,3,4,8,14],necessarili:[0,4,11,18],necesserali:5,neck:7,need:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,16,18],neg:[0,1,3,5,6,7,10,13,16,18],neg_mean_squared_error:6,neglect:18,neglig:18,neighbor:[3,6,11],neither:[4,13],neq:[13,14,18],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:16,network:[0,9,13,15,17,20],neural:[0,7,13,15,17,20],neural_network:[0,1,2],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:0,neutron:0,never:[1,3,4,6,9,18],new_box:[2,13],new_root:[2,13],new_trac:[2,13],new_tracing_count:[3,4],newaxi:[0,3,6,9],newli:0,newton:[1,7,8,13,18],next:[0,1,2,3,4,5,6,8,9,13,14],next_guess:13,next_input:4,ng:1,ngini:[],ni:14,nian:[],nice:[0,1,5,11],nichola:[],nicholaskarlsen1102:[],niter:13,nitric:0,nlambda:[0,5,6],nlevel:[],nm:18,nm_n:0,nmse:6,nn:[2,5,6,12,16],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13],noise_dimens:4,noisi:[1,6],non:[0,1,3,4,5,6,7,9,10,11,12,13,14,16,18],none:[0,1,2,3,4,5,9,10,13,18],nonlinear:[3,6,8,9,11,12],nonneg:[6,9,13],nonparametr:6,nonsens:18,nonsingular:16,nonumb:[3,7,8,13,16],nor:[1,4,13],norm:[0,1,5,6,8,11,13],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18],normali:16,normalize_kwarg:[],norwai:6,notat:[0,2,5,6,13,14,18],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,17,18,20],notebook:[0,1,3,9,15],noth:[1,2,5,8,12,14,18],notic:[4,5,12,13,16,18],notimplementederror:[],notion:3,notrace_primit:[],novel:[3,6,10],novemb:1,now:[0,2,4,5,6,7,8,10,11,12,13,14,15,16,18],nowadai:[0,1,3,9,15],nox:0,np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],npr:2,nsampl:6,nspin:[],nt:2,nthi:0,ntrained_model:6,nu:18,nuclear:5,nuclei:[0,18],nucleon:0,nucleu:0,num:4,num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_output:[3,4],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,15,16,20],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18],numpy_vjp:2,numpy_wrapp:2,nunmpi:5,nvalu:[],nx:2,nx_test:6,nx_train:6,nx_train_mean:6,ny:18,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,16,20],obei:[6,11,13],object:[0,1,2,4,6,8,10,13,16],objsens:[],obliqu:5,observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,18],obtain:[0,1,5,6,7,8,9,10,12,13,14,16,18],obviou:[5,6,11,18],obviouli:0,obvious:[0,4,5,6,16],oc:5,occupi:0,occur:[0,6,8,9,16,18],od:0,odd:[0,3,7],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,18],offer:[6,11,15,16,17],offic:19,offici:17,ofil:[],ofstream:[],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],ofter:16,ol:0,old:[1,5,10,13],ols_sk:6,ols_svd:6,olsbeta:[0,5],omega:[2,3,6],omega_0:3,omit:[0,5],on_train_batch_begin:[3,4],onc:[1,6,9,11,13],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,15,16,18],oneapi:[],onednn:[],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,16,17],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],onlin:[11,17],onto:[5,11],op_nam:[3,4],open:[0,1,4,6,7,9,15,17],oper:[0,1,3,5,6,10,11,12,13,15,18],operation:18,oplu:18,opmiz:13,opportun:0,oppos:[6,13],opposit:[1,5,8],opt:[1,5],optim:[0,2,3,4,5,6,7,9,10,11,14,17],optimis:[1,3],optimizer_v2:3,option:[0,1,3,5,6,7,8,11,16],optionalxlacontext:[3,4],optmiz:[1,8,13],orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,13,16,18],ordinari:[0,2,3,7,11,13,15,17],oreilli:20,org:[0,3,4,7,11,15,16,20],organ:[6,7,10,16],orient:[1,5,18],origin:[0,3,5,6,8,11,12,13,16],orthogn:5,orthogon:[0,5,6,8,11,13,16],orthonorm:5,os:[0,1,4,5,6,7,8,9],oscar:1,oscil:[3,13],oslo:[0,15,17,19],osx:[0,15],other:[0,1,2,3,5,6,7,8,10,13,14,15,17,18,20],otherwis:[0,1,4,7,13,16],ouput:[5,7,12],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18],ourmodel:0,ourselv:[0,5,6,8,11,13],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,15,16,18],out_fil:9,outcom:[0,7,9,10,12,18],outdoor:9,outer:[6,12],outfil:4,outfilenam:[],outgrad:2,outlier:[0,8],outlin:[6,10,11],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,18],output_bia:1,output_bias_gradi:1,output_shap:4,output_weight:1,output_weights_gradi:1,outputlayer1:12,outputlayer2:12,outsid:4,over1:13,over:[0,1,3,4,5,6,9,10,12,13,16],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:0,overfit:[0,1,3,6,9,10,13],overflow:[1,5],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,16],overst:0,overtrain:4,overview:[3,20],own:[4,5,6,8,12,13,15,16],owner:0,ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6],ownypredictridg:0,ownytilderidg:0,oxid:0,oyvinssc:19,p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],p_:[2,4,8,9],p_hidden:2,p_i:[5,18],p_j:18,p_n:18,p_output:2,p_x:18,pack:0,packag:[0,1,2,3,4,5,6,7,8,11,13,14,15,18],pad:[3,4],page:[0,15],pai:[0,1,9,13],pair:[0,2,3,9,15,18],panda:[0,4,5,6,7,9,11,15],paper:1,paradigm:0,parallel:[10,15,16],param:[2,4],paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,18],parameter:[0,6,10],parametr:[0,6],paramt:[3,5],parent:2,parent_argnum:[],park:[],parser:0,part:[0,1,3,5,6,10,16,17,18,20],partial:[0,1,5,6,7,8,10,11,12,13,18],particip:[15,17],particl:[0,4,13,18],particular:[0,1,2,3,5,6,9,10,11,12,13,18,20],particularli:[5,6,8,11,13,18],partit:[1,4,9],partli:6,pass:[2,3,12,14],past:[10,18],patch:[6,18