From 14e37121908324a2e2e0c329713e801e6a029642 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 4 Sep 2023 16:27:23 +0200 Subject: [PATCH] small latex typo in ex36 --- .../_build/.doctrees/environment.pickle | Bin 279269 -> 279787 bytes .../_build/.doctrees/exercisesweek36.doctree | Bin 32050 -> 32201 bytes .../html/_sources/exercisesweek36.ipynb | 64 +++++++++--------- .../_build/html/exercisesweek36.html | 16 ++++- doc/LectureNotes/_build/html/searchindex.js | 2 +- .../jupyter_execute/exercisesweek36.ipynb | 64 +++++++++--------- doc/LectureNotes/exercisesweek36.ipynb | 64 +++++++++--------- doc/src/week36/exercisesweek36.do.txt | 4 +- 8 files changed, 113 insertions(+), 101 deletions(-) diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle index 9335641ce138a5e89ce45f38d60e340e677c2f58..4d92f8243caa90e6498162899921c3af14435478 100644 GIT binary patch literal 279787 zcmd?S3790uQ7^8Q_P*~^M`>Hq&Pv;}msYk`lI7V`(w^+D4ysd-ROWW? z#l7zO6A(+;h=V@+^p9ogIas0yZTV4 zTrD0|9=&sB=WA!4n;Gg}=QkQNr@Kpw^+LND1jTZ5ru)$Dhg(6jwR^Hu32LpNw);Zh z7eIAl_bKt;;AG%8YxFn1+I=!8v^&k3tP>CpnA76RS+rE zYvbjKneK{Eyy)+RhxtV;&yxD3pxG=JgO(6)an-L)bo_|`GOlb)Pmn%ZqpkLIH6Yf6 zu4cMROYO<(XuA|l;^`WGIyzRbUyPoul?_JgjdrP z#A}zzEssbH4-e0DS62N_joNkE?daRJHE2xyNV(Pyn&W-}Kfb6?^;@lS0g{fDYsH{h z>Wqzcn$?-^`ck{yXdT?WdvcoJ4A+}b$jVBmF^$jTcGt{w7eJD+VCIGHl0v=e^Y^9g zo$m66-!6@|>!U!YHB;K&UD*s8^;WrEZ%*@%JRJQp zO!vOC^{Jp46uq%&?_S?4HG}c{wnzMiS`Z3{UbesNAy$ib2oT)6+ke?iL~gtewKs|W z>Qa3&7;V5fM$0v*r7-h+cSENYjH=8Ez@W!rMhmSLk!^Jv zjb_kljZSe_Yt1|f5hkZwZS<{4zYGKPBfBlP$(nB;X*8;3=;w&v_Pr5OW(zjx*NR@) zZM~@9Liv8DU8+N?>rd62?V#p8P{Dso`G-V@pCQX>OgGCDC7AU5eS7xp#Umk8wLVdw z=`N=K3^!^pz}3O!LbX#QMYf?>@bx6z%KF=HA1*hhYh$B@Qc$?qsKdtL43-QZIX`+H z_6B~JTqt!W$6CY1F|fmaVB1?g4KxPOpL1+<%lbvcCJ)tlPe8z$%{o3>0 zjim6=pyrRkK8dqhOZ0sbaTz*Sy*4@?fDBwnv0knE%}Mky^kTxiJU$J?TAi^L=yu3w zKyPiob+KA*wIS(hK^shuwxFX)utHSPE6UY2R6L(d8+}<=IGS$^E(ZlcX4J1%>raM75RqjIGAie#MMxJz0+=V+VFPpBY=8-t5lytUzE+;<;ehzW=`DLT@m)6(E?n2 zKziH~J>mAjXymVe<9wJ8c-$gMg-9tz&|O~j;S-^~iE<4ZTHGj(izhSO%akrV%FmxC z-W2r7UCne4IgcB=$%clf;ea~b1+Adn5hGm+#&w~)Z`UW_gu;Fu4+7K;qGyW)U^STQ z@<=u0ZwO>Dj?iEMx7%G6{u$XJJY4uhm2RfHk)ICZ>980A`0sd-Lysc=FjLyt-5e6o zbrzHkl90r*v=WzS7G|_m^H? z8Yvxnp>!M#9>D)USbC^*>iN>?(wWl3rAJDyc%k(83#BJYPnMoKabsx|4PIIDOJk)% zsn}g~Ibf7Z;dNo2Ua@>>7+$id7KZ_rtw}ei*2tPhq zhH=9BuO;`jc$CJ-GCc1)@yAn7$zKIPIzyaIX6>!6+L=Ne{_fX=#4YoW!y)? z&|_JMFAZAw>B<#ehx~nl3wVNFg=@mKBxo&u}2v@e2SgPY{CaiNPFZr_zA{=kujJl0>;2AAYf<(GtWQtANao)UU`RYZa^f_ggS%PR1jR;pR$SNriZCdRBM2E{7LFz>XQ`A{E7N7=-%=u*r`r? z@M6HiukP|F3SwwumP4tM9hU5-(X3Zsda5S81I-XMaV8$2Kz%;FTd?Mc}-;y1#c8=Tb}L`ZXk3wnd7zjK4f^afF%PYh=4*$7M3Fm#8{BQ-WE5&gkiLaIr&WK)A-k9(Do6; zbeD^8D~f8miz;JzF$3s~b(eBBgMx{f(kHsBXd+ngFYiZ`C^A?0dXdZ=byveRVD{O1 z0O^s#l=7MB?m=L%51)*NuU-|BNc{aOj%Y{yX5i1XTHRF~A>vm>xFY6|`1z&C36(Hz zg5*r;?jDo;65v|f`$bL67BFL1pDk$Di~h9wWQlk(IzHK+IURk9 znNIXi#Lo4Ck9j$=iy{JE#D60(5;xh*(Iw`WoCOs4)qG0xZG4vSeQx;K=-qSAA~1Vy zCjQo&2#_VX+zzMPdLzzap@EB_lt>sXb;iD(%Vb# zivEpxqR05vJ6{W=bKABg061 zVcOV4mJ_)Sp!$6L?P_W>S*O?(DK$zr$agoio8?KEb-hia8}eV{mB7)tOl*S<2Zc$#TBvK@+8xddsMB(47b$}1 zhi1C3yz(DtOc#-TgWf0!um404YiU*VyQ5>sR#SdDezoEvLMNH`lUl}1KUUC2Kq)e; zG!4Zp8(t!y4C9kCF`cEDxs3*xqShxATMR5%BBRVlJdSCk9 z(tDzRv#$=*e$?5eU3b@z4;~GkhHfLTFIiqDUh)qqooQ(sIbAqC%Ku4*meEt>)`BMT zppwQ?q#m22&XuJJ%heAz-##-g^sLxS<_qwN#1QLt&YLhT0$G&|@_LlRLXg3M(k zBP=wi&BQM`T>`F6N)Tv#pA&Dg^GdrBX zovGZVinv&O-oaW1KaU1amaRbRR5LqcE%Va}G!K-gA>+*;&hx|{Fn3tKL3a&vK+(I> zn@ZhS3f6R#NKZEn^@ik9*hQ|3h;&&rdV{>FG-OsZWuq|o!}5L~<`93wOu-M0!e5}1 zD_v>5P{$D+oV^?r@`eyWLFWo?2+NdyQ>u|86M2A}xVm<7tP#{PAcNUsU& zjs~gd9c5wTe=DiWV1brWdV%h%1d5`d<}JIQLm;k?~ z5VjE@r3}A-{AqVR127y7W8rG^I+IY1ms^8-jCmri1Ixx>BMwc z8T9M$z(_h$2?9-=l01;Bj}rZ{HwnE15!c@_UBQE#*h$62zH2Iq_2fHVmL&&E(E}yZ zH_CoYGuX)n93H*HL~)z`s@&pGj+QQOR$kX@)oC%yjA+n^0K@2RQ5rRaNsOjp3wo*k z0JR%MjNhIfjlR82`Ies19376oBc^p&u=bk>uDC|v2Bj$?2TV4xLL9FJkud9(7Cf@G zE=|yjb;=95I<|(EyW**jho~J>QKcoXn25>T%wumwNEJ=%JPdArBS3=t=;g)`7Gp3{ z?ev~q>f!&ISlevYJbpL~tFI!^9NPW(@a=cp|I{tdJ~y=URgXXM5aMo4Vwb4!<^-C=~qW0*vFQzg_2_*kfD zOnba8>Y>J%hjqk7I+P0G(dyaG-?=3@ejZ4P5E(4q6s_eR7IPbH_`OR zL~Ak;u@Vsq;Wf$uJOQm@h*yFTe_7knrk_GLD0=0Z$BB`pvAS51hr#Ft&>W(#50iP; z+Peh%%>7wmnbcwz1c7pc%MI^7Z``l8f?Xb2A5q{|C&~2i66;`i$419*(^~lH$!^S{q`}SQPS=Etx;RvlSibn*hK=l&Zi1|(9p7?Kp&OQ7dIy_SMrm$>8 zB^Dk8_ULyYo%|uZ3$2-R*4rOAdhTdGP8V&zKc);l63@gX*tq#-6U%Dj2bgcsR+S;< zt$-9&I|wD9)fkvB6^g;;$s2?yQz;89S#U1Mm&d)K2#LtP*~UX`YFN|?d%=#UhIV*& z7~#a@9Xp4HZ{N9Nry%>Bho$r&>@RcBOY}5CG;J$8HR>!iG~a56mPpDZyLkLbi5^RS ztlmLQPH1HEu2d)y{XI%6?Jgs>Ztgw=fJxugaqvTilJ3%T^aonwjTc{Qsy5!yWG7tX) zR%sYW^c!V}LGMwuQbG9}_cQL%lHGG6bis& zHz~$njIK0Kjrml57KXowtW`%)NfiCzJsAXyS)5fwtlwUFse{mA{vW%eXRm7kof<_p9m8cY2}t5IsIEn;(J^n+oxg))KHJ~4z0 z+7mlxl!;-~tXRgdfrT1w_c*nCQfU{H!>~hTt`ek(iG37qCtg*)hjK{YOaBvbwJKVC z3GD_J^Rtw9M5b?b^oo{yxbh)>w>)~+p}gA*@$QiOF-AG2g~7;O4l>k_%l?yV{wog}L@{5s{i)#+(&tYw;sn_{(;^Q4KBy$XapP z7CaAf@x;Y?Zjhd|i+3SSF`49a-nF$l=kV9@XW|v*0gzlrqELK=I(b;}C{_nW1urI& zC>uo_No6%Nk9{}97fz3S{jF5igxVg=45Ahu7Mb8W#dLr(19_!jGB0R*x5gB_Cm?aS zH1zmMm{M)maa8hLeDc{2Ma`lTKWNEOTxtGnr-rNmO46uT$QHMHNPUtM7pXlFZejF6 zt~CD5Cy>Hu*PozJn3fPx8%rtaXPpFjtp0Ifv{_vfCa;h+9`PX5pn zC}&36o=RGujcJosP-7b{C*DW4zAO0_4un!W@k2@RR+KLluRxhIEdk(022jcLL>Xs# zU3z1QO)E43&Yen!El8|p68tXAL8-=p$%}vn#u2uMzZO%V)LPLta^(CXN`J=_pK!^j ztF#eS)ffa&09kIr)G2`#{%%Z%)*Yfxw@C8MfGX(Pqou%ypN~IWqqabhgT%#&d4iN>OJIg!iVkib^#lufK@}??To>R$38j1d6Z6_3^%eAm?Cji|x6;E& z|02>*>^f+v9{<92ld!+9qpJRDAV$?VZ&-Ow9Y)u{A(U(5V$({Z#v$TKtPf#DXXH9; zf4b=mLMKQXz!$`e0c_Ty6blPQr^+p=??nQ%-f7K50<4XGM)#nrqgRSs5^CBQy)b&f zm~p9=?&4^Toh@raM4$%oP-9ZA!tHfJ-E59t7MgVw`o@d$5$;4E#r>>Va#%=+F1r1` z{I_ktVoI00=DstVo!)zae?V8Bk5XNn1IXc@p?6F{Gbf<#b6q}pvcRUi;(r5sQDzN_*Z=# z(qJVY+lv-alu$*kwY!8;a0umLVco^Fa7>9Ys;KAX5K2omQO>-)jqO8zaa2@{AbN>J zSy>3HJs{5LrTxnC)#id&ksrlMd*mp>Hd0%g3XKLQef358=oi+AHoX+Hp5D%`8ZUXoZXNuVKZDl!tGgah1Y^8F_HEf;4*uKI;okS($a>Q|5xZ%&R@5eHykk-wwp ztcCcCJ3(bP`Nc?Y3Y%Q_G?RS4O8yQnGe91I#!RR!dJtr*isWE3{;XNo(m&gLqkxqRd)&Z2*eCX=L=Jf8=2Qu#57e9 zp|Lia$|^IUrxDapmq{=Z&v{mduSIp1D7=!NE)U;{s0h8IR>!tTIl)`6zBbJAN>ioF z@$aljY}`Si61u^P!<53Oqyu>mNqD2yR&3o-KcKBV@`J634`_XgTqf#=@GJ4Gzw!ZC zvYb{|K8Qc#DRAXO_)9kZaN@6zB>ws+{!+;NQ1Z`@CI9?5{;YgL{7*QO+#qwi;nZJP zo}@@yprWyXwn4@J#QsG4TV=$m zX*5=>z*|lo&`5}a2>wHk-fLw8Xc$>6bXlyrM&HvO!0`JMo{D; zx=X~C9;^zLV^XvyEJ1cM!1Nf)tTZ=ERC$PHcACgw@44T+2=J>2_Tq1QZKy1riJNQ^ zB#Jb%3I}8CVWxd>a-d}@Y7;J0lr3~3MWpzkUfE=`@;k*kYJ+G)8ikGuyX!<7UhPIC zD>5?*iS^=j_Fi!5nzW^%rS9RKopU3X{%VDS0r33K36xfCM=YN!)v)F%E8*a zXJ@+eo>L;L4T6vu$Y^bS6k}hf9n75g<%k_@D~$hnD*h)$YACLVQbx3}yv(mo`O_`L zKR!}C*fJ6CJX}638t)SO`LH!UdIMas(Ga!Fh}dX*X81w4e{iO|VVIMc*a9dvBJy7{ z(@EPTBkxIDA7eg`NyAj(Lwe73Qj4CY9vIBC+5-WJ0%&zCp@2^Rr!TTWzkmj)7?dg0Yzm93`M{; z96wleHhdND5{yoF6|Ax|4yypk*8qNf}^59T0I}_XG_G3~K z@9^m^4j;c%X|WG2!pC>xpYfib?y7jVk=P4$7e)L`mC`5CMmaVxotRfzf8wQ`?)q@XLqh?qn`^1y0oNv;W0?hB4qFpKG2n#AN49Cji2C+Wccn;z zV{#66NG0RlYcU~1H7{oP;SvZ&be!uT{ub4UD4K;cX z9w&>SVx7WTK1RfgRxPHcriNK=N^9>%#Jw9WTf5<$=?f*Nak{&_IbKj`+!oQGf_nHa z6qq!J%RzgbDdFH58q|mqeV3rLQuuqhBvtuk49MM;=(A!bG1>vJnMR=#X7)c1KMPfu{Cp$j!rTcCSzO?1nrPJ9nBOW%k z|L_~+!@d0Q)&G3o&&Y@S_~Eyo{OJAi;eLMjx<7mC*W%6`Hhlf-e*b9vENu6t&wbaM z<7apBw{Jf5kw1u^9SEO&qqRAHb{9W;%jZ9FJbv~Pe)iUFzx`DF?4{we54_{G@w2=6 z+1qaT{9DW}QAq!`ul&OO33nr&zT;E(|E}(q#H)8+^WbOGuR_+}dGF)R&(g#(Bz^B%Xca?$3O<^7#B~uA#r4IrEkG-h!inQ2tGel(hn7 zsY~zZE({b7`Q~l#^^^cd( zAL{UeKcn#z|5Qd;`YRl{_U@;z;=jaC#eeNl$-h+m5f8oiN*#LeXVioCQNz?g#qz{M zF&Y?$UWJO_i!~!Yj+ru%PblRs`u%7)e(Ox-JYd3qo)rH5fx{#?N6rc=LoD^7P1 zVLBqJJsrg}Q9gdA`&-X$rxUi0xOyd-u@8NvtwZs7g<1rn&oa zUVcGtZn8{=*@zGmZ6san`=@=3Ny7V|1IhR-FEME)!eQI})VMYlMwSTt=mdbENi8HX z;l9BLZ%(3j7^b#Ahmik!SSOW#3;+8~{P$F4L*?J`-xJ$jBue;RlM*&AXC z{D4UbZ(j7`>JINSDPeLcD`CZp#1ekcq=erMm9X+fqJ;OGlrX%6En)eKLZ#1cMaRKiB?4%fd(l<;Ab68!5}3G-hhO8AIL3AF9UE5p?y7L`R>{b#&_W^H@pO zLP?)Aynmna{!=C;zT*xifYqZH#r*8kCMCS}CRW1Gi$n=O%u48$)_rW1lGa`SBGJi@ z2%Yp&$yetqDp`om_L9w%qa`9N9`{%scKq6HttAr>B*{#1Ap21+xq27|jpP_Ra&;x%Zx zJO2W5^tAf4<|OK}upJ)zzQf~v#nH#0QE5>_!+Y#mpc3=;Oyy~`=#1gE1f>|Ae*L<# zs4Nff+yH-Ard_~Q9r)K`9D5}Hpo(d%F^e`!;!=5hapF3^(_Mrk&8clHVP{M%Bvcys zX})Mh@QG@|Hl9GdDdPGzaV-nh<+1cWT1TT95NJ+qG(DzCI6r&4(|88^Kd#ie~1p#r+o;g{Mxkm zgAcAbiVb1d6ioLyiNgZe2yK`_jaz-h{-6h~CK>rlTQN=PrL?)fSi_1fa zFe+4V49sLwrasVPEgW*z!lINGD7QO@7H&Bl-&-LD;)iRv$t-AI!qpDN_&SKBpxHiQ zS-!_y+9GWd4!b5n_~A>QYLc~=Jg}iye841Oz#{VE}_H-onoKrFUoV~<+E4F3uTq( z;AMoa$boM>=sieVPr~bn$k-_&;VZ3ndC}B?b$XUg*d)8belsLq5;1rm=&|g-aD}o{ zGIc~1f?H5tj!f#)p7ATuMhZfGU7VbJoNAkoTLF`$> z78BlgLvBRZ3SCaBOn%$(ZDdK47{m{-cK#%(9oL*7cimzBE6Qgm=^SRDsV(6RF}OE1#noUNv0G3R+Homvr@P)bc!L{^bfc@>d` zqvTjc$T$ecpxiim?LV6BL#lR~+Qh{7lU63fOF3JfY@Os8R2tddq}(5r}%i-v%T@Z;nL zE5esim*@UT-9jw&RLB$_Mkf?>RbkxJ`}Rf{Eb#^Gq0 zZ-g{u|A(*#nRlFG4_&x4vWAYZp#u^zSM+fla-%f+Z^RqkdNmU(42E?P)s<9UMOcZ2 zg8P#OmtmoRHltu;1v22+_J*Sg#yd?M7(jbUu+k!Ss*5ENta(s8U3nA!Cv=lbB=h{^ z2d#fRq-4+uUakf|$xfbp#r(Yz#O&5(GOD|~ zA_rLFFl;6agNIIBcVZqcbrCB%XYk|9#*@};gd`q`NxZ_5L|5r1%*>;LQcq-tT%pI;5r$nf9w;(#2QTC(+6L6=U@gYsF;6YAEOD z$0h&yi2po}=_UU2G5<>6yVlhEK4{IO2Hp?4l6W;fWKF$Skm%X%TzlPysMq;8aJpXf z=u(|(s>k(c!+iakwP;xp+z|IRKTo{n1#gL-cEZrte#M$04X$5uC6R_JuvpP&F1m^M zg;mU5-=0=QveSR3J;cQkx1KN4nSSChN4^Llto&e0!nxg)P)z!WjNh>E|G{=ILbioC z9R;CrGM2)w`$G9*xy`90g|wFDP=*bVm~Xc1%Gg<+jc_W}1CfTC^F z;f2q1nLJKAdZ@W(Ug!!!l~6!a+O7(PAWq1^4Qvc1YoFYgYYDvb#FO95;~c;cZ|?>=+gndXFFD?cMr<(;M&4wDvcY{A&v zZEa&&v00zP;T<7gdE8klhB?(;8e_}5tohO0<$hNZ(m(BSCGmH_o)ybhU}N;5Ad-vz zdr5YZH)|=iT^^2M!Lo3CR;}8NyBXTE%oS_3Wi_Uob9xUKEazjEmAGlX-mfRDS<~#Q zC`eqD*vE%?5&mHuZN{^y||eD$WVGlZOqIqwoLx@{@xq?G5Xcs4yKt2M35VUYnh9+dO@ z@-Z{2{g~qJ7aWySkt4$!TuDfu@H#=F?_R#T+A*>uhk>dAe(g&LG3Z zI50t)=i}103%K=0+-pM%K^Jg@z9HnX`;=|)U##KCYJ>TlxHXF;i9?}$xt2$rkB|hW zSKp)Ef(V9)o@czz~#K0lHiH5vGsMf=}53c$X(>0Ob2`>9IvrD?1Ia@QZ zH!QK8NM!}q6C=r(;5Q%g%lVv$U&W0q)Un)Z&6$SfCRY*z$8zHX3V>m48=X$4h92Es zjTpH@*1}~)ZeuP1mk0=mIR&ppI$rl%^P}N)uPcdx<8{xu0CgDTZJ`a1FK?hAph&Z7 zzD^S<%m7D3CX0ymn*S@J#K=!rt0^n;_vCO{i;y!W;k%L;xOv=7Lv3Uor^E%Y=Mhdpnch)4h|NPqaTHCH*-$Yt&RL`5#S=aL z3h1zDbgfmC)ie&~Xb`4Rnk++Ha+`0ljQN0M%=@i)#z1yL>#w1Vie)U(E#n1io;AyO zgDZ)FTgH;Ow!W2DM9Nq^|k8v_$80A;8%Fp0!f4V!JQKHorF?9!i|=H1eTP;i-`M zgiuOvT&CN=?^yGy*}!kQk{GxR+!NctzJn+ozDO>6n&waSsamvFTJ&(lWfgZn;9Vj+ zo-l?hqQqA5Z`NwcY8CfLtJsG*JBgVmG4l{JT2d|MV=;R!0xZ|f<6o?q*39D{T}cew zJiORE_8;_4)BPdU+13u`Zq7h^O9wZ{id=hsf4(Lej%U)U!(XAJd4n})8k$>ONemp# zT#P14sYh@VDLOQl4ENggp6Lt5^r*GiSvzk|cHTSlsAr?j+oXNC$`YOm>q;HgL)Oe` zu-@-VV&JgKUWY1iu@{dwOhi2)RsBA9a|X0xEpS#qJqhRmu4NGn!~X`&0=9ACQZ~8n zx=KfL!kRM;&7v!bG@1^nP?=5T8bSvWl8fE0YtY0+bclrY^0RZLT-LKC)X<{xE>sJ! zO@6={HnUCA8QjJi()Zw}LSvCNjPJAlRn6YMUyyKE4|LY_)+2OPF}Zk3&=in$j3?a5 ziPvlmS?fPcemxlh05g7X%bCb##3hL1Xh}s*nY;EDGijLas|b8jpDYWoR~i7 z;i5v^AnJ(=y>JUAUo(ztrt7%mV={?P){hvg|6#3`tXSO!uPxH*d1gMJWIi7;ANy{= zW&-X{tvS?y`(sxU(r z|KUS}@>4jvAWt%rkBMbg{ET76{iW8tYleG3kZ>5YU5AJ357)8(r+|WWtW{%QBZ*tU z1z3h9>)D$!d{0`dAS-+~j(y5nz+3 zI1muh`hdU=dC1fxtY<5R?%S=!%L?7*oTwv677+;k)c#}|3SMo^lZM)>TuBTZwHrjV z9E6qM)c?dGW!NrE*O@2%>l|$v!4F%DniattIcCO^6TD_s0GZ%5fuo^n`2*IRX*j;m zmBhetTzJx-#<2=Xz@mqY%&%HApB0%!xhns90s=#U>F2Fk&>;9lR}uq2e zUoudyv=$~SP^(b?l;9@OzYJAPPg=90LGub%5(9^3BTCtu<;$Ko*{Qb6s5j=kU2=Tu z)rg_`4r}4ELbWl6VsvnqPcfH3%usFg?baM=h`rjCL>e)N{ESTT@O<5Ygydq56p!n~ ze#3*4n97TTt8r2xLZe9>Uy+(s^k~CY^I2;JXSW(`ie%pMDsPI_80HY4vF1m!nNPct z7&uxxj$ZPs*!mI81{Jl?2}AL$KH2Rvf5nJ?*;@Rphz{j~kpFOosPLb!V;_OObztQQ z!zAU4)*NaW|E?>Efn&UJq*&=7J5$1)!A&|42iFH{^Tu9{7{O~+3@Xswl=B65`80P* zr!>r1zUiuMx#{d1t|SHy*osHWtqxTm8G@qJJBH`hfx)vfhqGoCUKCUe6OQfHd}!V1 zCRY*zM`fE@59o>Q^;9Qnz-ZQ%jMzigVrF%T*XL9|^C>w4+ zJx8s&=%(H=Ms;gZvSKtpS1#^V*Zd8Wi>mdnYgm+BNemo|J@H*F=`}yv#)w^~_2ziB zJ|(g=Cvb^IDy?S!IU_n_t&psU?#+#LaNUk+MUS>K#uAAP&P5@S(iIIemA6~7s=@yj zR}uq<|2C=|IMl>Z`)%(qO%Hev>n^Vb%xMMGGk~7;BZm6Nt%c7D^=-VhQE;Cx2=2M8 z8qD+Zt%k2*x5a0z`P1nNs#I4pWX|Qc~B{A@xx$cnP zM$e4)vKVG6#ug0LDQmH^g0((3MtsFvR+ujZrSaMW|bIpkYvTB{6Ue)`*KK=!U1m)pCRC6O(8d-ZL)$ zkF`iyaao(g$<@U&ctZJc$diK5YQ2}tSo5MG^mbPg14n4*2+p)^+PbY6)Od@CT9V7bxTB{%{qPOF)+eijlfrw^C~*XnP-W`AZVa!m`i7qs5{bN3;6HWs>x~rcj3IgST=Fk zR(zjVd`LA&aji?32UA- z=>8 zDajM>$ZCa`&!b?`J9Fe{5~|soGHf5U7BnktH;80UypJm6RP?gML3OK4l^!3mW=n(c z{jMZ3L+HG{?pq1NFd*g-83PB725ofOo~YN~<W+^D-DysbR{93!B<^L$axc6#ud$*1{AK{@~}9nHrgU{v{S`m zFYYEHuZ^4OO`}V;PuQ+*UOk{WPxsaw-;oh=o)3s~x|K+9ZW?V21yMIzv!@x@HdhkT zz~+F~d9>MeUI`Ltz$lhc5!EW!apjbEwq9@;krlG-*p?mg%!9a3gEjMvBkcswiu+$=a{qxfcN$V-t|Vmd9Calj-9OvQ zAl<*SkGS!y-)vKMHfD#jf_25%@`KL9-&TI@bn2 zlo*frQ9AKrQz!m0YhE;^|EMbo*@=IIaqD-oYyD|n-0uIYk^$t%5Xkln z#O7?xmb7NgpyKSC;xsoV1H$hLc4McjMq7qD*_GCeX%@9ikm%`i`|fgIqMScX6QC$x zBjy|4NT*$=b^m)jf^QtRWRq*glhjdZ&QuuC{nmQR>Ka~>Q;wo0Oe0Uh^C>@+PlVbe z9(j5pp5i=~m^}R+YnC;r^R6Uhx4qq!gmfNkaD#LnuA4W9)fwHCj~RM2edCEiSZEQB zN~!40_G320qP0G=8shH6td69KoeEDGdX`+QI$@~T_N^J!%l8dMcBRQvcq`_wJg0*V0n!#Pz)*s47bvCMOu|04`SCm}D zvMKJ!P}2PdYkoCrc%3VWv^6+*66uV1@!f%hiU_bmiPf2e$T(4cK zS37M^RL$no-nHSHdDqbYRX!7!S^T^;Y-UR(sf}e8KVd4f_!;Y8)$Hx31c{!C?*H6! zQ%beorIvU2^y$>F(X$mhhCj6yJfph1n=yy!G%?u^1C&<&QY&Am)s$)eYEvBY$JQKa zP<+LegzR)*Vl?|bgYo0XZ=DCu{jGVJyTZa={koQDgOhJ@Q>Rrv)g5la_EmziVww}&viTDzC zL#4Wyq0nNdH8&biw+Rwg(cA4-h85g9AdZi29mG0Fb-Grcq^xJ^u$n}s&H8JG?Xd%UZ=*4eHSz1{J9&u7-|OB&sZ+GNB?mWDzRDe}snUhS*R;GC@R!XYl$BYmqd= zn{*|SHav$oTZZcF(i})gE(R1eY`QR2SJzCvGh-EO&qzmly;`y9eZX4DSxpZI0Vny( z*F*l|N#1HxvDo{pInpfW`&~&49J9@*>P@kG=7?Oihik%(G>L(!cQZ!q^VR}pMQuxN z5*+fJJ+3QY4i(r8rB=Ua&5{P&&%2TsIBYi_>ogHg;luZdK=ii%)Tz6?3ZqX(*rhnl)n@kbmJyA~TTA@%niR(COZGGIQ)cX#3^r zE}n2vC594yA$H`cYP41$KAZcTl!5#L+swLkgPPu*&(R#5Zh;rwpY_6XJUU(_p%zTt zlQZ}^4_jGnI%9RUwJ@5Utq>%x;&fxv1uPGpI{o1J3(>Lr9&X4e*OK15XDdeWfVJRR zdp?F-x+%C;#w|y5Pd(Oz^30#o<&9N2`>c7=z}W3dLU#IHjAy^+3G2^Kx7s{M$C^HF z+orid5;AiW#_JWekOtNTR}upU>yEQcR4k$J0#mjC zQ~B&ymRNns(7xJQ4OyYRBZpf{q#W>|;^q~eUdfwRQump_QJyelW?p5@rUv-5D~UAV z4l^M+nPP|SKtggcpvjcDH0$t#$41WW*~|A5!+EBB1UY}L2^-R>lx( zd-n2~SHzj(BMe1xpRi^}GngN8C6R{80c~k8ynNz7LUQpFu4#Yb0t;o|H`_v4@AVt! z2=$J0L7~&6qRn*tdC)s^38&aK3ndCwFO`F-gn?FmE?zGCOKb4V=18&|m&-nHS}yyl z^{;AH_x}kJS23bnJ>s>*ahTx44lD(&j8xxX)2-=9caQ*d_;j;mmfqWrJy>uXFY z-i6kzXj;F{m4xhN*9a1QFWcHYg3SzNK&yCvt>0F=U^ z2{uCzcZW4g8f-(ZBnA%KeF)-^Vi%jmPX|-9F9kKU-lKHNqX7R#jF5co_wHp{$r0Ptnd5$QtdBfMJlVi0(sKQ?qBaa~mSRv(|iTR&vUf z#K5g&=#0pzQ8Bz&JMCo;sr*{@&lvm5)(Xgq{mxvSB*;_we2bP+dZDaTH>@$`ygSw` zYA`olNu*(R2)1Or#^bjG3CYEO=MbP*62LjGT5~+8A$k(WSDm7p?NVlCc+d9pQESa+ zwI3Wd7W2e+Da3|yVyz!SEUyXwkToNkmAqe&xQg-BO^Vh>iU?m@*z$(ds=1nV&en{` z7pxVL6%kKG#FzZWQ*4Q}!iC^kr_+tlG!S+k-ke7P$L+2NMB zl8_@O!+u30CwF@X5|RrZ9~?+XUGVtrKqAbyeE)3umYx$#=dfVwxpHwL5S2kEag}Ht zvyutauG8+Vg!iiaR-9dV%o=U8KO#wu*_AJvvMUc;|Egx`=LCtXIQk!u)sYzUAFSaD zB+Qohlu6qEdZvln8~o<9cT!wSa2`99q5Fj1yN)#2Q%zYbEhALjyOat`lrv+_r^rTg zfqEz#9WjYvr4`B+CvNAP+*#Y2Uk&7^T}j9;Tw^=w6+gI+G-7idolHWvPkMBR7_Gq5 zkpf|TUK04Zn={7mu@*Qh#y5-g)QID};Ft~rR5(`PG=u~1wq{L(^SfM03>?l4hx``G zD5=nx`Z8w1-uXw4Br)vKhJpK8Ytga-w-KkEgSR~KMtu>yl^O~pT%zha2@Sc{*vyACN4 zkH~h0UX{UC`ByMD6d2~MIn*$|-Ic_^F+LDgieiI3%IK-I*Bb)3^=8}0iY~cdq#6LZ zU!88@9ago1W@^8IBMrv?VQbZ7#sAK@u2jlKR~@owqU%!@B@zt>G(t3W$TghXb3n=nM_$TrGeLWB{6XD)}JibE>f;j9L{D8Zp}>?u=iREmKCrKxXnOt#!HNb(AIEb z%X_TZ(V%*_D~W+al{JOaovk6m_6ycRW`!+v{pfttX%|0h{p%V^KkZ6l;3$nm9g6x= zGfuLFLt(iUor2h+^iT`?X^}BXW>u0-vk&wb^Z#kBvaFaNin}WHQYmvdMwa6$0Y&Ci zCP{U{h7&RV+?sdIV*bpP#K0|P*AeVPyd>6}PM-J1oApW07f0s#W92F~wBX2;7G@P= z;!ugCaoByzcCd2Ope9H8Trrd+U$0`m3rX_6IBYMJ1Uq#UNtE!}aOvSPYc@5=7rT-e zIOMwz`O`t`PhazHO8#Mo4iLw>RK^s2H!r^4k@Z`KeZRFbvUdMGvQUtQVk;6w%#)h5 z+93W_rPT(-DX2Z&aB1QmYc@65^R6TY4*N@^u|b1hL|<9)zbipT+QD2z*bpAGR!>$# zpbMxtWJ?+Z@s-bJ5i9k*{SRC7t69W3R}yK9a9r+V#q+Y10}08+8P}{{xaj!atGnp9 z7AJpEwK0utr-F8=UQ8x^Dt{6$Hon6eBC}PJgvQ0jubLJc-)jA36fDm8arU|PKU7wccwVEIQuqNm5|S$pET9=_yIz1~LL z?>CZ@7v(u?_J+;32FH2T}j9yC&u}T;*A0M z%dMF8cw=QBr{YEVVwguUsE>~)O=Px)Y%`~=^^~Sa&k4iVV^2K(XM4 zGY)XL3X7ohOv5_qPgt|40sT2w5}AQ^4mvj;y&N${dd(T}1(t9Huu+!XBnd=RmIeC63 z`B0=Zy<<2H@FLxoP%|8;a%H3#)A?Hl74{yCF*TRziZneYg%A_jdJ;1qi>bnHD&d`H z&9w&nzq{Iw?5h99w$twk{XNn`4(VYk3cbcf55^!CrMKEap;RkB-ANa&T@fX=kDb<< z&f4eik@jJTb4g52=Eq{@6)_VAVkio}&6;h^Kyt1m25ulHrGa?qc-Zq>Sok$q25!GC zVk5u=AIc_1%iuB=_>$v#e@U|mowinFRug(inov3l&trZk^`Mwep4Gr-uqkRtSd?Lx z_z7z%G>dw`mBhd;>X5W3UI&sJbb5?L9+whG6({Ye9|YNYTGmR-YCR*;dU$5z?;30R2^$IdMWJQR&g64Z~Bl7A-40 z8^xMf#G4^mw9vF>UAE>&Lu=fX#K6%y8(qgkF;umDF{qYH^?EVR7qh+pQIv)keMr@mhGH55hF5k=R;Ve7P2mQ;#&Fl!uChQ|jb(8R0E7 zohtSgYf&`wdXp=Oft%NcN6Rf7OOF*4?=Wqw!rctoYF>{v4D@HMMav5G#@tlITfQK8 zOU2_0PZ*|FpRwjgL+jJ7B+_U(1hFy>=77n8gyiBIuG5Mz4u0R&je~dMmMPi>={awyz3 zI7IdZ9L6*9#irTz6 zmEsU?862u;nD7|3W=g~34p$P=7Y;F`{a(piGvbW}ZS2tY{05e^;jxm48QwEgk64S8 z6{@v3`kHyl$2=u4GAyQ@x8_E}=&UP=G)4|Xo*Xr~=Q@y(Tr3=nrQAN^;X01OMI?D- zG51M-0_)-v*wgNv>QvjfZV^`~CWp7K&4+ATZ?uLYt8Lu@+Y(YBq?SeB)mV!7Voj1l zF*<|Ez22Hh&E#I|N@Cz(quaOY<87}%D+uLrfU3EL^m~TxS&Ntzv8}m_%p*@) z6Fe%&85Sjf-I^y2xi7eq7&vl6N6O>lxD*KIz=Zk{7@oo+PSC`j*A|sk(N581m%DAY z&vwX<7}bBW7C$ShJ95Q{|GbLtq~Jdv?{ih%r(vG^_tp$*5P#j3#K0k5L*ejb9eD}! zMHPnk4BNKr2Q?j8D*|A_Q&fDaB4k(>+-%K@hR_CA5(7slFAw3uvTnW6E>D)9;j2ZE zr=*JxgUd2Une2&{-!ifK`S(OQNtw4C$|`fFD3yRAjds9@X^C5|{1B_BTaUj<4& zV~Hu7@mWrv6F5vbo?XgXUlOWWTQX{YW-Vt{)VAfu zLOyXm5A`W!0ZtB|OH6CIe`3v)hTk6w5?9fwtvKb2BkoKdE%lByzu<=cM5)?%(OrpH zhIk3}o=~>Qn_X+oiKg!Va79dZm;cR(_1l}>c)k#x6RQ+f(YB}p?g(zCQtNXyX5?qa(b5pJrajWzeI^8PdR`Gk+nLOVPYt}RiK54>`O%E#VL{?5y4zbG zDYrV5(**{}b`yFc>vYOh?oF7ZT_XMy6`A&oGR1x_L;rSExW=J6arZtP2wf&kP zaTQ(vt&|r&JaX=W7b`)W1)m(0lfFOWH;mgqS}P?hZnug2alvo4^D*xNzuxZOc+lD3 zS#zkt_BXC1WcU1EjC{Y{|IIz{m3tMF*k)+YxNg01P&2OWy>OLV4b>stcoy0wYwk2m z*SnG!IHsEq3@Zmpd^(j7JAYOG7 zakqd^%%+S-`gX5~5(E1=YXxQn_THSbQ6Vqn%tKDzAD)cP1@t^?j1CA@MjPX{!2e>+ zw+8$VyONOo_mgZp{SN)GSDaA~clYcP6Mn7%5sFOq;JKSK)?cv}I4jm(&S#FJau5+b zaDfOjoWRpi0r@3s-ZVUa&y_?PPY0JSM+J5#4kRQOgBlgCN4lSD{AibxxGs)n_q*r< zjMN-|_NHu3D{dOpJmUHsaU{F~aY|Vvk?o=tfW%bZP;;`>nk&ta76}qPM})rb0$y>X z+`_%^xXjI;NGDrT?^yG@t!2#GkyoN1Pvu4Fwu?+_X1lC8(X_qOm4xgtx4Dv#-Ig)$ zL$`GxA-Uih6bBMg7f-t`K@u08vC8|eZkrR z(Nyb{Uz-+xum?MO86IIW@NnKWE_SL-?85iq&3F%W#D^%WG2Vl4eO#*4u{IlXHzJi8 zOO-;8 z$BO#9*U}7I{VS*BoBk*<-9chjXkE7$LnJwAv|uk$%ZW zwRd1fwJL|5n&5^O?F2W9FE^xohpidWe8nAt#MSc^d0MIQak{@3d1|EnIVs0izcCue zOlVks%V3?i)=^g1o)>F6kR>0vcsjX}X8z$>jlH2Xb@sE?jA~$>awQ=<`$MiIWM^lS z`cK)}Z;;a(-#b)p7R6S+qtk)+2qN0#Aha#r7W?<&mTX(Ew^mkG+d_47H~~YI?HCxv zp1oi?K+zA_RGfmL=Hj*1OlfxXZGuEkr_ld-(0vc$bORJSUcyoJWl=1%OD(5GNAk`; z-9c9?=7VMv$F>~C?9@AEJkI_KX)&@NvQ}bNWbezBBU$s~EUQ|J3sLheRaC4Kw%YN| zumtudFY zUq;Cg7%iQ~8~txV?tL~tEsb8GR!^7(cUG!Uwzva?k{v)$34gdNNA zr{TM#UG|kSo9)dv4{El1B8M|%gdU{XhMOA2&B(1#4Vd5xHN*oJHao{(hVN8QW+*+l z(OL-2sJFS27`Qp@jBVmjoM2ZE-|SU{Xz?AJ!ZB+VWc6S>4W^);mT9U{Dw6ZY0=utlZw8z+D5XdmvYql8N=GLM&NW2o_5g z2kpulMvQ`>ln_*x$PAu+|`P znq;oxJn%BpLjN9XW;BrUt|T&p-fo#^}R)k2Y*;|7fk?thTl>$7wL|mhUmN8;W)Q&YB<1X8y*N#K6%yd_1V5 z2Dpi3ILxGQ=SMSW^K6M`PdN7aVz^v_A*NIHo8BXSwG+^B7}V)n7<%fpn1`Wmvkp*P0y-s=HlDWQNLp z%5})c%@T+rD11=%+9vz$re3WWv7)tnSrOZeO6$T!8r{L4`7*C%re!GKnj;Ogrv!n)a$Hy(UkrgR}!+P zJjb~8doC4L4I>~gQtXlhC;gJK`IxmZS+R*qiisN?8bck?N32=Vp!uLHiGf42lyBtF zVNqW&B)@4bL{>!_H90=CLE%UVJPa%B|L%(LBiNkE()^n%i8MS82uma3 zg&zkJl8ZmT*%p?t!w?r(@%!M_UGZCWI_NYpiq`^MeAm2~%)wL+#%p=^^vT*tJmXs4 zh-oeFrPjZyd7lG<#8nKAu0IxFs6!H(76@j)nRxc5+%aBZtpf8npeeq4LvCE*G~e^a z;1#9_>QQU9G-NKgl8~M4TNvDaM^M)v#^o;cDo%8x%%&H1k<;8olJV5+O&P*hTML>U zLb|#o<}`(&41-sg^3t!eW=n%`+Lgq>A>48%b!p*p%2E{lsb$hmA)IM)5URKmLN5K*C zNBe4H{^A&Eh3Sg*U$o{(!|dl>No2;%IXSaYT8BKJ1HDbvA z+FH7-kZsCM(#4~KyS&Psf|w!m`88{XG{pWwkhqG$$8B6OlE1{)i{tbzPJ@dir(eJp z7V&p-49ofvkknh=N&5#DxZdVd%upB0Sa_-1| z-GPMUVvcau**nwnr6+x$r?_Zu=+w!x$qLTy+|AjR#;x_9)s}ALn@H#E(`xIyG!PY_>2J5x1RRF2hfX zJN!(m(pN@`k$v7;gISTiH#d%R!19okmP$y{JWDE;O=3a$TK7m$dMB3O70+)xKJ+`R z`PPvCc2^Rz8^79>gmflsfBz|+$&n*LvwSHkRHj8QI%u+i^FW17Qc0A!u)tS6j*Pl+ z=WQ{lCIgWEkYv;SackvgHQl4RVko(=Rk7TsNG^)O#B~QgUlE^Owr{Rty$9$`dwEN(#QNZgWT`T*MUQ*M-vBTmD?DKCITp@xyu_b zH?hZ9>+1ndiqK1E9BDA{*W5O!*~Nj}SSVW_l^&67I0OTtVe32A?$yp5iBibgTnjg6YlisNfkEu$#);n)nz$-5<~M<+VYzd= zHE&wyzR8uuz|q{P+yq4~`cQi8j%(AC!?VSAjPOI&D#+@+Z_l;lT~Oq>wT>%gc-OpZ z=3PVomjK;R8hPBBT@Cajt|Zc+JA`~PYUGjMfrR9Or=SibBp1Bm=0HMnvClR2MqFSK z^+WT4`Y`^z^R+Y2%?wpq3$D4Qw7t^Cf1aG_IeBxQUyq!@;V_fsXT)I0Q#Lw`gVt4X z*j$@-Qqq*}lwT;7F~vJcRfZHm3tMf|O>Kz|S9x$@v@HHMYr8V{BvOcR+4U@bDzxS^ z@nZa&t$$VP5Z@_C^u(b5LFnrED3s`&kHpxdzh+nUDQi(PDj3(Ur%xr3X$xaf+Q+R~ z(X{?iR}!-8eTaeU6<9j=k=3-O8eHy`v(#TRKL5>HqU`w4+G%jvl&f51%2fWAH7goE zzs}0F_DrtF2dzJkvUra#exg}A4rHH9Ey|diu=4-OTH>tA-;is8vwU0M{wY4X`H>C1R73 zatzG*dX-iHl0atvjB$P1S^-&c-HB3`NCL4z7F&-XfqJrNE0jQi*|6qbvu06)`JyX{ zfx~>q!?X`ecFxeRhMg2^JylF1c*#43wAGgk_IFvUAuHH-e3*O6GpDVqiDFh+0a{P82Hb=M5-8QY(m@Vm4xhc|IL+z45Ham1{p*rU;8Q!zutQ;Ct)Vww~8S+F2{h~xY*_jR7I+j`Uq8Z9!L8518?tdC+ z@wrpy#d>s7-|{i5d5^VdS^MXbTywG|mXg$txY*PY^VUpg`n}zigzShr7@}SYA6K`! za^%R!DX-3n(V&@xBmI&=dDvQ*te~u-W3N$l5_6-3C5uhDo^#f$XwaN-C6R{4!NEx% z$sN#vgydpC)76z{n^Z7JCv3FKja0y!e#r*%25XgOH;_ieOMEc(brisqM65Q zTuBTZm@OlncAYBB3SO~1J|55}in3vyf0lL(*T<|y%nH}moFDO+PxGiCXE>bnBi1}= z$bHb2#K4hTc`j&F{X*d3iV_r0r+jYeC1doP*1}}P2s^)-n|!@VrQGUpxJ*Aa_SdW# z(SZ3CR}zBtL%`eTokXibCah7HCd_+kejBZrwSkD1UDb2alni4MmoDNQ90z#YX@| z62UMC7{1@~L)C2JSI zlTJioxv)eMr8G3?*)mLiV5M#d_gZtS8N%IyM9YAzO^Q^;(mV)E2<=Mo(0Cx3xVSmZs85WW#FWD z!1O3R6s$B&S)a0IT{D8mT}eo9@R%zJIWJ;U{LeKn8mdg8K&iW2Jq$bK2cj5Oe|Q8<`B7RcO$ zd-~U{CC;el?glL2gEQWdD>;j25X()2#$Q>pqXF=jt|Vkf`>HDm+1=R;uBf~J@|AFb z?*5Uh+uhe3y^P)b=-jw(E(k7q`|nKl?TNT=-+p_4rZgmAs&8vOdWZFIX$EzRAkni& z_kUqxNvz3)2D{30?z|6L3uo@Unj*VPb3ugWjHc6L)<3K1^sp-l*-2l{u=IN|Vqc_u zZ|^}**#$vobJsg9@9cEDgp0s~+NCm%t)P{=R6g2;0K++Ht(2^A?u+5f??t>X?k&!D z8aU%u2$gRLq4Ei#G}tTF>}jx1xRMw+?Dxd5?>mTH)fXvfnT~E4DEe(*gfPM7Mzt;i zn%<`XUlAoXgtuF(DXSseBMo66wp5dtc@i^UpQ`0aOfg)?V&)TKY8LSpYd$rLc#|uM zfm_6$*dq4B5j3jU&cG47rorCP78){qh=Ve>m7ZmH8UD6i(E;_E;e6~=zFgBibm)JwpT=n zVc%=5ri{I<+uyN%*qTqxBJOY{F>s5pAFLB*VE;K||FE?}vSQzdvHqMja~j}hTuGz> zcNnPUSkD850}08+|8O0q!m<8`uI^ZWPq-^&q&g9dHT_-Q0|-{J&jNR*je8@_ra#RI z!%4dSE}YOF3;cEmSNA5Pg4e}S!CS1cG}|hvA{7;glwjpMO$pgIS^uhLgwG2SS1~?_ zS6=kp>*?G`F?$P7zAQzZqk%&%{E1W-=vscup#HYCDzbt)oGVANMAyWD|L7ddNS1so zi-Nl0NSfcU=2JucS6xYDM%}q&V*}q&9YSvOaNQnl7{-6LmMtrc8*v9vt6Yd69FM%O z0+(S^>OWZXqrvsJf<#Yu*!N(YH;s?`laxFaNEFgN%-n<#*s`lXvm$NS!TOZgSI(R< z4#b%XfN6zlqcuYs1nXQ$$R4xWm4pn7*buHLEE}L6ZA*@>qofX1dcozF49~-R`<+&+?AN@b zv?;e{sNy#_VdQ44CCiH3hTKHRSw2uWQ?N4Z7Jj=mI~rDR5hSkOK)Lhe!^vAl`E;l< z4xVYYP^XWBp|CJT!E4eTT71V)eb!nxS)tmQt9Ft%hKl1)LlNi(1e|xuBB=10hS|?p zGpPaiX;%`mvwgyqgdAqsjQTLlI*^cD@FduQgw(}%xW=Ag4&-B3HwQ9wArNP%P2j@T zQc%Rf2mhVqAuj#bAI!8rE)oH9)Gurx^#%Aju*Oa`$m4xg@ zYh6jm&dg9>QD^>pSAz>X^T)4lXTJ9+P9vjI8yW_22*a2^R>u1EG+(yPQw1DG)h^Qk z8rUUzgbFsq(p;;Y3`Q$I5O?qk)<~E;IO!tQ!NurS`LHRY`7PGJs#)P_LBhVPJI97w zj$o5#xyDIj+7!U*FQ+H+v$W&>-?A1yqsnp6SCM%Xle8p{ajY@V6lpZ9dC~xxoE?z< zR|wvx>_DO#E+41$$@A0+D{NG&(bY=fwGhQ}3)ddwxUT}vb4a@CE2PE1zROyPS%JMz zJ!U4Bm5Wtys4vNiEo>~Sh&Cfpaj`Z;Rk1gr{|;-$HT2)=NA$#=7(7fz zFE@}u5i@S@l3&&C^<8Udz%c!>wNTk%LKR@d6$(WKSBc(a$WMR8njHV1ZE z<~(cmG+6)rKP{{qP6Yuju)rbr7&FBHgTdtH4=0v z9oH^bIqn$`$IztX?cI#w`fh6hv%}1p2W&VD?_JhRX~4b1l|&jihb)my zH1WLFfrR9u;yUh2E;!wBMO>V?5-w1y|B0)c?piN$*YH?k4V+GwKIrpr zdo^M&^G$29Gpe||2_3sX>fRiBy*!-amf0&H7xFTC6O5m z=M4TL(;(7~pR)SP*8FEx|Kc1S8AOAaruT8{AJz0;5F~mIDSa<#T>4q*W56&z}v=-aKi(2#nyD~W+4wGrS z3JF-fv;2znPisK@k}HXU1F<+t=qE9dk6HbHYb`)l^)KNZB`tz#UEr^+e^t}`*IY>q zT=UzH1U?;ofDr|jM<;k!;J;hmP#fjMa9x*z)XjQXK47#q>>W@j+`TzhjJOt8w?$mz zoUV{*9mTcQ+-NASawRcv6yro?qIx5K%6Qyu&3@M2GfVpNF6$rF)V|-9#K6_Q`W(!V zjtzmw*7wSE_16r$ilHP*4Qk5&HtV0&l>e+NiGeGBThtv|oe3NhA}T(OXB~HEZOH(A&|1u_09_w< z5{1t^&GYj(lUal82dx>=AbYPXiGf45;%pO_l0Ds_E3?yUkg0bJ%jc~{$qLI#EJ3Qg z{Gal^1x${r%0Gc*@_tO-A&_*^37LdcChtIagvm=no+N>w2(vxiH8b7m$Iy?N42mKm z4B7(1pbIO4D9_bh)OAI4S#@1?S#{MFR$NwBR@cX>h@$SYtNefGo?BI2b-QQk-b@8Q z|M|X5-Ri13bVIadMV3)-(%fcQI85|IP3_eh~9oh*@yEtHUgCkCb>({xUw z0wh?iiQW<^3gHGI<^beIj6BN3oSK?xb!17i8T?FJkzvhXZ@ertfw^#@33z?LSupy@lI2*rqgqRqHsL_aho5xEgrCtxL-&$1abuZyaS zzZzjpCj|6VZPpZ^Cz+Cn9O&u$MC`U*f18l1dYR$cs4Y;~TH74YF-KO`P82ESv-%-j zr~P&XkycX@kt4Ed=kan8-b{%2u9WP~N){pXg)E{A;k{PKcj4zE_RY${8$V?SHZ9b9 zl#zU`wj#nJxeCc}r6d+hf)z?gf`*p`!D^)^h|<1Zrp=fF@?ldFk%PR2GyBL@+8836 zL?AViz}tw45uf8=#f;G!^`+?p{)w#YbTK2s8rn?swqIUxF`kS_Cj`(WFF^=qO>z zlA{%|;|iu!`(xdSUOUzeYfZ&kD1x!C8z0k@aMJ0I=|pXQ6>Ax1N+NP=nSYe9 z$DBv7gSFM)vl`+)Ms=;Wh+%8<{I~!K(-Fb$k&4x7Z7vk7&N3wtJyu8hdpM&;5Uc=J zjqhWuF4Yz>ELNw*%futi6Acg6A#FAkunw4#h#ahWJ4+?3nj+C#4BoYF5~+QA{a7`= zjiKt-7BDPS^W(O|Arf3NhXS{(TCIAuxloWQnUaVcsikfCSnVWdYYuyB<8B)OU4=p_mct&u*+3tq!95Jw541%K3)yV9f0D3>H%suQHlojKbD-e! zT~iW~)dC@Qg$a?pR*{3Z}SV*RO8E1Q#AElmLto?EYkJktiCnYMsCDS(+nFf{} zMthAdU?>tSQG~Br7h;S{l)G6>62Yg9x|aSb5%L*^B+nv^A3ti;ink12JJ^yb(R(Mu ztLRv|%wB_onKFL6a*$c_U-C7O{!9FVUQ@Nt1526t_*320iqTH7)SBzg*m*39v^rVW zTID*H&uO!JuCf1S8i|8&pZx_2T=v^J#hOuuaZpHdV3OVBp{A5fj;zgZBz5m#c>h6Ltg!ITiWgkI1k8dj zr4{&sHUkPYe`iV}a%h&dIqpS?4tT}M?_J)m6wxZ=?Q&nCc&rpy6bShY!}l|7(Zj+= ztE(wXxSj~!Ws}alTMqAPRr`rHM+%-lG$j$lQ|Hqsx$u(Dac{|hgvUihiFBs5$qYJ9 z9>Us>e^t54mU70Xs786yY0WlWER`GQMLbRW<%&_vH6;-_9OobH?vL%|9_}HxBLvsN zV~N;-B0lvOPNZ{zfoI5P z7-m~r^sq25LnyP`p?7$k9kr=Z`5W=0rst?Bq9fP{7yNg?g!5MnSuGRwg6#)nSj_hp43-0|ETs` z70o|nN+NR2x4ec1c<2ht`5`eW#9v4GOCsB4V{O=vO!&tbxvy(0AS`k#;$19(^G#$4 z#79p~jW`l0jpbLhxl)k*M^h4!BYW;4yRV3hrufRy7GIs|vM9qRGl@;1$)g4^JFrU? zQI;sx*Yt!aG5){SR#RB~&qI?ck6(VPzbuj~4nVM)oV(;)g|cdE<&Y zO#kXBZJrcVzi3J#a#StsS78^CD36k3VMA>Z@ZdFRVp*}KN%J+kn$I%AFKVkIEW)ed zHtLf_48}cKhHajIuFaYP^naO>_~Qe5_SsPlrl>2lPHlZ>XunW_Z<;BI$l+UYm{MAB zZ~|oqE~bx*s@jX>+W6XHt7_?A73dmiJjeC(9BmbZt)D9qp_H?o9AGSisG=+bZMW^p zAd&GF7&d9MrGUHMltkp5@U`ir#C|9(l z*h8;a1eDGKsAy@+#RSqLU|PFm!=0zc52(g-4C@2hDhLbf%6LM^VA&)C8rYhYwvG(g zCl~qkdQ@=l*Jeur_g+&H5rQk7lE)mupwtf>|HPR5gWx=KC!B3-U5cAtk45{d*7==@ zogZu4V#oXT>!up`Al@uIhcj=3BNTi6o^tO}>GCSs6YkX$Vx5(IQr%X&=J#5ebbOh@ z+S$xF4UVB2Yn|mXBdx*vZhyg47oMx{-BDAN(++g=~)mz6qN;SR6lAPOojI>Xss!USKWg0BV<9nrW&Z%2Awi}xwIh3 zo}LBqLs41KCe?zDnF{Y&P`4?GSKWdh7$FP#u&D;>SOphVsZj-*3$HKzLgLpehlJWiUqC92u# zO>xIJ3^}!spHIj}`6fk@1+k75XSP_9ViEI8s!cOe)o zb_AQR)rl_Ddz2BpLR%4G5wzkZM-n&ckn$Y3lU@|ohS+MPy{0%x1?9`NIa5%+)RaWz zC{NgV+%6{52rc$ku$tc)pEqlZ5Eh?_aCUciP?Y~h?bj;G?>8k8x$@UJ%8#wZ#%nfv zL|1xZy-0mlsFY-WkeHqCO=C+Okuuqjk_iEZ^8?yS2@B^s7fx#}%_ozaH|CTrDU?hv zfik;8tj3;Vh)ShGDwiwDTYk1&6%7f~A|))lbqnJpB>!a{B8 zirR_g>IqR|L-?Y$n!*~wxt<}cLvTKcNt+H7Em~e8F~uUUE9Nk{AwI9or(zMGH6;3r>na2ycnw4)QBpOM`52aIGoKJTzQk>x24K($A>oU(a zIXPaIo;xyQGSW(QVj`dHE)?@{ARg>qBEj?4sTOO$OR>U*f<#00w`4|K|IG)p3ApT$ z*8$}V0unw|R_k2n24TClwDlVVMYC08xFw#%u$Ff~t}`KjVa@CB95rh6DEgPNQmaL8A*|f@q$zC$+n4Av;cP@vFY^ZHz#wMg`#{4~xJ&gc|Xd?Ewze z5l=#!3B~BIG9}?PdRLf|@S0vWf)i?bw+Jpq++2>FP>P6ENDb9vW1pflHSl+7v#%KVEv6(q1CPkGT4>75 znNZ}ffRl+MCNgovWF`*3xrBd=P2h2D1%x$$6=KTGl|Xzm90~lnL{wxyuFaK#>_<&W zM2_qno(wIOTeF1{kge{c1*Q&D5|P7n(kGLu+NuZ(X@lepH*3F8f$v6B5|P8V#OYn5 znX!8ld92r9Nfzx721Aa=n{RL$<^isIk7)}X7O1$}A9uKRGah+dE7kDB+WaUuK59xL zavVd2<@MEmB54@N|8;GK6ez!HN+NP7H3IT|fNDI)u>QBU3c|vALV^6h z)@Dlq_m`$5A_rH`@7#y4-lGih=@&#bxHwUl_4(SIDJah|B@sEwVxc-&pl#$310?dR z^rg$)$R5pGkg@9|JdgdI+3=4sx)*9IAZ!KZ^=(H2&a^@jATPAsL``_dk^~YKZ{&Es zHdhL=TTDqrj_lHX0cU98D=HjcV{QzGAJuS=Frq1K!NVfD3>#?r{hK|`+5MHg;8ipe z+8ilpUS&!max{^rJyl7P13UG2X_IE!$*vQVJJ?ACTi&49i9)K7^KXLEo3{J>AfFH= z#(qFsO<}P=7k+gtr%24qa#9?hl#_~5PTz(pLQJK8zfGG@#UidZB@wwr%sB}EEJ}or zDF>JZg*=FmE8my6(M^owhqQ$Yi{sol(#(0>xuIfet$jqB2L+=CO-V$K(HXm>S5X2{ z2>lfCcbLOZuwPX%u$DT^y^Pq`v_%bz*uuEu0VQ~)n7*O+7yXJhD++K=nUaVcxEcFs zLj<1<`&-d^H!wsmX$ut=BJ3j#>R}rp^cD|hLr#bOd ztdxYgqWN=-HxPLl;(kVL-qxswA4}r+U`d{7raXmuC3tq7`bui6I9rO+y5p4iGX*B)viZTeR6!jNwhDBqBG4-Dknu%t(eaJrX(UaozspKUW3lUK zH{v)`1x$!0F-U~d7>0%|rAh~;y^+XS&YlWix!y#!VwYC1;~e~9x^4VPqeq+V-|DYT zBSn<4KU-UQVXNT|1bZS}lccv?>9J|NE4$OD-3+Eh6$O+yswyEV!snM_1W!$X1^SKpk29Vh)K*AXJlDj*D`w&m>5f%2tfLgJX*dpE=RC2euT z!Wk1@x{1O1skU%o!I~5I zA%u@`gS?o&a7GNGe*0&AL*_XOQ}Tvs#sg4tAcza z>jQCq;U8ldr?*8l;Anxf21_6uTcrf(X|e=XLI_|%0Hy9t(Pl~kcA_bX$bsDmVBH}F ze;~1L$NN9hENqw!tPE)|9z6)dQB69L#{sF#g zv`$kfrPVFAhQFP`x=&l+uwX3~ok@pdo-u(JS}n&4g7;{1qab*6o#y=-cQf z#_31e!iB|YF7|66?!=U2Eq4k=KhWku!RUEY5|Lvxdt0KEPSRGx-P9>WuPS!5#>e$bTcMxwBD%wq*I`C$ddQ)o8VS+Xb3P4S!Bq9fBA$_(0$tnay>_W^T zvLFJlwrm%YiI=-`ex!!GnIT)FEo|6IwU9qqy(z>#bUMsh371)=Zdux_DA27mB@sDv z(|0Bd`9iKAVIbGksaEP`hUbX3Kw;r&j-&VBa#X)EU84PV1(E%xBqB$oc{^r{IfrK5 zmafiq#^kuRNMSLV5vLh3&ZOM1g{x@4UIC?ON+NPl7VIw|@Jl#TP(v5np2#NauY(PF zCj<3fZ85_Fb$UDxKBdzKzC#vPYCS%cmhCQWMij{2ZAv0?$d-F^OCs<`RwhpPf`Kkp zv1vpV=$40milO|Bw)kP86jO$B{-{*bwGjIl&_LbgUxD>+w3$+1eZrJPTb_sGsLmqdCrdH+^+6*f2pJ_@Wa`;bk^D}KP(8gKVq{OMwevF5@k%2s@Eo4|A z7kF8kk}j9B_NsX8)8<3L>ta(9k>j-i{v^dhO}KLnZ168Z1VhnDHRigj2Rb`uBpBne zwqn9!yfKc&GDk8oqf!GkB*O~0E1BztUMD*2YHbb`^z)`9B1eDm5NOxy8HKo?as5+m zk;CG;1fxi&VG+I9S{xhopYGIVM*;D6QxcJbxVpBEIziB4fU*M%kzM)LUD#QKTpj8m zs{1g*`)O@ugoU>i@T&Dv0FAi=NMm)fG!2{UPipg~VExyoBqGQ9w3-UbaK_|FCeSDk zbt7Z=@7h9!#c)Aw73C`F#QxN2VE;{<4+XDpo05neuNk#@k}V>hTRSXk_4lQWFSq$V0>s-bmP@ZY7) zfr8F0rX(UqXNDINhzKHzcngI0)w_X_d0bnlu*l4)3DrX+5pktp#2d z$e^Rs?-#69a2f=A(KK@j9wO(4Xi>20FcLuo^?0oAHJCQ`F zeOK!~akND`Fgi~alC66=3V_ySORcmM>H3YU(>?w9j={_VP`h|ZsHLcH7~@2O4d#T^;I125;KV zsK!zY;zim9Ty)E@Z)>Sg6W^vbGn2LXP@0(urX(WAt3~XZ<#fs9_UPWG=&_wwSL&^m zhkuN*T(7Nw@D)*PeF6zY_ltq830HJCc2$90qs^28tYu0fa$px?jex^W9B{d2BF>?b zEe8k7!`#du9@Q2$EQpI}-rwcc2PAVV74Hp}k7)CvV0VcriO8{=B~q8TDydfi>)*mS zy+K>BusF@;L?%Jb6m*VjbD*G8F(nZ>I)S!tFMU92K64?P%po3Q6z|nmKv)!8cr!w$ z$qar0ts$Ds_i8hx0DG4yi6F2#-8#v|FUO(BDLSnS#ZJElBs?w_m~IwKTvR$T9~lE? zR-?S)ErZt%wq#0UM~ygPHXWF0^FMX>cWTL8A+zYk%k{ddji&o3>Co$#R^JygP^nXM$KWuW8`>g=PKgJb^^k01V86RHY z!;9ij-*ibs)rs&%=q?oViJU#yy@Y|RPAJ-)cF~5Pg4{RnY3)}^O3f6ogxojnNRgH3 zLiUPoN%0$kVncvh8X{y0Q1iho`e*JH>UoT0#;F9>2A&KgQEDX6lUAA))wO5_VF zM5H56HPs5ZMNxW;QtSvS213)tjP_AGl^17zBu|){Y{Pc>2S_7U&8iprgVt$cjODc) zc`Zj?tIYC>!Bn3suVN(&w3$_`WS%LBxp%voRtQpqqRXpxdULD%(3&ir38@xle@l1gK}YHyLUy z<8>HrFeMS8;qnCNnH0k%I&l;%L|y0I#FAnZfj?mVe2eAsqp zITo^0Sf<9RC4~^tS3!8hi^N}uaTUv##J%!)|CBaQN@Mi6DT&B2J%b^%3BW^Gd`QSF z4Fb%-F1Ewm%LqQNEoxW<7h)!j%+02_p`yoY!1K$#)vP4Z6q~=r9P&;^Y^AoC zVJq3`*s-LLvkF=PVDm0q@7P9UgjLo~X#R`kfEOa0pzS!FpjilNl-l5Ha0?lov zBqE1qGI#tbR5Bgt=ld@)7*A*m5*Capaqh%RPNWLG3i1i^=3H!&y+;u z=mdIvLo8(b5DWhpqj+XyC@mPz{a(iQmS3dltkpf9*|i;WioIYgJG)_q*pFt z@vA{X-c`Y2T8$@!zdthK)Y(if)>dcOM)`n~ja2G`#(JJU8YJ-zjt1*^7JAn78g1Sc zYuaH-B64e*9vlk#%|X4)c;>YQ3X5m6^!oJ1c527;nD*NhM7m8$M2|?YsSY5bTxLXW z*A^%|BEhy-MdViPw=0NLO-V$K$jsN;Wvmetu=HAVVuJmk)V+go`D<;l!s0S3-fx#N z`!D!%qJULsKBmop0?lKlBqE1q@)0 zwbImHU^sSZ3lX-$Op5dOy?$lcuKiv`{}-B)h+O}oZ4z5zAz^4Ku&F}uBIA(J7A7nX z+;H(uu=TO%(tfvsMaq;!r`;qZm?C+HhY=@}xAVc|# zwi3cZxf0>N1sbI}qah1I@B&xD@`OM@up98})xUq%W=nzhYo;V3hj#^>pghm`;0A56 z!`LIz&UIjTyE)LfhJTL1eOX%t;lYJpn~Vx zUYopC`|S!M=b4g-9Fc`PkN1%4CqW{&5+g@sCj+OyP7Zf7qt&S`Y*@4wA(6Vvt=vY8 z9FJXY73`AQyeQcHi7AN)v6F!h@u9&JuH}9NLp{MTzFo+z1WC-O%?k7S4s64Dtv@eJ zy&Gz~*iJ5(+fDU)AAE>KC`9J{R1$eywl&Rn!WabED8d-l4`Y3zM^KaAg><8~CO4Ui z?XCCUU`irFi{yxgRc?w9nhqz=*BCnP*fTECk0l82MPa0*b0>>MjYv< zb`Zi9AZ(|wFF-mKNd2$*EaUv|+NubP^D4wZxUz5%izf?X%(7SzMXk*Lrp=fF^S4b& zL=JO&U*dQ=SIHsF|CpUkcNYq&*iPgEzzB#s3oZNh?hJq%>IsH)%$}%vp0L0dl3otE z_OeWy0R@^RrX(V-V=G1a9Wfp(WEiO8XywJ%ZZqNIPZ zgI>464`TgW7_c5~!NLLt&s51-ZHGqvxaG7tP|(Skl879gdD{#5l-MjA05wLa@okLK zptgWvQJRPF2$#d5fqIuV6ADnbn39MbsOfGyc%)uCI8|I;PJ5h-Hilt&Tw9#5uuR2P zzC*TYAJ=}h0>(#8Nkk4te7BQ(j}y&Nl=IN|EN=8f5VGgAg$@hZVlQJLb4~Hi!=U)A zHa7~2&zO>k9L1&1=7>P=(o&*J1gpC+I$vvFcVkJzM}i%VQG287*gM|Uz^_7lhXC?- zrYLyREiaprh#bfnI|}5RfLz>3+Egc5&i4B|81-)87IJB1FwKmoh${=ZxIM09?eMyO zi?!dcRIr7nBqGP9)vZkOvm`q7?3+mQB}2O)SmJ57eH`vt#`7X=WrS@$E&mr!^y}HN zk*3~<_gL7e&6$GqHd7LjBYpM}%q+Ohjhv9LJ5i2xCweeJR&wKQmDm@5JvAr8=x4PR z6c+un9i{Nm$zRx?gc~EeAyD5ptahm3}!U8CNJyfo8_4+Gqal)c9y(YbU z2MsLLYV#58mn(4mg(->X;owgpeH81#5xmN9d`nxL@Nn?=jJ|9Q;CNd5`4{F7l)*3AD2Rb)PTa`PLnZ0kXOVk}VYNR$(? zHpfGWtWa(u5_5JD@wE?`|7~)zgU;CJALjfHSCF^(6+Vm}C(cgg!&q^sZ-XRx$h^hV zv|lMPZbp^A=CWY=GFaS6%=0U*d|sUR&ajO0G_!IRTFoSw)xNef;J%+HaO5 zR=6ZALlSDD;+2BZh$kv;c5FOWsFab5C75Zj&UIGK<=T>kg=I$EO&aX-q+oNY_UjdF z4w;g;1P`(jA_C>~gGD4Ozq*nxAyYLk1a%~m$GVDzNBxST4e^=osYpw??jA~b5o8S`oW8Iv#-WK+c0uM{iy6=F#^MHI2RfZR*LO;m=z zo#DGrTjH?rEfxWa%rVAtSfuMKSdwFlIaVONN1Gc3!n*~DllaB4YIiVj{Bp&VN&#-D zx%4&c%z&BD6#4@G3a0riL-tv1C544-b=+NDO=MBuq>nN6RcmFTNl_t-g5Q(ctSR_? z%9Mmx1s`V6Qr7ot~TX1@U94US_y{pe;~XxSFxdN*mMJZX$eVZ0B_|p4Wc6 zg2;DGNdyt`1^~nNWtoe5g9)zS`m{10JHvcgjoawihv>UnM7RG4ZA((f7P`{GK2L*t z*jDE3kEqXIor9fWnK!Fk%bQY#XKJ&c7|e7*;v_b~%?JC--EbI7=h1#)@L3FGx~p@Y z^}ShJ*sygIo0SNj5RKvTr09Bs_Ujd0uQes%)rQp!*GM;)bFqtNX9d0~j7>J(QACQ! zV0CDC7Xx&Kws>IynisDK{w#@;$Dabz<=RXrFkNa&A_$W~yEg&vW^HoCG$7$|A)C(4 zm~g0$D;JXGqHPb}F<5uks5gxrHH!9<8osr!Hlag^&g`I=r>Tykel3~Gm4hw&tK&<_ zZaY zhwCQXak1CI#joIBbzCwbf`taF)7v^QA{4u%aHn;!IdfwbX&o7WpUmQlK)($&~i5B!tj-a6|t%~i$ zj?%e~tR35Dqsx+#j<^LlD8r*6pw{31ajEreq1K6Lpi30s3~}ol@Wca9>}32I%2?;^ zNawKp4b3J**v}z+A+QNrAs^7;4AA)_GR<>@4ktKm${PPEw=wQjZe-k3YGvv*7|TfC z%jwSw`g0cjvG8Xo_0Qg6+db|QhGWbD-LD6cKLXuPvyaCZTo068gu+Gi=VJP^m;UUhKL_z=C}fr%#ny<3l5(;LP=*UbDSQT5hX5D(<++AiGhBMp)e;44cbR;qwW0&z*=(DjUY!;(|CTs;;DW(U7 zM(VD*X1uw%TeRP$j4R(ENEl4D7|(I7tmz;+GsL1ZkGJR?OI(=AF&%$h27Z?^>i8)fR-=Qmor}wyk5S;E+va;G1jF) z8ZE}8ye?F%vy$iTlg}wT^ivGj*R>TB7BI?^?($FT4*~v_%!*zu`>Hlm3R?eYO2TVl zzr=u#^d#GP2eI@QORR`(sh<)()`Bqk71TncJ~2{k0Ke8&R9FKz zJ5Ec6R-%5UbFups_TYh#h@>YWhcJj=YBQ-A#0#b*^bF$82X>4S|LRT#4ZXwqIl?kJ zR&0s2rBdX>&u)ocyC+&&`>aM(Pm76 zd9x{r$YEY6U`_$%gNYvWdCAuh5dz6H`-k{DW5eCdKqj<>4GScEd#E{2!4U+!ik=tq zDm+8fW$df8IZ=?i!jweh$ZZkG*+6bv8h$cPuBjM&d$9j)p|dmCzZNUFVjA6#>WL6y z#NVc^q_Bve!-yk{zg9-el`+`+u8~nf>2>L@*XB~OhBup%h};_X2y5tsHN>_T3nj9L zY#Q!1G>HtqubN?&r=nFc{shJ-Q3AZgay?o5II+K4L3p6|7^IM z8RV~M3mX<>`5EZ)e9bVlBVHT$mp!G;iGti0O-TfiGnjDm=InUu)fS8Iq94MuyXwravw z)J<^=$sn5;fP1o8j%+l6SF}ks?)f{iDF(1jn?=O{wwjWN+yE9IE_9ar;P)iD_j%h+ z!Esc&3vwC}fA=lK{S0hcTja37E{T^U&jL8+*>Q1{JS!k}YO|w&m^3931kvD&>wUC& zvBiLd$Hjo@#GzbhyW-?7v^DQ^mcC=O-W^-N$!C(8Gu(Bv`vV9q5)p}+#e9hKVHqEm zi$i^zBLRJDHQh_3HJp#9*uL-8ewQS1woBr@f`q}knd$n=SqIRlCyL~*-xW)wb0x6| zgE@J3O&*hRX?V;*%|0DhwVq@JeO6mRA;GAwierNsM-GeR5Q{OGc6a5#R9w1b2{{zx zp44VcLGDwgB-Xj$KhEGcT8lAW8pWoG>?jgjD@R`hW5_qn z99wI72qqZzuyiKkyt?-(~f$1|Ichvs*?y40Q?C$B@TduJ?)#S8y@Jk4%^c z7@MX;{vPv)HG9=1$X$wD^v)tR&2e*19B+L?Mdws)b`*3*nUe78*YAd|U#3lHykmuk zYAm4%tz_XhjES*|jSe%-^%M}zO5T6Ikx!^67|4~{Vu!6{@py+=op9Key9)T(R$9vC z+WaU;E;S_)MAGZ=3~%0&3(IY6xwadS@VFSJy*9Qdx4B*ySR_5iN+O7)fiZaY#633y5*`vN zoj4VWa=8mV*FCc{chg~E=FjNRoOv%Dre^M;!-UNH=rApFFCC_5?xRCf=KXY-n7N-0 zGczCHYagV;w9Es1c#saWGY`?>l+43)7@K*74r4Np(qTg8&-vPi=rA$!VLCKr{(^t} zOFCSfd5jKwG9RJCIuU4tJIOZ+3{tmyPgA8jl_V?KNseJD4MMPLZL|o^yO-=4{kFl( z4Hljly=U}|gP8|qanI&U}*d*@$0E5u9QW=+ZB8=2ESj&#jz+p zz{MsMzbK1zcctouZtx3F#S5>73G6vlyzo6-q!)ft7R6h>Ie_is5T^zeiU;$dQPH5ZA=!(1GP;&CpHNAVsmPC)TC|+FXQ4=6yLzbX*br0zK$#ah>wBj1G7P3j1c|9TqM!I!9^1Aw_GHdPM;(0 zCC=NpNSt?akvM+`7m4%7xJaBo%|+t;WiArui{=Vq#Q6>`66a|yf^!e4^^)DOVE1!$ zeXL;jhg>9fC(jeV61%HqQRuy$Pl)#$xJbM|!bRf!t6U`Bf5k=OefE4oZoHte#W^AD z+MN?J{TrMUGW|!K6Egj;IwvrFPmT>zjwZ;l{xrOzNyu?I7fFt5xkz%{&qZSWi(CZj zm1^ApB1Ur@$bRNbkR2z;{(y@_cHDCDD{2&YJDX4F9anOZ-f=w_Nj(p7k<{~LE|PkF zE{lT3q834rbk!z{;`dJHgmm>DJ|PSEG#AMNzQ;wffTk6K3R%EeTqFxP$VIZMlO;$zMqR^bYI{ijLwtcY$?Me$gpS$2u~6+?BF8Fkme%E z@D5oNJU!-|5Km7#C&W`zT+kuu&f+2obdZb0X@!f#>3d{Rko>fBLL|TEoDj(wO9e>? zRH@d6R&hn24CY6##2u4~c~7`=q;OMk{TNZ0B80n*izM8~xk$o&n~TKtD_kV57cUc! zv32coPKdugJ|TJTl0_lJQ+z_g{Ztmk@6FWwOhH>j4{vf#NVqGU6PRYD>IO2ck=#!O z_ur(C)>Og$Z)8yrT`-A%7ex2+3CWe0MRC&|&I!Hwap#2I{BO<)RfF5oAf3o480SyMl|PrR%sz#`*vk z$ylG_BDIh&aFJTbSyKfuY9Y_zBDIiLagkccw{j7UV&-8kPDk-8Tx>@1mt34dcH*jf ztyJ|isCv&dykeSAbq^Owp?7kTWP5^(B-?knNV1KdE*@h;S;r@$R&tR9?UzLX%AA<|0Y@3KvPZr85OV5^k3)3M$8(6QXjPb3zvPSw0aJ*;T*O zpJ@iWr_BP%X2I@OE)u&bE)u&pbCH;Of{HWn&~u_79vV%(vl)Bnp|~s(OBLDa?@V`j zo&M@{8QR}2quXgDAchQAVx;4bsn59a;h7;rk27w-Y{rf7%ruHU%nTX-CW5)_QgynB z^KUN~+KYBaC7n%?wF>rb#gP&p-X>!Iy)#Mz;GGfY-Wi3sduJqzcSiBl-Wdf}duJ43 z?VVAmwRc7_*WMXvz&oSZVegD|;+;|Wt9M3P^3Et!(>tS>P4A3?H@!28;`Gi)rQR9E z7J6qF`_3rZ(7U$ZcSiAt-ZhG~xulj1O`SSXa+OZ~ZyLUu6I0~o7KhxyFSG;!@%g!5M?m(m>w^y)(DhF%*% zm(KY%J6q_(`Pek=wT8kZOt)dmP%Kg6bX=;C%qMbqgtISHr=?4XAg;OR=IVrYEY@UG zNK1h<6xAv1*mFC--TS4|Q5{$4V8;d2jXb#AGm2Z9e3xCa%R-cKh}5N1oVd4)Po{Y{ zRJud{iWXP?NVis}IA<{IPWq)%JvG_WBOdst!&nC^;dPm>q2yOc=9~Cwf97fWTb&?; zKTtf-1Bs_%CPr|ei4h!VVgv`87{P%iMsT2s5gce@1P7WJ!GR`5aG;41 z9B5($2bvhcftn2*Xkr8hni#o~8p%^KBy&sVJJ16V8kZ|jN)n$Q#^e&nD^hdQ6r{at zN7^O1GVUm2K7U_dBfK*&EJ#2*mS z4+!B0gzN)C^qYm`148hdh1@p_u?K|I148HlA@j{bZwH}`Sm3BelL|pV_cmC@18EoVNu8nT}kydWfL8CR%o<3zRS+D1!Y!)diRp*lu{4Y zNsq727U0!nqY-I8f}oxf%ok)3`+2+{DQ8+Tt+=~7tv#E#roSD2#Nq}@MpJF#=YbMP zW4SUrSRK1t*l2n1Ef`Vbxy%OovyuL6!k?QEG~991AmW1y2$msh2Iu{jdxkA#*Wxy; zP0jChp{<7^L|?UmOYE2)l!FCH2dYNwDPr(%;y zRL3SMQ4fmMCN#IX1UFyQ8r;gQ0S?p};6SYb4%8apK&=4|)EeMGtpN_y8sI>!0S?p} z;6SYb4%8apK&=4|)EeMGtpN_y8sI>!0X|2ybD8*+8UP%q0l__pedLNP7&a%&gl+bM_`nnQl0Tu;0FKvpN=YtW8OyC~@q zU7eKcFO}&Bbl$*$I73`T$u6#@@9JQ6>b?}(dz@o0GP=k4T2#m5vz9`VqT*optm-r@ zpydjA?Adm#U1Tb{x!Md-kfo#@FXAj4rNQn4)fp*j;o6a6tIVax%Rf^P9DHQBvdk;hv9i(}y8pEM?%S#}aSNdiNK5T~=~R~uWdb8X)J_Vv92?=!t*CxEWFNH$ zU(@#N`3vnQUieLQT(N>Zbm^xH$3AiU>0fzwtlGpe&V$u4iAuQub1PMnN#TeF`V;J8 zu~2MB62rmj>spb`typT!b!T7?cE0rpW#NL3TV?dU6MWx_s@}R6-i&Y>-cN}qTH8g> zyp?p_%1(c!R`iNQP9(JOU8rKzHK32kgQy;Y-=4`+j%OaCvkP~m?p*q}-}rInVVq?i zp+Aq}&&`=X$KUD|(Xh2f@Z^iwRuLEyLe`wQ@OHL|ZYb9UQT>ALB{@jNr zNWPXVdfmon-f-VZm^_GLGkf*Lw5Z8 zBwwR`_2Q!2v)2XqLI;RGKfZ_Faqk6B%ZJXp^6PU)eg3C`hon(PQ&${W=yT{}>zx}C zACqj&{oMENu<}72Ll*jY`XBnq>Eq=?V?O=xC8^JkI+?O;l(^8x+{e}}pLp{-C0pZe z&42BiM}oLSs^U$OE$UqO*t&J{_#S3!>o5B5IR5jNlgid+$rg2X{A}I%z=q59hj8U)C&)7?|pOX51F;?1i z`Sn44OOsBFEMtz3h|F0fxuedokGnh8ynm=)Q>iP{*XEZqQF?HwPT2DGm-FkS#!q?UjpN0~6s5-W$6ZX*g-(6DE3ETS8 z2YXi>8vlIwPFNIDI&B^edIAhz_4115U)M7H`w2h#{55l53eWHee+gxvkn9Cjs`Hf& zFsAHix-Es?>kM4vK~8&5F^$m`qG4OAE!Z_Li&!a|NNDZNr&ebw$p4G+5_hXD%3*p| z2KibCt8;2^%_MpgoPS1)$&Qyre-;yUVzky;>g_t~cn+h$34GooayfE2(_^CpJ%z?> ztu(|+Vf2TAs5qwyIZQS138v>TW-AX?XQ2;G9eoV7#E76wLmn}iDl$#+u(RDAUC*xl z6^_GAhFUCo_N`E=WnP$6eSgC%S^k+f^C ZH`Aby@?Evl4k8$|^$d1DQt4Rz{{Ru+=-vPT literal 279269 zcmd?S3!EHBbuVn$vR>9>^_Ki>Yiw&}YgU$I8C$k7tEXi>qm^w4wwKvn`;jkS5^l&1guwluI^A8> zT|K*9wKGb7pZWc;r0MF@=bZnkQ>RXys(SIIuU~M{f{W;Xoi)vR$*-Ot@~Y?jMy)#O zRa-NifqiYiQaq^q^wi9@m&`mqGuXMrt=DHxbe0usg;vA!ihg6JbMKD(nqH&1W3p8C zs!gxDra$jE>Qlb_@mNnlqh6%|<~` zz1^BBh!kqoaerc_vmy{L{P&{${2-ENY3-cXX!u31Da2b+ajO$;cfx~=E9=t}q>tuk zvo&4uh&7?Bna;9OYqB!hDtVLmbv6GwI##Ql4S!oB8;sWKEx%S}@~fKAM4>b~<~BxK z-g&5c?TGlrX_fq@LnMZVhGse|D{i|=?b@wY`0ko2G$uacS6g0V+%4eaiwhOE+4KvL zbj+_7y+)}$Hrj4fW;*LityaCccgK#&X?`+PYd|3@%kBC!UXR*cG}E~hl8kvXPj;3T zY898?FKuaeme<`@X|z=v1v<@{(w5H3hF7mO{Z_3p%^$fh{79iTS+AF-!AWyy!f%24 zkYCFTKWS?Rv44Ju{tBHc9~x`8PzAI<={CVQR5nqoO;o&5x9V1=TlnIrUnK69L!k|K zwCbLNdS^O!ovKZF4X@~oO*?nGPO0II-?b&=H_(DmIP|jR+4r(qoPB`c&K>TvXF_u0 zHK@Ho^ao0{NpG|c;~4d;P)lLviO%|V(;HQp6@WpN>*xWxM~h!zAo2TZ`rU6f+g>w3 zcjn1Qcon~TcC^_ZANSAGR~J>=lVr+IbT-x9s#j@_y2T!XEc zlgKvP^?Ji=Hbw# zRcaHpna&dWW2jz*0S$#$iMo=_MCK4V^k zzV<|C11WsetGZ*bPvWfF6n&pWybPVIRvjJpKn5LsakC^9Af*^VXL-eiPlWa+{3164?(*32MeX{iYCrb~O9x6S2^y<Vi}UIlRgd6YjK;s@KEA-6bLtNLX6L&Zj|UaU=3 z@oUSS7%gFhhS!C8Iz|875WHlC|EWCB&+$C4Z%KgdU8TUk%+g|%zAQekz83w6-V!+J zBK-KI595UOUrg?6$taDHK0NPJ_{YN!<{#U={qgH&jykWHIXzQ)A^r5Q{?kqBPp_Qm zT*iGQ2t6(f@TEZupDvH_Q|h;5%GB|M^XRPf>WB+4RE&;;12HzN6n-%F(+crZS!uL_ zhoo>g5~(95!8aG>zd^rWr039Tzih$8`3J4gQ-pmvC{uKXv^2sM! zGh?MsB2X7!`nAqLv*or(b_8W&a1CiL$9UsbCX^q&&c4&$Ip3RdYU9pG^qMn;Sk5`^ zHQh@q z7}T6ou3Ht#id@f9e)c-~175)wUm}xeZg&o1t~5y&d)z~8Rb-8#D+^~v*V%LcW44Gw+=}0thQLMiO2|9s2X0sB-~+2d3~%o8djj03eFEL+cNJc* zv;KhR)uVtjR7qDR*CUc>K%HK5%Ja_dPT0iqv>y|%sMY}S_?5(uiB}RZ^DF9)Ugx?8 zz)oe_ffoZ7Ze_beQ4m8Lu^dPh@33Sy^+v4>(^EC+c9xvtUqdtG*Sr(2oEhsZiQGr& zW9awgLCoqOn&C&0BjHEex!lUrnyxcA`4x5>w0cMGN926yTWLc`z& z&(Rx%7Qzh<=nX>HxxqcM!7NUJ+a8l`Lw-Z-xxp#DL5MUrIHNZR`#U#yuHGQ*v)tf8 z*+B2T+~ftaNyui{ExAEaHi$Y_*g?5PDWydmno3HGI5zc^7IAP|vPGiP#4$QA+r>L6 zGy6jMI6)?k&WmNcc*kWjFO!cGWa1b;A=||}Gn47a$H}hA4PF;Dz=UD6fjRk1>Erm@ zq}Os0#B`R6a4U>zI*ZF=c`*ZMk9C%DHiLqRnbOmpRWuPSyXSW!N)(wZyuDavjyeNy z4VZm4??HNGKc#$TIyWOQ*o9X{gGVn6NW}jALXK!h-G=ARG@G4O93kSXB3u!3NPK=7 zazZ7Hn;l#)_#HwZ&|s{B+QEG4gRVN@7YGy}!7D*#c(l>Tj2}YDITi{bi~6WpsS9 zHFF|-6*HaiuZW#%1sC&jWEVvQyqN!u#7NX+6GxYrUvd^u;8%4i&9~t(!uRo^$HHfi zKZd~U@tNpdXTn34;Cw5XZjZMgeRO&hDVk~%I)^|s^O^S9-j{zSwE&Df$hmKVKo7kLVpCL&C!iA|J3 z8b^ka_`k*;fZ?KkDq#t~;yA2akG>K)0dSmn>f<9`c8j&a|wBoGzRm<^Lo@m(j1t zt$7XPK_!i4NIf=2p${z6$X_pOLffrJ+7xOkG}b6TkGdT7cP@G4fG4q7r#1<4a_rle zhJH@?%8Sb`eE$-$T0@glNP+;I(*7py^XaD{yiK#S+)YLQ_XCPw9LOwpt+~~8Zh4QqC8LZ0&|Du8+6wo z2NXUly{goSq+m^liS%UCKyOGc1zqHlkVuC`qbJClN<(HvQ#J~NKP>O7Fo)dggPb>--t(}Q+|=UqC;*=WltH@E{6CuXjLM*t@+7g%wp9~1% zSoAA2e6c*2z=EG66oZ>XI=9wHJYOx|pK2giS)HI!5&^<8tdIDQ;uW_Nu|OHt$iJ=< z=`~^9;UE=0qbzLncjREhzhlh_G14f6Y_vwPEPzp5dC1F7 zk4D8xW9Q<}eOk)H$#&Hfg*pg2II^oP5(8f9$>^i}jO=@qLw`j;{;KeP{ES4D&uK{~ zqQlCdufqc)=}09AG;xaaK(0Pa^he$#@D4;=f5vnL4{~BB6%+ZcsW8@)&v;pu94ti- zluX|s`!UU6C+l!{^b8ZlEA&TxlS4ULy1Z6-T&q^5#Vj+VK_dbTqqA9Q)bJ)Tng%WC zq51)8H;Nd)H9Z=>dxP>W{YG z$kseJK@Zj{59I3DYFh4!ralg$c1%T;mb_vjCUY~-eJw(&a9ZbJaC7S(65I#R*9Wl} zgOO^R^Vl*6|7&1vvr%>U$01mK1%c+^j^_{Ec+=evU-#JKgWF#C{0AR;@WF?6Ol)_y zKKS5uH*DQ@hqGgcbKMQjq=y-;Sbdl(VOB|*PFlhUh%I}3*)p`-kFahh}^y6kn@0FsW@YvQ%6PvG-yquioq0raa+!m8?_{wu(NhWw5d81 z4R=hmCKC}W5rGg+-S^-LXca>|5`_58>ed#03f-XS_*I7!Bg-Onu_E__(KDbqNN?{a z^Q^YE3-+1&Q^GQ-#dZh+<$CAq&Rx#9TWNaR9kM>6z^#sv>ER*P!SIZYj-SY1Nihe> z*y4@J%INE%k?n_#fzp;O+a0p11GT~dT3-}D5vT&yb7&*xH}yNBe+zW(;OEfcftoXg zWg{xFa3HWl-+^@ULwFWgGv}jXQ`q2W-G8nQYP8O^BpkTX2_Z(HhMiFd~vZcsm#x z#1Ukhyx2`+5L*shCA`nL=zaLL>Xfm6nx{s5Dj!DOZ(vhf9;|Meg+2A1CWdcs@aFAKekWT$TW%0lC@m2U%(SC0 zlS5XPQ%Pc9Dw5bTR_5ASDwaW1g&3@f1egpQc~Ze?I+WdoL22jWAxDx3f@7|=jdDCP zs0{*Fey(Jb!+@As2x@haw`hpqP9(8{N=;fwCm+zzePyC~BDCNaQfiL$g^i67S_wR zgS99u=uct}du;f`;roUUTFutXsZTDwfWXotEE0+Ic6bfON2om;FRBZjf;2 zUr@~tTN9J#AY*<7KY*L#DoZYOMeS;PvKr*tgGEGYavpP5q^-qAHuIaUTD{_(^N_XT zvMqQX2ob=)91X&27|nqo4^>AZ`pHO}F$<=4a`$^#&|jzpn&3w83a;!&&)iV9v# zBvCesIFib0W}f>i5MMYw^7YqKSrck|Ff#~SI9OzY>lD)g&J5(0g2}v~?OY#Ga2|xj z!P3z4kHM6x+Yh6X=j=m|wJB;AmH1v$j^ax5$J$k71yGVky+XFQ-a+bSZVbPvk4AA1lTgaWiCCEOo>jD~;u*W>a- z52BnIX?rSZeJr9)T0xC%xSV(w+4}bQQ#cSx?L2c|mB{r?V1UPpp9kw7bz$Extkb_c<1Ctj44U8jb4}UGDK#8@YE69=agE0LaO?-kS zqmI%>R8?aTKmnxRfT>dgEBJ0iht?g!S2s)Y4Ua15TB9Y;g`baJT&=c1kb}g<(FKB} z@+7Rm<}Rf?n5s3-60xI~CSRfb6IA-my4)nc5cJO8iveubq7(}YMaTUn)%PL+T5C6FLIKu;OF~T>!Uw4y zFk)P)rL!blV`s}+9}=iSJk*%@6}Y{2pqowM!$PBmLf>dnKE$2qqqv_nOAZSO(Zx63 zm4DHen_eIXtrenG5LBYYLU^w8^6^^nnDVMo2u9IaIOGw7;u~1y)S|Pn(X#WDFGaN2 zQWrc|6|jwG6njF%iVI9%8A;dB!USAim&XIN@q;qZXT53kf+8{zD!Z9VrsG^>iLntlPKsodB7Pb$$#Zgf)g6Jg_ zWo03#_JBB}=XNX0SDOlAMSc`3?V+Ox+DL6}EY$0q^wk&T!!N8BZMrFD9X*|0HE4k7 zvpoUcYiF@C_he}cjm2x}O@1KkjW+Xz&o)zHus({ilB!D?7;IN7oJAE&v!n=kEqC!z ziUQizN7~Ra7CnojEsQil!AMkz&{>aOf^O?o>IkN)#h|2QMs&r_(&(XB1YR5cGi-~{ z>_quVbXO5X$j3$R9A$wqFk;_}SIwh)M$I?P zHyb&$yd*IoNuVKZDoQ0n2?w~*`16hOT`tZDUGiot z(RWtIHtwKM3Eg1DeoEm}(t*5(B)mauE4J>aFVI#V`NHL~7ifKoTqf#=@RexRUw#iP zSx&3V@5Mi(DRB9H_?K+@{@A}h5c}5$@h^qUhvNVIaQvSi!9UASi~j^O$@Ma~8%+I$ z4}UBmZj4`A?qz0$_8n5foRC!dRP9wR7n z5uK%COAl6s{D>6o35$`P^e{cfGAqr^VpSeunVlvw*n93a&I0@jg1zY7ZW}5~C!;1C z1&Jcftb)N9dzfh-oE&JGirRz=6=e&ZND(PMs8=@Gqiqh zWJP91A+b(84t^gECX6%Xx6@ob1c6C}UaC2bdJ<8k7e3dwftK!%Ugi(bv;uK5Hb`^a zFSAIji12w6AoI$hY_U?XC<5%Dia8?A3J4=oE^QU-^NNIP#OvxN)|iE|aCj`&L^)Vn z@Yqae!Q)C~wO$Ys0~xKYk7Dd=x4fC7zaO%LZH3Wak4Jx{NDajmVakXWmM?QFQ|@#V z@sEoX54KE1I}eu+iN@Q-em-oC51#;6Y&1kIGa@$Ho*BFl>>r%ztRLbeCbj^Ijfng& zndzi$lA-sct&b6(hooVzg@eOvjq5(K39U|P5~VM0RG*7IwmbvF^ezbC)CS?S>;yl% zN_`fX5=~UcDL7LjYi#)pnd@wfZ!bq*4R)7H<5(9ophXG$LPqB6m3-Bui%uTs76B6cys}+zEhGh_=V>av?{*{sVv%xexkD&F`%dnfuRW4 zhN2%9p9&sDy9C2iEJ{nMguAl@K>-(0zZMp`NNi8K6`qsaC>0lDlClI-GTI}zOaAp) zNZg5uh}gm>f8Q~P&5&Vb~VYyH_yBd zkVg9ksLu}s2=PR_IaHWAdU3cZIy?_y2=Y}?bLe3|`+{%_sC?+t3=lI5JPXfAiKyWS zl%oryYNGIGF5f}>&55s<-E%G{7l@5ub9eM58V>09^@+DQnw&X$iS~WkVT%`%Y+>I% zel9hSE-0-#dRx1*E|~GqPyp-ZS}J(JHL>5Z%mOcmtqFk`a6;rGTeMlJU;Pn2@2G7c=}|2?QfL&UFy~7S)I-nuS)M?5r=KqO-g)UQlS<5YnK6diX9B zm^6lbuQkq;aPSNbYD9_Ni&0uB{JmU~D*rwP5li?4v1N(wS?k zMQ260z6Fdau%<~LP8gtq@X@d$yxm!XBm~tWF`{8t+&Oc2_%H6d+WU*mf2?*V@ne0< zuf9V57_|Jk|9#hI<&V4g^`AfX!Mo*;yZOhLe(SY=7j^ld;mcn7)q~M*LAzJ|+8bUS z{dNn#`|5ok_*(Sap5V71H8(}S-O9hc<`14e9R2nz{_V9_{OQBdZ?^@%z2}!+68&~N z|Mt48{@^v~&QM7Iy08D<-7z;Me*LA7-TjrMFAR8o>Y^i`PCg1)f9lTX?@B%jBzWr3 z-`^W~OYw=PKJwMF;u86{r;mRzr23s zyEjCRo`3n;{X@Yo0c-C+v!q^nnjSv$i!KuX`qAy5d_T?xLj5dJyM%n~Q`me?2L$l=a?8wX(IgmQ_Nf2Zss1C@>~{6Z zv*;h{=!k!Y!w&wcjI8u8Ih3jY5}%5m-K>(oP5dJonedi6X5pV9@4KjBVt8bEqLE5( za4Wr(Iua|CcT=NqG{#>eM$n!^p#+Q9e9T5=%c!h zj=yXHE9qh=>0>F+->E$Rc$yM_=_V$C1*T`j{OwoMl>jstxy{y3WEg$jH-b z)9Pa=#KQh}Z1fJ!^A%?ulg_KuFy%QmDNs#$Yo=U5i}o0FbyHqLe(iWCQ$R zUG`Eg(6uR&bjAnswoLOeEn9>Sq%&Y@ZZ_d67w6S%wp+fPq;EiAm8jfd_>;8t82-fPALl=Qj{kTG|M61(2fKY{;19$EpIL!MnDwaPgX z=YT&hjtp$!h+O9&ipRz7CWm+6#!do`%VtA><@^=Fq>Y@b5^_?Ke-1gX+K)OV?3g2| z1WYPge2#ZynRB#d?%!|C{Xl|y%FfTh{Y|HFaYTc<1~wN9&ar=#?5w%hIf=zOIzEO# zq~pTl@EEr!-h5ZZrnX>Czh%uSE~klUl(Nlp zaJsF_QSUgzMX_+#N3k-U!yollgZEgf?^{c?Bq0^0kLQreiH?}3?L0VQes*EzZq70+ zSY$g!EKSHj+21*2C>%tUlzJ@wUPqkN?>ZxJIyi8MPS2-}2glv&wD<>~RC5qJz_1IL zE^rd39c*`wqXgO z=&=^=vev@lgcc~1JBJpo+aFz2AqL|6s<^t$Yn;Pf4#nvHhq$2GUSU~|S+cO7mduEt7f1bQi`qGrQTj${I z)_}LEdGbc7(>Zv%BbZ4BciL=s?!gfYsOp`d{yE%eU@M8R+evH|c20>}GtAAzKG{U9 zFfU4s#mkN5EeEr+ixbvN`O-Ng9}Le1b;7zwo{v#UGfw=gMVFey!OH#`%QRywQ{46` zwL6C-cODE51R>0@H)G5l^Tq8qXG$Ip6A<`~P<=mbtbqGHpx%HOmu`NfSmJjXOB|xO zAb}!fbmx$Loj?&=i-eSi8)7S1T&DCU%{dXxRjDMyz3rpCZ$($5#Z96gA7JhLKXL8Y<}0}ahq>4G815vQJuPW+b8M`4 zn7qg${(CP)ESJS(Tx8?t5OH6yqtDriLtV9yd^=8yaVaS9oRc`71}B|3x8s0IzgVSf zOtx)za0Bk{xE1t*Agg3xaeOwu2>(XLb_xHnjQ?29f2k!{lWu zUgW?zB~2M&PUce1v@Ft{lz%LX)FI{T$|BW98L+ZQUQv#zEYd@i!zqjO3*|k^B4t6@ zgR+?T)9kk_CayFyEQ?7U&A`fH@(+TU_f5AEL~$g`+-S@|c$2AH=p|-b9LRalzupYC4sM&OF3y z(8USI_0sI$i1x5`YbMqZQdU0HK3Se3pu|$ZEie|dr2yJof{hZ$abqVNP8%3+H*f|3 z?GeFRir9QE7Co@4K~ZV>75Go!Y?eyq`Qtl`KORs@(Hc|SCMcG3_#+j8@?e)I<)Lm5 zc6WOqG`(C6A>zG1{)qXz55)SS?#_xFV2Og6nIM=PJbKB|1-Pe0tl1pE$C-`O#%u&6 zjz%O-T9W7}-GrGrCMb19X3!Rz%@5Fl;y8IcnOwO$j?*mdn8C-4Ma|epI-7G-;4$wv zaYi7muXuS}dDfsqTvY%s)&V?k%#sFRo7H~dy2{pJBz5T!JRBQ@Gj(zNL8At#DbS?- zXPCP1ZS-+;GQY)Gz13JTS+N?-x%qL)e?H_tkCS(a|9r&1()TV->wRxB=1~Lhmu*S3 z@FHt!Mv&;*?QDD9`moozI77Ntbm*R(N}|VgX~TSd&RDdp2(FKMo0})z@`ATmPdl2@ z*M8fWAq}qoYD*#smuIkM&s=n3@e8Y%yS_QCvSg?CPJ58cAFdzq>6kuoJ|o|45Y%?C zCE+M;O3TH4M8$lh!&%}x|;*ZprD*2X(u6|;P zdnaTJe-ZaT&UEgvztkt(2p!zvO!vd%0Hb>ws}}^WAW#VfG^H)7Pzd6L9NfUfV6yhf zUAd;fJ5M~hjXaL_3-IRNiSzw{cRr2?r#mUOxkMit|H)G4Wf|N2e{3S%hQ^-z%(W*Q z6K>UiR3x0+4KW5*NU-}bLuFK&(j)1Q`%uoz-s=G{$EpIaBM{}2hwj`u~ zy55$=cY!@CmaV|V=mS9{7rpnA>?E(%5>wk9oUDR{-{|;RwHtRbv}c(|jn$U5qhFiT zd$?dZAF-^&O$+sY{h%>xnq56lkhmbT!(cR9h{cD*V8uVNx?jQ!iLq#*I1?y5Oo}TQ z7d?ns!Na@aV^H{`ig4(tUuCJJ4u8G867QE+(SHW;pL^f+a~p%s5O6Byyi1+%0;RZ< zQhry(GwDHDt!Zrzsd`*u;OBScBW6_lNsGH*WT_lwWO&S$g!BpL1&N-IA$tz_;`k;^ zqoU$UN?}uin=UkIpzsGpHqME5f##T)6yxIRMjSv(8VvS-HC9bluy4(cvuv1R!R;e-eH0xlhP!THf;7*^J#1%ik&U>jhL%&#;8gsSkjLy*w!yzQh9j#D z=5yjAERrM&h4Owik4hdP2~4w?r)#RTAn8(lDEpo1 z?-SECk>ByoyEL&Gq7ux_AAJB#7HtG_{|6Way}>IS8*eYbSzgHbEaXr+?GV& zvD|Qv0$@Rok{fa{xI{oe%qe&+*73T&(Vowg+Uj@KQh zJybK0w}mzwzK?-|fFjMR`G!oSFg=|57%vmntNQ0fiIIQMSWQ`xzaxkHSA?8-LY?KL zfFO{Q{u;=cSE`}&LQKUxmgwg3JY%Lc^SIxZMBmNhb{c9!>o_j%bR9uB1!X!1>0mVn zHN#;vO=d&o!ZQk?J&PVE+Z$OK6P8$M@?H?K|B`dbO zB5d4eZ*B0^GCYvZrbO zRGX@XYo$d8M^;vFodcf5vg0vhm=`6sihnd#Q&y|ELt4cy%-KoIJc*fynBkIYF&~N9 zbrE2>ZXSPc%(P}6-?Jsrck^%}^Vq%DIYC!~RAyT{n7cUxy?$B$=2)R?&+pDxCBxB7 zT6Opp1aM^%$bJf^K3~Z(X>c~%4{mv5L%FsTwG_n22EUq z$3z$}KU-JIWj#GY4K2#AL$v_gs@dC9f`r9- zptYtiKR~w+lZ&SWO#xZQXu=(zc+J+3wf-4n`7>(0b45vY|M}b)(>q-B*C&6C*@GfecghDpkN(q)z}?K;udhHRmzg}>`fWI)5a>u>P)W66_``87OilaSdw0OG_@-I zq%mU}Hpgs9$nJcE;qCPZuu)VT2ncC?KwyVFWMUH5wG~4*Wh`D+=r-j<9YMT^K=7yb zr?jD%5Um_;utb)x}_V+&J1aZK^9~qh7F=jq1GK+H+{(208lmgS= zGG;-8;5TeZ^c{lLbd)5G=He*HIu62%qmlBQf%(6UMal}yn%ua;Q(o{C!ziV4>RZO# zXc+yCEs4Hkv}Jz@=a?nZ0%FVxE^bZMYi4v)<#I6%pD4Azt) zswKwkX|P^uOQP?vUKtz#MiYlQvOcpnWhiep7Bp*zyebzUM&bUfnV*Y~rc_qtjTzHG zywR3K-$7i7#h7*lYw(Yz%H&w z@+xnN)uhZJK48p`W;5@#CDC`ZwjMm^RSrHw~ zc>({y3{l}fU&B5Eee1x=qbZY=KQiV}!}!11lIT0e8-|PJHnKA%+yUI6195O2ur_b( z)`$`Ofw6E|5!{$_1$X%*cS@&BnX!D|m>~_Yf3PLdcfeNM?>F02eUuUuC7v-nm#^s8 zJY;1Kr^zb3D5#`NI5rydp`o(QmPFrCxk9Z6bj0?0suNAYXx5gD*xklrX6;Z{=2SlO z2|gA4Qsx?W8gr%Lce^c#zT=nZIcn8KC-ICiDjJKD6{CeYzqnIf^G}&vxW-@Cuz1*( zMBlNvIl7G{x#maP7_sZL))=qUrbL$JD6Yv!q}9w{XGEVgR!CMvcjm_0xKJl;MUS>K zMiPk(&RHRm(iKx?Dz7kRRfGSfwj}xv{|!_*u&;r`^jpq;njY{T*6mIen9~ZVlLC6y zml*1g8VjEl>Kk}#qu@SY5ZrTFHJIn+TMgfo-4-7<=1;@-1GXgkj_-|!=+L!RTa;wQ zd-&{8sL6|r^Pd?jAuG-|VSjuiMPi+PwrDkFTg4ZRnbg4kBU=)E2Yc%SB_HR_(Lv7V zL@*T90y#}=C9M>lBRF2lOB_~~`7MU|Uya4j3iDPRUk3j3lK-e;D9`-oeH@phY=B*P zG-YeV4~!YqApX8BiM~U;iTw5HgU9ZZ(2l#4ekHMiv3oNH@v4>mnxH?!fKsnoyA@BeMZYp06UOXk#bZgX7<^yBAZ05;(U=1b1J{;B z-!WJ%u6Lk2oc34zI@Kq}(MWmDxO9v~%8JXH98Rt-`rrxW#{o|YLIZj)dD55{4WU=q zlIS}^+lFzbZ9QM4-I_>bHtVQY^3QpcralqBTQQED!F!D8uNtc$E21~zu-i}uT7d{< zpj0)7$x$JwnjKiJBmGfh9yO#tY)hi=Nbfo3Px_o#6Su7?w_1exrSFwU6$V-Z5SI^)tm5|G?2Ps?0sn)##R`A zRkOWig2V+ZKEFKLn{@Cz-`q%-Cl|efo0!qe){tGr4rB4tU4^Ff&gIb_B<$4}*Gqy) zoW(;-Mq$9Jv|UHrjd{`_*=9>ZcElSP)n3<}Z$9l&Q30xkqBD1}rmt@$o24Bicg9%6 z?8xCt4#}e^`U-hekW1Og@iWFeX~>d8w->br`0mR z4mncbNht+6XUvKQPt%q}-{HBEl04CltY&b%JPH<_lLrpQp_;uZ!}c~~L9@bkl}PqP z`=|m=MK6mTRJSUv(&Np>Y-tewiYhm&2Kj0FT#_> z;~vB8RmS=bV@+iBAvlJbC1F_M*cD0gb(SPLBVBd$DMeJb8MCQjzDJO_aE|_3I+7H- zFtC+IRA0Ch8+Z+Ip)*}zJ(;NA&d{DAd&pQ9Ss~kkZP@|OJczqASToN!(oXQKxc|jz z?*C_vxzmt(z?OvUoo8%GNcYe7(ogqq?IW%}kq;=w_jd{_O{vlfuvJ=0baqD%mYuyQ6 z+;HfIM85$?Tuq*?kluuG`iik&S#esQ3ujO<&SGGt~_UKd~i|1k1u*N{`F^ z)PjWMqF+(jHBoY#k^$t%5Xg27#O7?xmb7SfzvAp`qBJ)q1H$hLb|a^&Mq4R$vX>Y$ zrdiZQf<#xJ+jE!uEam)ZngE6Q8ZqB+hTE+gt^42M5PajfC7WC`en}jaW=(|w9W>Tk zR@d;XoN^R3VH$c0o=>@fd?M5)@yOE)@f7E=G|kgrZ_Kg=^%h$avfEx`OF}viHn@H| z58KU~L+Xrf%Eb&loWAkIASkp5Mx{jbX8JN4;`5C4nbinet2U z9{zZ#_#@p?N$S)xi%+GMS$t~F&nLgC+1n=siLQ$7{oHb6LbcAhrnCRViNvtcwG}&t zuNn)UQQe(Qn8UOinCu4uN;7}1nJ-kU$~1o3RP%5=3hNmRYcheF{88 zFntQ^6}2Mn7e7>M;P6{#@DT3l@v%UPb5*NNDj{obi^te~{0L9FVK_a80<8CN?m2Z^o$oma%|YQQMrG1cy9lkLn7TLj|^!QmfxE zW=VtXGqxo94%^j-+6{zLI59zmZQ41F$ggoW0p47V8NzQF3!4?fYjWevt?C?b@hNVz zVr~^6Q_5%l#+We;$iK2Bkr_zqczuKdbh@{l%pAK9TCQK&&J!-G#8AR7#Ev{w4c7|9 zYjdBI(w8r=%`92luld4Aj^^NW3%uz5tQVf+(eWxVwP5NVpTW<0*vdfK8LO8X3!~ZD z#e&2IoNjD9gXN*)CytDq36I@(a6^V)jeGB|tr*1{jRnuz^D*SoO~F+kw;a(u^;i?i zGk;2#Pp!(?YRr=c#&xzNWT(HD@$B_HVcp1dv&D0Ctm)&nZJG^)X|HG_a1?lIS~FH=SyrVhM#8n6i18%4ff_#OO_iwq>k_tkB++ z!>uJ!4tP*;^9oO|G9@m} z+JEHG@ada(^1Z}xo(Ug8&R=W7hV))z^=36BzE=yoN8HBEJNe8j;!N=oDMfMbGG<3J zn77-KNJ3?Swlo-CKCvJnx%ilE@|d{5LfKnqTPW+keq$Y>-gMe4v>Q~knT$X8Iw#NJ z6uU;DM4{?A- z#2w@!+Zt18M}N%y{U^qvW>j!zHIA!bj>7z}?CY!3QoR3W%!;P0ctbnZ8Z_Cw4f;^SaH)$!Q8_G&`!|Jr0ciEUl4dw}35=odXf-M=Z@%U{) zLUQpxW*Wfe%@xR*{t@1!^R?>_%4OWP>!x~1Bm4{ z;cqr(M6;4#5hN~Pe07bY_2DAI*Cw{SA+?%b%{pgmM&z@`ipYwHqaxx;exq_F>95zM z1!KQy%$Ww!f3YPYyU?#O%H4u7>n?Qj0}U(%VeWCV-Ea>14V)xBJG}9c-28Qh`#Z)O z$qM(*+!RZMLj@Z7agr#nbjcJ0Q1MTR>b_~rs)qkJ7(C{{Ip-3@I+nWiwd=HdE9Sk*|2@jC z95*(YbbmyWre;_EEG@fouklwkOFt|~T)@$PkF1Wwn17^-E08c-;!`GR|Le&HZf|fK z)6Ow*Ex`zOC`0!#y>~2Wu&1gRD=i~bom-U(OO!KX&Zo#mbAehQ8yzu;VWkE2L`h9K_Wt3ECOnn(MVQ1w2191$y zv|->rZ7f<=;5Oj2bMTfY-l#8vw|w(lQAQIB)0WvjY0Qs?*2is0^c}6$`!VNjI;iMO zM=Iqxqx6@?B4tHs4T@926IGd}A(V1u;GY}wq9ODZTM~Uo=mtVa0EBKN0+J(DnlMx0 zGWr*WQXCGG938X1#8_Ump*MlM7P)k`3M>Vb=xAb@+Yh;?9*CaE+$#<-z@rpc3(jY-iwA8Eln*1>=+g z!!5=fYMuBRTM~W8cu!akdXAt1l8Z8$qy5xS5Y5?SJWx9!HSk>|xiTwta zG#LMTja8G?UEdPbl}g#@szVk{bbZRAgrebqMu?^kxhdy%9X94xvxNh;B>HX(mml}M zmKbgK*UnMe6PK>B8$Tb9l4fhjsMd^y%!=w2xk+#-#@|B3CA;hMDtIYXCKY3*H1K>| z5`716-7&v0QdHUq&KFEOTswkapJ{Gu^C8dR^bCDC`N zvZio4vo&Pce%)Betgt1nA6=Ms+Qp}hzpkP5Nm~+qM`<|hP}G+iQIahf3jJny3SyJe zLrv_bMaC$eRf#*z9?)aV|Jqn(Sux)ibye!6Qs!Wc^rI>PMdm~%Np-;~Cu01iG4Gni z{JAZOzFW-p1K5XnPOLW_8*#=PwMoYnN9MU>egzv^aAZmovx+fss6^a2%wAPF_0u*t6;thN%F2ZY%h=mJ9QLEl<+y_(!-04+0-Ea_y4qz@7U)~d(CgY_>GkO z!wwxFj&-SwDf&)cyuCH+yA1oFu|BhQ|2(o#kcMI_5=G3D8noIV{#K#Y2E{3;Jw4^p z#OsaO)L`FYOQP>R{kCvy(BK!*S62LQjggUdFc%RvgyY8Q$!Z960TqXAaf2Yf^4Tn6 zrM|cSUSobWi#TjcB54tp%YCePUY4>TA-OnUoAe159p8Ro7aiB&SE(J(-s?FX8cvnwq7DgT)@S~A)WS_vvHjHXM{ITP zGZrzUVmm8xh+8Em(Qux69m2bf+0Zoo4qFnk|GbsK>h+4>25gY_s|bGRfV+_}u#ek% zr&}Y2=?