],path:[0,4,6,7,9,15],patient:7,patter:4,pattern:[0,3,4,12,17,20],pauli:0,pc:[11,15],pca:[0,7,15,17],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11],pde:2,pdf:[0,3,4,5,6,9,17,20],pedagog:0,penal:6,penalti:[6,13],penros:[5,6],pentagon:13,peopl:[0,1,9,13,15],per:[0,1,6,17],percentag:[0,10,11],perceptron:[0,1,7],perfect:[0,1],perfectli:[4,6],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,18],performac:4,perhap:[0,5,13],perimet:1,period:[1,4,18],permut:11,persist:13,person:[5,6,7,17,19],perspect:20,pertin:12,petal:[8,9],peter:20,petersen:[],phantom:18,phase:[6,12],phenomena:18,phi:8,phi_k:8,philip:[],philosophi:13,phone:19,photo:4,phrase:0,physic:[0,1,4,7,12,13,18,19,20],pi:[2,3,5,6,7,9,12,13,18],pick:[1,9,10,11,13,14],pickl:1,pictur:0,pie:15,piec:[11,14],pillow:[0,15],pinv:[5,6,13],pip3:[0,1],pip:[0,1,15],pipelin:[0,6,8,10],pit:4,pitfal:6,pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,16],plai:[0,3,4,5,6,8,11,15],plain:[8,10,12,13,14],plan:[6,9,19,20],plane:[8,9],plateau:5,platform:15,plausibl:12,pleas:[3,4,6,7,11,13,14],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],plot_confusion_matrix:[7,10],plot_count:6,plot_cumulative_gain:[7,10],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10],plot_surfac:[2,6,13],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],plu:[0,3,5,7],pm:8,pmatrix:2,pn:3,png:[0,4,6,7,9],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,16,18,19],point_1:4,point_2:4,poisson:[15,18],poli:[6,8],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly3dcollect:13,poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10],polygon:13,polym:12,polynomi:[0,5,6,7,8,9,10,11],polynomial_featur:6,polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9],polytrop:[0,6],pool:3,pool_siz:3,poor:[1,13],poorli:0,pop:2,popul:[0,5],popular:[0,1,3,6,7,8,9,11,12,15,16,18],popularli:0,portabl:10,portion:[11,13],pose:[0,4,5,6,11,18],posit:[0,1,2,3,5,7,8,10,11,13,14,16,18],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,19],posterior:5,postpon:0,postul:5,potenti:[0,3,5,6,12,13],potr:[],potrf:[],pott:12,power:[0,1,5,6,8,9,12,13],pp:[5,6],practic:[0,5,6,7,8,17,18],practition:[0,1,3],preced:[1,11,12,18],preceed:4,preceq:8,precis:[0,2,5,11,13,16,18],pred:[6,13],predicit:0,predict:[0,1,5,6,7,8,9,10,15,20],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11],prefer:[0,1,6,8,9,11,15],prepar:[0,6,16],preprocess:[0,4,6,7,8,9,10,11],prerequisit:0,presenc:13,present:[0,5,6,9,12,13,16,17,18],preserv:[3,11,16],press:[13,20],pretrain:[1,4],pretti:[0,4,8,9,15],prev_centroid:14,prevent:[13,18],previou:[0,1,2,3,4,5,6,8,10,11,12,13,16,18],previous:[2,3,9,10,18],price:[0,4,9,13],primal:8,primari:[0,7],prime:18,primit:2,princip:[0,5,7,15,17],principl:[0,6,7,8,14],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],print_funct:[8,9],printout:0,prior:[0,5,6],privat:0,prob:[1,18],probabilist:[0,20],probabl:[0,1,3,4,6,7,10,13,15,17],problem:[0,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18],proce:[0,5,6,8,9,10,11,13,16],procedur:[2,4,5,6,8,10,11,13],proceed:16,process:[0,2,4,6,9,10,12,13,15,16,18,20],prod:20,prod_:[1,5,7],produc:[0,3,4,5,6,9,10,11,12,13,15,16,18],product:[0,1,3,5,6,7,8,12,13,15,16],profess:0,program:[0,1,4,5,6,8,12,14,15,16,17,18],programm:16,progress:[1,4,14],prohibit:6,project1:6,project:[0,1,2,3,5,11,13,15,17,19],project_root_dir:[0,6,7,9],promin:12,promis:8,prone:9,pronounc:[13,15],proof:[0,11,12,13],propag:[2,3,13,17],proper:[0,2,6],properli:[1,6,8,10,13],properti:[0,1,3,12,13,16],proport:[0,1,5,9,11,13,18],propos:[1,4,6,10],propto:[5,13],protect:[3,4],proton:0,prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,16,18,20],proxi:[1,13],prune:9,pseudo:[16,18],pseudoinv:5,pseudoinvers:[5,6],pseudorandom:[6,18],psycholog:0,pt:13,ptratio:[],punish:[0,1],pure:[3,9,18],purest:9,puriti:9,purpos:[0,3,10,12,14],put:1,putarow:[],putboundslic:[],putclist:[],putobjsens:[],putqobj:[],py:[0,1,2,3,4,5,6,7,8,11,13,14],pydata:15,pydot:9,pylab:[0,7],pylint:[3,4],pypi:15,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],pythagora:5,python2:0,python3:[0,1,2,3,4,6,7,8,11,13,14,15],python:[1,2,3,4,5,6,8,11,12,13,14,17,18],pytorch:[0,15],pywrap_tf:[3,4],q:[5,6,8,11,18],qn_bavhmd8u:17,qp:8,qquad:[2,11,13,16],qr:[5,6,16],quad:[1,13,16],quadrat:[0,8,9,13],qualit:[4,9,18],qualiti:[0,9,15],quantifi:1,quantil:10,quantit:[0,6,9],quantiti:[0,2,5,6,7,9,10,11,12,14,16,18],quantum:[4,12],quartil:0,quench:5,queri:9,question:[0,5,6,9,11,12,13],qugan:4,quick:[4,18],quick_execut:[3,4],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12],quot:4,r2:[0,5,6],r2_score:0,r2score:0,r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],r_1:9,r_2:9,r_j:9,r_m:9,rad:0,radial:[0,8,12],radioact:18,radiu:[0,1],rag:2,rain:9,rais:[0,2,13],ramp:1,ran0:18,ran1:18,ran2:18,ran3:18,rand:[0,4,5,6,9,10,13,16],rand_max:[],randint:[6,9,13],randn:[0,1,2,5,6,9,11,13],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,17],random_devic:[],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11],randomforestclassifi:10,randomli:[1,6,9,13,14],randomnumbergener:[],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,18],rangl:[0,6,11,18],rangle_x:18,rank:5,rankdir:4,raphson:[1,8,13],rapidli:0,rare:[1,13],rate:[0,1,2,3,4,8,9,10,12,13],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18],ratio:[4,7,9,10,11],rational:0,ravel:[5,6,7,8,9,10,11,13,16],raw:3,raw_df:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,18],rcond:0,rcparam:[0,1,3,7,8,9,10,18],rd:[],re:[2,4,13],reach:[1,4,5,6,7,9,10,11,12,13,14],read:[0,2,3,4,5,6,7,8,11,12,16,17,18,20],read_csv:[0,6,7,9],read_fwf:0,reader:[0,6,16,18],readi:[0,1,5,6,8,10,11,12,16],readili:1,readthedoc:15,real:[0,1,2,4,7,10,11,12,13,16],real_loss:4,real_output:4,realist:8,realiti:18,realiz:[1,12],realli:[0,1],rearrang:13,reason:[0,1,3,4,10,13,20],reassign:1,rebuild:[],recal:[5,6,9,10,11,12,16,18],recalcul:[],recast:3,receiv:[1,3,10,12,18],recent:[0,2,3,4,6,7,8,9,10,13],recept:[3,12],receptive_field:3,recip:[0,6,7,16],reciproc:5,recogn:[0,4,5,10],recognit:[0,1,3,12,17,20],recommend:[0,2,3,4,5,6,8,13,15,16,17,20],reconsid:9,reconstruct:11,record:[10,17],recreat:[],rectangl:[9,13],rectangular:5,rectifi:[1,3,12],recur:[0,15],recurr:[0,1,15,17],recurs:[9,15,16],recycl:[],red:[0,3,4,6,8,9],redefin:[0,10],reduc:[1,3,5,6,9,10,11,13],reduct:[0,10,11,15,18],refer:[0,1,2,3,5,6,7,11,12,13,14,16,20],referenc:2,refin:12,refit:6,reflect:[0,1,4,5,18],refresh:[15,17],reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12],regist:[6,18],reglasso:5,regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,17],regressor:[0,7,10],regridg:[0,5,6],regular:[0,3,4,5,6,7,9,13],regularis:6,reilli:[0,20],reinforc:[0,8,15],reiter:1,rel:[0,4,6,7,9,12,13,18],relat:[0,1,3,4,5,11,13,14,16,18],relationship:[0,4,9],relativeerror:0,releas:[1,3,4,6,13,15],relev:[0,1,5,7,11,15,17,18],reli:[0,6,8],reliabl:[7,18],relu:[3,4],remain:[1,2,4,6,12,16,18],remaind:18,reman:2,remark:1,rememb:[0,8,13,16],remind:[0,5,11,13,16,17,18],remov:[0,4,5,6],render:0,reorder:[5,7],reorgan:0,repeat:[0,1,3,4,5,6,9,10,11,13,14,16,18],repeated:0,repeatedli:[6,10,13],repet:3,repetit:[6,17],rephras:13,replac:[0,1,3,4,5,6,10,12,13,14,15],replica:6,repositori:[0,4],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,18],represent:[0,1,3,6,18],representd:3,reproduc:[0,5,6,9,12,15,18],repuls:0,request:[0,13],requir:[0,1,3,4,5,6,8,9,11,12,13,16],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:6,resampl:[0,7,10,15,17],rescal:[0,11,12],rescu:5,reseach:6,research:[0,4,15,20],resembl:[6,18],reserv:[1,5,6,18],reset:[],reshap:[0,1,2,3,4,6,8,9,10,16],residenti:0,residu:[0,5,13],resiz:5,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,18],respond:12,respons:[0,7,9,12],rest:[0,5],restat:[0,12],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],result_typ:[],retail:0,retain:[5,6],return_data:14,return_kwarg:[],return_sequ:4,return_x_i:9,reus:[1,3,6],reveal:[0,12],revers:[1,16],review:[15,16,17],revisit:14,reward:[0,4],rewrit:[0,3,5,6,7,8,10,11,12,13,16,18],rewritten:[2,6,8,10,18],rewrot:13,rf:10,rgb:3,rgoj5yh7evk:15,rh:6,rho:[0,10],rho_1:10,rho_2:10,rho_m:10,rich:0,ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,15,17],ridge_sk:6,ridgebeta:5,right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,18],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,18],rigor:0,ring:6,rise:0,risk:[0,13],rival:4,river:0,rm:[0,18],rmse:0,rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:18,rnn1:4,rnn2:4,rnn:[4,12,17],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:18,rntrick2:18,rntrick3:18,rntrick4:18,ro:[0,13],robert:20,robust:0,robustscal:0,roc:10,role:[0,2,5,6,8,15],roll:6,room:[0,19],root:[0,5,9,13,18],rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13],routin:[13,16],row:[0,1,2,5,6,7,9,11,16],rr:5,rrr:5,rthe:5,rug:13,rule:[0,1,5,6,13],run:[0,1,2,3,4,5,6,8,9,11,13,15],runtim:[1,6,14],runtimewarn:[1,6],rust:[0,15,16],rustad:19,rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,15,16,17,18,19],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,safe:[],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,16,18],said:[6,9,13],sake:[0,5,7,11],sale:0,same:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,18],sample_vari:14,sample_weight:[3,4],sampleexptvari:18,sastri:11,satisfactori:0,satisfi:[1,2,3,6,8,13,16,18],satur:[1,6],save:[0,4,6,7,9],save_fig:[0,6,7,9,10],savefig:[0,4,6,7,9,18],savetxt:4,saw:5,scalabl:10,scalar:[2,5,6,10,13],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,19],scale_mean:4,scale_std:4,scalei:[],scaler:[0,7,8,9,10,11],scalex:[],scan:[5,7],scari:5,scatter:[0,1,6,7,8,9,14],scenario:[6,13],schedul:13,scheme:[1,13],schrage:18,scienc:[0,1,10,12,13,15,17,18,20],scientif:[0,15],scientist:0,scikit:[3,5,6,7,8,9,10,13,15,16,17,20],scikit_learn:0,scikitplot:[7,10],scipi:[0,3,5,6,13,15,16],scl:6,score:[0,1,3,6,7,9,10,11,19],scores_kfold:6,scratch:1,sdg:13,seaborn:[0,1,3,6,7],seamless:[0,15],search:[0,1,3,5,9,13],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,13,14,15,16,18],secondeigvector:11,secondli:12,section:[4,11,16,17,18],sector:0,see:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18],seed:[0,1,2,3,4,5,6,8,9,11,13,14,18],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:0,seen:[0,1,3,5,10,12,18],segment:13,seismic:6,seldomli:0,select:[1,5,6,8,9,10,11,17,18,20],self:[1,3,4,5,20],sell:4,semest:[7,17],semi:[8,13],semilogx:6,send:[5,12,13,19],senior:17,sens:[0,4,6,8],sensibl:3,sensit:[0,5,6,9,13],sent:2,sentenc:[4,12],sep:[],separ:[0,1,2,4,6,8,9,12,14,15,18],sequenc:[2,3,4,7,9,10,12,13,15,16,18],sequenti:[1,3,4,10,12,18],seri:[0,1,2,3,4,5,6,10,11,12,13,16,17],serif:[0,7,18],serv:[0,1,2,3,5,7,13,20],session:[1,17],set:[1,4,5,6,7,8,10,11,13,14,15,16,18],set_major_formatt:6,set_major_loc:6,set_stream:[],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14],set_xlabel:[0,1,2,3,7,12],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:6,seth:4,setiosflag:[],setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:6,setprecis:[],setse:[],setup:[1,4,6,8,15],setw:[],sever:[0,3,5,6,7,8,9,11,12,13,15,16,17,18],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:5,sh:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],share:[1,3],she:7,shift:[1,6,12,18],ship:3,shortcom:13,shorten:4,shorter:18,shortli:16,should:[0,2,3,5,6,8,9,11,12,13,16,18],should_sync:[3,4],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],show_shap:4,shown:[0,4,5,7,8,11,12,13,16],showpoint:[],shrink:[3,5,6,8,11],shrinkag:[5,6],shrunk:11,shuffl:[0,1,3,4,6,13],side:[0,2,5,8,12,13,16],sigh:15,sigma0:18,sigma1:18,sigma2:18,sigma:[0,1,5,6,7,10,11,12,13,16,18],sigma_0:5,sigma_1:5,sigma_2:5,sigma_:[5,16],sigma_fn:[7,12],sigma_i:[0,5],sigma_j:5,sigma_m:[6,18],sigma_n:[11,18],sigma_t:13,sigma_x:18,sigmoid:[1,2,4,7,8,10,12,13],sigmundson:[6,19],sign:[1,2,7,8,10,18],signal:[1,3,10,12],signatur:[3,4],signifi:4,signific:1,significantli:[1,13,18],sigurd:19,sim:[4,5,6,13,18],similar:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16],similarli:[0,1,3,5,8,10,18],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,18],simple_rnn:4,simplepredict:10,simpler:[0,1,5,6,13,15],simplernn:4,simplest:[0,1,3,4,9,10,12,14],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,16,18],simplic:[2,5,6,7,8,9,10,11,12,14],simplicti:5,simplifi:[0,6,9,15],simplist:[3,6,18],simul:6,simultan:6,sin:[0,1,2,3,4,9,12,13,16],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,16,18,20],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,16,18],singular:[0,6,13,16,17],sinusoid:3,site:[0,1,2,3,4,6,7,8,11,13,14,17],situat:[0,4,5,7,13,18],six:[3,18],size:[0,1,2,3,4,5,6,8,9,10,11,13,16,18],sketch:10,ski:9,skill:0,skip:[3,4,11],skiprow:[],skl:[0,6],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14],skplt:[7,10],sl:6,slack:8,slice:[2,16],slide:[0,3,18],slight:[6,13],slightli:[1,2,3,5,6,7,10,18],slope:[8,11,12],slow:[0,2,8,13],slower:[5,16],slowest:16,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,15,16,18],smaller:[0,1,2,5,6,8,9,11,13,18],smallest:[0,4,14],smallest_row_index:14,smooth:[0,3,6,13],sn:[0,1,3,6,7],sne:11,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],soar:6,social:0,soft:[1,7,10,12],soften:8,softmax:[3,7],softwar:[0,8,15,16,17],sol:8,sole:[0,6],solid:[0,7],solitem:[],soltyp:[],solut:[0,1,2,3,5,6,8,10,11,13,16,18],solutionsummari:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,16,17],solve_expdec:2,solve_ode_deep_neural_network:2,solve_ode_neural_network:2,solve_pde_deep_neural_network:2,solveod:2,solveode_popul:2,solver:[2,7,8,9,10,11,16],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,17,18],some_model:6,somehow:4,someth:[0,1,3,4,7,9,11,18],sometim:[0,1,11,12,13,14],soon:16,sophist:0,sopt:13,sort:[5,6,9,11,18],sound:[3,5],sourc:[0,1,3,6,15,16,18],space:[0,1,4,5,8,9,11,12,13,14,18],span:[0,3,5,9,11,16],spare:1,spars:[3,6,16],sparse_mtx:16,sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],spdiag:[],speak:18,special:[6,7,10,12,13,16,18],specif:[0,1,2,3,4,5,6,7,8,9,11,12,15,16,18],specifi:[0,3,5,6,7,9,11,13,14,18],specifici:[0,10],spectacular:3,spectral:1,speech:[0,1,3,4,12],speed:[1,2,4,13],spend:18,sphere:0,spin:6,spite:0,spline:8,split:[1,3,4,5,6,8,9,10,11,14,18],splite:0,splitter:[1,10],spmatrix:[],spontan:18,spot:3,spread:[0,11,18],springer:20,spuriou:13,sqquar:5,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,18],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,18],squarederror:10,squaredeuclidean:14,squash:12,squeez:2,srand:[],srtm:6,srtm_data_norway_1:6,sse4:[],stabil:5,stabl:[0,4,5,6,7,9,11,15],stack:[2,3,4],stacklevel:0,stage:[5,13],stai:[0,2,4,5,11],stand:[0,5,9,12],standard:[0,1,4,5,6,7,8,10,12,16,18],standard_basi:2,standardscal:[0,6,7,8,9,10,11],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,16,17,18],start_box:[2,13],start_nod:[2,13],start_tim:14,startpoint:[],stat:6,state:[1,2,4,5,6,7,8,10,11,12,13,15,18],statement:[0,7,16],statist:[0,1,3,4,7,9,10,11,12,13,14,16,17,20],statu:[0,7,11],stavang:6,std:[0,4,6],stdev:[],stdout:[],steep:13,step:[0,1,2,3,4,6,7,9,10,11,12,13,14,16],step_fn:[7,12],step_length:13,steps_list:9,steps_per_epoch:[3,4],stereo:3,stian:19,still:[0,2,3,5,6,11,13,18],stimuli:12,stk2100:20,stk3155:17,stk4021:20,stk4051:20,stk4155:17,stk5000:20,stk:20,stochast:[0,1,5,6,8,11,12,17],stock:4,stoke:12,stone:[0,7],stop:[1,4,7,9,11,13,14],storag:5,store:[0,1,2,3,6,11,13,18],storehaug:19,str:[1,3,4],straight:[0,6,8,13],straightforward:[0,2,3,5,6,8,9,10,13,16],strategi:[0,1,9],stratifi:6,streamtyp:[],strength:[0,5,14],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,16],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,16,18],strongli:[0,8,15,16],stronli:0,structur:[0,1,2,3,6,9,10,12,15],stuck:[1,13],student:[0,17,19,20],studi:[0,3,4,5,6,7,8,11,12,13,15,20],studier:[17,20],style:[0,7,9,16],sub:[9,12],subarg:[2,13],subdivid:[0,16],subfield:0,subject:[6,8,18],subplot:[0,1,3,4,6,7,8,9,10,13,14],subplots_adjust:[8,18],subprogram:16,subract:0,subroutin:0,subscript:1,subsequ:[1,4,5,6,12,16,18],subset:[1,6,9,12,13,15],subspac:[0,8,11],substanti:[9,10],substep:11,substitut:[3,6,12,16],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,16,18],subtre:9,subval:[2,13],succeed:[0,4],success:[3,7,9,13,18],successfulli:[4,9],sucess:[],sudo:[0,15],suffer:[0,1,2,5,10],suffici:[1,6,8,11,13],suggest:[1,13,20],suit:[8,12],suitabl:[0,18],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18],sum_i:[0,2,5,6,8,13],sum_j:6,sum_ja_:0,sum_k:[6,8,12,16],sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9],summari:[1,3,4,10,17],summat:[0,3],sunni:9,superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,15],supplement:7,support:[0,1,9,10,11,13,15,17],suppos:[0,5,6,7,8,10,11,12,13,16],suppress:[5,13],sure:[0,1,4,6],surf:6,surfac:[0,6],surpass:6,surpris:0,surround:[3,15],survei:[0,5,6],suyrzm0:17,svc:[8,9,10],svd:[0,6,11,17],svdinv:5,svm:[8,9,10,11],svm_clf:[8,10],swap:2,swapax:2,swath:5,sy:13,symbol:[1,5,11,13,15,18],symmeteri:1,symmetr:[0,5,8,11,12,13,16],symmetri:6,sympi:[0,15],synonim:18,syntax:[1,13],syntaxerror:1,syrk:[],system:[0,1,3,4,6,7,9,10,12,13,15,16,20],systemat:[4,6],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19],t_0:[2,9,13],t_1:13,t_:2,t_b:10,t_i:[1,2,5,12],t_j:12,t_k:9,tabl:[9,18,19],tabul:0,tackl:4,tag:[2,3,4,5,6,7,12,13,14,16,18],taht:0,tail:18,tailor:[2,8,11],taiwan:0,take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18],taken:[0,1,3,6,10,13,16],tan:3,tangent:[1,4,12,13],tanh:[1,4,7,8,12,13],tape:[3,4],target:[0,1,3,4,5,6,7,8,9,10,11,12,13],target_nam:9,task:[0,1,3,6,9,11,12,14],tau:[3,5,18],tax:0,taylor:[2,13],taylornr:13,tc:8,team:1,teaser:0,technic:[0,5,6,13],techniqu:[0,1,8,10,13,15,17,18,20],technolog:[0,1],tek5040:20,tell:[0,4,6,10,11,13,18],temp1:1,temp2:1,temp:1,temperatur:[0,9],temporarili:1,ten:3,tend:[3,5,6,8,9,10,12,13,14],tendenc:0,tension:6,tensor:[3,4],tensorflow:[0,2,4,8,14,15,16,17,20],term1:[5,6,11],term2:[5,6,11],term3:[5,6,11],term4:[5,6,11],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18],termin:[0,4,5,9,10,13],terrain1:6,terrain:6,test:[3,4,5,6,7,8,9,10,13,14,16,18],test_acc:3,test_accuraci:[1,3],test_error:6,test_imag:[3,4],test_ind:6,test_input:4,test_label:[3,4],test_loss:3,test_pr:1,test_predict:1,test_rnn:4,test_scor:[7,10],test_siz:[0,1,3,5,6,10],test_split:9,testerror:[0,6],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,16,17,18,20],textbook:17,textual:9,textur:1,tf:[1,3,4,13,14],tfe_py_execut:[3,4],th:[0,1,2,5,6,7,9,12,13,14,16,18],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,18],thank:[4,6],theano:[1,15],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,16,18],them:[0,1,3,4,6,8,9,10,11,12,13,16],theme:0,themselv:[0,18],thenc:6,theorem:[2,6,7],theoret:[0,4,10],theori:[0,1,3,8,9,12,13,15,17,20],thereaft:[0,5,6,11,12,16],therebi:[0,5,7,11],therefor:[0,1,2,3,4,6,7,8,11,13,18],therein:11,thereof:[0,6,13],theta:[1,4,13,18],theta_:[1,13],theta_i:1,theta_k:[],theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],thing:[0,1,2,4,5,7,9,18],think:[0,1,3,4,6,9,12,13,14,18],third:[0,3,6,13],thirti:7,those:[0,3,5,6,8,9,10,11,16,17],though:[1,2,3,4,13,16,18],thought:[6,14,18],thousand:[0,1],thread:[3,4],three:[0,1,3,5,6,8,9,12,16,17,18,19],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,15,16,18],throughout:[0,4,5,14,15,16,18],thu:[0,1,2,5,6,7,8,10,11,12,13,19],thumb:[0,6],thursdai:17,tibshirani:[6,17,20],tick_param:6,ticker:[6,13,18],tif:6,tight_layout:[1,7],tightli:11,tild:[0,5,6,11,18],till:[0,4,7,8,9,10,12,16],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18],timefunct:[],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,18],tmp:13,tmp_log:[3,4],tn:[2,3],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6],to_str:[],todai:3,togeth:[0,3,6,8,11,15],toi:[13,14],told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,18,20],took:8,tool:[0,1,3,6,13,15],toolbox:8,top:[0,3,5,6,9,10,15],top_node_typ:2,top_trac:2,topic:[0,5,6,7,8,15,17,20],topolog:[1,3,12],toposort:2,torkjellsdatt:19,toss:[10,18],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,16,18,19],total_loss:4,totalclustervari:14,totalscatt:14,totalvari:[],toward:[1,2,7,12,13],town:0,tp:4,tpng:9,tpu:15,tqdm:6,tr:[],trace:[2,13],trace_stack:[2,13],traceback:[0,2,3,4,6,7,8,9,10,13],traceback_util:[3,4],tracer:[2,13],