{&C%L>y*oKeTz(RTMJ1XpTKE=@bx;`fai(g6FsEs4y4S(ihoo@p}0Gj-A$ zFjD_$ELB#d5_9KE(-!ak-uUYpEZ-9(x_YdxwI{ag;Y;_`YAwY5ZaqGEQGRF5uG!R^ znTa+Abe84DA|4b!m3o%YDq}7*4KKGPAq{`2EeToV#5m6@-sqFRyd1M0XUunTDqff` zhItgd+W2_fL}qKqHnZPYPg#586{0F4#wDE$#9S&yl(K&N9Al<56S~WmgfyW(fj6+f zQEL)%6(5`Lll5aA{V@YoG8QN+P^)u=Bu5H7DXXuZF)JE8W40vv4$p?;bm9l%5X9cd zEmG)BXC%b?RkubA)vJw#%L>)T=-3_9zcF`-t>Kp*O<79)1!IOZz+P!fqVIrh6M#{% zl~@_ahOyWo`$xnbSCh1pBaWfLdkpI*j8%{o)@=-{B15=4P%OCNi~}65!XhX=Gi9Ch zW5z6MK!3!RL}s9^gU$^H&wGu6PwU~7?mN|}r5t3|tr27RRb%P0Vz?1^B?R1wyd4(5 znL7osl*Q368#AOK_9a20YdqS0@40P2dS{3OcABSE<~oBXkBw|2ABvQwa|ovao~7Fo zswoGm%#Rdf`a@$CX2o=GglT%2u1M2kQV21TttT<_k(es%X(hb>V$8J${Qt5gA-n27 zvhDPGLVt&}kbQcXibAh((StFFh3T!9S148eN7~84wRuru`?z{@zotcZNc%{Mb4g52 z=0{@Y6)|H5l2R0Wg)!Tjfo!rR(RTwmCJn?%#>0-=#KLciW#IPPA~pg{@S$vCwDitn zfiFI;_m(u9(0*e@W_2<5N)t*(;d#vOq#hL0$+H^x3^qj#F^fvsCH@>^DKv|^%a%mn zEoz^%C|(DW8+5viL=Kk{NEOHJs22p;dP>Gh%W6Ht(t3D(NGTpjAD6fqNRc^aG%0g& z&zO15XvS4x_AF(Bo1k)lLD-*grQL-Q*x!|0j1qsOoFL+vzkX*dTb`c|3#(u|z zUB+H}tTrJ^^}24F{a&<={jbKBlHLzU#ME`{e@a`&{(Ah&8d0x0Gbj zqO>*ZhmHBs(0aZtiN2$CD!h(|VyKFL)~ooXTCEu63!8l16^>#L)fTS`FD8$_jL+hF zPo8b$6~+q9Y9l{`crCcl2Vt7jNMtQdzFZ5(sfQX-%0orMDRJ_;jPMqvohtTHV^K8o zda*5uzMI$j2mB_ErN;`2v!6Cr;cf2KvLsqGbhoLvAYMEng74CF1c#M^mO& zA28-eL+ib^B$8-Z1hFy>=77n9gyiBMY{Rx74u0o_jf1!0mMPi>>D-U|cd*0rxJyU$ zdd=-lO*ydF^(W)OL-~hMbo?D-4B;pgd6So5o+&Ozsf6rQzY&l90aeDnX*>vzgVy&Y0K24sFM+V@VqxD~?#obB5}uu}E2=T7#pnnWucj zQw*b&#k6~jxzR8>XiFlAk;RZFM@{az79=DW|Hhra*K58v4m-Gxqi_~U9$CzN%$>lx z_yqQ}JIC9V7Oq>w6^ilUtz+^c+tv$>p~z}mH^H`q6bPwh(RU@1BDz?Uq)?15#pI@q znbb_~oGppIgN<(Atc|yv0<9qU;{a823(4mU-8+p%$_gF11^Q-Q;YmR#Wj*w5#=K|< zz1fyT-x1n;)N536da;Oos#w=SDWivK;pB4pEbSPvFBprM6|u{6XPHNyw8nT;kV{#V z{9R+7G~_;OOQP?{4Ic2v$8jkT&VdQ^BQQLUMI5hzJ+DnFtD>Ev@h*46Y_DyVFEOfr zXDohJRJZ1eA^&+5-$}uLKHBH1y3dq(?*BAqP=ok8wj}xv@oEZ(Cu_({q+e8#@|w+tcdC?GBW=o>)2<7D=Tv*nv)m#3g|0rKAf;=T%bm*Oz zIm&oXG<=tl-D9kZtQ~SlIgkr$zN##=5X`d3?4pW#N{R60lXJjB^)#Im*lKulr=6A{7sR$%GX^Z(Hc8&pw9~4zv{S|S ztD2?xf`mod$u`e1z>9yhmf;F5$327om=*jQV^K3I823bpBThxhhl~AJo|4a4nwHIY zl`$)t)}OE?A$!)#8Mt20Q3v=Qf{Js-nXRP@j84HdpK@8|gdO zC}N10&ZM_t`#EK-;jBG>1JZk8W{-K(qM4LL(Q#vbG^4p!khp;E_PYE1W*a+? zAEm7>NcG?%M9RhlfDu$X{I+A*tzGtkIthn7E^2Y_Y(aJ}>3;epf|I~xdzH7{(2HUr7 zNyzT`w~TzR-T$>+@RfTNVi7)&H8InQckq;H*8RquYj!eXOCo6} z7Gar;?0CetAR)QvS7dk9K{_q8J}qpLriDii?3Q6deB79$Et}gf7;8MMxm}$@@dEKG zYzn;Q{o-yJ7O3Wwvab9}W4<(FdYK?`0Ry)?l+6W>JK@5ARBKawz(BO>CgN@ZpO{Uh z9_ibe7bOPvBgP8M3hbRZWurn~$eD+nygxi1oeSuB))*cTs*EQWxX4OOV7xd#wEK3tMMYI9P3ZlVg}#1(z1=#UX&=R-O^elJPSILNwJn?pCM8 zKiGpEJP(gB={Y#>8W%fNC${7L;AXsg+u}u()ui5ourVrCDjS#l|SH|X}#_VUsW(kVS z`1{e=vMg-@=)=YwXc&CJmPBR@tQXHw+$WR}okWzDT&X_69j+%l*SEtbXdC*-)aJm7C9nayYdS4XFY*))^(UF{yN80FW z#k|*O;MkV^n4LO@QjfErCoM+y&BjX1itJrEKa@2;&a$etxDYkpR7J%)VY3zO42xl( z=0$$Rm~jpL*V~eiUgVe9fOanqVLB0v+2uh2%j}pMpi=@N->0Z zosLM{UknJI0F0iaHLr2qdBTf=IF9D0zk$aRlT@TccfeG_^G3o5pNvkblFLL=tj~@m_`u zJm6T6kX+0$Kd{|Qc=Rx?OY`X*fDo>|Y;H|nSRQG4ULB!2Dm$A6G}{plO4zX+y&61= z+htEFv)OLAwqFyIqdA-*BlIB6HrUiCZbohfYQO|ns397#u-Q3!GkB(YvXs(;wZ=kd zMm=ClqVMLkEwYJyQG#7Pe6w2-qQQG?3U?T*Agc%4mSPI(X_;v?iOY_rtSH`Q%%TSL z9$OOsAwVZWl>qm+S4ac8%XCDC`Fw>QXUIwmrlpe(hdC9~rTUHbKX1&NhUw4Q zlIT08tE3yoiM7qd<~!{vqxB(Uak8Q{fZMMpkPoC|BNE3UE<3tR$L9UUoM_m*$CgAA z8;h7uhK0NyYe7PC;m#*{jb;1yT-as%Jv^21iykiE3KmLEHT-J9uOpzO+-a>!!Dw{p z$>6E|!`osGrhG%R5dUps6w^(Tl#sd*pHEwe|6Aj)YUcOXg2V+(K;3eLie-!KLbz15 zzZPBVOxdUXwMN6M@OIqrH2cI_fgK6<9hYqBP2jEp)!CEtrDS3~st`#Q6oN&PMM1l= zMtNCUlIbF2b~S|m-PTBC*ZvV3Nw1SkYgDXp0#(CL>>^2Pz%ULP>m_4<>#W6EgT!f) zxr*|@m!&QAUvJEe2GSN=5}84=UbfqKrZ(j^isDE;2R@K0dG+)7y0&7xjvLFD6|YUX z7V{^%T)luJN&@~A&{B@Wyw{i`4Yb38#0B)7SDwK}h$#7nql#(qG98cEn=&XhV-;it zQl5uDHdCFx;JC+ zW{d^Q3f|`26mysl>n*5P2@cgRmF5Y5(U>U>xYyW{=sR#n5BTmx4VTLKkBUy`h)Y{N zU>5~2JX}z*XKk!S+hX90P@5h`m9#TaM3sqvrl*wIJbv9+jakj(7z(T-JqV}EdVqz5 zddRaLXwMz%fqiqR2egdz5VNQhH~nd2IW&vpAOH zz_f>45ylvOc<<7NZS8x;3eIY48*-cm18?~*LwicG&UcOZ(QM}1wj}zF*8am@4K=_G zEW=?Yg*!hQUW;c-G<(9a*Jp#}5)3iziraARcPnj=j>Di%*Tm3MtHwu~o={{}IJgiN4#-I_leG zBF%z-)^Fu2I37J=217MNs&l?6r;e+l}2?F=Ed%mM<$}n^0+8I7_2D_)EXc>$0?EsQZmM(m)##Brf2T zYt@lzfwt*jXPX!v;}B?1S@n+@3z}8+14uGO{Lqjn7Z0HFw7JxIV_r0+w{1ztp3-34 zdOep4s)iAe7b$j$gOhy7*u2A7n5@`@CB?*z4oylO(OZpK(V%&gEs4HEvy5-#&|y&@ zFeINh79uMomj!oj=y0S=H9lv|h6cxP+mcAaVKGmTQw?^K79=DWeVS?voWzLHa9UoW zRP`TeC$|dgkJ&)}#aOLb4Pxv7zp5G5je^7l434fmX%JRzN%S4U&8NLW8%vfbR$#+U_i&wA+A(-fCTuB{lg-!c|2D{7m<;E4F6eYFvP zQH-=A?TYo^Fy=_Z>@&6`GGk_)oY^3*_N=(m2xM`9V8N@So~0U(COX|3F=XE|mM$w~ z8*`I%@u=V~uX3j#mXi7W8)Jqv#QsWC)@_6bW{2z@B!hcL})1v2x5kZ$y&JtFWcTCKnrXr~&s=TkK_5`!QqR>)2%7 zaHNQCm(Qg)Vf1b^)=k!4wmv8AE3K4k1vU|-LI@cm-!??&fSu&o|b4R$IE7Z=y`|+WE;!T@7qg)Ig+u&kwWD3d*26{dw{H}QZ)Z;@RHRfAG ze#(}F?8Yry64IHl{r#tOCI=394gXwNs7#AqbkJlS=Ya~Fq>?CcVS%f992s@t&fB6_ zi3cFPA<3ruQDfz2HQj@`Vj#J&Rk7TsNG^)O#B~QQUlE^-H}fpHV#6uB(mrg=zGlH6 z5G1<#uHGM?aJ8@qz<&-iHd;+5pM^t+Q0moaR}v+Bb2VlZzi6z6tSDZ?C^EMqvIMtu zWD?Fm7u>4&q(zs1WXzg|(0{WfA$`pM#US@Oy4HRWAUcCKhGVo3Qf#&RF8C%3q&rg0p;hB~{2-G-LyS zw7J*+G-gPH;5)V?WEc6SEeSbBvLVcCjGUvR+M3Mfkrt-#RJsznFDKQZ&eD#J=gO_U z3G=m~t8+O#EAyBSc?=JJQeA9Hc)!`0C(V8~*piU;(=X)UVasi#;XEfi^UC3a@ng|N zXLI*s*D1>lu*VQ3 zVv~|`49rNaLMs4qAhW;5Ivh7vKvrD0p_C<*Kx~l3)+0!uo-Eo7Bv4>ZS#vKKv#7!R z0$UP&hxw-aXdjmBoPl2rIw{tADwss@l6L}Wqc<7sR~f4zE7&*X+9ZeUz=0g$EgX4O z3i_&{RaHA8#G_T$DfXT{dR z&>Hfr1KgY_ssn7w^2O7}oN0i5NRa3{bL={Mw+(o%In}6Pyc9?9BjyREkGg5x=g!%h z5&BbOJ!D4+aXj%WmYO8L5n3^X(t_weG3HIf=)c>Nke%)iY)Qx+llh?`N$b2gky2KyB?ugOgYJkdeFC{d4h=9Fz67a8-S8Opy4l)HB3 z-lu_8I*gCg~GKg2I+*2mS0ZYdZNN}U{nB_V!-!*1L1LoVdB>E1_ z%_A-rNJP!zSQ}f#YEyhrP#7vlv%vHuxcTc0?y7D5it=~naPS!F*-&JeheYUjQ+xza zC{Z*|OiP)s(BWTh%&G?eQd<(4;kTZr?Z!zam3EQRaA0`KCQiIUVQQ^` z65ePDn!5Y8a9Pxe^?zLMb69iK^C!o+-*2qRthnEu!-^_NoM(YC^g`fhgP{> z9WXsg4h1XIrmQ2ztZPPa%9e!m2FGnl$axW);(xAr(O|iO0;SG!^)T>ws1Sd|*7QoD z41V>JdxxJJe?$DDHZ&1AtJ%>3Owsw}`LcUnjrCUPuHvpw#XC7q-;xy8V?l7Tu|mT9o?VS8cYjxdV%T$a02-Z7~xp zk1Ps7`+_lO=@v*br&hE5EIt*0B&*qe*Z8ZN&-$z&ap4B8b^8&&@m`AIIvh3%2b0GF zr8nW8{vBh9GwQjs9t-&3jCbTp&Y~H_^0YzYo5t*D0DQxigzRWvw77?oWM^5<3(=g>bb5#JXEmMPW=leL(mf1Ix9U^d zHQrsJ@|~S~9c32;oy}cqH=R?{tr9K*_p0Z799uyvcZqzo4FQI8%vdQ|;oKF$ncs+m3PM~UJp15( zaCo*SX0PRX6rO#{Sg>>pBmw6N&;G{vTbe=rl^}5e!!ul;$$>6K2;zD>UYhozh$*(6 zXzu3R@h`rqH&L;s_KqVv{!a9Aw=yjl#*Lamz^-@npUxkbAKQ|UUF?SpZLdSTd5zF9 zZ0ALZVZWhou=jSX&l&Tn^;E}}MBgpKe6Wt0f%)r<{k_Ht$>?c2Js9f`8#AW?e!!MQ z5^#%wT8{NRKv;dXwG3yNnf-5sc3ETusW6CpqXi zQaThNk^}$pn|aFI>CwR3jTzIBdy6dz*$Lms;CG7#tQYp@4$xxGe(vUs<`;}5&Wff* zJomfC%xDOHmet>FLvruapj+H+&^7Mo64!}~gThYx#R<=mcZ|ooT$UFYo9`N{BP%vr zaxVH*$h6pa(IBRk{cU>x`nEAU8ajV#OG5Uqzh;2D^)K6mYHnpOnz*-H zkdR!=;jgXj>0mhhMy7VSCalequ@&?<}9mdMf>KJlz622?%3byledxqPL z`O)lYk1dHLk`~4w?TI5d3lfrxM{QkP5QKmD!Uo}Y1Y5I*D-+&W!`<%OgN!jYJLBTw zac8*EaHo0Iev4px;8d2XwX0WW61Nm ze|Q*uC`&$)ML|8~T*yxu^Qoc!30o4GQMaC6t>5Q1u|Ft)Jk`T>y0l>!|H@dltT1lC zMV#O*gm66cz6x9^C&PTrm>&(UuL=@f-C@tGoB8CXad(m`7z7f9WDiSk!U+7-SmLY* z1cy5@XN&`JrUH;wCiY`vhBOF%XiGx&n18V)A;Tgzgn5NUee%`=C)$(sY2l(>5v;^w zl8*kEP37i%Zzg0~gn~ozs>Bi36Ea7NnWUTpls9HYGm;x^Nk}8<6Fgh^>LX&(6M0T>gz!2VNEOgf1o(nESn&i7%lp(VwxmG|;IrZnXF>@NICv8b&2Gx43 zTzA-QBirRxor82TPBmpKZF&<%?ongOvLd%WHxY1__Y}?)tWu8bnKEWa!>T1nT)2U9 z+p+tc18Qc9k7)IA`eUPs&9XS171d!ByvE(3!FvqVTa0y+6{>ByN*f#Ylec0M5oijF>V zVRImZXFPF`@r2XFwuB;Xc;G#=NQ0bh^8GcmLBx$;@=<nJOWdd zx!Z3Te@nCWuL}|v&Rwl~0PA&?X=fzRZrmwpPucY>80t-krs=dZkfZg($~4MG8Et*3 z<0tc1^1s=VklpBCZAr+^%uvs(GylbWxIkxq`oebRI}hSWV5)bgVGt*wjk#k!ib$tv zb*I+gsRB-fZTWPH9gb=_KvmPCKCbDxc@)TSon0Gs;L~O?G~9wF-eQ_7{wY3 z(jtxfjd{`l8JQiB-mg#Jr5po58!22InJq6hBCK#)M3wG04en+u`prVa!WI#H_&HrJnT|$;uVuC?X+QagGGbDx%F$)VvT?#Xb%F^Tv#8=(lZ2$U&jO z2Gr}c_ZqlL%x+ugsKRj`I23n=owNoF=sS#s$_nV(9C~NK6-^21#c?I;hAx_R(%D;$ z+0kHnlP!tO$6$lBKQu5QEGiFDF>9=i3 z^c|)x=uJ`JaR8x4!^deHbi?JLb`@vDX*Wq{d4Xa4p0UtbVa!o)3%SNAWRmOXyp05` zDe27b8ndUt`fXbheTQ}ZanHjoawX5fm?;Jr3?|pc$H*>i7`#p&(zGlBZm5%#ViFQd<&zN9%5^4Pe?%K|cAXhR@Ritgfux_ikEwV0o#wFO)Y5f23LD19ACWbF!KEU9@B@DT&gZ#;j|` zGGt4l@5Zw7H0+`_>A+^jw0jAX4;jkm84HsYN}Mz(xXA-i!A&eQO*y6feq&ZNXhv*F z^c|W_bWT~J)@XPYj(f&~F*NRYyEkLFUSup_R=75c!#foYqwzBCfKyJSe$1FD4Y>2R zB$B{cWQk;=iRZNzBqSH7Y{z}c1*bda#l_C~aDjB!M=xx;Yn{kl!()jxa5~}*wR^FS zQT|Mn#`-;DQ%UavBx53t6_};WQ~!?fw=~QCEkUAd@~Zc_k_|_y2zuLv7LJ?stK+o> zR-h28$JE*B)`-2#w~WQksN&8>l<0-rBS${uLeuJ`@pm84GB%@uck z!uVU7Ie*NSgoN-Tf<({V$!_e{;gS?ghP`vNNuhvqvFJ2ImlKosRedS~qXloQf1hkt zYH`0~MS&gESB=$@5yj3eIZ#CK{Q~1}Y0&?KyX=MAIlh5TZ8+z9Q`A$({RU2J69*f_($3u) zahJ>)i=EyjH5FsFNoO$-chuhmcU_KMaEy7-RDYE%3EAr|7bLoN58G|LYr~qgt^lRB zU~~=}iIh9zg(hAJ{&`)iZ+HYWea+_Ct8*S#5o zbk>6NeRW7^qoh%Sy&vXh?asB>Ilj27oj9f6Dt7I60~+?*x*` zb0#x+2SRAlgiIiv33);Q!{h}aPm@7ld5k^XH8b7m=^px#nL!a0fr+%nh0zsMK*R+V z7SY|sRaOw$U02uF;^IF1b_HF<$0sfV`iYC*|J-w{tE+DJOx>HgaX-KOewn(}Rdwo| z^FR02eVlVHKHv$SzQ+!-*{qZC_ZG|bZeo;J!`IPpn6(AlqC1D+isqTcn z9|P}aR{wXj1qiGDX*@?si=avs__p?270rLkl!SH7FWu(EDfI!qD6l-*MkkH-yAWwD z!krjR*I_5Hy>*xe7_HZ|g$|3>Y0;$1wMgURa*brUl4%viUu$!tp!kX@3F|0UCMtd1 z=*q8*$Ej;94Nc0UOkXb6eyO7NMW!UItG)RE%#hNCpv8vkNg!6HtX^gywrUF$wqmqk zw?@Gcg^@8wN^^Fh_S+RiE-)ow9g#ZIa^lI`JxCKGJU(k~I8q+XT@ zA#2>9$IiglmQt8J4X!~3t}!f+Xp0gSmL@DgR`a3&@sReb6(BxtO2Rr2yE}6IsYHQX zY@viCJTW+XDUS-U%RyE2mdFzhHvlmQAa_IOQ6}cp)a?$&mo%HfGuny_YX-ZcMWG4I zg$qr<>jTc3$bTxwM{s^{!`LvxfQ0E#gqUimRs>Do2}LMI^i6HX6(jnZDGBRF6gvhh z(R`N8;8)tJ2x|tb5Y}`|K)zAKaJowwgwW?Qh%SWpS}xmzpYxRW z0p9pYC$Mw4-lL431_eLY{BF$LsvO-Wb> zc@t;$;V%(F2D2PUjh&br#Keftaj;@WXpQ>P)IR^j*0B&`14w8qDXal(l9_;{l(C%L zeM(9xzO}*1P7BthRE^c?H*2%0n8VekB&?f5ySX_a`X-kx2ApiifgT&jt=cLJYaADv z8wW)pLt>@Hc&9eAiiy14l!SE?X>m8xjpRy2G@HROR*mZn;U~343Jc+EtkCf%I#%IH z0p&sM*DIiW%#?(6Q2beDeN(3XOAN&~v;_$ZMIZsKg2F#&zga=y?@dWqM`3&W&bB?f z#YeM%ih+(2rYt#H5!)VON_8mG8$awsdSR`}NGnA!4)o$uimI7DWX}n2rc`k5sJYYIC7r)nZD* zK2{w={a8=LWKyb;Z0o}Yw|%MWc{h>_%;l z6g00lC1D-S2 z|1p<;a%U(0(P@$VE3n?L&6EP`M@&grhjpIYPl-o*a=B!rFPC&Ofj&x|dl<5>YKs;Y zvU!#MNjyfp#RP9^Bl=}+4itR;#*~D0e3sY5C$bfJod+E3eANwCs7R_9KrHlAjNyyg z;)liXjG7oCm0K1I*hno*?8j0y+y{TA&5{D@k4;Hf2lcdrx$fdX9GmsfC^73em}AEZ zDn?Zq&Ylr)yA5$a1372Ct--?5XhHHUhIhMcAyX38F+9C4 zhATyau6V>LCj2OddxUZPsJ7r?ag5Z#k@9$9$5k+`0C}%AGYXI&HYH&l$P1B94cqfL zgYmw8H|_8-?5}q0) zm;tV;IT{TSQD0|PnbDnqhXTb{5LrP<3k z+t2(c^<=g7%N0Cgf<)bfJ>!|pq&1zNj7$T|4x+ur7BCbE7SC60>phGsQ2wd zL9ysJnyPje&}Iqunv(EZm|bi^mm)|M%EBH53+_tpD=j0`Y{{U7D8z}Z#E@i-PGpn%lE{ysq3gI zC6f~o3f1jFx#k@V?<3k`g@t!+G*{tEz%2MuT7ieO8Bn14xG4$i&@5|r-HYN~@QRb) zyR1{nqgBW{#erP@P$94=5b_y@?-^~;!@@_atI3#fJrTUiCY^bYxxA}Y?VH*hDR_R( zltd6uoll?S!b?8Ky(I$@9v7Ap>C9@E8Fbt{gucqITxCl+aigvAL^G|~Qp%(~K1l^F_n8XhAphI+ZSw!=0G=VP64s79v`qGEoPMWs$R*#e6yKF}lu@dveFq))OjHiOh4#$x$ zo6GOCRT$P>b{>nlU}iN>zIdzxr8)VnHrI;n{2x;i)@|nv@QmZ0DX2bdO2Rs-G3;02>RfGkaxItroJ=$W2h3fQZ zZXk;!T1l}-M4eS!70RSGLkg5}QxevpT+yCn550UIP`V4CqNOe7<4BKyY3+gocbCHthZ^aAS|qBM&m+;m_ssni@4;}erIC$$LhA&^}c<~R0DV7&BAjyeF#1;?Dc!X zJ*P{TSIM4mubvj^E@czyw%S#{SIea1%M{km=0s_54AsQe#45~4Yw*6?51H!1bM^hW zDT&{^LH%%?4C?2m8mMJZYvwMK1|`|kGbnz@hCxxczDBzI@0$wmSiG!@kwJhkqWoJkWlI-bO5I?fzo(1tkwk&9)YC*%M!h05Uvnh$+y9GTpP8RePQw`Lz zpy$`DkQOA_)3YFc$d(12qgv1trowv`^tdSrix$MOnd^5*KQW}u+7AD5v3oZ1eIBGd zwqjak8%0neZv{uvA-Wn<{r;hxAq^fU{U2@BgdHbsh`PRE$f8a@!&%}$(fmo; zZ&ftEz?6h_&96MzpOKZ1VhFcUu1Mr8=y0dIC=#^;o3GV~F4TLJ5p361MA(WJixyl- zDp7}&=b$p_C1$`NNu8aX-cZHa`=(8pID!6Y4VJu?_Pi=uS|qH)J#G7-lTV}&W9+YK zRlhS(j9rX;K@e~qjB$l2I|&0*K*Qh($ya-ii(1(_%$ z;$#n}us4p#o$N=+gaE^NL|Z9g;apRJGj=vjER(-CCYNJUD4Ayj5#3cnDX`z7&7K1L zO{OHQ!+u@`_BETZczcLe5s;Q2@%~siqTpz;z<~A7OfD~07^-tvRL?M%kBJf+!o%8X z3Tp`Gd4{kCQTik%?LLr?(K-`}DOP(cVvdm{;uG3@Di-m8DGBQqvASXrYtazUXN&EC zc4?$+W7#!uFaeR_*YFy z1Oe9>*GVqC`0>|QQzzAcgvZ5ef`q|*EpdSf<3}f9{V3|sjf3SWnGUC3$`j+HN;@t? zx|+z^^_!4_Jl9vX1g^wJBOCdFRI-N?>+VLb6P#BfPJQ3H^z#jFvX|-Sk58|kv{IfP z&n9|v`7At%M|zh^@Vo`9DcbK+tZ~uX_Pp_(1JJ!~_ASQ?wx_eSr zb}eMb$xVKZ*T0Pwe~Gr_VHLj+p+>xAdw@e#{TFF7p{ReGDG9HwYd0m~wYY2q$JF9R z1Q+9OE*-~|B4Q;{L-jk@r>L8n)eI$)pt|HYH9N0hGrdk5o3Lhj;8+q$ARiQ|1sg`> z`eLLOvD><8-~-z1D+XRPCE*#kCDUr9DKmFMksE(E6Gud3;)uvh9DZ{N{}`LV-P#HW zYXU38lv_mt@u_en@aGayk^P`HR|>KpFePCf+4(#fS}3+CM-Ic{-RX{#V?{XC|?iLH>xQv!FoKZ%V>CL|EMuf=AZ) zQK|Z!fw)Usgs?!+svj%AM(p07Xunob{)j1wb>%630*Z>*^?fomBqw+9K#HzlMAJe`vo}QT}&LNmy6@3i>|N=HhZHA{h}uNn&{` zRV*N_liM`=!O?h*Yfi%(Z1tJX6km3dK_)g$RsyS%*ch>Zyi64tBr@J-|3q!J6mTb) zlCTc${C&k<R+N&*ISd0(n7)?qsC zlSz4PRfL7KPI88v_6rsGGNvS~!?)D!U89+C4#%@tufa+z+8+#tTt_$G;55twT=(9u zEp%9*qLu!*%XKB=k;k=C4e!wAN5S#ErX;N67%D8^2V|%x7|G9Riyan8!$AJWv>8&M z{Bu(h)}ho0$oB!N@f^eY@7gK|3+pij^8cGQTMD@UY)Zm9xO#r)K792aWr$DMY-@0F ztS;-nGlj_WRR66h3F|0}h3Z6(wvj^&kjSqxkSg{fdo*uB#vYS!IQDmD!#~F8o?#7L zUf*^l;7ltd0rEo2P1J-_EJ>hzXQSF&DfKsEO2Rs_r|${)KnoX9;qMx$#Blgg4fhBm zdWp8+VVmS-*g(_o*6eZ4Ua#c*uA+I7Hb)AY+e}GVM-zG4lcfatty7PeHfg4v?7A_z zgPlaMJZMLGzVZ{L@=-c5|-?b^bH#c@FtY34lc zDxqR(tv#yEgMv}nl!SGRPT3*7isA@97@~;3gB*2&{i^bTwbU{0WyJncThy?KEs44w zP=Z&A=^K52(a&hJq5$_PQxevJo4toNMDW?LzZI=@14Hz$+Cqhe2s=yD9tD1`lt%A6 z+V59z`L-zu>$se@BM(y0*w+QCk|t2TSry zGv!ItE5UQcsjr~6imz$2qk#BpQxeueJk_1aL#Ks;^N@c4n}p{pVESv?n0GUPOE0uF zevDM+@X-07C_Cg75d6A8s_>nv&5Q!yVp9^<;hVJw--bQ$L43=E9sA)@t};A3w8aTq zzp%MG`00xe)`w%O_RAGGE;J=!9gcH55c=m14EA6NwIKJwOh&eIf=$o4nT82l#bAFB z{SiNK$3TZ6PHU?uEX13lGy;T-Vo*TK#D(BGvF9R9Lj;}<5Hd<6z2)K_Z8jBSNSczc zZVWrsev9iX2Cp$}h#X6%5b;hssA69@=_`Z_7*p=Z$Fql!2BxMT{5aBOV|kCZ3d0)9 z#Wi|Ku1i`W7EpnEK^RuI&_Lz0tTyYnX)~>u&af#7>!x#3M-Fz7${vb{4XIbkO^~rK zL16B0v>O@RPiqSq7Tl9)Q+vT>jJM6^osk8TN=<)6n+*l7hfGOWhpSQ4bfF3~jQ*xP zaE(EER$G*?pfquftMH-#@r?GX6(GK8O2Rr2O$UpqOopqDf<*8lL-8AJVZuT&D~j)A zCc{;PxKXh9mG-+8EM7JxVI7Mdm-Ql!GnvDLXaa*oIE`Uw*jgxcVcHvsoaOAP@Rd6p z&y<|P3U-`>KTNNKKPmKRGeevGwQ0PFGWJW_ZH-g5A=ne)nk0R!B0V;ZuLxi1Jt1oh z2_F*)n^L1UYqOvLbiOGG>i{)fmXG)MQ_V&8mf(f}!HWz@x3(~0A(<5&kles2wPtGn zg!a1?EZ%HN!a5eKcPp7jXu)`8L~L)BaQcgpUd)W}d|WDD2=p8EA7?z@rLB;#c&?6u zSIopC(jBX4SVzgptvbXWS0qr(6(}Y;nriEKt2T2A;O{ggVIA;OJ1{QXk}DK**+?%^ zr%^SeH70l9=>JZRc{juPXWHV1g)<_&$h!o;G086{NRk6x6~0euGo!%wpeYIK@Xf!t z3Ns$$tI0p>-Na!1qqcBi!I~fSA%u@`oxGsm&}Kn_=pRf;Scj-}4^r>uQ<#e(XVwh% z8Kd3XJ9K0pL-_Bs&qAhS(uuc=5Nta`uF@YCa zHOC5qH)(UDAb6uG3F`=+q>ldf=W|^dr!U}hG1`rc+9$My42#;yHAZxBLt`!#ydKcz zL&58QQxewkn!h78=+1b$W~?mw*1L&u`ntAoVR2f3{ThfnF(p~eor2Lln@35-+3@wAFAgbqdj|iX42?Hh*8C&OMCKOWLA^MQDDsi+H0@(O&A*fwx%Ua8m6# zyr|8B0?^M)NmvJH34OKz$w~x7>_E&RvLFJl_Dm0Qh!=bN{78*;Geb6itF4at68>Zz zP9pZ9+hsNuuQ03BtvTAPD9|;VlCTb4^Y%n8o9i1w7|3-ss+D?~;n}1uP}myP5=HN! z!cpzYv{C!*3L@)FNmxguWh-WjIfrJ=mafKi#^f4pk-}m!J4!QRoIts53wNdV>lIKg zHzi>ml#}=75cnmWDX5`~Y>j6Uwb#K$y_11@hqjnufm$5Rf=}u6f$vZZE43b!|Vk(G%PzF?q>Rcsnj1-j*-pJFKgR9pP8P>Lx-Ie%2B>RO2H z3uvHT;a`FEquNXFOVSjXb@s(pi~dNCvsY^>1bAdKg*lP@|+fA25cBaGY6wFM80+p=iY=0NmCWB6il zo9l8gS1UPJ(EO=3M+%xRn3AxL=6cu515*M0fG&kzNGn>JTpphMoJWMh=i=~*9m1Yn z$N`Tj?G=7_4QVjmv$xsm^RKITiFmTbDxz_=Z)^_aiiSMy5KXPjv$Pph;Gbzq!aDpX zRq``!&Cz~Y*qg+y(SD3ayODw1peY;t6+nF2_hKsZmO}0yLzCrV@858{v&P0gvEG$6pLl9WMW383TjA(74V8=6*u%6 z(P5WqbEu%-VM@X}`lpS8cCDUKi2E7Ww`q$U7T2X1MY;`(=*3p!Sg-%|7HxJE5C=_3 zSO;-cbscqspv3@X8x|savTZxCvk195)IwDEVTSiUZDoXow+-;B^-=(hxdTWO>t<={ zHrMxP^QK_^AyX38u|BD)!ZMr@Ig$x9%A?)L82+uckYO=Axw?vSm2_i&YBaE4(&j_K z>q%1**72HMT{mmhzgjmiK0nbGDl9&8e07WgQoB7r(tf{!%MVORSjT0Fic3V~V%ksP z#(}yt*3FDp({@|qj#F#k6%%=v`k7m)c+cHyhBhw>c2iABSjTR|=-7!bAI&3-8f0lo zgt1rRbK@9Ti!UL~HH;ZR*{02-VgoBpNm#dmH3ysltO~ko?p0q!)QC2?cd9nx zAAXt;VC>(dt(36XuZ8EBl&aQ%C71V&S?aah2etWAaNloA!aDAA;TR)!n-+~V)pBJG zzxFMR-F4c6g~e_jIm3udYNBDL8d`G&e?Xf91)ZWP3G3+0_Cf*?K|~R6f$+XsH!w1H zYYPBopBdzJ|Wb8D&g}st9_>a3?-gw!!-98mG*7#Ki*6bAZ7t-g z;@i|_<|S=DlxF5dQxewkY8AU?xm_~3E4sHAdSv^xrCMv{;U8lx7wxb$&T8eIwIG4$ zelf6B;fj@wT~%P`Ycr()JI9oSbzqlZjex^WTyVK&BF>?dDFz42W8BOjUZ5>(*a~?n z&HGol^#RG;O2vDFm8K-DqZ4TRcGCx>>N6Lz$sFY|M)78C1%yR0&}0U`fU!}U%y(!rr2u<_DTyGk zI^8$;p&leYn=Eq}SHFAiDMkE<;Z_vUbBJN+(%Nk)JkV@BCGneC*XI7W8ys-v!z>QG83BL~k~Q zgq{A6NctBIu5!N+fcPa`fk-d&;Z;8Tnh(DbhuWq~8Y)kRH$rbNpN;o9BfU!*$nvzj z)9vIP_$kPJ^FF`B-@zFBm6B2m1uP-=O(#-h#e0ywqE}Mt&F;$I9& zl&582$epR8(eI`ULgt$>^#84~zSS{-AZ57-M;3uDmf<-dK_46@#gPioA-IOw?vpv69yf ztt9>56+^RR9!qLBnziGV#=4ooZPnISSa6rr2mz$YjKK7#SHYKQv!Xz^)RcsE=xWVw zR?l*kYu&&Q?ba45EJUMBe|oU&)PB7J%MMc#7GW`+{_GdB9RKOhK|>vuCt)!NosDss z0Nvo50Nv7fqWm_qQoL^N*xjPACaOIF>KSgIp~li)haqiB!lL2w1n3zQ!zDU#6f8tt z=bhwJPJILFU85h7Phm?Ee}^FKL)`A%uPuC7P?uvNJBej#tXfhC5q%YeN4!Y<6cJa%i5xbMQ{mb(#YH# ziW|y%yaqh)yvq1D+N>zRJ!MM5I&h;cGWb67qut1m{Y+cPu#kmWjqvdLu{IwHUOzM? zVI8lNcjR+@k$t-lQXo;)N)k=6`CH6U?_|W9FSa#2T8te_a(%H}2IM0<)ov=4cB@UR^v}n<)j@Ri-4Y13Op5J)_rB ze@Cv`w{Y#dTwAcPfX(AbXQU#nwf~lf&ZXKMDCit8C1D+%Ia_JkGM_2{AmLVpM$_Ly z*1UtUd8@WqVX>Ku4y4N$d%L2MR9nO$Z3Yx*4x5s&4$VyN_*1B4D$vjOUt%!s)fOZy z7>!Zx#7j=33cU*QVeL07DBNXA!a52T*1wwZ8)YHehgkT>7{!@8ZFS!RJ-)Hm zzdc~5X)~n&+h9t7EqZCoW@|-Dh274^H}_7z~(-{5GlhG(H?O)+iW6>B=vl!SF_Y7Pzs{pO%vW;{Ez1qzF2 zi}d>R#&&AQ^o`nYR}k52O2R%O!KONZh;o?`8PpaiJR-riS4E_x{dNVByeSFmh|Iad zDPoNvho#rN8x!mYrRE)s%ZIeZ3X99!=#W#y?7!g4jRIDoxl@|~1)BGplCTcV%nmqt z&`hM76Wf1@!FWc`N)))+qNeLQ^lX)w4ed`%j4g zQ{l{#z(zNfEHP^HHCdYt1*{WHNmvJKI)BX7N>hD-;aI6HMA!;5Bg)_R+LdL6_Inlm zpJ7VEy8cDmB(}st!q7rsQ-$C~#$ms5fG`{|uHvG;~6Sm@9)s#_J(mtId`I zZq}59b#UihhCJgDW$5CYda82|gZ2S!(ZYf@KPtk?#~$OnPn!h=pxaGJSO@6LcK`Th zWh9#$;5Dmwq(7G#LdI{gzgH@-9iq;I4CUk6N(c+(nF#mI(J0Lw4aFb?FL1?Uo)8EK zt_1vg_3y8=*;3&BOH&fo;aveID92Fi;U{n zsU;cc?5dX;!d7jagssmlQTU6w9KrDs97%P0ZSpehw=0M&H6>xa+Ai5X*iWvX1c}^A zj2w~O44nQtIo8dL)^2TK!=iO65~)|XmD`As<8g&s1-qTvyeQc1FePCTI~n*89UVO3 zTJA?M)DsM2zmQuAl9*kc73QigY{PlIKQBzJ8>+k5ZZ4QXQ@!2-pHvYFk-n8mB9F_K zhDB}|gCJ`ojA88<)+c%dRq0(wH)?CrXDW78M1v^_ix$Zd4J#`tLTEaiJYOT|xMR<_ zcvmWe4bvh?#9-!AT_tswLcK@XMDNp9MA()l=A{au>2%@4i{85@Nz5mS((c@&&6(2f ze8`l9b(CW}vq`7l!5<|27hx+@q8M?cpV~$Umw>R7#J&KjWFYmw=Ch3R-)gHOEY2$t z15uHMgIGLS7-NMXSG*}XjgZm1_1(w}IH9Tw812uK!u$1)YZV@`$dSYM__AMZ!n>?lC~z?6h_Am_A4 zvd#cfX4YMYsd)zj)wJ8z@M&%|9s^%UdO7Oa%M5J>6lkWJlCTcVnIe6U*d5Z#wNVg_ z>X!JBQ+WQyJ1H_emq*ru>P}R-b&Lm>R~};+*J!ICY<$C+7i_$`bM^rc*9jF0qCKRBGrX;Kb z)m&)@J8HFqP2%!$+T&cbF$~My+Tw(Tr3qX4j@qVuQ2W&i7#}btVI7Ry2MiKaxi0=?UeqWm%1<3E2lCTcs>}@&nO+YU01Z}F5 zC}xKI9gJExa0@wokF9R~oM@7`iXj)b$CXs7*Y%sC{eA_PNv0&M&dFaCOJPKMDxpsk>==${is=5)_BlGFP^!kCn>61f|U zW>Loz`?Q%<3}Lq^3G0Ti2zg&}V*R^P_iKJg7x?cBemxIs3m6v21(fYYa5z@qr=ZP) zf>XaK3F|n`@>*d5l)oM-SGjuKr7ccaRGO>O%XiVhLajD`qWy9OjuBH5_Tk`9A$=5U z!4bU5aC|{qobYh)_l&-5b>R5C_RAGGK5I%M2#3xpCv#Dr(N)T1oMI;>L-l2^)u&aJ zEAuZ*(``O4RMGoz-Q2l#)3X{UH$JnyAIXWaI<+lcj7QpC_arhwxr0c=-9p6IIHV^{ zansoTIsjk;t{`dgR6b1S!%RLji9<~T?0vXq#^UrEJi?a#iuQ}7vBfGRUJ@kg>UaEe z6VJqmU+l}PuJQUWv4{)y`UfK8qsww54f;Jcq*^@9&eeXcqS+Qx63Z*#Gzk)QZQM9L zv}?eTT&ajGE5RIsE$Vd!<2-GV!WcGkLsxPER~S+dIY;~53L@)GNmxf@@%}t=kY8I$ z6_9|M*LS+&i9`oIAhs-VpXIOO` z$i*bPF=ki6??!D_6#T9iB#z_fC04y9f$L~1=16kzEA2~N$KDB;+Dzj6?yp*!&oW;3 zYbz-fUaO*&wbFP7HBEX9Q_r(n5Sro?f+*m9M4K-Kyt_?Fc$M#ijDNi?C``X#&2CrB z{c!k!R4+4DU)B~V6jm)*F{M4`oJvl6cbMjNDE>zK)e0O>nUV;?;q~Rm?oCN9mR9;C zT%!$0cwCIptubzq=N+I=XdZp{4%%2Gm&x^{f_|;JQc4fw5#cIZs zI{S+D`xPU3Nsu^>4Q|W+p<*xmy;4~;SQtCz1BvQtTxVr3+GnL_kBvqILx`lPFr+AY zzV^EnMb9xM;njm?L1Nsy_Y1HCW_JmGB@9d^)s;tj$6!UMdl#c~fwp*|s=~r(NiY|a zAbHFw7;Vz#K*4CEDTyFP2F;zba7UTs_jdw>-6w=yj4MxI*4Cg0mv+p-MHI&ZZTe!D3e~ zcZg1%^2}5=ktrpe?o@`KPM4td^Z@-C!XKwR6%LnhqQwpcm;4U@%2N_?5#lq_`^EC~ ze0-qlbW%?y*EMpa+|Zj!!qIkQxZEho%O8%Er)EnO1n4A3c40@SVycMO=CWAX9G39+ z(3@#1guTM|e=pm!)L<_zTGQI}N|%i_)sP|ouAVw-`eWkrjxjX!RlkP5TGrCgo*$j~ zKTJha6Id8Rgyh+5Sn_O*?`*B_Y@IlpBk!#4`}%HMkF#3F_({_8!}RA7`tvCL`3(K} z3;Y?)HlOor{<%LC&2R9jZDSp^eT`J~jWJa8Q@@IS`iG*TbA*bfqgg9ZFmJYA4gL`+ z>BnOz=@q|{Uim{&(z!xO)7<*J+JDORyKJ|~r;*~L^k*6USx$de(4VvLXEZRDC}4AyC5k!9L2+)RwJ(*-rh0mdD^^CTz7#90mxl*t*Tt$kQD}^%Fy+xZZ z1-F|_aWkERUB1mJB=RXSlp{xPT2M%)`ry`v@IS19beFQ&*ff{*)r)fIrx>tLXe%Zx zV3fMM!aq%;2l!Xg{dse_4`?%`pmo0~39p6y2m?OeQ|ssN$J$jSz9O=zcAoA?D`K}- zP%8-sw#bfrJbMV6)YZiL*hsMfd|g{nVGZD%C@p)%;Z?6G@oU}=fBZX*Qvac5l^^? zvtJ+WRv8NBIogaVFgKf$unzMQ0do>C?~nJRt4pqL@K#Tx*ssC=Js<0426B_Ouwkn% zd{U?tPr`=*yowGN^D3Mg)OFa6+MFoJturNI9l1>cIS0sXNx{X#&3hDqPYU*8&2@JN zyVYVjGIcHXUH7AUEQA>GYqXUV7V&c#afFmt%NVQ380>Uc$ta=pdU984bE#Ov<)$R8 zTf;744c)MY$ku$WK=zPH!C8c|bHHDzYINnPXk~;yfe{MYhj&w7f5sU^W*)zJj4Nff zmv?BZF|55@%=Xe9O9YeH9mYMHg1qvD}3`U6hlJWd{YuZ5DmV#-bb6)SPV#bT*OUhiFkdjRGtMlvQD&}ovz~-`HbC(RkvO9 z(s$8eN&16yXi0yF4o&F~(_vcrZaU0L-$RGy^u2UwNPmP5)6@6SVNUv^eC>WZ%u0WZ z4}VIBdFcn}a6b?9oFa8QCvg;AX zT$}(d?q3NqCkQV7o{J}dp`UZ{L=>B2;)W9iZ|!_C3BPx9aWaaxaj^l#hh>rOE|ooR zD}LdLcwsjdCU=1vZZ30?UifFSDBkjndqNsG1)g-cpIF%}i{hq!J|R{fltuCT*W43& z_;o%ZCZp2?9b)ogE>1zQkBd`Lyq$~FP<)Jw(^32`7iXY2ak`)|6U8&Q*ofjTE;gaq z&&64{REfTZEC7g4g6P-J1A$3G^!vC-qW>KiNx+|Rkz{I_FYYDIH*k?Szmki@`Hfs8 z&OgRQ;`}RIB+g&tB5^)w;{9$e67OH)BJutL7m4@jiv+o;f<~KrLfCb?`G@h4m))*t60STB`p`us7PQ$Y4F&H&jd zg6zL?k;wj57KJ>q<>D54#{n+VI|jH&>iG~CNj+cWBB|&5vM6ZGZ51>~R~uwe{C=f- zLb@vR30c6STqFy4mWyNouW^wqAhJRbBn#NiMY7!Bb6XNOJd_qe3G#5z^-{B(Z;kR5QJ)E{!5F|b9;3D+kp}9f6dm7$-4_%)o z-u*Ne=?y>TBE4b8DdGlhuvWV##8I42=-oHTqG0<$_k?cx7d|1bUXw*}Q)G!CJ9!t~ zwB0=++f2JBWSbx46O!bwWl=o-yn8~A&pB1lBCOZTBHiQ(yip1~9RlA)cT5)oKfy&3 z_y=4hfg2*?1{QcDpOB1K$f9`vyZD5}dPo+<@85Dyh_6@O6B29rX@V?CvYU&<@3mYc zb9_G+$>=`MMHrnY!#Prh8IWP_QqY&tE1ULjwyg&T~(QzYL#{JnxZ3anlog zLc%>Ki{keNYI7RV7SY3JxhEvte)j~XSt?ijA6HB6o520w(?_dGaQ{`c@`H*W&62ES}JjojP))qlCeI)MQR~`z(r~yr!@&;)IzS} zBDIhQxkxSKAQ#anra#QZW)z>|Vhf5t;^J(wlZvX(ma3iwRbMy@ub3rN?QoG4`YtY# zY>#k}WcxN3Nw!yIQD}U5v!EerB^OE1tSpLK?%@-X`irtCe*d9+LSQXu5p+l&=gOkE zDa|LOoTFTXa;oHU`!mgu=LNcjvz?FohOTe%A4I2qH?o)LKgRzd?G4xMg4AnrUmTInhTOGg57moBzCXhBC-26 zE)r9ZP;oXM`j#k&hhF6(J+zQIYO|@|jCv(I{oSb^uhU;{#yEhYWIAR12#o}KAHEu6 z9DjI9x)O$w9yL@TUGa!dSKPkS_5797qdL$EmrB(GQ9J%}{<{MfrPfUozjC?Lv>?{oRVP6i6A11+- zyx}09Ridi~CnJ=oJhPDMf&*wzJ8kj^S8Mlti<8L>;Cyn5HU>apM$$=S;+X6v*SEdp zDal+S8}Gv-9F0_-l`0&-1dVskk@B=oL=R_@2*pD5Rk^Vf8^mR|dcTyq%2RS(JhO?- zRI=c5*92}7vOP}0DGE`hz!RTNaZcUH~rW2w>(V)yy#&0k>(kpEBBZ7 zd=JjkPl!jK6n|-Zmc8jOqI@L%6#gPl&eP%msV9@-d;(3T?HC5DrK!ZNk%TmT0Rl9A zfdfrn;6T$CIMDP34m5p%15IDxK+_jE(DVfkG<|^sO<&+Z(-%0<^aTzyeSrf_U*JH~ z7dX)L1r9WQfdfrn;6T$CIMDP34m5p%15IDxK+_jE(DVfkG<|WkXqCkD#nsf5oscGh zTho6FB>P(NIxuu9~QC?3(<##LhV*OX7_AF7fkJ+XsiuUtJbk6cuqxZdxDqG&S9GiXkmBExc7p(v@l zhD^N6$q03pr}j8mww?5RQ14w@ZY=a8WPfl~CWi$N2W>}Z2i*J$FkFz?pU({rA;7XV zy#RNYXLV-c*9~>T#X#IZp_k@E3-ae8(8PBB`)1Oo5&l3E( z6#)cYw~ioIAO}A>vSV;Q6sw$J=c7fqtu^p$dFCEr1CjdF�o_P;lb;MDIv?C4Q_& za>hY%6C8YcoRM1m#;Pd#m<+O9o+HDIeN0kscRDp=9t1+~Qu+9TpN9l(Lw0UW3uz=7HU9H9l(Lw0UW3uz=7HU ze2l7R9q}tweH^Ij<3Lp(2b#4!3MVD12p4Vst2^o6U1$Xwu!{<{<>eXDO0gpn46Jzv zf^4Z#yfmA-c3Ub@R$`}@q~lW2;Z$qh=v8r;qn~5HJK|B@l=+=HV{(WRO*L_ zPA5@M#|LraELrTtx43{vD_FxssICcHHwnH9L)jv3Og8|W@{CeG(@9a$^hN4@Q+ZY| zB0|s~z{fh#n?q>y-g1lkQz298=_HqE{5Y+**q7;q<9~c4J&Op<=|-0WJHR^JoQORJ zz)WMI)P+rGiel?4urinKZNiV8wAR%}Yt;C40sY!Mkjp0vop5*S>`P^_lhVkpFXL-D zKidUWidgI<3QnT4AEJtW(L!7j3PsOITq%^gyHkUZgt}E9=)LQ`AH>A0}E~F4~a-)wD3KsV$><1kH~vaJp{k~ zGaCofN9pXsZOQkY{=`52IQ?FnrT>`z+>Sp-(s$r*`AR!%t(JUI>*V9>hUZq?C;8g< zmefNVI^K9(`8r$jMa`v;uXmjH;55nC(o_Fv{j+bm_qg)4M)F1Nw~w!zzIoo;Bwq_x zfAZGbE_?F0^0ij-MIRI&U+>IJy<74%;g|n)>g|~u1AL(aM4unuL$}@YhJTU|oqzSW z7EE~hXMu;LQQE01t}OI9^s)8sb@9(gwiZ0~+#RuOP{)vkKA!%EezJI~d}z|+556(^ z^n~Ln%X*0meawAqz2~tT-Ywahay0wRZ+8T7v8v(?k}c|7_}Dr+b80`cwfPqVcMSf# z^|-RNQL;sy9Y0&|``Epbt=F&G^pnT#46+5}scYnW=)Fycm&u2Ili2l3OuDshiGb~xn>oRvntqLK3a>RZ$C!*LEq6~nQ?qUg$Ec1{e`+6sqz&Km5) z0B{_8kQz8+^V`hyFZ@A1Wae5fd5i+ sN6L#ScT^|Btoj^iuz&=r38(sc3ylXU_`Q>o;bOejKhpd0QrD{g3$J+|*#H0l diff --git a/doc/LectureNotes/_build/.doctrees/exercisesweek36.doctree b/doc/LectureNotes/_build/.doctrees/exercisesweek36.doctree index e4a4326dcae19bcefac8af0a838162c6429d457e..ea5269fd9d001a3473d056d46cdaa3e552722478 100644 GIT binary patch delta 1623 zcmZvcZA@Eb6vsKY7bv#f1KeCKscTIpnhBYAmWf4Ke%Li=i+oRCcwTdS%oqq;tN=SuW1!3%hY0_Snkc z9Rha{)h%0)re<>`3L#`KhbzhGeS4w$f+{VI=HrgN6-|v4J=xH#sDE#8z>TDOpwXCQ z5zUUB!?0aV7YeIXu+L9Hz^kHuK6@sFkE{ix^pK+$l>cq(DON7@miJW*HvP?P%7wuu zzIXI4HIfU2ZNf8aJ!VxJU&b3rahv$?SSeMIOwsK00CRwqyY%z%>uLilFW@k4wN;2q z%{moREeGdY?lDeQhHkZ3F|(}+oH)?hqBv}xtaP8uMLN5wHNLW2?6jOTok)7%{sNfWw4NedF|oMVwI3w$W|xu4 zS)-YxUwoO1H@TvIA&yT^KZXZMbe3NDg(#xDK}gPV?aA&OYiR2BF>5T{SXjfQ?vJQJ z`xo>S!&8DVZQkssj zGbAK_a3&Abb%~foiD^IEtE3tqzHTV0q6$-MiocS2jdEP|eus)ev8wH$X)u?1d*}`x(=HdW$^n%<9OG7;=DrUGsQMC^j!hoV$82&It)jx8cTI8&0*GZ3)_gNB) zM~hYPo#;HbsbZdIkn53;&9Q^rb_O{$l56yk)KG{{MFnzoB6cKX;5jq6OG}WXBy$^E6dEiya&V^sOP=M56-6x1 zb53-HfS+>_4J2rSBlwVS!LY-GEABAFx}(NAHP}hM;jkd)7A*|jf~;fL$VNHaLo8Sc zVzU8fLd`{Zz2PXAe`BTG(+qP#NsCcB}OLdLtZfv%x2=Bw=nh z1T+V*88KHT3m~TMLDI#x!^WA#*#l@v96N?h3w5v%FY(g<^?mQ*V%T4Wj2yNji zUqunQtFxF%-B!vGY`jpy2S>ye_^9hX^P{SmWV((KLBT32s-OKERo#Z2ZV$7~k^!S_ zc-_55Hl&X|1nQWWpaIno zX12oIe3l7KnfV!F)-%e770MMub%^QG(s4VyR%S>`#-03SOsEU~9`+K*uA?kI9+9Qv zsZ44}sW5H|mp%2&649|S;u**v@u_3oim8TRZRC9>6f>5nF`V}rPzWx1U1~04v=qj@ z4iu7CN49QT zLZ;06NQCrjbJl?0z00!&8uXQXJM>7y{*g#KmJWAL=A(!3-^o1m2uurB_KBM4Unszd z#f2)<0~`vc%umjYdMAT{xmWzYKyYqsRuUg4!p{rEOCRFA_#R$_1L2;yjxUS&1zGg? z+a@NG(T$9A`X}U diff --git a/doc/LectureNotes/_build/html/_sources/exercisesweek36.ipynb b/doc/LectureNotes/_build/html/_sources/exercisesweek36.ipynb index cb2d7d2ce..781e1efe1 100644 --- a/doc/LectureNotes/_build/html/_sources/exercisesweek36.ipynb +++ b/doc/LectureNotes/_build/html/_sources/exercisesweek36.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "50b2fbbe", + "id": "97f6a138", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "da488c0c", + "id": "824d5177", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "b84d6b13", + "id": "6838dbb2", "metadata": { "editable": true }, @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "96c9c28e", + "id": "1ca16d7e", "metadata": { "editable": true }, @@ -62,7 +62,7 @@ }, { "cell_type": "markdown", - "id": "439f1456", + "id": "eee8a021", "metadata": { "editable": true }, @@ -74,7 +74,7 @@ }, { "cell_type": "markdown", - "id": "b51e09f7", + "id": "d30d8361", "metadata": { "editable": true }, @@ -84,7 +84,7 @@ }, { "cell_type": "markdown", - "id": "02c45981", + "id": "a37286a2", "metadata": { "editable": true }, @@ -97,7 +97,7 @@ }, { "cell_type": "markdown", - "id": "cc0e91ea", + "id": "361813c1", "metadata": { "editable": true }, @@ -107,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "b5805f35", + "id": "c660b483", "metadata": { "editable": true }, @@ -119,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "6e3095bf", + "id": "31ff8521", "metadata": { "editable": true }, @@ -134,7 +134,7 @@ }, { "cell_type": "markdown", - "id": "da90fe04", + "id": "c8c6d90e", "metadata": { "editable": true }, @@ -147,7 +147,7 @@ }, { "cell_type": "markdown", - "id": "1a106e07", + "id": "87935b80", "metadata": { "editable": true }, @@ -159,7 +159,7 @@ }, { "cell_type": "markdown", - "id": "3917877b", + "id": "21bb793c", "metadata": { "editable": true }, @@ -171,7 +171,7 @@ }, { "cell_type": "markdown", - "id": "78226f28", + "id": "53c548e7", "metadata": { "editable": true }, @@ -183,7 +183,7 @@ }, { "cell_type": "markdown", - "id": "951dfffa", + "id": "c00f35c8", "metadata": { "editable": true }, @@ -193,7 +193,7 @@ }, { "cell_type": "markdown", - "id": "21d2770e", + "id": "21ed3292", "metadata": { "editable": true }, @@ -205,7 +205,7 @@ }, { "cell_type": "markdown", - "id": "ec212498", + "id": "509e6b16", "metadata": { "editable": true }, @@ -217,7 +217,7 @@ }, { "cell_type": "markdown", - "id": "4ffabf6c", + "id": "5357343f", "metadata": { "editable": true }, @@ -229,19 +229,19 @@ }, { "cell_type": "markdown", - "id": "f97a6f45", + "id": "1e9ace16", "metadata": { "editable": true }, "source": [ "### b) The singular value decomposition\n", "\n", - "Use the singular value decomposition of an n\\times p$ matrix $\\boldsymbol{X}$ (our design matrix)" + "Use the singular value decomposition of an $n\\times p$ matrix $\\boldsymbol{X}$ (our design matrix)" ] }, { "cell_type": "markdown", - "id": "8761ed23", + "id": "40651a93", "metadata": { "editable": true }, @@ -253,14 +253,14 @@ }, { "cell_type": "markdown", - "id": "92f8479e", + "id": "9c32138e", "metadata": { "editable": true }, "source": [ "where $\\boldsymbol{U}$ and $\\boldsymbol{V}$ are orthogonal matrices of dimensions\n", "$n\\times n$ and $p\\times p$, respectively, and $\\boldsymbol{\\Sigma}$ is an\n", - "$n\\times p$ matrix which contains the ingular values only. This material was discussed during the lectures of week 35.\n", + "$n\\times p$ matrix which contains the singular values only. This material was discussed during the lectures of week 35.\n", "\n", "Show that you can write the \n", "OLS solutions in terms of the eigenvectors (the columns) of the orthogonal matrix $\\boldsymbol{U}$ as" @@ -268,7 +268,7 @@ }, { "cell_type": "markdown", - "id": "9df91bda", + "id": "b9051ac7", "metadata": { "editable": true }, @@ -280,7 +280,7 @@ }, { "cell_type": "markdown", - "id": "e6de0312", + "id": "31ef228e", "metadata": { "editable": true }, @@ -290,7 +290,7 @@ }, { "cell_type": "markdown", - "id": "8e09d132", + "id": "c17ec408", "metadata": { "editable": true }, @@ -302,7 +302,7 @@ }, { "cell_type": "markdown", - "id": "a9c924ab", + "id": "2a1ccfae", "metadata": { "editable": true }, @@ -314,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "3b9328a1", + "id": "ab9f7ef5", "metadata": { "editable": true }, @@ -338,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "5b54b7b4", + "id": "4fc66d38", "metadata": { "editable": true }, @@ -350,7 +350,7 @@ }, { "cell_type": "markdown", - "id": "a7ebe31b", + "id": "897303d0", "metadata": { "editable": true }, @@ -360,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "874e0dd3", + "id": "86e099db", "metadata": { "editable": true }, @@ -372,7 +372,7 @@ }, { "cell_type": "markdown", - "id": "9adcc39f", + "id": "16458ef3", "metadata": { "editable": true }, diff --git a/doc/LectureNotes/_build/html/exercisesweek36.html b/doc/LectureNotes/_build/html/exercisesweek36.html index cc93d03c9..d18e6428d 100644 --- a/doc/LectureNotes/_build/html/exercisesweek36.html +++ b/doc/LectureNotes/_build/html/exercisesweek36.html @@ -279,6 +279,18 @@ const thebe_selector_output = ".output, .cell_output" +