track:[3,13,14,16],tract:0,tractabl:0,trade:[5,9],tradeoff:[0,5,17],tradit:[0,1,4,6],train:[2,3,5,6,8,9,10,11,12,13],train_accuraci:[0,1,3],train_dataset:4,train_end:[0,1],train_error:6,train_funct:[3,4],train_imag:[3,4],train_ind:6,train_label:[3,4],train_pr:1,train_siz:[0,1,3],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11],train_test_split_numpi:[0,1],trainabl:4,trainable_vari:4,trained_model:6,trainerror:0,traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,training_gradient_fun:13,training_loss:13,trainingerror:6,trainpredict:4,trainscor:4,trainx:4,trait:0,trajectori:4,tran:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,15,16],transit:[6,12],translat:[1,4,6,10],transpos:[1,5,11,16],travers:[0,5],treat:[0,1,3,6,12,13,18],tree:[0,1,6,15,17],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:18,trevor:20,tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,18],triangl:13,triangular:16,trick:[3,4,8,11,13,18],trickier:18,tridiagon:16,trillion:15,trivial:[0,1,5,11,18],troubl:[0,8,12],truck:3,true_beta:6,true_divid:1,true_fun:6,tucker:8,tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,16],tup:[],tupl:[2,13],turn:[0,1,5,6,7,8,9,10,11,12,13,16,18],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,18],twice:13,twist:11,twister:[],two:[0,1,2,4,5,6,7,9,10,11,12,13,16,17,18,20],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,18],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,18],u:[0,2,5,6,10,11,12,16],u_:16,u_i:12,u_m:10,ua:0,ubuntu:[0,15],uci:0,uio:[17,19,20],un:14,unari:16,unary_f:[2,13],unary_oper:[2,13],unary_to_nari:2,unbalanc:[6,9],unbias:[0,5,6],uncent:6,uncertainti:[0,5],uncertitud:18,unchang:[1,3],uncorrel:[10,18],undefin:5,under:[0,1,5,6,10,13,15],underdetermin:0,underfit:[1,6],underflowproblem:5,undergo:5,undergradu:17,underli:[0,1,9,13,18],underset:[4,14],understand:[0,1,3,5,6,10,13,14,15],understood:[8,13],undesir:8,undetermin:[5,8],undo:4,unexpect:6,unexpected:18,unfair:6,unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,18],uniform_real_distribut:[],uniformli:[13,18],unifrompdf:18,unimport:13,union:[5,6],uniqu:[0,2,6,13,14,16],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,18],unitari:[5,6,16],unitarili:16,uniti:18,univari:18,univers:[0,1,2,13,15,17,19],unix:1,unknow:[0,16],unknown:[0,1,3,4,5,6,8,10,16],unknowwn:12,unlabel:1,unless:[0,3,6,11,13],unlik:[1,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,15,17],unsymmetr:16,until:[1,2,4,9,12,13,14],untouch:0,unusu:12,up:[1,3,4,5,6,8,10,11,13,14,15,16,17,18],updat:[1,2,10,12,13,14],upload:[15,20],upon:[0,1,6,11,16],upper:[0,8,9,16],uppercas:16,upsampl:4,upscal:4,us:[4,5,6,8,9,10,11,12,14,16,17,18,20],usag:[0,8,15],usd10000:0,usd:0,use_bia:4,use_multiprocess:[3,4],usecol:0,useless:1,user:[0,1,2,3,4,6,7,8,11,14,15,16],userwarn:[3,4,6,14],usetex:18,usg:6,usr:18,usual:[0,3,4,7,12,13,14],ut:5,util:[0,1,3,4,6,7,10,14],ux:16,v0:18,v1:18,v2:18,v:[2,4,5,6,11,13,15],v_0:11,va:1,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,15,17,18],validation_batch_s:[3,4],validation_data:[3,4],validation_freq:[3,4],validation_split:[3,4],validation_step:[3,4],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,17],valuat:9,valueerror:[0,2],valy:4,van:0,vandenbergh:[8,13],vandermond:0,vanilla:[0,6,11,14],vanish:[1,4,13,18],var_x:18,varabl:8,varepsilon:[5,6],varepsilon_:[5,6],varepsilon_i:[5,6],vari:[0,1,3,5,6,10],variabl:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16],varianc:[0,1,5,7,9,10,11,13,14,15,16,17,18],variance_i:[5,11],variance_x:[5,11],variant:[0,1,6,8,12,13],variat:[3,4,11],varieti:[0,3,12,15],variou:[1,3,5,6,7,8,9,11,12,13,15,16,18],vartempvec:[],varvec:[],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],vec:6,vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,15,17],vector_mean:14,ventur:[0,8,15],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20],verifi:[3,11,16],versatil:8,versicolor:[8,9],version:[0,3,4,10,13,14,15,16,18],versu:1,vert:[0,1,5,6,7,8,9,11,13],vert_1:[5,6],vert_2:[5,6,11],via:[0,5,6,7,8,9,10,11,12,15,16,17,18],vidal:11,video:[0,1,12,15,17],view:[1,3,5,6,12,13,17,18,20],violat:8,virginica:9,viridi:[0,1,2,3],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3],visual:[0,3,11,12,15],visualis:1,viz:[6,8,18],vjp:[2,13],vjp_0:[],vjp_0_fun:[],vjp_1:[],vjp_1_fun:[],vjp_argnum:[],vjpfun:2,vjpmaker:[],vjpnode:[2,13],vmax:[1,6],vmc:[],vmin:[1,6],voic:3,volum:[0,3],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vrtx:17,vs:[0,4,6],vspace:[2,13],vstack:[5,11,16,18],vt:5,w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,18],w_1:[8,16],w_1x_1:8,w_1x_:8,w_2:[8,16],w_2x_2:8,w_2x_:8,w_3:16,w_4:16,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:16,w_m:16,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,16],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,18],walk:9,walker:18,wang:0,want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,18],warn:[1,3,4,8,14],warrant:6,wast:3,watch:[3,4,15],wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],weak:[9,10,14],weather:[1,12],web:[15,17],webpag:17,websit:[6,16,17],wedg:[8,18],wednesdai:17,wee:11,week:[0,5,6,7],weekli:[15,20],weight:[0,1,2,3,6,7,9,10,12,13,18],weigth:2,welcom:[8,15],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,17,18,20],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,18],wessel:0,westbi:19,westby:19,what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],whenev:[13,18],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19],wherea:[6,18],wherein:[1,12],whether:[0,3,5,7,9,18],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19],whichev:[1,3],white:9,who:[0,17],whole:[1,3,4,5,9,11,13],whose:[0,6,10,18],whow:[5,11],why:[0,1,3,6,13],wide:[0,1,3,6,7,12,15,16],widehat:6,width:[0,3,8,9],wieringen:0,win:10,wind:9,wing:19,winther:2,wiothout:6,wiscons:7,wisconsin:10,wisdom:6,wise:[0,1,5,12,13],wish:[0,2,5,7,8,11,13,14,16],with_std:0,wither:6,within:[0,2,3,4,7,9,12,13,14,18,20],withinclust:14,without:[0,1,5,6,8,9,11,12,13],won:0,wonder:8,word:[0,1,3,4,5,6,14,18],work:[0,1,4,6,7,8,9,13,15,17,18],worker:[3,4],workshop:17,world:[0,8],worldwid:0,wors:[0,1,3,4,6],worst:[],worth:9,would:[0,1,3,5,6,7,8,9,10,11,12,13,16,18],wrap:[2,6,16,17],wrap_util:[2,13],wrapper:0,write:[0,1,2,3,5,6,7,8,12,13,16],written:[0,2,3,5,11,12,13,15,16,18],wrong:[1,8],wrongli:10,wrote:[5,11],wrt:[2,10,13],wth:10,www:[15,16,17,20],wx_1:8,x0:8,x1:[4,8,9,10,13],x1_exampl:8,x1d:8,x2:[8,9,10,13],x2d:[8,11],x2d_train:11,x2dsl:11,x3:8,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],x_0:[0,5,11,16],x_1:[0,2,5,6,7,8,9,10,11,13,16,18],x_2:[0,2,5,6,7,8,9,10,11,13,16,18],x_3:[8,16,18],x_4:16,x_:[0,2,3,5,6,8,10,11,13,14,16,18],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,16,18],x_input:2,x_ix_:0,x_iy_i:8,x_j:[0,2,8,9,12,18],x_jy_j:8,x_k:[12,14,16,18],x_l:18,x_m:[6,12,16,18],x_n:[0,2,3,6,8,11,12,13,16,18],x_new:[9,10],x_offset:6,x_output:2,x_p:[3,7,9],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_test:[0,1,3,5,6,7,9,10,11],x_test_own:6,x_test_scal:[0,6,7,9,10,11],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11],x_train_mean:6,x_train_own:6,x_train_scal:[0,6,7,9,10,11],x_val:1,xarrai:15,xavier:1,xbnew:13,xcode:[0,15],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13],xi_1:8,xi_:8,xi_i:8,xk:8,xla:15,xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,18],xlim:[6,10],xm:9,xmesh:13,xnew:[0,13],xp:18,xpanda:0,xpd:[5,11],xplot:0,xs:9,xscale:0,xsr:9,xt_x:13,xtest:6,xtick:[3,6,8,9],xtrain:6,xu:0,xx:[0,16],xy:[0,6,8,16],xytext:8,xz:16,y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,18],y_0:[0,5,11,16],y_1:[0,5,8,9,11,13,16],y_1y_1:8,y_1y_1k:8,y_1y_2:8,y_1y_2k:8,y_1y_n:8,y_1y_nk:8,y_2:[0,5,8,9,11,16],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,16],y_4:16,y_:[0,1,5,6,10,11,16],y_data:[0,1,5,6],y_data_ful:1,y_decis:8,y_fit:0,y_i:[0,1,5,6,7,8,9,10,11,12,13,16],y_if_:10,y_ix_:0,y_ix_i:[7,8,13],y_iy_jk:8,y_j:[6,8,12],y_k:12,y_m:16,y_model:[0,4,5,6],y_n:[8,13],y_ny_1:8,y_ny_1k:8,y_ny_2:8,y_ny_2k:8,y_ny_n:8,y_ny_nk:8,y_offset:6,y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:6,y_test:[0,1,3,4,5,6,7,9,10,11],y_test_onehot:1,y_test_predict:0,y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11],y_train_mean:6,y_train_onehot:1,y_train_predict:0,y_train_scal:6,y_val:1,ye:[3,6,7],year:[0,15],yet:[0,1,6,8,11,13],yhd5w:17,yi:13,yield:[0,2,5,6,8,10,12,13,14,16,18],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,18],ylim:[3,6],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,20],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,18,20],young:0,your:[1,2,4,5,6,8,11,13,15,16],yourself:[11,13],youtu:17,youtub:15,ypred:6,ypredict2:13,ypredict:[0,13],ypredictlasso:5,ypredictol:[0,5],ypredictown:6,ypredictownridg:6,ypredictridg:[0,5,6],ypredictskl:6,ys:9,ytest:6,ytick:[3,6,8,9],ytild:[0,6],ytildelasso:5,ytildenp:0,ytildeol:[0,5],ytildeownridg:6,ytilderidg:[5,6],ytrain:6,yvqgvcsovpw:17,yx:16,yy:16,yz:16,z:[0,1,2,3,4,5,6,7,8,9,11,12,13,16,18],z_0:16,z_1:16,z_2:16,z_:[1,2,12,16],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:12,z_m:1,z_mod:9,z_o:1,z_output:2,zaman:18,zaxi:6,zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18],zeros_lik:4,zfill:4,zip:[2,4,6,13],zl:[],zm_h:0,zn:0,zone:0,zx:16,zy:16,zz:16},titles:["3. Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks"],titleterms:{"1":0,"10":17,"11":17,"12":17,"13":[],"14":17,"15":[],"16":17,"17":17,"18":17,"19":17,"2":[0,17],"20":[],"2021":[],"2022":19,"21":17,"22":17,"23":17,"24":17,"25":17,"26":17,"27":[],"28":17,"29":17,"3":[0,17],"30":17,"31":17,"34":17,"35":17,"36":17,"37":17,"38":17,"39":17,"4":[0,17],"40":17,"41":17,"4155":[],"42":17,"43":17,"44":17,"45":17,"46":17,"47":17,"5":[0,17],"6":[],"7":17,"8":[],"9":17,"case":[8,10,18],"do":1,"final":12,"function":[0,1,6,7,8,10,11,12,13,18],"import":[5,16],"new":4,A:[0,1,4,8,9],And:13,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,15],With:4,activ:[1,12],actual:[],ad:[0,6],adaboost:10,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],aim:[8,9],algebra:16,algorithm:[9,10,11,12],algortithm:13,all:8,an:[0,4,10],analys:5,analysi:[0,5,6,11,15,18],