+ + Projects + +

+ @@ -504,14 +516,14 @@ a finite number larger than zero. We will not implement that here.

b) The singular value decomposition¶

-

Use the singular value decomposition of an n\times p\( matrix \)\boldsymbol{X}$ (our design matrix)

+

Use the singular value decomposition of an \(n\times p\) matrix \(\boldsymbol{X}\) (our design matrix)

\[ \boldsymbol{X}=\boldsymbol{U}\boldsymbol{\Sigma}\boldsymbol{V}^T, \]

where \(\boldsymbol{U}\) and \(\boldsymbol{V}\) are orthogonal matrices of dimensions \(n\times n\) and \(p\times p\), respectively, and \(\boldsymbol{\Sigma}\) is an -\(n\times p\) matrix which contains the ingular values only. This material was discussed during the lectures of week 35.

+\(n\times p\) matrix which contains the singular values only. This material was discussed during the lectures of week 35.

Show that you can write the OLS solutions in terms of the eigenvectors (the columns) of the orthogonal matrix \(\boldsymbol{U}\) as

diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js index 5554c095b..4738ceec4 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","exercisesweek34","exercisesweek35","exercisesweek36","intro","linalg","project1","schedule","statistics","teachers","textbooks","week34","week35","week36"],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","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","intro.md","linalg.ipynb","project1.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,23,25,26,27],"00":[0,1,5,6,9,11,25,26],"000":[1,3],"0000":9,"00000":9,"000000":[5,11,25,26],"00000000e":[5,26],"000054":25,"0000e":[],"0001":[1,17],"00010403373827253124":[],"000148":[],"00017471":[],"00018425":[],"00019998":5,"00024087":5,"00025531":[],"00028369228101198006":[],"00029012":5,"0003043256065368937":[],"0003153514830957865":6,"00031535148309580783":6,"0003153514830958081":[],"0003153514830958126":[],"0003153514830958235":[],"00033779":26,"00034944":5,"00040953":26,"000417932":2,"00042089":5,"000464088":2,"00046714":[],"00050694":5,"00054144":[],"00054272":[],"00057106":[],"00058016":6,"000599":[],"00060705":6,"00060708":[],"00061058":5,"00062582":[],"00062595":6,"00066668":6,"00068734":6,"00068941":[],"00068946":6,"00069103":[],"00071305":26,"00073541":5,"00074389":[],"0007480407244119591":9,"00075315":[],"000755":[],"00075534":[],"00076495":6,"00076905":6,"00076919":[],"00076925":[],"0007698473260556325":6,"0007698473260556334":[],"0007698473260556339":[],"0007698473260556344":6,"0007790285013223805":[],"00079123":[],"00079129":6,"00079130":[],"00079968":5,"00084705":6,"00084711":[],"000854409696581":[],"00085883":[],"00085884":[],"00085889":6,"00086553":26,"00087697":6,"00088573":5,"00089459":[],"00092645":[],"00092646":[],"00092647":6,"00096314":5,"001":[1,2,8,13,17],"00100519":6,"00102864":26,"0010479245355337968":[],"0010479245887943952":[],"0010479245926411787":6,"00105081":6,"00106677":5,"00107405":6,"00111756":6,"00112431":[],"0011526":6,"00115999":5,"0011828302640124":[],"00118368":[],"00118504":[],"00118508":6,"00118527":[],"001263":[],"00128479":5,"00128634":[],"00129543e":[],"00131939":[],"001323":6,"00137818":6,"00137823":[],"00137835":[],"00139198":[],"00139705":5,"00145838":[],"00147197":[],"00149311":6,"0014937":26,"00149956":6,"00152117":6,"00152188":[],"00154733":5,"00156376":6,"00156379":[],"00156382":[],"00158723":[],"00162091":[],"00168141":[],"00168251":5,"00174276":6,"00174508":[],"00175331":6,"00183687e":[],"00186347":5,"001880":5,"00191249":[],"001988":[],"00198806":[],"00200":8,"00201915":[],"00202464":[],"00202624":5,"00202756":6,"00207627":[],"00217499":6,"0021877":[],"00220229":[],"00224413":5,"00228741":[],"00228742":6,"00233155":[],"00233441":[],"0023548":6,"002381316302584885":[],"002381316302584886":6,"0023813163025848865":6,"00242999":6,"00243186":6,"0024401":5,"00249435":6,"0025074":[],"0025125":[],"00252344":[],"002526":[],"0026081":26,"00266858":2,"00267599":[],"00270244":5,"00274989":6,"00275135":[],"00281835":19,"00283636":19,"00287154":[],"00289406e":[],"00289724":6,"00293838":5,"002948":[],"0030828":[],"003083":[],"003100":25,"00310113":2,"00312361":6,"00315593":6,"003215318065760509":[],"0032153180657605116":6,"0032153180657605125":[],"00323332":6,"0032542":5,"00327082":26,"003301":6,"0033955154592040923":6,"003395515459204093":[],"0033955154592040944":[],"00353823":5,"0035417":[],"00355118":[],"00355175":[],"003620":25,"0036237":6,"0036367":6,"00369758":6,"003704":[],"003717":[],"00373019":[],"003738":[],"003759":[],"003774":[],"003788":[],"0038335":6,"00388494":[],"00390021":[],"003909404072811217":[],"003909404072811221":6,"003909404072811231":[],"00391839":5,"00393128":[],"00397836":[],"00399247":26,"0039987":6,"004":[5,27],"00403785":[],"00406231":[],"00407056":[],"004091940707753925":6,"004091940707753948":[],"0040919407077539514":[],"00410387":6,"00410478":6,"004113634617443116":[],"0041136346174431284":[],"004113634617443131":[6,26],"004113634617443135":[],"004113634617443139":[6,26],"00411363461744314":[6,26],"004113634617443141":[],"004113634617443147":[6,26],"00415473":[],"0041559863458613296":6,"004155986345861364":[],"004155986345861374":[],"00415763":[],"00416461":[],"00424909":2,"00424967":6,"00426027":5,"00427039":[],"00431511":[],"00432302":[],"00433417":11,"00437363":[],"00440346":6,"00443743":6,"00444561":[],"00445655":11,"00449439":[],"00452742":[],"004579219539673834":6,"004579219539673836":[],"00458014":[],"00458671":[],"00458878":6,"004610275230656182":6,"004610275230656187":[],"004610275230656294":[],"00462287":6,"00465403":[],"00471782":5,"00472199":6,"00472303":26,"00472512":6,"00477722":26,"00478786":11,"004788":11,"0049544":6,"004999999999999984":[],"00499999999999999":[],"004999999999999994":[],"004999999999999996":[],"004999999999999997":0,"005":[],"0050000000000000044":[],"005000000000000011":[],"00506501":[],"00509527":25,"00512927":5,"00517074":26,"00517114":6,"00523269":[],"00526348":6,"0053018":6,"00537912e":[],"00546438":[],"00548686":[],"0055043":[],"00554475":26,"00554552":6,"00556826":6,"00563446":26,"00564956":26,"0056799":5,"00569317":[],"00577016":26,"00577441":[],"00578738":[],"00578776":[],"00579953":6,"00588657":6,"00605451":26,"00607783":6,"00611932":26,"006158537606875468":[],"006162":6,"00617499":5,"00622755":[],"00625843":[],"006275173922218319":[],"00628788":26,"00630331":6,"00634741e":[],"00642221":6,"00645183":[],"00658717":22,"00660427":6,"00660801":26,"00661104":[],"0066916":[],"00672607":6,"00673393":[],"00673407":6,"00676387":6,"0068011":6,"0068094":[],"00681644":[],"00683748":5,"00683964":6,"00684221":26,"00689391":[],"00695357":[],"00695738":26,"00700232":26,"007012403613997257":[],"007024126888936694":[],"007024126888938144":6,"0070241268889382116":[],"00704468":[],"00706459":[],"00708794":[],"007098683295819775":[],"00715835":[],"00719176":6,"0072559952738542694":[],"00727646693":[0,25],"007315":[25,26],"00732273":[],"007334080205654388":[],"00733497":[],"00740173378493795":[],"0074331":5,"00751823":[],"00754532":[],"00758025":[],"00759119":6,"00770648":[],"00779538":[],"00779804":[],"00780259":[],"00781035":[],"007839875253055148":[],"00784393":6,"00791291":[],"00801078":[],"00803064":6,"00806407":26,"00808144":[],"0080866254785146":[],"008089688732934681":[],"00813803":6,"00817056":[],"00817631":6,"00819724":26,"00820764":[],"00823002":5,"00827728":6,"008278885543361304":[],"00831018":6,"008334493024006613":[],"00834567":6,"00839839":[],"008435888964550838":[],"0084603":[],"00848904":6,"00850988":26,"00851638e":[],"008550594684081035":[],"0086649156":[0,25],"008675369724975977":5,"008675369724976501":[],"00867698":[],"00868337":[],"008754614401844201":[],"00877989":[],"008818897251043893":[],"008823125370709272":26,"00882596":[],"00886682":26,"00894639":5,"008947823579448178":[],"00905423":6,"00911938":[],"009163":11,"00916336":11,"009163470508352211":[],"009163470508352218":5,"009164545680330616":6,"00917248":6,"009290411029763584":26,"00934327e":26,"00934499":6,"00934728":[],"00943261":[],"009450756365829578":[],"00950269957492606":[],"0096208":6,"00963223":26,"00965032":[],"0097018":[],"009710035292693498":[],"0097577":26,"0098629":26,"00990475":5,"00992331":6,"00996754":6,"009981":[],"00998135":[],"00it":[],"01":[0,1,2,5,6,9,11,13,17,24,25,26],"010018312644139205":[],"010018312644139219":6,"010018312644139347":[],"01003763":26,"01006893":[],"0100706":6,"01011376":26,"010154":[],"01023891":[],"010239":[],"01028231":26,"01028995427580139":[],"01029589":[],"010331721306655144":[],"01033172130665515":[],"010331721306655165":6,"01037947":[],"01049472":26,"010516485576646504":6,"010516485576646513":[],"010516485576652856":[],"010530":[],"01053024":[],"01056549":[],"01066519":6,"01072866":26,"01073921":[],"01073938":26,"010751622516868333":[],"01076611":5,"010902":25,"0110":22,"0110407067093945":[],"01104071":[],"011076219011339788":[],"01107621901137465":[],"01107621901137467":6,"01121347":26,"011225":2,"01122997":26,"0113104":6,"01133171":[],"01135107":[],"0113975":[],"01152107":[],"01167264":25,"01176895":[],"01179792":6,"01191824":5,"01194406":26,"01199624e":[],"01199845":26,"012":6,"01200342":[],"01206708":[],"012073649439965807":[],"012073649469946107":6,"012073649472576395":[],"01207435":[],"01212754811385597":[],"01219292":6,"01222822":26,"01223198":6,"01224109":26,"01227458":26,"01231917":6,"0123679":[],"01242273":[],"01242803":[],"01244295e":[],"01247056":[],"01248731":[],"012501013881387798":[],"01256189":[],"01257962":[],"012580":[],"012633802944855959":[],"01265755":26,"012658":26,"01285424":[],"01290947":6,"01294617":26,"01295356":5,"013121573975499602":[],"013121573975499604":[],"01312157406137079":[],"013121574061370796":[],"013121574062587286":6,"01318643":6,"01322099":26,"01322543":26,"01323884":[],"01326608":[],"01347916":6,"01348565":6,"013537225644261203":[],"01354598394614281":5,"0136671":[],"01367553":6,"01381723":[],"01397146":6,"01400329":26,"01405935":6,"01406736":[],"01416528":6,"014209325470380275":[],"01422494":[],"01422853":[],"0143088":26,"01433809":5,"014436800088896274":[],"014436800088896381":6,"014436800088969727":[],"01448144":25,"01449782":6,"01458337":6,"014586":26,"01458611":26,"014599964106338128":[],"0146081":6,"01463049":6,"01471878":[],"01479194":[],"01487742":26,"01494533":[],"01497781":[],"015072388895177088":[],"0150723888951771":6,"015072388895177109":[],"015072388895177157":6,"015072388895177239":[],"01509543":[],"01510929":[],"01525206":26,"01530715721129232":[],"01531845":6,"01538461538462":[],"01539":[],"01542944":[],"01549377":6,"01550656":[],"01551946":[],"01558197":5,"01558461":[],"0156548":[],"01572164":[],"01574091":[],"01574375":[],"01586048":[],"01588614":[],"01588619":[],"01591355407242949":[],"01614046":[],"01619802":[],"016285782696017055":[],"016285782696017142":6,"016285782696075054":[],"01631138":[],"01633913":6,"01640891":6,"0164286":[],"01646892":[],"01654471":[],"01655318":6,"0165866":[],"016587414993037307":[],"016587414993045335":6,"016587414993045405":[],"01678286":[],"01691985":6,"01693":[],"01693278":[],"0169643":5,"01708781":6,"01708852":6,"01713366":6,"0171347":[],"01724499":5,"01725808":[],"01735584819559184":[],"017355848195591845":[],"01735584819559331":6,"017355848195593312":6,"017355848195593354":[],"01742183":[],"01751529":[],"01752962e":[],"01756972":[],"01761413":[],"017665":5,"01770163":[],"01780471":11,"017805":11,"01783414e":26,"01788423":[],"01799917e":[],"01801774":26,"01816821":[],"01817152":[],"01817919":[],"018232":[25,26],"01831036e":[],"01831130e":[],"01831200e":[],"01831207e":6,"01831251e":6,"0183718":[],"01840062":[],"01844381":[],"01852793":[],"01866537":6,"01869785e":[],"01871582":[],"01873344":11,"01873409":26,"01873869":5,"01885351":[],"0189082":[],"01898855":6,"01905883":6,"01907538":[],"01908936":6,"01923991":[],"01927709":26,"01933058":26,"0193453":[],"01943082":[],"01944669":[],"01957153":[],"019587":[],"01960258":[],"01963611":6,"01969004537138309":26,"01969145":6,"01975416527168255":6,"019754165271682844":[],"01975416527179247":[],"01975848":6,"01990155":[],"02":[0,4,6,7,12,25],"02002781":22,"02008059":[],"0202458":[],"020246":[],"02024962":6,"0202731":[],"02035804":[],"02054837e":6,"02058701":[],"020634":5,"02063403":5,"02068067":6,"02073509":5,"02082761":[],"02086933":[],"02090061":[],"0209518407597062":[],"020964":26,"02098261":6,"0211496":[],"02123176":6,"021250026482402":[],"02126934":26,"02129803":[],"02143332":26,"0214539":[],"02158709":[],"02159270458799264":[],"021592704587992645":[],"021592704588021164":[],"021592704588021167":[],"021592704588021174":6,"021592704588021178":6,"02160095e":[],"02166269":[],"02195273":[],"02198702e":6,"02198703e":6,"022":6,"02200044":[],"022022882954618364":[],"02206138":[],"022075":[],"02207532":[],"02208512":6,"02212776":[],"02212893":[],"02226654":[],"02228115":6,"02229529":6,"02232779":26,"02233576":26,"02237669":26,"02252765":5,"02255062":26,"022556":[],"02255619":[],"02259051":26,"02263868":[],"02283536":25,"02298589":[],"02299949826036602":[],"022999498260366198":6,"0229994982603662":[],"02335522":[],"02341603":26,"02344111":[],"0234505":[],"02348765":6,"02354476":[],"023545":[],"02365049":6,"02376036":[],"02377668":[],"02383034":[],"02401344":[],"024023115996453476":[],"02408959":[],"0242106":22,"02421521":[],"02422503":[],"02430520e":[],"02442398":[],"0245528":6,"02480935":26,"02492265":5,"02493054":[],"02498832":6,"02503753":6,"02511518":6,"02521597":[],"02522069":6,"02539993":[],"02541796":[],"02551463":[],"02566258":[],"02568505":25,"025709":[11,26],"02586427":6,"02596838":[],"0260906":6,"02612167":[],"02625193":8,"02625928":[],"026408391362671896":[],"02642055e":[],"02649453":[],"026605727637176654":[],"026605727637184554":6,"026605727637184558":6,"02660572763718461":[],"026605727637184613":[],"02697521163514974":[],"026986":[],"02698605":[],"02699523":[],"02701924":[],"02707227":5,"02708158":[],"02712723":[],"02723445":6,"02724253":[],"02747522":[],"027609773491022314":[],"02760977349102238":6,"027609773491022387":[],"027609773491022394":6,"027609773491022407":[],"02762405215108776":[],"02766489e":[],"02766981":[],"02768957":26,"02783644":[],"02786488":[],"027865":[],"02803041":[],"02808201":[],"02818883":[],"02840224":[],"02840884":25,"02857":4,"02862254":[],"02868501":[],"02900131":[],"02903947":26,"02917662":[],"029177":[],"02917931":[],"02925853":26,"02926396":[],"02928941":[],"02944194":26,"029483":5,"02951554e":[],"029574060388349064":22,"029613363972682966":[],"02970592":[],"02971158":[],"029733":[25,26],"02976145":6,"02979908":[],"02994311":5,"02f":[6,20],"02it":[],"03":[1,6,26],"03012368":26,"030169":11,"03016916":11,"03026672":[],"03032441e":6,"030407120354722424":[],"03054765":26,"03056589":[],"030566":[],"030693":[],"03069324":[],"03071040e":[],"03076923076924":[],"03077640549":4,"03078597":[],"03079528":[],"03080664":[],"03099776":5,"031":[5,27],"03123832":26,"03168642":[],"0317159":[],"03173163":25,"031846":[],"03184647":[],"03187054":[],"03187339273559067":[],"03192893":25,"03196357":6,"032":[],"03206303":[],"03232013":[],"03232719":[],"03235599":[],"03251863":5,"03255258":[],"03256632e":1,"03260201":26,"03265139":[],"03267527":6,"03278964":[],"032790":[],"03279636":6,"033":[],"0330308045180234":[],"0330308045183163":[],"0330308045183219":6,"0330308045188872":6,"0330308045190182":[],"03308408":5,"03324117":[],"03326365":[],"033264":[],"03352185":26,"03352725":[],"033657685071527485":[],"033657685071527624":[],"03365768507152769":6,"03371334":[],"03382304823545749":[],"034047":25,"03423556":[],"03437582":[],"03447512":6,"034557":26,"0348171":[],"03483677":[],"03499693245669077":19,"03500198":[],"03507211":26,"03509912":[],"03510756":[],"03523311":[],"03533092":[],"03536673":[],"03546779":26,"03562355":6,"03568439":6,"03570747":[],"03583342":[],"0358909447132981":[],"035909":25,"0359565":5,"03610331":[],"03613949":26,"03617972":19,"03630548":6,"03634298":[],"03707133":11,"03718926":26,"03724642":[],"03739357":[],"03739417":[],"037503978471253":5,"037559":[],"03755944":[],"03761519":[],"03781367141738885":[],"03781367141738886":[],"037813671417388985":[],"03781367141738899":[],"03781367141738902":6,"03791967":[],"03794112":[],"03807267":[],"038073":[],"03814292":6,"03815288":6,"038300":[11,26],"03850557":[],"038506":[],"03859372":25,"03893106":[],"039039":5,"0391902":26,"03932541e":[],"03981057":[],"03995478":[],"0399676689527966":6,"0399676689527968":[],"0399676689527975":6,"04":[1,6,11],"04008203e":[],"040102":5,"04010697":6,"04028979":[],"04039087":26,"04046799":[],"04063602":6,"04075841e":[],"040863":[],"04086326":[],"04087592":[],"041":9,"04100738":[],"04101587":[],"041148729430502":[],"041148729430523":6,"0411487294305246":[],"0411487294305746":[],"041148729430595":6,"04120281":[],"04179719":[],"041797190646905":[],"04184636":19,"04184782":[],"04193203":26,"04208001":[],"04220758":6,"04234339":[],"042708":[],"04273116":26,"04279651270127165":[],"04284519":[],"043":9,"04315108":5,"04331431":[],"0433816":[],"04346721":5,"04355837":6,"04362":9,"04368707":[],"0437499":2,"04389027":6,"043927769551648":[],"04413933503955871":[],"04419696":[],"04423486":6,"04426744e":26,"04426816":[],"044334":[25,26],"0443659":[],"0444119":[],"044613":6,"04481443e":[],"04483457":[],"04495095":[],"04496448":[],"04516608":[],"04531375":11,"045314":11,"04537385":6,"04543942":6,"04554454":[],"045603":[],"0456042":26,"04566964":6,"04573057":[],"04573105":[],"0458":9,"0459682":[],"04615384615386":[],"04621521":[],"04637311":[],"04648335":5,"046491":[],"04649105":[],"0466":[],"04670006":[],"04673082":[],"046731":[],"046785461905835435":[],"04678736":[],"04683565":5,"04691549":26,"04735806":[],"047737":[],"04775904":[],"04784395":6,"04785727":[],"04787099":[],"047953":[],"04818727730430286":6,"04818727730430296":[],"048187277304303056":[],"048547423739546604":[],"04860436":26,"048653428302840175":[],"048762":[],"048818":[],"048920":25,"04892055":6,"04909093":6,"04912436":6,"04930820e":[],"049318":[],"049462":25,"0495569966278238":[],"0495569966278269":6,"0495569966278295":6,"0495569966278315":[],"04965397e":[],"049747":[],"049858":[],"0499586":[],"049960":[],"04996008":[],"04it":[],"05":[1,4,6,13,20,26],"05004617":[],"05009826":6,"05023564":25,"05069808":26,"05087958":[],"050910":[],"05100875":6,"051043":[],"05110883":26,"0512238":26,"051391":[],"051418":5,"051451":[],"05150928":[],"051649":[11,26],"051662":[],"0517473":5,"05177092":25,"05177527":26,"05177695":0,"052206":[],"052227":[],"05227921801205679":6,"05227921801205691":[],"05227921801205692":[],"052279218012057004":[],"052305":26,"052330":[],"05236797e":[],"052372":[],"0525063":26,"0525221":[],"05255759":[],"052581":[],"05263":9,"05268304":[],"0527437":[],"05279147850537411":25,"05290417684691035":[],"05302":9,"053417":26,"05358851":26,"0536097":[],"05363779":[],"05364854":8,"05367466":[],"053678":[],"05383795":6,"053849":5,"05402365":[],"054182":[],"05421908":26,"054244842835462305":[],"054305":[],"054335":[],"054340":[],"05434571":[],"054411":[],"05447415":6,"054491":[],"05454172":26,"054582":[],"054585":[],"054617":26,"054650":[],"054655":26,"054774":[],"054785":[],"05480098":22,"05483267":[],"05491301":25,"05491655":[],"054963":[],"05505310046362":[],"05505310046363":2,"055137":[],"055153":[],"055302":[],"055320":[],"05533":9,"055337":[],"055344":[],"055369":[],"05554042":26,"055676":[25,26],"055684":[],"055734":26,"055859":[],"05587489":[],"055875":[],"055910":26,"055958":[],"055987":26,"056127":[],"056131":[],"05614483":5,"056165":[],"056169":[],"05622775":[],"05623":9,"056233":[],"056235":[],"05635863":[],"056468":[],"05648":9,"05651951":6,"056528":[],"05667":9,"056683":26,"05698425":[],"057088709963182":[],"057163681553428394":[],"05716368155342902":6,"05716368155351588":[],"0572":[],"057300":26,"057393":26,"057418":26,"057457":26,"057469":[],"05748797":26,"05756733":[],"057587":[],"057588":[],"05763394":26,"057648":[],"057686":[],"057722":26,"057835":26,"05785343":6,"057877":[],"05789007":6,"057899":[],"05796251":6,"058033":[],"058035":[],"058038":[],"058040":[],"058058":[],"05807125":6,"058088":[],"05833369":[],"058343":[],"05834332":[],"058416":[],"05850532":[],"058552":26,"05855607":[],"058585":[],"058596":[],"058645":26,"058663":[],"058715":[],"058732":[],"058740":[],"058816":[],"05883":9,"05884":9,"058854":26,"058890":[],"05892262":[],"058948":[],"058952":26,"058955":[],"058957":[],"058974":[],"058996":26,"059013":[],"059031":26,"05911793":11,"059118":11,"059180":[],"059272":[],"059278":[],"059294":[],"059378":[],"059437":[],"059453":11,"059601":[],"05971574":0,"059783":[],"059795":[],"059807":26,"059824":[],"059933":[],"059951":26,"059952":[],"05999":9,"059993":26,"06":[6,26],"060016":[],"060048":[],"060080":[],"060083":26,"06008452":[],"060146":[],"060183":[],"06020587":6,"06021285":[],"060213":[],"060228":[],"060254":26,"060288":[],"060291":5,"060309":[],"06031681":[],"060349":25,"060369":5,"06038053":[],"060381":5,"060394":5,"060401":5,"06043581":6,"060441":5,"060502":[],"060507":[],"060534":5,"060550":5,"060603":11,"060649":[],"060655":[],"060711":5,"060716":26,"060756":26,"060781":[],"060841":[],"060863":[],"060872":26,"060875":[],"060924":5,"060963":[],"061025":[],"061028":[],"061037":11,"061048":[],"061054":[],"0610602":25,"061133":[],"061144":[],"061149":[],"061163":26,"061188":[],"061209":[],"06121384":[],"061272":[],"061297":[],"061308":[],"061321":[],"061359":26,"06136773":[],"061390":[],"061443":26,"061452":26,"061468":11,"06150169":[],"061502":[],"061505":[],"061509":[],"061538":[],"061604":[],"06160438":[],"061614":26,"061646":[],"061679":25,"061685":[],"06168748":[],"061701":[],"061716":[],"061725":[],"061745":[],"061765":[],"061821":[],"061898":[],"061917":[],"061923":[],"061966":[],"06200174":5,"062016":26,"062061":[],"062062":[],"062064":[],"06208238634231944":[],"062082386342319454":6,"06208238634231953":[],"062089":[],"062097":[],"062136":[],"062142":[],"062195":[],"0622197":19,"062220":[],"062292565":4,"062294":[],"062298":11,"06229862e":[],"062305":[],"062333":[],"062337":26,"062370":[],"062391":[],"062409":[],"062411":[],"062424":11,"062435":[],"062451":[],"062498":[],"062517":[],"062534":[],"062551":[],"062563":[],"062599":26,"0626202708457115":[],"062624":26,"062640":[],"062665":[],"062676":[],"062706":[],"062719":[],"062721":5,"06273487":22,"062734874360835":22,"062742":11,"062773":[],"062777":[],"062827":[],"062834":[],"062874":26,"06287717":[],"062881":[],"062884":[],"062888":[],"062920":[],"06292011":[],"062983":[],"063014":[],"063019":26,"063024":[],"063052":[],"063061":26,"063070":11,"063078":[],"063080":26,"063084":[],"063125":[],"063155":5,"063173":[],"063192":[],"06319374":[],"063241":[],"063250":[],"063260":26,"063287":[],"063343":[],"063353":11,"063364":[],"063371":[],"063375":[],"063401":[],"063443":25,"063493":[],"063513":[],"063524":[],"06353697":26,"063600":5,"063612":[],"063619":[],"063631":[],"063653":26,"063657":[],"063661":5,"063724":25,"063750":11,"063752":[],"063766":11,"063781":[],"063851":[],"063857":[],"063872":[],"063874":[],"06388888888888888":[],"063894":26,"063977":[],"063979":[],"064041":[],"064052":[],"064057":5,"064062":[],"064074":26,"064081":[],"064108":[],"064110":[],"064176":5,"064184":[],"064232":11,"064274":[],"064284":[],"06432223":[],"064329":[],"064384":[],"064388":[],"064390":11,"064431":[],"06444":9,"064442":[],"064459":[],"064461":[],"064469":[],"064483":[],"064501":26,"064526":5,"06453579006728315":[],"06453579006728322":6,"064538":[],"064573":[],"064577":11,"064604":[],"064606":26,"064609":26,"064618":[],"064623":[],"064634":[],"064637":[],"064648":[],"064658":[],"064681":[],"064684":[],"064699":26,"064701":5,"064753":[],"064759":5,"064787":[],"064793":26,"064823":[],"064838":[],"064859":[],"06486061":[],"064880":[],"064896":[],"06491736":6,"064918":[],"064931":[],"064937":[],"064964":[],"06497046":[],"064974":[],"065020":[],"065026":25,"065030":11,"065032":[],"065077":26,"065095":[],"065106":[],"065110":[],"065118":[],"065165":[],"065168":[],"065175":11,"065183":[],"065228":[],"065237":5,"065249":[],"065252":[],"065282":[],"065314":[],"065348":[],"065349":[],"065350":5,"065378":26,"065389":11,"06538944":[],"065390":26,"065410":26,"06547790180152352":6,"06547790180152353":[],"06547790180152355":6,"06547790180152357":[],"06547790180152363":[],"065514":[],"065537":[],"065557":[],"065575":[],"065641":[],"065657":[],"065680":[],"065730":[],"065761":[],"065796":[],"065826":[],"065846":[],"065869":[],"065892":[],"065942":[],"065952":5,"065973":[],"065974":[],"065983":[],"066006":5,"06602663":[],"066051":[],"066056":[],"066064":[],"066066":26,"066093":[],"066110":[],"066189":[],"066194":[],"066209":11,"066220":[],"066223":[],"066228":[],"066241":[],"066270":[],"066284":[],"066309":[],"066317":11,"066340":[],"066348":[],"066356":[],"06637":9,"066388":[],"066449":[],"066474":26,"066500":26,"066519":11,"066528":[],"066553":[],"066556":11,"066558":[],"066569":[],"066580":[],"066590":[],"066609":[],"066612":26,"06662062":[],"066647":26,"066651":[],"066654":[],"066656":11,"066670":[],"066672":5,"066675":[],"0666807":2,"066714":[],"066728":11,"066729":[],"066741":[],"066753":[],"066787":26,"066789":[],"066808":[],"066828":[],"066837":[11,26],"066850":[],"066854":26,"066870":[],"066873":[],"066919":[],"066934":[],"06695337":[],"066954":[],"066969":5,"066999":26,"067011":[],"067079":[],"067089":11,"067110":[],"067141":[],"067162":[],"067191":[],"067213":[],"067224":11,"067233":11,"067236":[],"067240":[],"06724062":5,"067282":[],"067288":5,"067392":[],"067400":5,"067402":[],"067432":[],"067437":[],"067443":[],"067449":[],"067484":[],"067489":5,"067499":[],"067506":[],"067525":[],"067527":[],"067544":[],"067547":[],"067560":[],"067585":[],"067593":11,"067597":[],"067599":[],"067612":[],"067615":[],"067620":[],"067622":[],"067628":5,"067637":26,"067675":[],"067693":[],"067707":26,"067709":[],"067710":[],"067712":[],"067714":[],"067719":[],"067720":[],"067723":[],"067767":[],"067769":[],"067775":[],"067787":[],"067854":[],"067856":[],"067864":[],"06786925114666595":[],"067873":11,"067905":5,"067907":[],"067908":[],"067934":[],"067956":[],"067990":5,"068007":5,"068019":[],"068059":[],"068075":[],"068087":[],"068093":[],"068094":[],"068098":[],"068103":[],"068104":[],"068110":[],"068120":[],"068136":[],"068163":5,"068168":5,"068197":[],"068201":11,"068206":11,"068210":[],"068215":5,"068239":11,"06826023e":[],"068261":[],"068264":26,"068297":5,"068307":26,"068318":[],"068339":5,"068345":[],"068358":[],"068363":[],"068365":11,"068375":5,"068376":[],"068391":[],"068417":[],"068418":5,"068441":26,"06844519414009438":[],"06844519414009442":[],"06844519414009444":6,"06844519414009445":6,"068461":[],"068500":[],"068505":[],"068517":5,"068524":5,"068525":[],"068538":[],"068541":[],"068573":[],"06858699":[],"068593":[],"068608":[],"06861085":26,"068619":[],"068622":5,"068629":26,"068642":[],"068643":11,"068654":[],"068659":[],"068664":[],"068689":[],"068724":[],"068727":26,"068735":[],"068776":[],"068782":5,"068792":5,"068799":[],"068806":[],"068809":[],"068831":[],"068832":11,"068841":[],"068852":[],"068867":[],"068876":5,"068906":26,"068912":5,"068920":[],"068937":[],"068953":[],"068965":[],"068991":[],"068992":[],"068999":[],"069010":[],"069013":11,"069015":[],"069028":26,"069036":[],"069042":5,"069044":[],"069065":[],"069080":5,"069085":[],"069091":[],"069125":5,"069181":[],"069187":[],"069190":5,"069202":[],"069203":11,"069231":[],"069242":[],"069265":5,"069268":[],"069275":[],"069276":[],"069281":[],"069283":5,"069285":[],"069291":11,"069320":11,"069343":5,"069355":[],"069386":[],"069408":[],"069409":[],"069421":[],"06942103":[],"069436":[],"069441":[],"069452":26,"069454":[],"069455":[],"069465":[],"069475":[],"069476":[],"069494":[],"069506":[],"069522":5,"069534":[],"0695405":26,"069578":[],"069583":5,"069584":[25,26],"069612":5,"069626":[],"069640":[],"069651":[],"069654":11,"069667":[],"069672":[],"069681":[],"069685":[],"06969872":[],"069738":5,"069748":[],"069754":[],"069782":11,"069796":[],"069801":[],"069816":11,"069838":[],"069845":5,"069847":[],"069855":11,"069877":[],"069884":[],"069888":[],"069903":[],"069907":[],"069911":5,"069912":[],"069977":[],"06it":[],"07":[6,26],"070018":[],"070028":[],"070034":[],"07003926":26,"070043":[25,26],"070056":[],"070071":[],"070074":[],"070092":11,"070096":11,"070105":[],"070127":11,"070141":5,"070146":26,"070150":[],"07016":9,"070163":[],"07017":9,"07019610e":[],"070213":26,"070216":[],"070222":[],"070241":5,"070245":5,"070276":[],"070288":[],"070333":[],"070339":[],"070343":[],"070364":5,"070370":[],"070379":[],"07039":9,"070419":[],"070428":[],"070429":[],"070443":[],"070450":[],"070453":[],"070457":26,"070466":[],"070491":[],"070492":[],"070494":[],"070518":[],"070562":[],"070576":[],"070582":26,"070585":[],"070601":5,"070612":[],"070618":[],"07062318":6,"070630":[],"070635":[],"070671":5,"070700":11,"070737":26,"070775":[],"070794":[],"070810":[],"070835":[],"070860":[],"070871":[],"07087395e":[],"070874":[],"070887":[],"070889":[11,26],"070911":[],"070936":11,"07093644":[],"070945":[],"070950":[],"070959":[],"070961":[],"070972":[],"070986":26,"07099747918547346":[],"071003":[],"071006":5,"071009":[],"071022":[],"071044":[],"071051":[],"071071":[],"071084":[],"071086":[],"071105":11,"071106":[],"071112":[],"071115":[],"071120":[],"071122":5,"071136":[],"07115":9,"071164":[],"071185":11,"071239":[],"071243":[],"071284":[],"07128434":[],"07129539":[],"0712953943627344":[],"0713":[0,25],"071314":11,"071326":[],"071329":[],"071387":[],"071388":[],"071392":[],"071394":[],"071421":[],"071437":11,"071438":[],"07143876":[],"071441":[],"071445":[],"07145103":11,"071460":[],"071467":[],"071476":[],"071480":[],"0714956":[],"071505":[],"071510":[],"071515":[],"071523":[],"071529":[],"071547":[],"071552":[],"071567":11,"071569":[],"071585":[],"071600":5,"07160048164232467":[],"07160048164232538":6,"0716004816423254":6,"07160048164248561":[],"071604":[],"071614":[],"071632":[],"071641":[],"071666":[],"071698":[],"071705":[],"071741":[],"071751":[],"071767":[],"071804":[],"071836":[],"071852":[],"071897":[],"071901":[],"071906":[],"071908":[],"071920625289855":[],"071921":[],"071922":[],"071935":[],"071942":[],"071946":[],"071949":[],"07195822":[],"071991":[],"072000":26,"072008":[],"072011":[],"07201957":[],"072021":[],"072041":[],"072084":[],"072091":[],"072111":26,"07212695":[],"072127":[],"072132":26,"072145":[],"072147":[],"072150":11,"072184":[],"072186":11,"072198":[],"072216":[],"072222":[],"072240":[],"072242":[],"072254":5,"072290":[],"072342":[],"072348":[],"072352":[],"072361":[],"072364":[],"072370":11,"072435":[],"072442":[],"072452":[],"072471":[],"072476":26,"072483":[],"072492":[],"072521":[],"072523":[],"072529":[],"072530":[],"072554":[],"072558":[],"072569":[],"072575":[],"072597":[],"072598":[],"072611":[],"072617":[],"072618":[],"072620":[],"072621":26,"07264063e":[],"072647":[],"072651":[],"072652":[],"072705":5,"072750":[],"072751":[],"072783":[],"072798":[],"072813":[],"072824":[],"072828":[],"072839":[],"07285":3,"0728785":[],"072898":[],"07291729":[],"072918":[],"072928":[],"072955":[],"072958":[],"072970":[],"072974":[],"07297557":[],"072994":[],"073013":[],"073016":[],"073038":11,"073044":5,"073045":[],"073052":[],"073062":[],"073080":[],"073105":[],"073120":[],"073134":[],"073136":[],"073159":[],"073163":11,"073183":[],"07319349":[],"073206":[],"073225":[],"073230":[],"073238":[],"07325301":19,"073280":[],"073298":11,"073299":[],"073303":[],"073320":[],"073325":[],"073344":[],"073362":[],"073363":[],"073368":[],"073369":[],"07337358":[],"073374":[],"073380":[],"073388":[],"073391":[],"07339251":25,"073398":5,"073400":[],"073423":[],"073433":[],"073436":[],"073449":[],"07345504":[],"073465":11,"073477":[],"073489":[],"073506":[],"073520":5,"073531":[],"073548":[],"073567":[],"073575":[],"073583":[],"073597":[],"073598":[11,26],"073601":[],"073624":11,"073629":[],"073630":11,"073634":11,"073644":26,"073647":[],"073657":[],"073668":[],"073684":[],"073695":[],"073699":[],"073716":[],"073719":[],"073750":[],"073761":[],"073764":5,"073768":[],"073777":[],"073810":[],"073811":[],"073816":[],"073827":[],"073831":[],"073904":[],"073907":[],"073925":[],"073938":[],"073949":[],"073959":[],"073985":[],"0739975":[],"074004":5,"074006":[],"074019":[],"074034":[],"074046":11,"074050":[],"074061":[],"074067":[11,26],"074084":26,"074111":[],"07413172":[],"074144":[],"074149":[],"074180":[],"074183":[],"074187":[],"074210":26,"07421084":5,"074237":[],"074258":[],"074276":[],"07430684":22,"074323":26,"074336":[],"074346":[],"074375":[],"074401":[],"074418":[],"074420":[],"074453":[],"074480":[],"074488":[],"074495":5,"074513":[],"074530":[],"074552":[],"07456491":5,"074569":[],"074573":[],"074592":[],"074613":5,"074653":11,"074666":[],"074684":[],"074693":[],"074708":[],"074715":[],"074729":[],"074732":5,"074743":[],"074760":[],"074763":[],"074773":[],"074818":[],"074819":[],"074833":[],"074838":[],"074839":[],"074845":[],"074868":11,"074881":[],"074905":[],"07490892":6,"074922":[],"074945":[],"074951":11,"074969":[],"074971":11,"074980":[],"074984":[],"074986":[],"074992":[],"075012":[],"075014":[],"075017":[],"075020":[],"075028":[],"075043":[],"075047":11,"075050":5,"075058":[],"075061":[],"075079":[],"075102":[],"075121":11,"075136":[],"075138":[],"075145":[],"075149":[],"075181":[],"075188":[],"075192":[],"075195":[],"075201":[],"075222":[],"075224":5,"075225":11,"075227":[],"075228":[],"075241":[],"075262":[],"075277":[],"075302":[],"07532297":[],"075335":[],"075356":[],"07535606":[],"075389":[],"075400":5,"075433":[],"075498":[],"07557024":[],"075573":[],"075586":[],"075594":[],"075612":[],"075618":[],"075629":[],"07565581":[],"075727":5,"075728":[],"075760":[],"075770":[],"075779":11,"075782":11,"075797":[],"075816":26,"075820":[],"075829":[],"075840":[],"075863":[],"075889":26,"075899":[],"075952":5,"075959":[],"075982":[],"075987":[],"075996":[],"076022":[],"07602623":26,"076055":[],"076066":[],"076079":[],"07608141":[],"076096":[],"076097":[],"076121":[],"076130":[],"076150":26,"076173":[],"076204":[],"076216":[],"076248":[],"076259":5,"076264":[],"076270":[],"076282":[],"076306":[],"076315":[],"076324":5,"076329":[],"076338":[],"076349":[],"076371":5,"076389":[],"076403":11,"076454":5,"0764924":6,"076518":[],"076525":[],"076532":[],"07656896":[],"076570":5,"076573":5,"07657669":19,"076588":[],"076589":[],"076604":[],"076619":[],"076628":[],"076632":[],"076637":[],"076665":[],"076697":[],"076726":[],"076729":[],"076760":[],"076775":5,"07678":9,"076780":[],"076783":[],"076795":[],"076804":[],"076818":5,"076819":11,"076821":[],"076843":[],"076862":[],"076866":[],"076867":11,"076886":[],"076895":[],"076905":[],"07692307692307693":9,"076927":[],"076935":[],"076938":[11,26],"076942":[],"076955":[],"076958":[],"076990":[],"077003":[],"077004":[],"077009":[],"077013":[],"077015":[],"077022":[],"077033":[],"077062":[],"0770789":19,"077079":[],"077083":[],"077091":5,"077107":5,"0771079":[],"077108":[],"077131":[],"077140":[],"077144":[],"077158":[],"077164":[],"077168":26,"077200":[],"077203":[],"077210":5,"077211":[],"077219":[],"077228":[],"077291":[],"077338":[],"077349":[],"07735703":[],"077359":[],"077372":[],"077375":[],"077387":5,"077397":[],"077402":[],"077419":[],"077425":[],"077428":[],"077452":[],"077460":26,"077467":[],"077499":[],"077511":[],"077604":[],"077606":11,"077607":[],"077620":[],"077644":[],"077663":5,"077688":[],"077706":[],"077711":[],"077713":11,"077724":[],"07777777777777778":1,"077785":[],"077793":[],"077822":[],"077846":[],"07789772e":[],"077921":[],"077930":[],"077948":[],"077949":[],"077954":5,"077978":[],"077986":[],"078033":[],"078040":[],"078042":[],"078082":[],"078101":[],"078110":26,"078133":5,"078143":[],"078157":[],"078158":[],"078165":[],"078167":[],"0782":[],"07820":9,"078211":[],"078253":[],"078254":[],"07826171e":[],"078265":5,"078269":[],"078293":[],"07829878":[],"078299":[],"078300":[],"078314":[],"078323":[],"078326":[],"078336":26,"078426":11,"078432":[],"078436":[],"07844310540708652":[],"078484":[],"078508":[],"078521":11,"078540":26,"078542":[],"078548":[],"07858099596662704":[],"078582":[],"078587":[],"078609":[],"07864":9,"078646":[],"078651":[],"078652":[],"078667":[],"078672":[],"078697":[],"078704":[],"078707":[],"07871":9,"078710":[],"078715":11,"078719":[],"078725":[],"078749":[],"078759":[],"078768":[],"078771":[],"078776":[],"07878641":[],"078795":[],"078812":[],"078845":[],"078860":[],"078880":[],"078899":[],"078908":[],"078911":[],"078926":11,"078942":[],"078962":[],"078974":26,"07897647347778382":[],"07898165660100093":[],"078986":26,"078992":[],"078999":[],"079001":[],"079021":[],"07903849":[],"079043":[],"079056":[],"079110":[],"079142":[],"079152":[],"079157":[],"079158":[],"079179":[],"079214":[],"079218":[],"079224":[],"079225":[],"079242":[],"079260":[],"079264":[],"079268":[],"079273":[],"079278":[],"079281":[],"079298":[],"079306":[],"079333":11,"079347":[],"079379":[],"079383":[],"079389":[],"079405":[],"079406":[],"079424":[],"07943621":[],"079437":[],"079438":[],"07944154":[19,25],"079443":[],"079447":[],"079448":[],"079476":[],"079483":[],"079486":[],"079489":[],"079493":[],"079495":[],"079499":[],"0795449":[],"079553":[],"079558":[],"079580":[],"079609":[],"079618":[],"079622":[],"079631":[],"079676":[],"079680":[],"07968918676726029":[],"0796891867672603":6,"079704":[],"079719":[],"079729":[],"079741":[],"079745":[],"07978179":19,"079819":[],"079823":[],"079827":[],"079839":11,"079847":[],"079856":11,"079882":[],"079893":[],"07989327":[],"079901":[],"079944":[],"079946":26,"079948":[],"07995375":[],"079991":[],"07999999999998":[],"07e":[],"08":[9,22,26],"080026":[],"080048":[],"080056":[],"080060":[],"080061":[],"080070":[],"080098":[],"080106":[],"080120":[],"080137":[],"080200":[],"080249":[],"080256":[],"080288":[],"080295":[],"080297":[],"080305":[],"080312":[],"080319":[],"080332":[],"080334":[],"080343":[],"080347":[],"080370":[],"080374":[],"080395":[],"080406":[],"080407":[],"080410":[],"08041015":[],"080434":[],"08043851":5,"080455":11,"080479":[],"080502":[],"080517":[],"080518":[],"080548":[],"080555":[],"080571":[],"080582":[],"080588":[],"080593":[],"080616":26,"080630":[],"080635":[],"080641":[],"080642":[],"080647":[],"08066746e":[],"080699":[],"080706":[],"080738":[],"080764":26,"080780":[],"080801":[],"080821":[],"080839":[],"08084392":[],"080847":[],"08085812":[],"08086066":25,"080914":11,"080916":[],"080922":[],"080973":[],"080984":[],"080998":[],"081007":[],"081022":[],"081046":[],"081072":[],"081100":11,"081140":[],"081144":[],"081163":[],"081194":[],"081198":[],"081211":[],"081216":[],"081223":11,"081233":[],"081253":[],"081258":[],"081262":[],"081276":26,"08131003":6,"081311":[],"081321":[],"081334":[],"081343":[],"081357":[],"081388":[],"081395":[],"081396":[],"081431":[],"081468":[],"081471":[],"0814721":[],"081481":[],"081483":[],"081503":[],"081520":[],"081533":[],"081540":[],"081547":[],"081559":[],"08156108":6,"081576":[],"081613":[],"081620":[],"081637":[],"08165104":26,"081655":26,"081707":[],"081773":[],"0818000034712947":[],"081827":11,"081832":[],"081837":[],"081848":[],"08188077":[],"081881":[],"081932":[],"081953":[],"081988":5,"081989":[],"081990":[],"082014":[],"082027":[],"082040":[],"082089":[],"082105":[],"082122":[],"082139":[],"082140":[],"082145":[],"082158":[],"082166":[],"082174":[],"082183":[],"082189":[],"082204":[],"082267":[],"082269":5,"082282":[],"082285":[],"082286":[],"082288":[],"082295":[],"082315":5,"0823185":[],"082322":5,"082339":[],"082424":[],"082426":[],"082431":[],"082451":[],"082501":[],"082503":[],"082509":[],"08251519":6,"082525":5,"082527":11,"082536":[],"082553":[],"082569":[],"0825971":[],"082604":5,"082620":[],"082642":[],"082653":26,"082683":[],"08271198519070039":[],"082716":[],"082756":[],"082779":[],"082786":[],"082791":11,"08281969e":[],"082839":[],"082846":[],"082852":[],"082874":[],"082875":25,"082877":11,"082896":[],"082900":[],"082921":[],"082939":[],"082990":[],"08299273e":6,"083000":[],"083015":[],"083021":[],"083026":[],"083051":[],"083053":[],"083087":[],"083102":[],"083111":[],"083151":[],"083152":[],"083159":[],"08318298e":1,"083217":[],"083220":[],"08322642264994606":[],"083227":[],"083242":[],"083251":[],"083272":[],"083276":[],"08328216846752691":[],"083300":[],"083320":[],"083321":[],"08333333333333333":[1,9],"083348":[],"083361":[],"08336233266":4,"083380":[],"083399":[],"083404":[],"083417":[],"08343519179767796":[],"083441":[],"083446":[],"083485":[],"083495":[],"083506":[],"083527":[25,26],"08352721390288316":25,"083555":[],"08356774001062162":[],"083573":[],"083579":[],"083600":[],"083627":[],"083629":[],"08363087":[],"083648":[],"083681":[],"083685":[],"083691":[],"083692":[],"083694":[],"08370888":[],"08373167e":[],"08374032367704139":[],"08376632":[6,26],"083766322923899":[6,26],"0837663229239016":[],"0837663229239025":[],"0837663229239043":[6,26],"083772":[],"083779":[],"083799":[],"083829":[],"083832":[],"083849":[],"083859":[],"083899":[],"083913":[],"083935":[],"083977":[],"084000":[],"084006":[],"084008":[],"084017":[],"084018":[],"084019":[],"084024":[],"084028":11,"084032":[],"084076":26,"084086":[],"084092":[],"084096":[],"084101":[],"084107":[],"084124":[],"084147":[],"084151":[],"084157":[],"084184":[],"084187":[],"084223":[],"084224":[],"084226":[],"084230":[],"08426840630693411":[],"08426840630693412":6,"08426840630693413":6,"084269":[],"084277":[],"084278":[],"08428156":[],"084282":[],"084286":[],"084364":[],"084391":[],"084400":[],"084408":[],"084414":[],"084422":[],"084426":[],"084434":[],"084438":[],"084444":[],"084476":[],"084477":[],"084484":[],"08448544e":[],"084523":[],"084536":[],"084541":[],"084549":[],"08455":9,"084570":[],"084604":[],"084624":[],"084629":[],"084645":[],"08464758160254343":[],"084657":[],"084663":[],"084670":[],"084682":[],"084683":[],"084685":[],"084702":[],"084728":[],"08474":9,"084777":[],"084809":26,"084846":[],"084862":[],"084904":[],"084906":[],"084909":[],"084912":[],"084920":[],"084927":[],"084936":[],"084965":[],"084977":11,"084979":[],"085010":[],"085018":[],"08502083":25,"085027":[],"085044":[],"085105":[],"085108":[],"085113":[],"085163":[],"085165":[],"085167":[],"085184":[],"085185":[],"085210":[],"085224":[],"085242":11,"085249":[],"085252":[],"085264":[],"085272":[],"085345":[],"085361":[],"085368":[],"085384":[],"085405":[],"085410":[],"085416":[],"085456":11,"085484":[],"08549564e":[],"08549632935144091":22,"08551306":6,"085571":[],"085603":[],"085655":[],"085716":[],"085764":[],"08576932":6,"085776":[],"085778":11,"085876":[],"085879":[],"08593216":6,"085936":[],"086021":[],"086074":[],"086076":[],"086109":[],"08611111111111111":1,"086112":[],"08612280083325631":[],"086154":[],"086174":[],"086178":[],"086203":[],"086249":[],"086250":[],"086257":[],"086262":[],"086303":[],"08630331":[],"086322":[],"086358":11,"086409":[],"086420":[],"086440":[],"086460":[],"086518":[],"086524":[],"086567":[],"08657894597048958":[],"086608":[],"086610":[],"086624":[],"086647":11,"086665":[],"086679":[],"086705":11,"08673755293381497":[],"086802":[],"086807":[],"086809":[],"086841":[],"08684675":[],"086872":[],"086877":[],"086888":[],"086890":[],"08690":9,"086904":11,"086925":[],"086951":[],"086956":[],"086994":[],"086997":[],"086999":11,"087081":[],"087208":[],"087224":[],"087235":[],"087315":[],"08732305":[],"08734015":[],"087372":[],"087377":[],"087386":[],"087387":[],"08741274":26,"087419":[],"08743287e":[],"087470":[],"087501":[],"087520":[],"087573":[],"08758":9,"08759":[],"087615":[],"087689":[],"087746":[],"087833":[],"087834":[],"087848":11,"087860":[],"087878":[],"087887":25,"087891":[],"087894":[],"087910":[],"088029":[],"088037":[],"088074":[],"088104":[],"088119":[],"088164":[],"08816688":[],"088176":[],"0881981":5,"088201":[],"088212":[],"08821204":19,"088238":[],"088261":[],"088271":[],"088275":[],"088317":[],"088348":[],"088361":11,"088425":[],"088460":[],"088476":[],"088488":[],"088502":[],"088506":[],"088519":[],"088526":[],"088560":[],"088606":[],"088611":[],"088631":[],"08871404":5,"08873443359350565":[],"08874264":25,"088754":[],"088758":[],"088760":[],"088765":[],"088778":[],"088809":[],"08881497884574564":26,"088816":[],"088825":[],"088853":[],"08887708":[],"08888888888888889":1,"08889302":25,"088926":[],"088946":[],"088974":[],"088982":[],"08902":9,"089040":[],"089041":[],"089059":[],"089063":[],"089082":[],"08910476e":[],"08917679":[],"089177":[],"08918584":[],"089206":[],"089212":[],"08923158":[],"089233":[],"089240":[],"08924325e":[],"089246":[],"089306":[],"089310":[],"089329":[],"089355":[],"0893679":[],"089369":[],"089374":[],"089425":[],"089441":[],"08945041":[],"089501":[],"089505":[],"089524":[],"0895387":26,"089539":26,"089551":[],"089614":[],"089641":11,"08966600e":[],"089683":[],"0896981":[],"089744":[],"089758":[],"089775":[],"089857":[],"089924":[],"08996":9,"089982":[],"09":[1,26],"090014704675496":[],"090028":[],"090039":[],"090128":[],"090174":[],"090229":[],"09023660662586945":[],"090241":[],"090268":[],"090270":[],"09030825":[],"090337":[],"090349":[],"09034902":[],"0903549":[],"090356":[],"090358":[],"090451":[],"090503":[],"090564":[],"090620":[],"090630":[],"090649":[],"090694":[],"090730":[],"090755":[],"090768":[],"0907788":6,"0907831":[],"090828":[],"090830":[],"09083636328656121":[],"090849":[],"09085624":[],"090888":[],"090923":[],"090929":[],"091031":[],"091044":[],"091051":[],"091060":[],"091113":[],"09117221":[],"091209":[],"091224":[],"091236":[],"091266":[],"091311":[],"091315":[],"091340":[],"091349":[],"091363":[],"091369":[],"091376":[],"091414":[],"091416":[],"091418":[],"091426":[],"091440":[],"091445":[],"091477":[],"09149881":[],"091579":[],"091620":[],"091630":[],"091647":[],"091659":[],"09166666666666666":1,"091696":[],"0917":9,"09170751":[],"09172408":[],"09172409":6,"091772":[],"091891":[],"091896":[],"09189927":25,"091996":[],"092007":[],"092066":[],"092126":[],"09216046":[],"092249":[],"092290":[],"0923":[],"092409":[],"092478":[],"09251":9,"09252364":[],"092524":[],"092621":[],"092724":[],"092769":[],"092879":[],"09289204":[],"09297039":[],"092998":[],"093078":[],"09309965420717024":5,"09318696260700278":11,"093247":[],"0934597075922044":[],"093497":[],"093556":[],"093593":[],"093624":[],"0938":[],"093844":[],"093930":[],"093979":[],"09404851e":[],"094082198961999e":6,"0940821989624095e":[],"0940821989643363e":6,"094082198966615e":[],"0940821989673748e":[],"094139":[],"094227":[],"094252":[],"094362":[],"09440475":[],"094404754965417":[],"09444444444444444":1,"094472507965532":[],"094477":[],"094610":[],"094619":[],"094657":[],"094722":[],"09480900e":[],"094812":[],"094848":[],"094867":[],"094925":[],"095171":[],"095184":[],"095313":[],"095315":[],"09533574":[],"095510":[],"095522":[],"095617":[],"095702":[],"0957156":[],"09575221":26,"095871":[],"095902":[],"095935":[],"09609807":5,"096173":[],"09631112":[],"09634375e":[],"096472":[],"096516":[],"09652672":[],"096623":[],"09662862":22,"09672929714683368":[],"09677394":[],"096833":[],"096845":[],"096872":[],"096893":[],"096894":[],"097":[],"097111":[],"097360":[],"09739330e":[],"097396":[],"097435":[],"09744":9,"09744272":[],"09759873":[],"097602":[],"097634":[],"097710":[],"09772449":[],"09780":9,"09781386":[],"09789363e":[],"09791":9,"098069":[],"098135":[],"09846636e":[],"09849763":[],"098498":[],"09856879":[],"09861229":[19,25],"09873132":19,"098802859381565":[],"099":[],"09903804":8,"0991919894927399":[],"09919198949274803":6,"099191989493334":[],"09951287404314545":1,"099648":[],"09964817":[],"099777":[],"09989861":25,"0n":[0,25],"0s":[],"0x11da42d90":[],"0x11db14850":[],"0x11e031e50":[],"0x11e09b370":[],"0x128ee8850":[],"0x12946f2e0":[],"0x1336a6040":[],"0x133c2e1c0":[],"0x138098070":13,"0x1387541c0":13,"0x13b240850":[],"0x13b8c72e0":[],"0x7fad10f9a280":[],"0x7fad20f69be0":[],"0x7fd098df3280":[],"0x7fd0a9063be0":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,22,23,24,27],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,21,22,23,25,26,27],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,19,22,23,25,26,27],"1000":[0,1,2,4,5,8,11,13,14,18,22,25,26],"10000":[2,5,6,10,11,13,22,27],"100000":8,"10001":10,"1001":[9,22],"1002":22,"1003":22,"10030":9,"100303":[],"100358":[],"10044225464078282":[],"1005":22,"100670":[],"1007":27,"10077114273548984":6,"1009":22,"10097956":[],"1011":22,"1013":22,"1013904243":22,"10141413e":6,"1015":22,"10188442":22,"102":26,"10207647":11,"1022233262115424":[],"10222333":[],"10222868":22,"1023":22,"10230":9,"1023111":[],"10235180e":[],"1023858":[],"1024":3,"102401":[],"102449":[],"1026":22,"1027":22,"1028":[],"103":1,"1030":22,"10302062":[],"10308387":22,"103257":[],"10340":9,"1037":22,"10378326e":1,"1038":22,"103822":[],"10391807":6,"10398646080125035":[],"10398646080125036":6,"10398646080125037":6,"1040":22,"10405456":11,"10427270e":[],"10430":9,"104411":[25,26],"10441496e":[],"10455924":[],"1047":22,"10486183":[],"104862":[],"10505137":[],"105161":[],"105169":[],"10516924":[],"10520":9,"10555555555555556":1,"1056":[],"10589577":5,"106":[],"106095":[11,26],"10620135":[],"106431":25,"10659682":25,"10686259":[],"106971":13,"107":[],"10712245e":[],"10790125813226321":26,"108":[6,9],"108359":[],"10835935":[],"10880921":[],"109":[],"10913":6,"10931453":6,"10950766":[],"10960":9,"1096767776832326":[],"10967678":[],"1098906":26,"10it":6,"10th":9,"10x":[0,25],"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,22,23,24,25,26],"110":[],"1100":22,"1101":22,"11022302e":[],"11029323":[],"11046771":[],"111":[1,7,12],"11100":9,"11167579":25,"1122558214":[],"112319":[],"11231934":[],"112383":[11,26],"1124":9,"1125":[],"11276576e":[],"11283168":[],"11297834":[],"1133":[],"11352543":[],"1136":[],"11362930e":[],"11366595":[],"11388888888888889":1,"1139":[],"11390":9,"114":[3,4,14],"11402309":[],"114437":[],"11462415":5,"11481199":[],"11482289e":6,"11499517":[],"115":[3,4,14],"11507992e":1,"11520281":13,"11547777218875695":[],"11547777218875696":[],"11547777218876518":6,"11547777218940905":[],"11547777218940906":[],"115822":6,"11590":9,"11598862":[],"11598862273198":[],"116":[3,4,14],"11604844":[],"116048442683864":[],"11660":9,"11666666666666667":1,"11674401539815678":[],"117":[3,4,8,14],"117430":25,"11744554e":6,"11780":9,"11790868":[],"11793498e":[],"117986":[],"118":2,"1180677":5,"118068":5,"1182":[],"1183":[],"118318":[25,26],"1184":[],"11840":9,"1185":[],"11850274":[],"1186":[],"11868087":5,"118681":5,"11890":9,"119":[2,3,4,14],"11909685e":[],"119625":[],"11962537":[],"1199":[],"119936":2,"119999999999976":[],"11it":[],"12":[0,1,2,3,4,5,6,8,9,11,12,13,19,22,24,25,26],"120":[2,3,4,14],"1203":9,"1203284":8,"12044974":26,"120450":26,"1206":8,"12069773":[],"12086283":25,"121":[8,9,10],"12107137e":[],"12152272":[],"1215pm":[23,25],"12160173":[],"12167821":[],"12178678":5,"121787":5,"12182967":6,"12196674":[],"122":[2,8,9,10],"12211324e":[],"12222222222222222":1,"122282":25,"122439":[],"1224392":[],"12288563":[],"122886":[],"12289498e":[],"123":2,"12302855":[],"12318726e":6,"12330033":26,"12330280229368":[],"12333649":6,"12345260617257443":[],"123459876":[],"123711":6,"12380":9,"12387751":[],"12394241e":[],"124":[0,25],"12400":9,"12427889":[],"12434807":[],"1245596497124075":[],"12455965":[],"125":[],"1250":[],"125000":[],"12539459":[],"12552073e":6,"12591227":26,"126":9,"1261":9,"12618549":5,"12630042":[],"1265":9,"127":4,"1270":[],"127043":[],"1271":6,"1277":6,"127773":[],"12777777777777777":1,"127812":25,"12788968":[],"12790":9,"128":[3,4,13],"12803365e":[],"128664":6,"12871842":26,"12885048":[],"12890007e":[],"12898627064868978":[],"129":2,"129099":11,"12909917":11,"12933164":[],"129332":[],"12934015":[],"12937662":[],"12945452":[],"1297":9,"1297300314822336":[],"1298":9,"12adb44b1c20":[],"12it":6,"12m":[],"12pm":[23,25],"13":[0,2,5,6,9,11,12,13,19,22,25,26],"130":9,"13003291":6,"13006658e":[],"13019959":[],"130200":[],"13030182":[],"13055555555555556":1,"130694":26,"13069442":26,"13083543199018746":[],"131":9,"13117061":[],"13131825":[],"1314":[],"132":9,"13208672e":[],"13220608e":6,"13228567":[],"13229545716505003":[],"132360":[],"1323603":[],"1326":9,"13260331":22,"13261136":[],"1326197715":25,"13280":9,"13281267":26,"13288373":[],"133":7,"13320535":[],"13333333333333333":[],"13375152e":[],"13392097":[],"13393141":[],"135":9,"13519106":[],"13535942":6,"135365":[],"13536532":[],"136":[],"1360":[],"13609760e":[],"1361":[],"13618516e":[],"1362":[],"1363":[],"1364":[],"13646574":5,"13655438":[],"13661243e":6,"13679863":6,"13687085e":[],"1371":6,"13734823":[],"13740":9,"137400784702911":26,"137652":[11,26],"1378":[],"1382":[],"1383":[],"1384":[],"13847924":[],"1385":[],"1386":[],"13865173":5,"13876586436927824":[],"138775":[11,26],"1388888888888889":1,"13890":9,"1392559581788775e":[],"1392559584983597e":[],"1392559585048734e":6,"1392559591206444e":6,"13925595925919e":[],"13it":[],"14":[0,2,3,4,5,6,8,9,10,11,12,13,14,19,22,24,25,26],"140":[2,9],"14021063":6,"1404":[],"14042769":[],"140428":[],"14045566":19,"140525":11,"14052537":11,"14061742":[],"14072037":19,"141":2,"14100":9,"1416398":6,"14174062":[],"14174745":6,"1418":9,"142":9,"14231548":[],"14250":9,"14252712":[],"14266332e":[],"14277718e":26,"142857":[],"14298603":[],"143":[2,3,4,7,14],"1435666":[],"14360598":[],"1437":1,"144":[3,4,14],"14400":9,"1440501043841336":1,"14432948":[],"14440":9,"14451625":[],"1446729567":4,"14484695":[],"144993":25,"145":[2,3,4,14],"14561980e":[],"1457774":[],"146":2,"14617985":[],"14648477":19,"147":[],"14710":9,"1472032":[],"14722222222222223":1,"14724135e":[],"147400":[11,26],"14741468":[],"147420":[11,26],"14783702":[],"1479":9,"148":[],"14812206":6,"14818":[],"14822021080294":[],"1484256":[],"148463":5,"14846308":5,"148564":[],"14859":6,"148734":6,"148768":[],"148854":[],"149":[],"14900336":[],"149213":[],"14932651":[],"149452":[],"149655":[],"149864":[],"14988578":[],"149886":[],"14995486":[],"149955":[],"149991":6,"14g":6,"14it":[],"15":[0,2,3,4,6,7,8,9,12,13,14,15,16,17,22,25],"150":[4,8,9],"15005476":5,"150184":[],"15060311":22,"15084741":25,"15089627":[],"150920":[],"15092012":[],"1509778":[],"15098090e":6,"151":[],"15130074e":6,"151348":[],"151986":[],"152":9,"15200":9,"15258907":[],"152696":[],"15269628":[],"1527777777777778":1,"153036":[25,26],"153106":[],"15320771e":[],"15321987":[],"1533795":[],"153760":[],"15384615384615385":9,"15384615384616":[],"154":[],"15410688":[],"154107":[],"15442554":[],"15454301":[],"15456415e":[],"154720":[],"15483121":[],"15485374225770068":22,"154911":[],"155":9,"15503141":[],"15508406":[],"155491":[],"15550086":[],"155687":[],"155883":[],"156":[],"1562":[],"15626984":[],"156270":[],"15629539":[],"15680777":[],"156956":5,"157":[],"15714797":22,"15717291":[],"15746031e":[],"1575":9,"15752533e":[],"158":9,"1582408":[],"158241":[],"1583767":[],"15843769515580663":[],"1586300629904382":[],"1587":9,"15891336":[],"15899253":[],"159":[],"1590":9,"15990":9,"15g":6,"15it":[],"15pm":25,"16":[1,2,3,4,5,6,8,9,10,14,22,25,26,27],"160":[],"16006961":[],"1603":3,"1604":[],"16049171e":[],"1605":[],"160539":[],"16054190e":[],"1606":[],"16061448":19,"1607":[],"16105443":19,"16111111111111112":1,"1612":[],"1614891":[],"16167387":[],"16211139":5,"16220":9,"162246":5,"16231451":4,"16232481":19,"1625":9,"1628":9,"162999":25,"163":[],"16304863":26,"163049":26,"1630775253":1,"16342407":5,"16343471":6,"16350368":5,"163504":5,"16384":3,"16397496":[],"16500":9,"1655226":[],"16575256":13,"166":9,"16660817":[],"166667":[],"167":[],"16740002":[],"167787":5,"168":9,"168044":[],"16804444":[],"16805821e":6,"16807":[],"16827044":[],"16832385":[],"16840081":[],"16961682":[],"16981204":22,"16b8e3cda33a":[],"17":[1,2,3,4,5,6,8,9,14,22,26],"17001895":11,"170019":11,"17012048":25,"17084902":[],"1709":9,"171525":26,"1715252":26,"17174962e":1,"17222222222222222":1,"172405":[],"17240522":[],"1726":9,"17297886491529482":[],"17300":9,"1731":9,"17339342":[],"173439546289586":[],"17428293":[],"17446471":6,"1752":9,"175300":[25,26],"17606773":19,"17641709":6,"17647619":6,"17676228":[],"176880142835407":[],"17709473":[],"17764878e":[],"17774184e":[],"17777777777777778":1,"17796101e":[],"17801022":5,"17826349":[],"17861098":6,"17897671":[],"17917768":5,"17928538":25,"17930649":[],"17938393":[],"17942122":[],"17949575":5,"17953942":11,"1797":[1,3],"18":[2,3,4,6,7,8,9,10,13,14,22],"180":[],"18029127":5,"18036103":[],"1807":4,"1809":9,"181":9,"1810":[],"1812":9,"18156717":[],"18166474":[],"1821":9,"18217743e":[],"18221254":25,"18264218":[],"18266178":[],"182662":[],"18276924":[],"18306165":[],"183062":[],"18327677":[],"18333333333333332":1,"18383522":26,"18393678":[],"184":9,"184519":[25,26],"184895":[],"185":[],"1851":[],"1852":[],"18526":[],"185278747229417":[],"1853":[],"1854":[],"1855":[],"186":[],"1860":9,"18603611e":[],"1861":[],"18611111111111112":1,"18613217e":6,"18657863":[],"18660":9,"18670072e":26,"18673098":11,"18682538":[],"18695705":[],"187268182169147":19,"18780801":25,"18790439176058887":[],"188":[],"18826299":[],"188263":[],"188499":5,"18849928":5,"1887":6,"18906854":22,"18912963":[],"18931988":[],"189367":25,"189377":11,"1893772":11,"189496":[25,26],"189622":[25,26],"18998208":[],"18it":6,"19":[2,3,4,6,9,13,14,22],"19003":6,"19023414e":[],"19032152e":[],"19096968":[],"190970":[],"19105386":22,"191262820314401":[],"19144544":[],"19158446":[],"19166666666666668":1,"191963":25,"19207979":5,"19213479":[],"19220":9,"19237495":25,"19264104e":[],"19284552e":[],"193":[],"19354258":[],"19379506":[],"19394283":[],"194":[],"1940":[0,26],"19404282648955e":[],"194042826653172e":[],"194042826815498e":[],"1940428268204826e":6,"194042827197027e":6,"19425617":[],"1943":12,"194325":[],"19432526":[],"1944":[],"19444444444444445":[],"19466812":[],"1950915150":[],"19528375":13,"1954":[],"19542686939553625":[],"1956":9,"19569961":[6,26],"1961":[],"1962":[],"19627430151896047":19,"1963":[],"1964":[],"1965":[],"19650622e":[],"19677483e":[],"1970":[19,25],"197104":[],"19710439":[],"1973":9,"197370":[11,26],"19740":9,"197738983259782":[],"1979":6,"19800":9,"19853775e":[],"19866124":22,"1989":[],"19890453":[],"199":[],"19910037e":[],"19937":[],"19983530":6,"19994371":[],"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,22,25],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":19,"1n":[0,25],"1s":[],"1x":[0,25],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22,24,27],"20":[0,1,2,3,4,6,7,8,9,13,14,22,23,25,26],"200":[0,2,3,4,8,9,10],"2000":[0,26],"200000":[],"20015436":6,"20038136":[],"2004":13,"2006":24,"2008":25,"20098424e":[],"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,25],"20174121":[],"2018":[0,3,4,6,14,26],"2018906331":[],"2019":[8,9],"2020":[3,4,14],"2021":[6,14,26],"2022":25,"2023":[15,16,17,25,27],"20255857":[],"2027":9,"20277777777777778":1,"20299677":[],"203":[],"20313883":25,"20316225":[],"20320502":[],"20375361":[],"203753611274545":[],"20436207e":[],"20461136":[],"20500":9,"20509391":[],"20517254e":[],"205231":25,"20561803":11,"206":[],"2060":9,"20609082":[],"206091":[],"20661216":[],"206640":[],"20664007":[],"20669787e":[],"2069":9,"20708879":[],"207089":[],"207545":[11,26],"20756638":[],"207888":25,"20793824":13,"20833333333333334":1,"2086376":[],"20867052175003364":6,"20867052175006306":[],"20867052175109335":[],"20893188":[],"20893514":[],"20916295":26,"20965182":19,"209789":25,"20980":9,"20999563":[],"21":[0,1,2,3,4,5,6,7,9,12,13,14,15,19,25,26],"210151":[],"2101511":[],"210340":[11,26],"21058097":5,"21130":9,"2116753732":4,"21169159e":6,"21171751e":[],"21265216":[],"21266166e":[],"21296315":[],"213":[],"213103":[11,26],"21328866":[],"21350883":5,"213509":5,"21369083e":[],"213743":[11,26],"21435514e":[],"21467644":25,"21472683":[],"2147483647":[],"21493572":[],"21503438e":[],"21519063":[],"21576737e":[],"21582995e":[],"21596432":6,"216290":[11,26],"21654926":[],"216683":[11,26],"21786964":[],"2188":[],"21909039":[],"21913656":19,"21919813":[],"21922061":[],"219222942590059":[],"219249":[],"21924917":[],"21927988":[],"21944444444444444":[],"2195":[],"21985165":[],"21997099":[],"22":[0,1,2,3,4,5,6,9,12,13,14,19,25,26],"22014758":[],"220148":[],"22016672":25,"22044605e":[5,26],"220506557673408":[],"22090974":[],"22094791":[],"220968":[],"221":8,"221180":[25,26],"22134069":[],"2216":9,"2218":9,"221805":2,"221921":5,"2223808":19,"222400":[25,26],"2225":[],"2232822462117919":9,"22335823":19,"22403397554517984":25,"22442417":[],"2246674023625205":[],"225":4,"22566121":[],"22567203":[],"2259440937":[],"226124657522696":[],"22612466":[],"226856":[],"22685646":[],"22690428":5,"22722021":22,"22772039":25,"22821344":[],"22828694":25,"2284246870217162":6,"2284246870217459":[],"22842468702288576":[],"22842468702288582":[],"22847924":5,"22887861":[],"22893751":[],"22929905e":[],"2299":[],"22it":6,"23":[1,2,3,4,6,7,9,12,13,14,19,25],"23002365e":6,"23014274e":[],"23056012":[],"23076923076923078":9,"23095558e":[],"231":[],"23103285":[],"231224729143838":[],"2315033":[],"23167717":5,"23168292":[],"231683":[],"2321528":[],"232153":[],"232435":[25,26],"23297056":[],"23333333333333334":1,"233528":[],"23365145e":[],"2338675":26,"233868":26,"234":6,"23408962e":5,"23470374":[],"234723":5,"23472346":5,"23477043":[],"23483916":[],"23496851":5,"234969":5,"23522201":[],"2357089093":[],"2360682191515046":[],"2361111111111111":[],"2364":9,"23659936":[],"237038":[],"23703839":[],"23732849":[],"2379":6,"23792491":[],"237925":[],"23816792":[],"238168":[],"238574":[],"23857423":[],"23875722":[],"23962594":[],"2397":9,"23971032":26,"24":[0,1,2,3,4,6,9,13,14,19,25],"240670854503034":[],"241252":[],"24125217":[],"24140":9,"24159785":26,"2416":9,"24175744e":6,"24181044e":[],"2419":9,"24276315":[],"24279008":[],"2430":9,"24390":9,"24444444444444444":1,"244858":[],"24485843":[],"24501973e":[],"24512498":[],"24533566":[],"246":2,"2460037":[],"24611674":[],"24629107e":[],"24688732":[],"2470":[],"24712854":25,"2476536":[],"247654":[],"24770094":[],"24782786":[],"24784064":[],"24801014":[],"24829908":5,"24844778e":[],"24848907":[],"24906604e":6,"24908246":25,"24924624":[],"24929083":[],"249302":[],"2493023":[],"2495":[],"25":[2,3,4,5,6,7,8,9,11,13,14,15,20,25,26],"250":[2,4,7,9],"2500":[],"25000":[0,26],"250000":[],"25006757":19,"250154":[],"25028968":[],"250636":25,"25070907":19,"25115233":[],"25116851":[],"2517560119":[],"251879":[25,26],"25201286e":[],"25216021":19,"252436":[25,26],"25253892":[],"25259666":[],"2526":[],"252866":[],"25286618":[],"25328924":25,"25366775":[],"253668":[],"253775":[],"25385387":[],"253854":[],"25455904":[],"25485457":22,"255":3,"255001":[25,26],"25522012":[],"256":[2,4],"25617654e":6,"25617657e":[],"25617658e":6,"256962":[],"257":[],"2572":9,"25724702e":[],"2572495066":[],"2572e3a4b38d":[],"2575":9,"25781559":11,"257816":11,"25789255":[],"25792767":[],"25845e8df859":[],"25881631":[],"25902112":[],"259153":[11,26],"2597":9,"25976336":[],"26":[2,3,4,6,9,13,14],"26015755":[],"260225":5,"26022531":5,"26079358":[],"26115367":[],"261154":[],"26153846153846":[],"26181254":[],"261813":[],"26185107":[],"26186844":[],"2619":26,"26193455e":[],"26223899":[],"26265627":[],"26290036":[],"26291585":[],"262916":[],"26294938":[],"2629493813057833":[],"26297455":26,"26301436":5,"26306244":[],"264":[],"26409315307910025":6,"2640931530791003":[],"26409315307910036":6,"2640931530791005":[],"26409315307910053":[],"264421":25,"264540221699101":[],"264666":[],"26466619":[],"265":[],"2650":9,"26506981e":[],"265109911":4,"26521761e":[],"26531223e":[],"2654":9,"26549135":[],"266":[],"26610075":[],"26662339374864535":11,"26666667":13,"26678445":[],"26710969":5,"26780278":5,"268":9,"26804287":[],"268043":[],"268227":[],"26822717":[],"268484":[],"26848435":[],"26896710e":[],"269":[],"26995402":26,"27":[0,1,2,3,4,6,13,14,26],"270":[],"27011455":25,"2703":[],"27050214":[],"27090196":[],"27091656":[],"270917":[],"27092897":[],"27092910":6,"273817":[],"27381733":[],"27404277":22,"27412395":22,"2745333":25,"27498198":19,"2750":9,"27524966e":[],"27525917":[],"275341":[],"27547877":[],"27552531e":[],"27562809e":[],"27580794":[],"27621662e":[],"27625974":19,"276263":[11,26],"27660123":[],"27692307692308":[],"27700":9,"2772":[],"2775623201":[],"27760":9,"27801122":[],"278036":[],"27803645":[],"27809912":[],"27924636":5,"27932015e":[],"27961873e":[],"27n_":22,"28":[0,1,2,3,4,6,9,13,14,16,26],"28001319":[],"280179":25,"28047021":[],"280573":5,"280647":[11,26],"28065343":[],"28067036":[],"28097861":[],"280979":[],"28102554":[],"2812":[],"28186376":[],"281930":25,"28205578e":26,"28213741":25,"28219089":[],"282191":[],"282259":25,"28266792e":[],"282727":[11,26],"28284417e":[],"283":[],"2830637392":4,"2831603":[],"28336218e":6,"2836":[],"28390":9,"28391978":26,"28457442":13,"28475098":8,"28500583e":[],"28506507":22,"28590743":[],"2861":22,"28634473":[],"286345":[],"2871":9,"2873":9,"28744729":[],"2882":22,"28836053":13,"288455813429108":11,"2886":22,"2886847885377843":[],"28868479":[],"28875373":[],"2890":[0,25],"2891298":13,"2892":22,"28948521":22,"2895238":[],"28967287":[],"28it":[],"29":[3,4,6,7,9,14],"29082851":[],"290829":[],"29083183":[],"290832":[],"29115152e":[],"29148545e":[],"29149329":[],"2915":22,"29167186":5,"29229741":[],"2923076923077":[],"29276615":[],"29294618e":[],"2931":25,"294277":[],"2942772":[],"29512284":[],"295123":[],"2954":[],"29546690e":[],"2955":[],"2956":[],"2957":[],"2958":[],"29588901":[],"29592539":[],"296247":[],"296414":25,"29650918":[],"29661191":[],"29662593e":[],"29672381":[],"2968":25,"297":[],"2971492148":[],"2972":[],"297248":[],"29724806":[],"2980":25,"29822833":6,"298273":[],"298375":[],"298836":[],"29883607":[],"299":[3,4,14],"2990":25,"299267190588216":[],"29938171e":[],"29972182":[],"299748":[25,26],"29it":[],"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,22],"2_t":13,"2_x":22,"2b":22,"2cm":8,"2d":[1,3,11,12,18,25],"2e":6,"2f":[0,7,9,10,11,12,25,26],"2ff97f4bf03b":[],"2g":2,"2g_i":2,"2k":3,"2m":6,"2n":[0,2,3,25,26],"2nd":9,"2p":22,"2pm":[23,25],"2pt":4,"2s":[],"2x":[0,3,8,13,25],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21,22,23,27],"30":[0,1,2,3,4,6,7,9,10,13,14,23,25,26],"300":[3,4,14],"30000":[0,25],"30010":9,"30035718":[],"3005849":[],"301":[3,4,14],"30119421":8,"301475":[],"3014751":[],"3017":[],"3018":[],"3019":[],"301927":[],"3020":[],"3021":[],"30232456e":[],"30258509":[19,25],"302m":[],"303":6,"30313128":[],"30337713":[],"3037":[],"3038":[],"30384239":[],"3039":[],"303m":[],"3040":[],"3041":[],"30442964":26,"30466214e":6,"304m":[],"305":[0,25],"30535506":[],"30552077":[],"30559547":[],"305m":[],"306":[0,3,4,14,25],"3063":[],"30638512e":[],"306m":[],"307":[0,3,4,14,25],"30700873e":[],"30702075":[],"3072":3,"30761405e":[],"3076923076923077":9,"30787294":6,"3079975":[],"307m":[],"308":[0,3,4,14,25],"30813073":[],"30839676":[],"30844205":25,"308763":22,"30891693":[],"308917":[],"308m":[],"309":[0,3,4,14,25],"30936179":[],"309362":[],"30940":9,"30984244e":[],"30993886e":[],"30b53504a633":[],"30it":[],"31":[3,4,6,12,14,19,22],"310":[0,3,4,14,25,27],"310579":26,"3105791":26,"311":[0,25,27],"31120247":[],"31138734e":[],"31193395e":[],"311m":[],"312":[],"3120271598582915":[],"31211671":[],"31228042":[],"31229747":[],"3123314713548606":6,"31276579e":6,"312m":[],"313":27,"31311243":[],"31318084":5,"31331481":5,"313315":5,"31347523":13,"31377492":[],"314":27,"3141149":25,"31424359":[],"314244":[],"31447174":[],"31457796":5,"315":6,"31507591":[],"31519573":[],"31531613":[],"3155":[0,5,6,27],"315746":[],"31574634":[],"315977":[],"31597731":[],"316":[],"31605061":[],"31614188e":[],"31644071":[],"31650694":6,"31658671e":[],"31681097":[],"316811":[],"317":[],"31718909":11,"31719317":[],"317367":11,"31768693":[],"31782593":[],"317825933186352":[],"3178411477108273":[],"317m":[],"31835835":[],"31866499":[],"31896852":8,"319803":[],"31980301":[],"31988705":[],"319m":[],"31it":[],"32":[2,3,4,6,12,13,14,19,22],"3200":1,"32039227e":[],"32047562":[],"32066545e":5,"32068012":[],"3208":2,"320m":[],"32149601703519115":6,"3214960170351912":6,"3215":9,"32158804":19,"32179365":[],"32183101":[],"32183405":22,"32190363":[],"32305813":25,"32309075":[],"32320052":[],"32360769":11,"323608":11,"324":2,"32450054":26,"32458459":[],"32459186":[],"32474290e":[],"324m":[],"3250":[1,6],"32512":[],"32541271":19,"32566092":25,"32609560e":[],"32611807":22,"326238":[25,26],"3263505":[],"3267061":19,"326m":[],"32714903e":5,"32721178":[],"327212":[],"32750531e":[],"32766274":[],"32784259e":[],"327883798133277":[],"32816737":[],"32903042":[],"329492":25,"3297":[],"32992274":[],"329923":[],"32it":6,"33":[2,3,4,9,12,14,19,23],"330":[3,4,14],"3303":[],"33066907e":[5,26],"33078983":[],"33079801":[],"331":[3,4,14],"3310":[],"3313155":[],"33135331":[],"33166055e":[],"3318361":[],"331939":[25,26],"331m":[],"332":[3,4,14],"332018":[],"33201844":[],"3322326":19,"332331":[],"333":[3,4,7,14],"3331":[],"33327369":[],"333274":[],"33333333":13,"3337":[],"33370315e":[],"334":[3,4,14],"335":[3,4,14],"33589475":25,"336":[3,4,14],"33611111111111114":[],"33645986e":[],"33646268e":[],"336801":[],"33680101":[],"33697405":19,"337":[3,4,14],"33711888":[],"33736485":[],"338":[3,4,14],"33819480e":[],"33823452e":[],"3384":[],"33900713":[],"33939645e":[],"33941551":22,"33956555":[],"33m":[],"34":[2,3,4,9,14,19],"340071371496255":26,"3403":9,"34037032e":[],"34040204e":[],"340583":25,"340782":[11,26],"34114547":5,"34158665":[],"341m":[],"34212496":25,"342680":[25,26],"34305928":[],"3436":[0,25],"3437":[0,25],"34378387e":[],"34412923":26,"34498451":[],"3456":[],"34561469":19,"345687771875474":[],"34568872":[],"34569596":5,"3457":[],"34578026":[],"3458":[],"34585355":[],"3459":[],"34591885":11,"345919":11,"3460":[],"34626037":19,"34652523":19,"34678929":[],"346810":[],"34695383":5,"346954":5,"3469819128513336":[],"3473884":22,"34740615":[],"34852463e":[],"34914442e":[],"3498":[],"34989509":[],"34it":[],"35":[0,2,3,4,6,9,14,17,20,23,25],"35030572":[],"35074881":[],"350749":[],"35123041":[],"3514":[],"35140":9,"35147135":[],"35147532":[],"351636":[11,26],"35182854":5,"35203688":[],"35207264":[],"352073":[],"3522":[],"3525":[],"3528556":[],"352856":[],"3529":[],"3530606977":[],"35309734":[],"35319678":[],"35346808":[],"3538":[],"35396404e":[],"35401056e":[],"3543":[],"35438626":[],"3544313922":6,"3546":[],"35470445e":[5,26],"35473061":19,"3548":[],"355":[3,4,14],"3551":[],"35533773":6,"35533774":[],"3556":[],"35562617e":[],"35568525":[],"3558":[],"355906":[],"35590603":[],"356":[3,4,14],"3560":[],"356399":[25,26],"3567":[],"357":[3,4,14],"35704388":[],"357044":[],"3572":[],"35724288e":[],"3575":[],"357508":[25,26],"35759569e":[],"3576":[],"3577":[],"35770742":22,"35771826":6,"35771842":[],"35776087e":[],"35793003441520066":[],"358":[3,4,14],"3581341341":4,"3581571":[],"35819312":25,"35821426":[],"3585":[],"3587":[],"35892474":[],"35894575":[],"359":[3,4,5,14,27],"3593":[],"35947075":[],"3594821":[],"3595":[],"3598":[],"359999999999985":[],"36":[0,2,3,4,5,6,14,20,22],"360":1,"3604":[],"3605":[],"3606":[],"360688":[],"3609":[],"36102113":[],"36117602":[],"3613":9,"3615":[],"361556":[25,26],"3617":[],"3621311":5,"36227629e":[],"3624":[],"3627":[],"3628":[],"363295916323784e":6,"363295916414895e":[],"3632959170548605e":[],"3632959215700067e":6,"363295924430451e":[],"363834":[],"36383443":[],"363936":[],"36393643":[],"364244035362507":22,"36424404":22,"3643":[],"3644017":[],"364402":[],"364418e97433":[],"3645":[],"3646":[],"36462687e":[],"3647":[],"365350":[],"36535019":[],"3655":[],"3655222":5,"36570403":[],"3659":[],"3665263":[],"3668":[],"36689784":[],"366898":[],"3669":[],"36692356":[],"367":2,"3672":[],"3673":[],"3674":[],"3679":[],"36809474":[],"3684":[],"368537":[],"36853738":[],"3687":[],"3688":[],"368m":[],"36904006e":[],"369139":[11,26],"36it":[],"37":[2,3,4,6,9,14,20,25],"3704":[],"370782966":4,"3711":[],"37114298":[],"3713":[],"37157712":[],"3718":[],"3721":[],"3722":[],"37239927e":26,"3725":[],"3729":[],"37307168":[],"3739":[],"37396662":6,"37415316":[],"37419664":[],"374197":[],"374291":[],"37429133":[],"3748":[],"3749":[],"3753":[],"375351":11,"37535105":11,"375694":25,"37585988":25,"3759":[],"3760":[],"37624303":25,"3765":[],"376547":25,"376559":[],"37655936":[],"376834":[],"37683438":[],"37692363":[],"37703055":[],"37713991":[],"3772":[],"3773":[],"37732":[],"377372":26,"37737221":26,"3776":[],"3777801602":6,"3779":[],"37816901":22,"37835429e":[],"3784":[],"378664":[],"37866422":[],"37885034":[],"37900111":6,"3791":[],"379203":[],"3794":[],"379647":[],"37964744":[],"37992857":[],"37it":[],"38":[2,3,4,9,14,22],"380":9,"38019139":[],"3802":[],"3803":[],"3804":[],"3805":[],"380739":[],"38073947":[],"3811":[],"38135733e":6,"3815":[],"381627865854956":[],"38162787":[],"38168549":[],"3817475779":6,"3818":[],"3819":[],"3820":[],"382187":25,"38222896":[],"3823886":[],"382389":[],"38246359":[],"382672":[],"38267217":[],"3827":[],"382951":[],"38295101":[],"38299798":[],"3830":[],"38302314":[],"3833":[],"38336316":[],"3834":[],"3837":[],"3838":[],"383878":[],"3838783":[],"3839":[],"383942":5,"38394242":5,"3842":[],"38432672e":[],"38461538461538464":9,"38469441":19,"3850":[],"3851":[],"38533184":[],"38533185":6,"3854":[],"3858":[],"386":9,"38605872":[],"386059":[],"3861":[],"3862":[],"386294":[],"38629412":[],"38629436":[19,25],"38629844":[],"38636467":25,"38637915":[],"3864":[],"38644889":19,"3867":[],"3869":[],"387":27,"3871":[],"3872":[],"38730917e":[],"387482":[],"38748219":[],"3876":[],"38763091":[],"38788697":[],"388":[],"3881":[],"38816656":11,"388167":11,"3882":[],"3885":[],"3886211842840971":[],"38868469":[],"3888":[],"3889":[],"389":[],"38901478":[],"38906684":[],"389067":[],"3891":[],"38916861e":6,"38962192e":6,"3898":[],"39":[0,2,3,4,9,14,23,25],"390":[],"3906":[],"39074222e":[],"39095416":[],"39116042":19,"3914":[],"3915":[],"3916":[],"391602":[],"3917":[],"39197698":26,"391977":26,"39214397":26,"392144":26,"3922":[],"3925515884752442":[],"39272691":[],"3928":[],"3929303193461995":[],"3931":[],"39311435":[],"39340081":22,"39384255":[],"393843":[],"39417707e":[],"3943":[],"3944":[],"39444293":26,"39456996":[],"39493843":[],"3950":[],"39548035e":[],"3955":[],"39550083":11,"395501":11,"39560937":[],"3957482":[],"39579407":5,"3958":[],"39595799":[],"3960":[],"39600607":25,"39614347e":[],"3962":[],"39626502":25,"3970":[],"39706038":5,"39707147":[],"39724390e":[],"39730396":20,"3975":[],"397700":[11,26],"39789527":[19,25],"3979":[],"39794864e":[],"3980313467":6,"3983":[],"39864527":[],"39892216e":[],"39920034":25,"39924562":[],"399246":[],"39931051e":26,"3994":[],"39943328":[],"3996":[],"399836":[25,26],"39it":[],"3bdkrb":[],"3d":[2,3,4,6,13,20],"3f":[1,3,9],"3n":19,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,20,25],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,27],"40":[1,3,4,6,9,14,20,23,25],"400":4,"4000":[9,25],"4005":[],"40062254e":[],"4011":[],"40116777":[],"401168":[],"4012":[],"4017":[],"4017308":[],"40183706":[],"401842":[11,26],"40214433":[],"4022":[],"40236659e":[],"40236901e":[],"40264255":22,"4027":[],"4030":[],"40340043":[],"4034668048":[],"4038":[],"40389922":[],"4039":[],"404":26,"4045":[],"4048":[],"4050":[24,25],"40506137":19,"4055":[],"405890":[11,26],"4059":[],"40599799":[],"40620066":26,"406201":26,"40672425":[],"4068":[],"4069":[],"4075":[],"40754621":[],"40768645e":[],"4077":[],"408":[],"4082":6,"40828861e":[],"40829683":[],"408297":[],"4084":[],"4087":9,"4087793":5,"4088":[],"4089":[],"409":[],"40927184e":6,"40961677":19,"40980089":[],"409801":[],"40a38ad763f1":[],"41":[2,3,4,9,14,19],"410":[],"4100":[],"4107":9,"410815":[],"41081513":[],"41083418e":[],"41091395e":[],"411":[],"4115":[],"4117":[],"41170104":[],"412":[],"41211579":[],"412116":[],"4128":[],"4131":[],"41335011":19,"41340248":[],"41351287":[],"413513":[],"41357064":[],"41369795e":[],"41386599":[],"4143":[],"41433969":5,"4144":[],"41446721":[],"4146":[],"41486312e":[],"41511965e":1,"415201":25,"41542567":[],"4155":[2,15],"415534701258823":[],"41566661":[],"4162706317":6,"41646135":[],"4166666666666667":9,"4167":[],"4176":[],"4177":[],"41816468e":[],"418506":[11,26],"4186":[],"41876267":[],"418763":[],"41882036e":[],"41882037e":6,"41923956":[],"4192423635":[],"41958102e":[],"4198":[],"41990268":[],"41it":[],"42":[1,3,4,8,9,10,14,19],"420":[],"42028578":[],"42037468e":[],"420543":[],"42054337":[],"42078103":[],"421":[],"4212":[],"42130182":[],"42190899e":[],"422":[],"422275":[],"4224":[],"422480":[],"4224801":[],"423":[],"4230769230769231":9,"42340403e":[],"42352791":[],"42394972":[],"424":[],"42441033":5,"42449643":[],"42450":9,"42451192":[],"425":[],"4255":[],"4258989918":[],"426":[6,7],"42615374e":[],"42619859":22,"42631342":[],"42694395":[],"427017":[],"42729886e":[],"42732954":[],"4275":[],"42790075e":[],"42794448":19,"4284066":[],"42882114e":[],"42902155":[],"42915006":[],"42976761":25,"43":[0,1,2,3,4,7,9,14,19],"43001767":19,"43007002e":[],"4300745":19,"43012535e":[],"43036842":[],"4304167":[],"43054282":5,"4310":25,"43113284e":[],"43135183":[],"43185254":25,"43294696e":[],"43330971e":6,"43333886":[],"43482628":[],"434932":[],"43493232":[],"435163":[25,26],"43552433":[],"435567":[],"43556723":[],"43560678":[],"43579948e":6,"43639284e":26,"436462435":4,"43656628":22,"43693489":13,"43761347":[],"43766686":11,"4379":[],"43794243e":[],"43795846":22,"438060758":6,"438111004052204":22,"438136":[25,26],"43876695":[],"438767":[],"439230":6,"4399427":[],"439943":[],"44":[0,1,2,3,4,14,19],"44021223":[],"44065609":[],"44089210e":[5,26],"4410":[],"4411":[],"441264":25,"44152248":[],"44190304":[],"44198566":[],"4421034379901165":22,"44210344":22,"442600":[11,26],"442701":[],"44270138":[],"443217":[25,26],"443538568902246":[],"44353857":[],"444":9,"44463741":25,"44624525e":26,"446453":25,"44651551":[],"44688507e":[],"44830642":[],"44838453e":[],"44894073":[],"44906236e":[],"44970586e":1,"44997121":[],"44it":[],"45":[0,2,3,4,9,14,23,25],"450":9,"450257":[11,26],"4504":9,"45112054":19,"45112450e":[],"45143018":25,"45146007e":[],"45220770e":[],"45241645e":[],"452553":25,"45268835e":[],"45290829":[],"45372697":[],"453727":[],"45393214e":[],"454027":[],"45402701":[],"4543859":[],"45464765":22,"45571233e":[],"4557763":11,"455947":[25,26],"456":9,"456418966187335":[],"45643708e":[],"457":2,"45720968e":[],"45739087":19,"45741697":[],"457770268480242":[],"45797073":19,"458027":[25,26],"458078":[11,26],"45840226e":[],"45865699e":[],"45915671e":26,"45951629e":[],"45960079":5,"45979894":[],"45985488":[],"459855":[],"46":[2,3,4,9,14,23,25],"4601":9,"46023985":[],"461":[],"461175":[],"46153846153846156":9,"462":7,"46284227":[],"46312791":[],"46369869":[],"46383925e":6,"463861":25,"46400080e":[],"464424":[],"4644244":[],"46508305":[],"46567887":[],"46573851":25,"46575843e":[],"466":[],"46602982":[],"46650488":[],"466505":[],"46696223":[],"4676059":26,"467606":26,"46794929":19,"469":[],"46932688":[],"4694":[],"46984697e":6,"469868":[],"46986815":[],"47":[2,3,4,9,14,23,25],"47008799e":[],"4703":[],"47042744":5,"470714":[25,26],"47075725":6,"47082726e":[],"47099765e":[],"47116868e":6,"47125748":5,"47132891":5,"47158029e":[],"47245463":[],"472455":[],"47248297":[],"47355725e":[],"47387858":[],"47400238":[],"47432993":[],"4744":[],"4744219":[],"47478057":[],"47482507":[],"47485224":[],"475311":[],"47531107":[],"47610036":6,"47649841":22,"47726407e":[],"47732343e":[],"47815203":11,"47920156":[],"47942814":[],"479465113":4,"47977394e":[],"48":[3,4,9,14],"480":25,"48089797":[],"48133064":[],"481979":6,"48212873":[],"48217977":19,"48241947":19,"48257387":[23,25],"48259891e":[],"48316523e":[],"483257001":13,"4837":[],"48420165":[],"48442336":[],"48442771":19,"48476997":11,"48574149":[],"486873":[],"48687342":[],"48739546":[],"48783370e":[],"48871288":[],"488713":[],"48877744e":[],"489":[],"489522":[],"48952201":[],"48971452":[],"48994188":5,"48it":[],"49":[3,4,5,6,9,11,14,20,26],"490":[],"49001938e":[],"49052317e":[],"491":[],"49152":3,"492":[],"49242688":[],"49282737":[],"493":[],"49352496":5,"493525":5,"49372893":25,"49385454e":[],"4940954":[0,25],"49468927e":[],"49545491":[],"495708":11,"49570819":11,"4959161509356135e":[],"495916150936645e":6,"495916150936654e":[],"4959161509377256e":6,"495916150938325e":[],"49614357":[],"496337":[],"49633743":[],"49636583":[],"49666527e":[],"49672291":[],"49680475019226":[],"497":[],"49730046e":[],"498":[],"49838167e":[],"49862065e":[],"49887949e":[],"499":[],"4990":22,"499012":[],"49901244":[],"4992":22,"49932427e":5,"4997":22,"49974854":[],"49992743e":[],"4b5d3mupqma":[],"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[23,25],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,22,25,26,27],"50":[1,2,3,4,6,7,8,9,10,13,14,25,26],"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":[],"501049":[],"50104946":[],"50105159":[],"50173752e":[],"5018":22,"50219982":[],"50227564e":6,"5031474174499113":[],"50314742":[],"50321091":5,"504167":[],"50416731":[],"504881":[],"50488131":[],"50504743":25,"50584526":[],"506":[0,26],"506553":26,"50655336":26,"50680321e":[],"50727059":[],"50733669e":[],"50754416":[],"50769230769231":[],"50799086":[],"507d50":[9,10],"50812169":[],"50835355":[],"508354":[],"50846111e":[],"50846112e":6,"50894343":22,"50931378":[],"50it":6,"50j":13,"50x10":1,"51":[3,4,10,14],"510":1,"51004249":[],"51054961e":[],"51075117":[],"51108791":[],"51126895e":[],"51131471":[],"511315":[],"51146442":[],"51150176":[],"51174395":[],"511888":5,"51191552":6,"511977":[],"51197747":[],"512132":[],"51214899":[],"51265232":[],"51289697":[],"512897":[],"5138":[],"51389553":[],"51400374e":[],"514219":[25,26],"51507839":[],"51508374":19,"51561271":[],"51578522e":[],"51656406":[],"51664729":[],"51732028":[],"517350858882083":[],"5174581":19,"51749473":25,"5177783846":4,"517823":[],"51782322":[],"518030":[],"51803019":[],"51850390e":[],"5188328":[],"518833":[],"518895":25,"51900727e":[],"51905011":19,"51933924":[],"519842":[],"52":[3,4,14],"520931":[],"52093124":[],"52113415":13,"5216048821598704":[],"521719":[],"52171908":[],"52191849":11,"521986":19,"5222222222222223":1,"522758":[],"522836":25,"52307692307693":[],"52362157e":26,"52428467":19,"52512084":[],"52580392":[],"525804":[],"5260627":[],"52606351e":[],"526744":[11,26],"52678301":19,"52713812":[],"52723079":[],"52744746":[],"52773051":[],"52773891":25,"52799362":[],"528115":[],"52811546":[],"52819229":[],"52839842":[],"52874252":5,"529":[],"52902847e":[],"52911941":[],"52945798e":[],"53":[2,3,4,9,14],"5303329":11,"5305555555555556":1,"5312":[],"531280":[25,26],"53189647":[],"53219937":[],"53254035":[],"532643":11,"53264317":11,"53312754":[],"5333734":19,"533941":[],"53394148":[],"53423784":[],"534362":25,"53479276":[],"534793":[],"53502096e":[],"53603432":[],"53611562":[],"53623614":[],"53697476":[],"53703498":6,"53752634":25,"5378811":11,"53794784":[],"537948":[],"53815559":[],"53822787":[],"5384615384615384":9,"53846153846155":[],"539261":[11,26],"53938383":[],"539384":[],"53952479":[],"539525":[],"53952664e":[],"539683":[],"53968309":[],"53971260e":[],"53it":6,"54":[2,3,4,6,9,14,22],"540":9,"54016188":[],"540162":[],"54039921":5,"54041041e":[],"54041662":25,"54078623":[],"541605":[25,26],"54163136":[],"54219245":25,"54302039":[],"543939":26,"54393936":26,"544439":[25,26],"54445121":[],"54526769":25,"54537329":[],"546166676":[],"54644646e":[],"546712":[],"54671213":[],"5472246386316972":[],"54722464":[],"54780216":[],"548110376991839":9,"54845458":[],"548455":[],"54886137":[],"54894095":[],"54956992":[],"54957609e":[],"54969168":[],"54it":[],"55":[1,2,3,4,9,14],"5501":[3,4,14],"55026099":[],"550321":[],"55051175":19,"55070893e":[],"55141095":22,"55202922":[],"55220861":19,"552731":[],"55273102":[],"5539":[],"55505907":[],"555187":[],"55518724":[],"555496":[],"5554964":[],"55553537":[],"5555555555555556":1,"55571665":[],"55578041":[],"55626454":[],"55640013":[],"55640387e":[],"5566":[],"55765644e":[],"557795":[11,26],"558080":[],"55808001":[],"558241":[],"55824107":[],"55854694":11,"55907387e":[],"55914617e":[],"55936475e":[],"5594":6,"55965719":[],"56":[1,2,9],"56033697":5,"56071752e":[],"561":[],"5611":[],"5615":[],"56183518":[],"56198284":5,"5625":[],"56302854":[],"563167":25,"56343926":[],"5639":[],"564":9,"564374":[11,26],"56437897":[],"564379":[],"56447742e":[],"56481272":[],"565":9,"565006":[],"56500639":[],"56536":[0,25],"56542321e":[],"56556315":[],"565651":[],"56565106":[],"566":9,"566074":[],"56607416":[],"56636616e":6,"567":9,"568":9,"56807589e":[],"56848886":[],"569":[1,9],"56912044e":6,"56939714":5,"56992937":[],"57":[0,2,8,9,23,25],"570":9,"5700":[],"571":[5,27],"571092":[],"57109235":[],"571105947979336e":[],"571105947979352e":6,"571105947979394e":6,"571105947979395e":[],"571105947979439e":[],"57154252":[],"57174058":[],"57201944e":6,"572069":25,"57266138":[],"57286194":19,"57350724":[],"57361898":[],"57403561":25,"57445493":25,"574465":[11,26],"57505712":[],"576431":[],"57643113":[],"57673618":[],"5769230769230769":9,"57776818e":[],"57807896e":[],"57810065":[],"57810898e":[],"5783575":19,"57842073e":[],"57867898":5,"578889":[],"57888946":[],"57947706":[],"57it":[],"58":[2,9,10,23,25],"58039072":19,"58042237":[],"58084359":[],"58104393":5,"581044":5,"58112299":[],"581123":[],"58171189":[],"58187347":[],"58312967":[],"5833333333333334":9,"583595":[25,26],"58395707":[],"58428804":[],"58474054":[],"584804":[],"58492636e":26,"58574143":25,"58590795":[],"58666142":[],"58671946":[],"58738148":22,"5888888888888889":1,"589":[],"58912508e":[],"58986647":[],"59":[2,9],"590":[],"591":[],"59118929":25,"591317992":4,"591594":[],"59159438":[],"59182949":[],"59190877":[],"592":[],"59277468":19,"593":[],"593040":[],"59304008":[],"59323905":[],"59367954":[],"5944444444444444":1,"59445979":[],"594460":[],"59468796":[],"59567145e":[],"59591979":[],"595920":[],"59592669":[],"59609892":19,"59616454":[],"596165":[],"59654302":[],"59766":[],"597660":[],"59813773":25,"59833875":[],"598392":[],"59839245":[],"59914165":5,"599142":5,"59950055":[],"59955801":[],"59981487e":[],"5cm":22,"5dd54edf2138":[],"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,22,23,25,26,27],"60":[1,2,3,6,9],"60000":4,"60056803e":[],"60081665":25,"60083846e":[],"60133562":[],"60158334":[],"601583341274718":[],"60164827e":[],"60176806":[],"6019067271":4,"601942":[],"60194224":[],"60236782":[],"60236938":[],"60268567e":[],"60293962":5,"603494":[],"60349429":[],"603636":25,"60420593":5,"60515083":19,"6052136":[],"60522226":25,"60538875":[],"60543038":26,"60619654":[],"6063219":[],"606439":[],"60651016":19,"60673226":11,"606760":5,"60685864":[],"60707801":19,"60715594":25,"60791699":[],"6079169911277265":[],"608028":[],"60802823":[],"60815105":6,"60826013":25,"6084611325305795":[],"60938882":11,"609389":11,"60943791":[19,25],"60975366":[],"60980325":[],"60it":[],"61":[2,7],"61031939":22,"61033524":[],"6111111111111112":1,"61123608":[],"612939":[25,26],"613579":[25,26],"61399851":[],"613999":[],"61406871":[],"614133":[],"61413333":[],"61463451":[],"614808":[11,26],"6149274949460215":[],"61520194e":[],"61536670e":[],"6153846153846154":9,"61576236e":[],"61605739":19,"61634314":[],"61702282":6,"617572":[],"61757228":[],"618":[],"61808351":[],"61893735":25,"618982":[25,26],"61899355e":[],"6199381169260247":[],"62":[],"621102":25,"62123034":22,"62168613":[],"62170669":[],"621707":[],"62249103":[],"62364974":[],"62373464":11,"62389761":19,"62405149":19,"624220":[],"62422045":[],"62432074":[],"62451626e":[],"62470815e":[],"625":7,"62571673e":[],"62620724":[],"626635268":6,"62683307":[],"62759057":[],"62761922":19,"62767384":[],"62769765":22,"62806444":[],"62894215":5,"62896882":[],"62914124":[],"629961":[],"63":[0,1,6,7,26],"6300745149331701":26,"63012429":22,"630224":[],"63025821e":6,"63112036":[],"63115792":[],"63162342":26,"63207808":[],"63249532e":6,"63258368e":[],"63262164":25,"63264564":11,"63270833":[],"63281351":[],"63332882e":[],"63367582":[],"633676":[],"633949":25,"63395187":[],"63430285":[],"6343356":[],"63498144":5,"63550707":19,"6367311":19,"63675140":[],"637104":[],"63710438":[],"637129335071195":26,"6371293350711955":[],"63734811e":[],"637545":[],"63754524":[],"63860687":[],"63862189":[],"63901111":[],"63933182":25,"63it":[],"64":[1,3,4,7,13,19,25],"64012627":5,"64033527":[],"64064128":[],"64113381e":[],"64141716e":[],"642380":[],"64238022":[],"64293754":[],"64298419":[],"6431453":[],"64425009":[],"64452882":19,"645":[],"64528459":[],"645285":[],"64615384615385":[],"646283":[11,26],"647":6,"64736858":[],"64742912e":6,"647473":[11,26],"64858537":19,"6489862":[],"649339":[],"64933923":[],"649382":[11,26],"64972151":[],"64x50":1,"65":[1,7,8,9],"65136857":[],"65246006":22,"65280103":[],"6530742540053943":[],"65335632":[],"653578701904388":[],"65359027e":[],"6536392":26,"65442354":26,"654424":26,"65444431":[],"6546329613199204":5,"65522261":[],"65534935e":[],"65554133":19,"65571174e":26,"65578316":[],"65599456":26,"6562":[],"65626043":[],"65628853":[],"65643756e":[],"65693278e":[],"657041":25,"65743689":26,"65746064":[],"6577093":[],"65795279":[],"658":2,"65833132":26,"65885453":5,"65891389":26,"658914":26,"659":2,"65907898":11,"659306":[],"65it":[],"66":[],"660":2,"66001778":19,"66054752":[],"66064822":26,"66080313":26,"66087937":[],"66111673":[],"66204648":6,"66219404":6,"66226149":[],"66247212":[],"66250644":19,"662854":11,"66285417":11,"66285434":[],"6628996975186953":26,"66292841":[],"66294408":26,"66295776":[],"662958":[],"66310422":[],"66351927":19,"6638":9,"66410989":[],"66443521":[],"6652177":26,"66560":9,"66599246":25,"66614025":[],"66619972":[],"666200":[],"66620847":[],"66638078":[],"666597":25,"66665241":25,"6669838269597004":[],"667":9,"667239":25,"66726905":25,"66758934":19,"668172":[25,26],"668186":[],"66818635":[],"66934291":[],"66950317e":[],"66973261":[],"66981186":[],"66it":[],"67":9,"67047975e":6,"67054028":[],"671089":[],"67160204":[],"67177934":25,"67236038e":[],"67258699":[],"672721":[25,26],"67314874e":[],"673457751724773":[],"67354673":[],"67442363":[],"67554302":25,"67588315":[],"67591616":[],"67655635":[],"67697934":[],"67783138":13,"67838309":[],"67882608":[],"67970864":[],"679709":[],"67973263":22,"68":[],"68029036":[],"68040392e":[],"68075712":25,"6808538439837775":[],"68127341":[],"68176047e":[],"68192193":5,"68246089":[],"682464":[],"68246434":[],"68279358":[],"68282653":19,"68286725":26,"68322599":[],"6834195":[],"68347072":19,"68372271":22,"68485505":[],"68534263e":6,"68542204":5,"68545647e":[],"68626148e":[],"68650491":19,"68664664":[],"6869":9,"68719389":[],"687194":[],"68731669e":[],"6887363571":4,"68886089e":[],"689230294669661":[],"68929213e":6,"689345":25,"68944595":[],"689519":[11,26],"68965135":[],"68996179":25,"68it":[],"69":[7,9,22],"690":9,"69023787":[],"690569639355314":[],"69061276":[],"690617":[25,26],"69069n_":22,"69115646":[],"6914791":[],"69154964":[],"692":1,"6923076923076923":9,"69295955":[],"69313663e":[],"69356940e":[],"69363975e":[],"6943316601792833":[],"69481746":[],"69484813e":[],"69487891e":[],"69493539":[],"69504801":6,"6960326":[],"69634577e":6,"69695259":5,"69764852":[],"69826476e":[],"6984511994530214":[],"69896355":11,"698964":11,"69908626":6,"69915639":13,"69981939e":[],"69985355":[],"6999536":11,"69it":[],"6e75736fdab1":[],"6f7a6bd7d79f":[],"6m":[],"6n_":22,"6pm":25,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,19,20,21,22,24,25,26],"70":[1,6,7,9],"70037324e":26,"70127680":[],"701370":5,"70179437":[],"70205195":[],"70208087e":[],"70233292":5,"70244042":19,"70311568":19,"70354373":[],"703716d317a7":[],"70421972e":[],"70434005":[],"70465373e":[],"70473799e":[],"70482138":25,"7050":[],"70501534":[],"705698":11,"70569833":11,"70598996":[],"70653767":4,"70710678":[5,26],"70721787":[],"707218":[],"70727837":[],"70769586":[],"70827971e":[],"70831425":[],"70832814":5,"7086067479626619":26,"709698":25,"70980493":[],"70it":6,"71":1,"71075825e":[],"71131626":[],"71142161":26,"711422":26,"7119":9,"712018":[11,26],"71287025":22,"713163":25,"7134":[],"713487":[],"71348713":[],"71350226":[],"71441535":[],"7151":[],"71721168":[],"71737253":26,"71760245":[],"71761101":26,"718165":5,"71822416":[],"718697":[],"71869727":[],"71921767e":[],"72":[],"72057967":[],"72097126":25,"72101205":[],"72174172":11,"72199579e":[],"72201591":19,"722047011333792":[],"7221662":[],"72228205":25,"7225597":[],"72261919":[],"72271878e":6,"72347283":[],"7236674":5,"72373129":[],"72394787":[],"724":3,"72509099":[],"72522848":[],"72567956":[],"725680":[],"72594302":[],"7265799":22,"72671218":[],"72855434":[],"72859758":5,"72904541e":[],"7293182":[],"72981762":8,"72986500e":[],"73":6,"7300372":25,"73005463":[],"7306310662842432":[],"731000":[25,26],"7316348":25,"73174557":[],"73185363e":[],"73287103e":[],"733096":[25,26],"73406033e":[],"734540":5,"73454039":5,"73484667":[],"73565195":19,"735738558766299":[],"73573856":[],"736115211426478":11,"73628359e":[],"737386":[],"73738602":[],"73752910":[],"7386068":[],"73947737":[],"73it":[],"74":6,"740":9,"74081822":8,"741264":[],"74126425":[],"742975":[],"74297504":[],"74368436":[],"74384949":26,"743u":[],"74433499":25,"7448615806559786":[],"74592114e":[],"74607851":26,"7469898175164704":[],"747224":[],"74722409":[],"74829661":26,"74840212":5,"7484669886413582":[],"74935095":[],"74943449":[],"749765":[25,26],"74997869e":[],"75":[2,5,6,8,9,11,20,25,26],"7501749450963715":[],"750445":[25,26],"75050135":26,"750u":[],"75106135":[],"75118364":[],"751275":[],"75127504":[],"751699":[11,26],"75170092":5,"7522":6,"7525":6,"75269037":26,"75320666e":[],"75350216":[],"75357263":[],"753573":[],"75357959e":[],"75361646":[],"753846153846155":[],"75390337":19,"75408649":25,"75453081":[],"75460639":13,"7546383166870465":[],"75492292":[],"75505597":25,"75517445":[],"75576555":26,"75621895":[],"756232":[],"75623206":[],"75628425":19,"756352":[25,26],"75670484":[],"756705":[],"75703965":[],"757040":[],"75770568":26,"758193":[],"75819326":[],"75838233":[],"75853556e":[],"75it":[],"76":[2,9,23,25],"7601030735620569":[],"76060096":[],"76063234":[],"76066069":[],"763u":[],"76400155":[],"7643536":[],"765":7,"7651899":19,"76529528":[],"76598941e":[],"76674796":[],"76707201":19,"76731400e":[],"76802186":[],"76834212e":[],"768813":[],"76881337":[],"7692307692307693":9,"76923076923077":[],"76936315":5,"7694444444444445":1,"7696835316227453":[],"77":[2,9,23,25],"77034458":[],"770345":[],"7705527590466072":[],"77070756":[],"770708":[],"77085375":[],"77144798e":[],"77152076":5,"7718":9,"773329728649545":[],"77332973":[],"77333117e":[],"774300":[],"77494715":[],"775":[],"77533038e":[],"7754499790100834":11,"77553346e":[],"77559332":[],"77618224":[],"77627886":[],"77632220e":[],"77636e":13,"77640601":19,"77662945":[],"7767978193240488":[],"77711437":[],"77714169":8,"77754132e":[],"77816763e":[],"7782028952":4,"77836133e":[],"77859437":[],"77865169":[],"77954956e":5,"77it":6,"78":2,"78009660e":26,"78011544":[],"78018374e":[],"78035464":25,"78156479e":[],"78184120e":6,"78272242e":[],"78286771":[],"78329097":[],"7843182645426894":[],"78459267":[],"7846153846154":[],"785061":25,"7851533175757255":[],"78561443":[],"78596961":[],"7860324":[],"7866024":19,"78674758":[],"787349":[],"7873493":[],"78752269":[],"78941903":5,"78972773":[],"78980112":26,"78988962e":[],"78990036":25,"79":2,"79000942e":[],"79009329":[],"790818":[],"79081838":[],"79093776":[],"79106527e":[],"79111643":5,"791123":[],"79135075":[],"79145214e":[],"79190435e":[],"7923086060375724":[],"79230861":[],"79285683e":[],"793167":[25,26],"79345488":22,"79394867":[],"7939646":[],"79419162":[],"794282":[11,26],"79441434":[],"79449156":[],"79512696":[],"79552752":[],"79559972":22,"79577619":19,"79602861":[],"79754246":[],"797e":6,"79827506e":[],"79856831e":[],"798761":[],"79876149":[],"79974359":25,"7bsq":[],"7c394b1e8b71":[],"7d7d58":[9,10],"7f2b3a6174c2":[],"7jexgh5soo":[],"7m":[],"7odqolophta":[],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,26,27],"80":[0,1,2,5,6,8,9,26,27],"800":[4,7],"800615":[],"80108096":[],"80162359":[],"802796":[],"80279641":[],"80280228":[],"80315282":[],"803153":[],"80344720e":[],"80354994":6,"803804":[],"80380438":[],"80422999":[],"80462258":22,"80469739":5,"8049181":[],"8055555555555556":1,"80561191":[],"80609615e":6,"80609616e":6,"80638926e":[],"8064":[],"80661365":[],"806614":[],"80728853":[],"80734875":[],"807349":[],"80738685":[],"8074242":[],"80747253":[],"80768431":19,"80842254":[],"808423":[],"80847477e":6,"80947943":[],"80961969e":[],"80994952":[],"80it":6,"81":1,"81007682":25,"8104687":22,"81048318e":6,"81051173":19,"81065392":25,"8108619":[],"81160425":5,"81168086":25,"81187794":[],"81333804":6,"81333805":[],"81388724e":[],"814":[7,11],"81447915":[],"814860456269878":22,"81486046":22,"815563":[],"81592628":[],"815am":[23,25],"81633628":11,"816454":[25,26],"81656508":[],"81671821":[],"81681019":[],"816847":[25,26],"8175":[],"818059":[],"81805914":[],"81874188e":[],"81912272":[],"8192798":[],"81955926":[],"81974332":[],"82":2,"82027884":[],"82045496":25,"82073684":[],"82092612e":[],"8219235992494145":[],"8219236":[],"82198978":5,"82250097e":[],"82253259":22,"8225325933960339":22,"82358522":[],"823585220707946":[],"82404007e":[],"82454365":[],"82484316":[],"82592":[],"82650876":[],"826509":[],"8265786":5,"82747653":[],"827477":[],"82750687":[],"82771329e":[],"82773778":[],"828190347382744":[],"82819035":[],"828940":11,"82894017":11,"82949718e":[],"829648415811072":[],"82964842":[],"82975422e":[],"82997013e":5,"83":[2,25],"8305555555555556":1,"83320794":[],"833208":[],"8338786":[],"834027":[],"83402742":[],"83512277":5,"83516719e":[],"83632853":[],"836874":[],"83687444":[],"83698677":[],"83723539":19,"83724637":13,"83757843":[],"83760781":[],"839818":25,"83982725":[],"83999999999999":[],"83it":[],"84":2,"84031027e":[],"84062065":[],"84150451":25,"84203538":[],"84228957e":[],"84232163":[],"842436":[25,26],"84292394":[],"842u":[],"84310736":[],"84317815":[],"84355903e":1,"8437169762110144":[],"84371698":[],"84443254e":1,"84569271":[],"84614066":[],"8461538461538461":9,"84653115":[],"84696315e":[],"84708672":25,"84780262":6,"84854738":[],"84858":27,"848618":[],"84861838":[],"84886051":[],"848861":[],"84923989e":6,"84924834":[],"84942942":[],"84977962":[],"84994524":5,"85":[1,2,9],"850164":5,"8503720991789538":[],"85051211":22,"85065653":[],"85071429e":[],"85086629":[],"85091337":[],"85097049":13,"85102768":[],"85104809":[],"85120833":[],"85212606":19,"85263220":6,"8527777777777777":[],"85278920e":[],"85299536":11,"853241":[],"85324115":[],"853835":25,"853u":[],"8548082":[],"8557822":[],"85581869":25,"85595734":25,"85601992":5,"85630009":25,"85688243e":[],"85694362":[],"85758696":[],"85785878e":[],"858":9,"858185":25,"8583333333333333":1,"85834701":5,"85843684":[],"85902603":19,"85953586":[],"85959007":[],"85979474e":[],"85982436":25,"85it":[],"86":2,"86014003e":[],"86058560e":[],"8608479":[],"860848":[],"861":[],"86117291":5,"86134827":5,"86144422":19,"86145244":11,"861676":25,"86171505":[],"86181269":[],"8620652":13,"86208133":19,"86252988":6,"86361743":[],"86387759e":[],"8638888888888889":1,"86416637e":[],"86425056":[],"864251":[],"86478158":[],"865158":[],"86515815":[],"86546962":[],"86550074":[],"86572911":[],"86597540e":[],"86623151":[],"86630":9,"86635201e":[],"8666666666666667":1,"86810":9,"86811137":19,"86858926":19,"86879198":[],"868792":[],"86893619":[],"869":[0,25],"86905621":[],"86925797":[],"869258":[],"87":[9,26],"870":[0,25],"8702784034":4,"8705211":[],"87072815e":26,"87099757":[],"871":[0,25],"87131961e":[],"87136737":19,"87191952":[],"871920":[],"872":[],"8722222222222222":1,"87243817":[],"873":[0,25],"87327414":[],"87327422":25,"87379129":[],"87381451":5,"874":[0,25],"874951":[],"87495119":[],"875":1,"87532289e":[],"8759":13,"876":6,"87618586":[],"87625493":[],"87647541":[],"876664":[],"87666423":[],"87667593906086":[],"87667594":[],"8768":[],"878123":25,"878297":[],"87836018":[],"87849647":[],"87890188e":[],"87902877":[],"8792323":[],"879271":[],"87927126":[],"87927601":[],"87940752":[],"87it":[],"88":[0,2,13],"88001352":[],"88017651":[],"880177":[],"88031314":[],"88046261":5,"8805555555555555":1,"88063413":[],"88118231":[],"88137798":[],"88168312e":6,"881788":[],"88182591":26,"8826033":[],"88274486":[],"883":[],"88323026":26,"88335933":[],"88336879":5,"88352503e":[],"884":[],"88450476":[],"884669":26,"88477619":[],"885":[],"8850944":[],"88512489":[],"88529063e":6,"8855417382991412":[],"88554174":[],"88560514":[],"88595926":[],"886":[],"88613493":26,"8866190885623907":[],"88661909":[],"88679947":[],"887":[],"887366":[],"88736621":[],"88739247":22,"887392472315955":22,"88746795":[],"88778091":25,"8879":[],"88871662":[],"8888888888888888":1,"889080":[],"88908038":[],"8894":[],"889686":[],"88it":6,"89":2,"89045167":[],"89126914e":26,"8916666666666667":[],"89249454":19,"89261458":19,"89274639":[],"89288636":11,"89298533":[],"89335182":[],"893352":[],"893489":[],"89348922":[],"89396164e":[],"89410423":5,"89421873":19,"8944444444444445":1,"89543736":[],"89545727":[],"89550839":[],"89565264":[],"89582298":[],"89591553e":[],"8962476":[],"896248":[],"89842298":[],"89869600e":[],"89873772":[],"89876748":[],"8991514":[],"89944994":[],"899450":[],"899734":11,"8f":6,"8g":6,"8n":19,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,21,22,23,25,26,27],"90":[1,2,6,9],"90034533":19,"900449":[],"9005135872087155":[],"90054363":[],"90066122":[],"9007164":[],"90075537":5,"9011":6,"90189742":22,"90220243":5,"90252116":[],"90266948":5,"90268858":[],"9027777777777778":1,"9033":[],"90342093e":[],"903824":[],"90382431":[],"90383424":13,"904":[],"9040":9,"904221":[],"90475506e":6,"90491568e":[],"90540529":[],"9055555555555556":1,"90559087":[],"905591":[],"90595152":[],"906298":[],"90629812":[],"90643349":25,"9067362":25,"906747":5,"90694878":[],"90699099":22,"90813514":[],"9083333333333333":[],"90884627":[],"90895045":[],"90940378":[],"9096305360355206":11,"90999452e":[],"91":[23,25],"910":9,"91094169e":[],"9111111111111111":1,"91124889":[],"91128596":5,"912u":[],"913":[],"91346044":[],"91379157":[],"913791573406831":[],"91383439":[],"91396388":[],"914":[],"91410101":19,"91416375":[],"91479093":[],"91492986e":6,"915":[],"91511388":[],"91549644":[],"915549":[],"916":[],"91616374":[],"916164":[],"9166666666666666":9,"91682433":[],"917":[],"91760278":5,"918":[],"91811160e":[],"91812702":5,"918992":[25,26],"919":[],"91936525":[],"9196398947631166":[],"91it":[],"92":[6,9,23,25],"92087142":[],"9212905":[],"921291":[],"92143477":[],"921435":[],"92169784e":[],"92208477":[],"922085":[],"92272314":[],"92275042":25,"922u":[],"9230769230769231":9,"92322465e":[],"92337385e":[],"92343595":[],"923602":25,"92373266":[],"924018":[],"92461411":[],"92463154e":[],"92477093":[],"924e":6,"925":1,"92507116e":1,"9252772":[],"92578916":5,"92603747":[],"92626212":[],"92631966":[],"926320":[],"926583":[],"92658312":[],"92738529e":[],"92754397":[],"927544":[],"9277777777777778":1,"92811987":[],"92817032":[],"92819235":[],"92857143":7,"92863147":19,"92888885":[],"92916438e":[],"9292":[],"92921648":[],"92968793":[],"92995253e":[],"92it":[],"93":[],"93023603":[],"93034176e":[],"93037171":[],"930372":[],"9305555555555556":1,"930583":[],"930683":[],"93082503":[],"931":[0,25],"93155188":5,"93158979":5,"93188452":[],"931885":[],"93229640e":[],"93248252":[],"932483":[],"932u":[],"933":[5,27],"93325497":[],"93371943e":[],"93386901":[],"93414191":[],"93492130e":6,"93518534":22,"93522293":[],"93579127":[],"93586895":[],"935u":[],"93601008e":26,"9361111111111111":[],"936762":[],"93676229":[],"936856":[],"93685631":[],"937":22,"937082":[25,26],"93792215e":[],"93799826":5,"938":22,"9383327":[],"9387":9,"939":[0,22,25],"94":[7,22],"9400":[],"94054854":[],"940549":[],"94076632":[],"940776":[],"94077605":[],"94107596":[],"94117118":[],"941866404575299":[],"94212937":[],"94226022e":6,"94227931":[],"9424":[],"94271589":19,"94273542":26,"94284104":5,"94320205":5,"94321297":[],"9440887":25,"94413158":25,"9444444444444444":1,"945":[],"94548496":[],"94591015":[19,25],"946":[],"94639099":11,"946393":[],"94640767":25,"94659383":[],"946957":5,"947":[],"9472222222222222":1,"94735055":[],"9474044318317307":22,"947903":[],"94790323":[],"948":[],"94822514":6,"9482527":5,"94861749e":[],"948641":[],"94867516":[],"948675162607389":[],"949":[],"94905663":[],"949087":5,"94915262":[],"94917559e":[],"9492866":[],"94986593":[],"95":[1,7,9,11],"95008046":6,"95011994e":[],"95054046":[],"95079224":[],"95079764":[],"95136998":[],"95231424":5,"952387":26,"9524":[],"9527777777777777":1,"95284275":5,"95302":[],"953065564":1,"95324615":22,"95351665":5,"9538239":[],"954":22,"95446837":[],"9549351910143222":[],"954988":[],"954u":[],"95511792":26,"955118":26,"9555555555555556":1,"95569422":[],"955820c21e8b":4,"95594445e":[],"95645365":[],"956454":[],"956563":[11,26],"95684892":5,"95703":13,"95714723":[],"957147232685324":[],"957421":[],"95742107":[],"9577775794806141":22,"958194":5,"95819409":5,"958228616652075":[],"9582286166520774":5,"95824108":[],"958476":[],"95911004":[],"95927495":5,"9594":6,"959533":5,"95953339":5,"95994091":[],"95it":[],"96":[6,7,11],"960":22,"9601304850018328e":[],"960130485007504e":6,"960130485007934e":[],"9601304850213484e":[],"96013048502692e":6,"96024953":5,"96032148":[],"96081861":[],"96084663":5,"961":22,"962":22,"96251494":[],"96257580e":[],"96261297":19,"9626883":[],"962990":25,"9631064":[],"96317459":25,"9635449873404844":[],"9637117593816477":6,"96390357":[],"9640435":5,"964268":[],"96426825":[],"96431281":[],"964735":[],"96473528":[],"96489434":[],"9649652536":4,"96496641":[],"96504592":19,"96514849":25,"96527903":[],"96534137":[],"96542994e":[],"96551427e":[],"96552318":[],"965548":[25,26],"96601782":[],"96606158":[],"96620033":[],"96631321":26,"96653373":[],"96667129":[],"96670977":[],"96686324e":[],"96688672":5,"966899":25,"96735081e":[],"9674916":5,"967536":[],"9675364":[],"96769675":[],"9678":[],"967809":[11,26],"96810393":25,"96812218":[],"96863851":[],"96941962":[],"9698377974429513":25,"96987657":[],"96992454":[],"96995249":25,"96it":[],"97":7,"97005689":5,"970057":[],"970477":[],"97047717":[],"97065296":[],"97108e":13,"97117751":[],"971688":[],"97200305e":[],"97202":[],"9722222222222222":1,"972286":[],"97228638":[],"97230501":[],"97243128":5,"97300836":5,"97305528e":[],"97434186":[],"97467734e":[],"97477238":[],"97497404e":6,"975":1,"97507735":5,"97509292":[],"97533203":26,"97547354":[],"97547354476579":[],"975510299261579":[],"9760832":[],"97656972":[],"97665553e":[],"97705827":5,"97708897":[],"977089":[],"97713364":[],"97731700e":[],"977418":[],"97758848":5,"9777777777777777":1,"977880":[],"97788031":[],"978":27,"9780387310732":24,"9780387848570":24,"9781492032632":24,"97840267e":[],"97840468":[],"978553":5,"97898392":[6,26],"97906022e":26,"97926491":5,"97926642":19,"97952271":[],"97955570e":[],"97980332":[],"97it":[],"98":[0,1,7,9],"980":9,"98005862e":[],"98017611":[],"98018358":19,"98036405":[],"9805555555555555":1,"98060869":25,"98091621":5,"98129668":[],"981321":[25,26],"98139097":5,"98153145":[],"98248312":[],"98249059":[],"982491":[],"98266587":[],"98275501":5,"982758":[],"98275836":[],"98316352":[],"983164":[],"98328759":25,"983310":[25,26],"98346748":[],"9835443722554817":[],"98399675":[],"98400474":[],"98413059":5,"984525":[],"98453971":22,"98454786":5,"98467494":[],"985":22,"98566191":5,"98581925":[],"986":22,"98604688e":[],"9861111111111112":1,"986699":5,"98680716":5,"98699753":[],"98716878":5,"98740124":[],"98756882":[],"98794823":[],"9879924":[],"98808176":5,"98822371":6,"98842948e":[],"98880065e":[],"9888888888888889":1,"989":22,"9890348":5,"9893149172528393":[],"9893405":19,"9893447":5,"98947894":26,"98950411":[],"9898254753574576":[],"98982548":[],"9898ff":[9,10],"99":[6,7,9,11,13],"990":9,"99009525":5,"9902552771282336":[],"99049330":[],"99051150":6,"9906601091977738":26,"99088801":5,"9909606":25,"991":22,"99115119":5,"99157584":[],"99176998":5,"99180856e":[],"992":22,"9920099299023244":[],"99242921":5,"992504":[],"99265097":5,"99274513":[],"993":22,"99316252":5,"99353454":[],"993535":[],"993537":[],"99353748":[],"99371056":5,"99374388":[],"993865":[],"99389612":5,"99397049":19,"993972":[],"99397245":[],"9940672992288855":[],"9943201":5,"99435648":[],"9947756":5,"99492986":5,"9949347794612255":[],"99498108":[],"99519225":[],"9952495547161103":[],"99528218":5,"99539415":5,"99541140030306":[],"9954205504035075":[],"9954911579937146":[],"9955282554647219":[],"9956582":[],"99566069":5,"9957763445154583":[],"99578809":5,"9959033816551833":26,"9959293935368551":[],"99594988":[],"995950":[],"9959898232423614":[],"996":[5,27],"9960039497353536":[],"99608161":5,"9960913291755783":26,"9962074631757628":[],"9963202597920238":[],"9963525271588923":[],"9963864072152893":[],"9963961":5,"99650061":5,"9965048209369255":[],"9966080206050006":[],"996694948530336":[],"9967458":5,"9967912002709148":[],"99700706":5,"99709215":5,"99724883":[],"99729756":5,"9973102337301051":[],"99751458":5,"99758326":5,"99775587":5,"99775949":[],"99793613":5,"99799099":5,"99813653":5,"99820454":[],"99828624":5,"99829953":[],"9983295":5,"99845267":5,"99854557":26,"998577":5,"99861053":5,"99862019":26,"99869482":26,"99871521":5,"99876945":26,"99881845":5,"99883628":26,"99884384":5,"99884409":26,"99891093":26,"99891873":26,"99893323":5,"99898558":26,"999":[9,22],"99901131e":[],"99901896":5,"99903755":5,"99906023":26,"99911427":5,"99912709":26,"99913489":26,"99918546":5,"99919837":5,"99920175":26,"99926459":5,"99927642":26,"9993237":5,"99933188":5,"9993511":26,"99938942":5,"99941797":26,"9994385":5,"99944272":5,"99948754e":[],"99949266":26,"99949306":5,"99953381":5,"99953475":5,"99956735":26,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":26,"99970988":5,"9997332":5,"99975913":5,"99977416":[],"99977849":5,"99978365":26,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"99991263":5,"99992698":[],"999927":[],"99992746":5,"99993978":5,"99995":5,"9999555851685968":[],"999955585168597":6,"9999840939906267":[],"9999858320366368":[],"9qcu8vcxxru":[],"9x":[6,20],"9y":[6,20],"\u00f8yvind":[6,26],"abstract":1,"boolean":4,"break":[0,4,6,11,14,25],"byte":[19,25],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,18,19,20,25],"catch":[0,25],"char":[],"class":[0,1,3,4,6,7,8,9,11,12,13,22,25],"const":[],"default":[0,1,2,4,6,7,13,16,19,20,25,26],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,19,20,26],"ekstr\u00f8m":4,"eng\u00f8i":[],"enum":[3,4,14],"export":9,"f\u00f8470":[23,25],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,20,21,22,23,25],"float":[0,3,4,5,9,11,13,14,19,25,26],"function":[2,3,4,5,9,14,15,16,17,18,19],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,17,20,22,27],"int":[0,1,2,3,4,5,6,11,13,14,19,22,26],"long":[0,1,3,4,12,13,25],"m\u00f8svatn":[6,20],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,19,20,25,26],"null":25,"public":[0,3,4,14,18,25],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,19,20,22,25,26,27],"s\u00f8rli":[],"s\u00f8rlie":[],"sch\u00f8yen":[6,26],"short":[4,5,20,27],"steinsv\u00e5g":[],"super":[5,26,27],"switch":0,"throw":[3,6,22],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,20,22,25,26],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,19,20,22,25,26,27],"var":[1,5,6,10,11,13,20,22,25,26,27],"while":[0,1,3,4,5,6,7,8,9,11,12,13,22,25,26,27],A:[2,3,5,6,7,10,11,12,13,16,18,19,20,21,22,23,24,26],AND:2,And:[0,3,4,5,6,9,13,18,20,22],As:[0,1,2,3,4,5,6,8,10,12,13,16,19,20,22,25,26,27],At:[0,4,6,13,20,25],BE:[0,25],Be:[2,18,25],Being:13,But:[0,1,2,3,5,6,9,10,22,26,27],By:[0,3,5,6,12,13,17,19,25,26,27],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,25,26,27],IF:6,IN:24,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,22,25,26,27],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27],Is:11,Ising:[5,12,26],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,22,25,26,27],Its:[1,2,4,11],NO:[7,11],No:[6,9,25],Not:[0,1,5,6,25,26],OR:22,Of:22,On:[0,3,15,21,22,23,24,25],One:[0,1,3,4,5,6,7,8,11,12,13,17,20,22,26],Or:[0,1,6,20,25],Such:[0,6,12,16,22],That:[0,5,7,10,11,12,14,20,22,25,27],The:[4,10,13,14,15,16,19,20,21,22,23,24],Then:[0,1,6,8,9,10,11,12,13,14,19,20,25,26],There:[0,3,4,5,6,8,9,11,12,14,19,20,21,22,23,25,26,27],These:[0,2,3,4,5,8,9,10,11,12,13,14,15,16,19,20,22,23,25,26,27],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,22,27],With:[0,5,6,8,9,10,11,12,14,19,20,22,25,26],_0:[5,8,10,11,13,26],_1:[2,5,6,8,10,11,12,13,14,19,26],_2:[2,5,8,11,12,13,19,26],_3:19,_4:19,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,19,20,25,26,27],_________________________________________________________________:[],__call__:[],__class__:10,__doc__:6,__future__:[8,9],__getattr__:27,__getitem__:[],__init__:[1,2,3,4,14,27],__main__:2,__mosek:[],__mul__:[],__name__:[2,10,27],__rmul__:2,__traceback__:[],__version__:[3,4,14],_api:[3,4,14],_asarrai:[],_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,19,22,26],_auto2:[2,3,4,5,6,12,13,19,22],_auto3:[3,4,5,6,12,13,19],_auto4:[4,6,12,13,19],_auto5:[4,6,12,13,19],_auto6:[4,6,12,19],_auto7:[4,6,12,19],_auto8:[6,12],_auto9:[6,12],_ax:[],_base:8,_broadcasting_shape_rul:[3,4,14],_build:[0,17,18,20,24,25],_build_call_output:[],_c:1,_call:[],_call_flat:[],_check_1d:[],_check_optimize_result:[7,11],_compon:11,_config_pb2:[],_coordinate_desc:6,_copy_docstring_and_deprec:[],_cpgg0jyh8m:[],_decor:[0,25],_delta:[3,4,14],_depth:9,_dilate_shap:[3,4,14],_ey:[3,4,14],_fraction:9,_get_lin:[],_getitem_multilevel:[],_handl:[],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,20,25,26,27],_inference_funct:[],_interpolatefunctionerror:[],_is_primit:[],_j:[0,1,2,3,5,6,8,13,17,20,26,27],_jit_compil:[],_k:13,_l:12,_lambda:[6,25],_leaf:9,_logist:[7,11],_m:10,_make_vjp:[2,13],_maybe_define_funct:[],_multilayer_perceptron:1,_n:[2,5,8,11,13,26],_node:[2,9,13],_not_impl:[3,4,14],_notokstatusexcept:[],_np:[],_num_output:[],_one:[3,4,14],_p:[5,8,26],_plot_arg:[],_process_traceback_fram:[],_r:[],_ratio:11,_reduce_and:[3,4,14],_reduce_max:[3,4,14],_reduce_min:[3,4,14],_reduce_or:[3,4,14],_reduce_sum:[3,4,14],_reduce_window_max:[3,4,14],_reduce_window_min:[3,4,14],_reduce_window_prod:[3,4,14],_reduce_window_sum:[3,4,14],_sampl:9,_select_forward_and_backward_funct:[],_split:[6,9,20],_src:[3,4,14],_stateful_fn:[],_stateless_fn:[],_sy:[3,4,14],_t:13,_test:[6,20],_trace:[2,13],_tri:[3,4,14],_upcast_fp16_for_comput:[3,4,14],_valu:[2,13],_varianc:11,_weight:9,_xla_comput:[3,4,14],_zero:[3,4,14],a0:3,a0faa0:[9,10],a1:[0,25],a2:[0,25],a3:[0,25],a4:[0,25],a_0:[0,25],a_1a:[0,25],a_2a:[0,25],a_3:[0,25],a_3a:[0,25],a_4:[0,25],a_4a:[0,25],a_:[0,1,16,19,25,26],a_h:1,a_i:[0,1,2,12,25],a_j:[1,12],a_k:[0,1,12],a_ndim:[],aaron:24,ab:[0,2,5,13,14,25,26,27],ab_channel:18,abandon:1,abbrevi:21,abid:22,abil:[0,10,25],abl:[0,1,4,5,6,7,10,12,13,16,20,26],abort:[],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,20,23,27],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,24,25,26],abovement:6,abscissa:13,absolut:[0,2,5,6,13,25,26,27],absorb:[26,27],acceler:13,accept:[0,3,6,9,20,25,26],access:[0,3,11,22,26],accid:[4,6],accident:[3,4,14],accmod:[],accompani:[0,25,26],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,22,25,27],accordingli:11,account:[0,3,5,13,15,22,25,27],accumul:[12,13,22],accur:[0,3,4,6,10,13],accuraci:[0,1,3,4,5,6,7,9,10,11,12,25,26],accuracy_scor:[0,1,10,25],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,19,25,27],aco:22,acquaint:[18,25],acquir:[1,18,25],acr:[0,26],across:[1,3,6,9,18,25],act:[1,3,19],action:22,activ:[0,2,3,4,9,21,23,25],actual:[0,1,4,5,6,8,11,16,19,22,25,26,27],ad:[1,3,4,5,8,13,14,15,16,19,27],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,23,25],adapt:[4,6,13,24,26],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,20,22,25,26,27],add_lin:[],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,18,19,20,22,23,24,25,26,27],addition:[12,13],address:[1,9,11,13,25],adjac:[3,12],adjoint:[5,26,27],adjust:[0,5,12,13],admir:[0,25],advanc:[4,6,12,24,25],advantag:[1,3,5,6,10,13,19,27],adversari:25,afecionado:25,affect:3,affin:[0,3,8,11,26],afford:3,aficionado:25,aforement:14,african:[0,26],after:[0,1,2,4,5,6,9,11,12,13,15,18,19,20,22,25,26,27],afterward:[0,25],ag:[0,7,21,25,26],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,20,22,25,26,27],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,22,27],agreement:13,ahead:9,ai:[0,24],aid:11,aim:[0,1,4,6,7,11,14,15,16,18,19,20,26],ainv:5,airplan:3,aka:[5,27],al:[0,2,4,15,16,17,24,25,26,27],alarm:[5,7,27],algebra:[0,3,5,13,18,26,27],algo:[],algorithm:[0,1,2,4,5,6,7,8,13,14,18,19,20,22,24,25,27],align:[0,2,5,6,7,8,13,20,22,25,26,27],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,18,19,20,21,22,23,24,25,26,27],all_gath:[3,4,14],all_to_al:[3,4,14],allevi:[1,13],alloc:[3,19],allow:[0,1,2,3,5,6,8,10,13,15,16,18,19,20,25,26,27],almost:[0,1,6,8,11,13,22,25],alon:[2,9],along:[2,3,4,5,6,9,10,11,18,19,25,26,27],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,22,25,26],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:[2,3,4,5,6,10,12,18,19,22,25,26,27],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,25,26,27],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,19,20,25,26,27],although:[0,1,5,6,8,10,13,16,25,27],alwai:[0,3,5,6,12,13,16,22,25,26,27],am:[4,26],ame2016:[0,25],american:[0,26],among:[0,3,5,9,10,12,19,25,26,27],amongst:[5,27],amount:[0,1,3,4,6,8,10,14,18],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27],an_:22,anaconda3:[],anaconda:[0,1,15,18,20,25],analog:13,analys:[6,27],analysi:[1,3,4,7,14,15,16,17,19,24],analyt:[2,3,5,6,7,12,13,15,18,20,25,26,27],analyz:[0,1,3,4,5,6,14,16,17,20,22,25,26,27],andrew:1,angl:[0,3,9,26],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,22,25,26,27],anim:[4,12],ann:12,annot:[0,1,3,7,8,25,26],announc:25,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,19,20,22,25,26],anp:2,ans_vspac:2,ansatz:[0,25],answer:[0,1,3,5,6,19,20,23,25,27],antialias:[2,6,20],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,22],anytim:[23,25],apach:[1,3,4,14],apart:[11,13],api:[1,3,4,14,18,25],appar:2,appear:[0,1,3,13,16,19,22,25],append:[1,3,4,8,9,13,25],appendcon:[],appendix:20,appendvar:[],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,20,22,24,25,26],applic:[0,1,3,4,5,6,7,9,12,13,19,20,22,24,25,26],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,18,22,24,26],appropri:[2,6,9,12,13,18,22],approv:25,approx:[0,2,3,6,10,11,13,22,25],approxim:[0,1,2,3,4,5,6,7,10,11,13,20,22,25,26,27],apt:[0,15,18,20,25],aq:22,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27],aragorn:25,arang:[1,3,4,6,7,9,10,12,13,20,25],arbitrari:[1,4,6,8,12,13,22],arbitrarili:[0,1,11,25],arc:[6,20],architectur:[3,4,12],area:[0,3,6,9,20,24,25],arg:[0,2,13,25],argc:[],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:[],argnum_1:[],argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,20,25,26,27],argv:[],argval:2,aris:[0,6,12,13,22,25],arithmet:[0,13,19,25],arm:[3,4,6,14],arma:[],armadillo:19,around:[0,1,4,5,6,11,22,25,27],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,22,26,27],arrang:[3,25],arraybox:[2,13],arriv:[0,6,9,11,19,22,25],arrow:12,arrowprop:8,art3d:13,art:[0,1,15,18,25],articl:[0,3,4,6,10,25,26,27],artifici:[0,2,7,12,24,25],artificialneuron:12,arug:13,arxiv:[3,4],as_fram:26,asap:25,asarrai:[0,2,6,9,26],asc:[],ascii:[],ashrafi:[],asid:26,ask:[5,6,11,12,27],aspect:[0,6,18,20,25,26],assembl:[0,3,25],assert:4,assess:[0,6,20,25,26],assici:4,assign:[0,7,8,9,12,13,14,21,23,24,25,26],associ:[0,6,9,12,14,22,25],associative_scan:[3,4,14],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],assumpt:[0,3,5,6,9,11,20,22,25,26],ast:[0,5,6,20,25,27],astronomi:[25,26,27],astyp:[4,9,10],asymmetri:[0,25],asymptot:[4,6],async_wait:[],atla:25,atoi:[],atom:[0,25],attempt:[0,4,6,7,8,10,25],attend:21,attent:[0,19,25],attr:27,attract:[0,10,25],attribut:[0,3,4,9,13,14,25,27],attributeerror:[3,4,13,14,27],audi:[0,25],audio:[3,4],august:[15,16,25],aurelien:[0,15,21,24,25],austfjel:[6,20],author:[0,1,3,4,10,14,22,25],authour:25,auto:[6,9,10,22],autocor:22,autocorrelation_tim:22,autocorrelform:22,autocovari:22,autoencod:[4,18,25],autoencond:18,autograd:[18,25],autograph:[3,4,14],autom:[0,18,24,25],automac:19,automag:25,automat:[0,1,2,3,4,11,16,18,19,25],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,18,19,20,21,23,24,25],averag:[0,1,3,6,9,10,13,14,22,23,25,26],avg:[],avoid:[0,3,4,5,6,9,11,13,14,19,25,26],avx2:[],avx:[],awai:[2,3,6,26],awar:[2,10],award:[23,25],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,19,20,25,26],axes3d:[2,6,13,20],axes_grid1:6,axessubplot:26,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,19,20,22,25,26],axiom:[5,27],axlabel:[0,25],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,22,23,25,26,27],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,19],b_group:9,b_i:[0,1,2,12,25],b_ia_:[0,25],b_ia_i:0,b_index:9,b_is_vec:[],b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_meta:[],b_score:9,b_valu:9,bachelor:[21,23],back:[0,3,4,5,6,8,9,10,15,19,22,25,26,27],backbon:19,backend:[1,4],backend_specific_transl:[3,4,14],background:[24,25,26],backpropag:1,backtrack:9,backup:19,backward:[1,2,4,12,19],backward_pass:2,bad:[6,26],badli:22,bag:[9,18,25],bag_clf:10,baggin:25,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:6,band:19,bandwidth:19,bar:[0,6,11,15,16,20,25],barber:24,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,18,22,23,24,25,26,27],basi:[5,7,8,10,11,12,13,19,26,27],basic:[2,6,8,12,13,14,18,20,22,25],batch:[3,4,11,12,13,14],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,18,24,25,27],bbupeevmxtg:[],bc298b802fe2:[],beam:25,becattini:23,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,25,27],beccatini:25,becom:[0,1,2,5,6,7,9,12,13,22,25,26,27],been:[0,1,2,3,4,5,6,11,12,13,18,19,20,25,26],befor:[0,1,2,3,4,5,6,7,8,12,13,14,19,20,22,25,26,27],beforehand:[0,22,25],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,20,22,23,25,26,27],behav:[1,6,13],behavior:[0,1,13,25],behaviour:12,behind:[0,1,6,8,13,25],behnoosh:[],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,22,25,26,27],believ:[9,19],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],benchmark:10,bendik:[],benefici:[1,13],benefit:[0,1,4,11,13,15,18,