analyt:0,ani:13,anoth:9,appli:15,approach:[0,8,14],approxim:12,architectur:1,arrai:16,assist:19,august:17,autocorrel:18,autograd:[2,13],automat:13,back:[1,11,12],background:15,bag:10,base:13,basic:[0,5,7,9,10,11,16],batch:1,bay:5,befor:11,better:8,bia:6,binari:1,binomi:[],bird:10,block:[],boost:10,bootstrap:[6,10],boston:0,breast:1,bring:12,build:[1,3,9],calcul:[],cancer:[1,7,9,11],cart:9,central:[13,15,18],chain:12,chang:10,chi:0,choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,14],collect:[1,3],compar:[2,10],complex:[0,6],complic:6,compon:11,comput:9,con:9,concept:18,conjug:13,continu:[],convex:[8,13],convolut:[3,12],correl:11,cost:[1,10],cours:[15,20],covari:[5,11,18],cross:6,cumul:[],data:[0,1,3,6,7,9,11,15,18],dataset:[1,3],decai:2,decis:[9,10],decomposit:[5,11,16],deep:[1,2],defin:1,definit:[],degre:0,demonstr:[],dens:0,deriv:[5,12],descent:[2,10,13],detail:3,develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8],disadvantag:9,discret:18,disguis:[],distribut:[5,18],domain:18,down:1,dropout:1,element:[0,18],elimin:16,ensembl:10,entropi:9,environ:0,equat:[0,2,12],error:[0,10],euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10],exercis:[0,6],expect:18,experi:18,explor:0,exponenti:2,extrapol:4,extrem:10,ey:10,fall:19,famili:1,famou:16,featur:[9,16],feed:[1,12],fine:1,first:[4,12],fit:[0,10],forc:3,forest:10,forward:[1,2,12],fourier:3,frank:6,freedom:0,frequentist:0,from:[5,10,12],full:2,further:[3,5],fy:[],gan:4,gaussian:16,gd:13,gener:[4,9],geometr:11,gini:9,good:0,grade:19,gradient:[1,2,10,13],growth:2,ha:15,handl:16,hidden:2,hous:0,how:[],hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,implement:1,implic:5,improv:1,includ:13,increment:11,index:9,inform:19,input:2,instal:15,instructor:19,interpret:[5,11],introduc:11,introduct:[0,6,15,16],invers:[5,16],iter:10,its:[],jackknif:[],jungl:10,kera:[1,3],kernel:[8,11],lagrangian:8,lasso:[5,6],later:5,layer:[1,2,3,12],learn:[0,1,2,11,13,14,15],least:[5,6],level:10,librari:15,likelihood:7,limit:[1,13,18],linear:[0,8,13,16],link:[5,11,17,20],logist:[7,13],lu:16,machin:[0,8,13,15],main:18,make:[0,9,10],mani:[10,12],materi:17,math:5,mathemat:[3,5,8],matric:[5,16],matrix:[1,5,11,12,16],matter:0,mean:0,meet:[5,10,18],mercer:8,mersenn:[],method:[6,9,10,13],mlp:12,mnist:[3,4],model:[0,1,4,6,12],moment:[],momentum:13,moon:[8,9],more:[3,6,16],multilay:12,multipl:[1,3],multipli:8,name:[],network:[1,2,3,4,7,12],neural:[1,2,3,4,12],non:8,normal:[0,1],norwai:[],notat:12,novemb:17,now:[1,9],nuclear:0,nueral:7,number:[0,2,18],numer:[2,18],numpi:16,object:3,observ:[],obtain:11,octob:17,od:2,off:6,ol:[5,6,13],one:[2,12],oper:16,optim:[1,8,13,15],ordinari:[5,6],organ:0,oslo:20,other:[4,9,11,12,16],our:[0,4,5,11,13],outcom:15,output:2,overarch:[0,4,8,9],overview:10,own:[0,10,11],packag:16,part:[13,15],partial:2,pass:1,pca:11,pdf:18,perceptron:12,perform:[1,9],period:3,perspect:1,point:4,poisson:2,polynomi:3,popul:2,practic:13,pre:[1,3],predict:4,prerequisit:[3,15],princip:11,principl:3,pro:9,probabl:[5,18],problem:[1,2,13],procedur:9,process:[1,3],program:[2,13],project:6,prop:13,propag:[1,12],properti:[5,18],pseudo:[],python:[0,9,15,16],quick:8,ran0:[],random:[10,11,18],read:9,real:6,recip:[],recurr:[4,12],reduc:0,reduct:3,reformul:2,regress:[0,5,6,7,9,10,13],regular:1,relev:20,relu:1,remark:3,remind:[6,8],requir:[2,15],resampl:6,rescal:6,resourc:2,revisit:13,ridg:[0,5,6],rm:13,rng:[],rule:12,s:[8,10],sampl:11,schedul:17,schemat:9,scheme:2,scikit:[0,1,11],select:[],semest:19,septemb:17,set:[0,2,3,9,12],sgd:13,should:1,simpl:[0,4,9,13],singl:10,singular:[5,11],situat:[],soft:8,softmax:1,solv:2,solver:13,some:[13,16],specifi:2,split:0,squar:[0,5,6,10],standard:13,state:0,statist:[5,6,15,18],steepest:[10,13],stk3155:[],stochast:[13,18],superposit:3,supervis:1,support:8,svd:5,systemat:3,teach:[17,19],teacher:19,techniqu:[6,11],technolog:15,tensorflow:[1,3],test:[0,1],textbook:20,theorem:[5,8,11,12,18],theori:18,three:[],tip:13,togeth:12,top:1,toss:[],toward:11,trade:6,tradeoff:6,train:[0,1,4],transform:3,tree:[9,10],tune:1,two:[3,8,15],type:[2,4,12],uncorrel:[],uniform:[],univers:[12,20],unsupervis:14,up:[0,2,9,12],us:[0,1,2,3,7,13,15],valid:6,valu:[5,11,18],variabl:18,varianc:6,variou:0,vector:[8,12,16],view:[0,4,10],visual:[1,9],vs:3,wai:9,wave:2,week:17,weekli:17,what:0,which:1,why:[],wisconsin:7,write:[4,11],xgboost:10,your:[0,10]}}) \ No newline at end of file diff --git a/doc/LectureNotes/schedule.md b/doc/LectureNotes/schedule.md index 5d86e0ec4..700df4ed1 100644 --- a/doc/LectureNotes/schedule.md +++ b/doc/LectureNotes/schedule.md @@ -65,7 +65,7 @@ For the reading assignments we use the following abbreviations: - Lab Wednesday: Work on Project 1 - Lecture Thursday: Resampling methods, cross-validation and Bootstrap - Thursday September: Summary of Ridge and Lasso with examples and start resampling techniques - - Video of Lecture + - Video of Lecture at https://youtu.be/YVQGvcsovpw - Lecture Friday: More on Resampling methods and summary of linear regression - Video of Lecture - Reading recommendations: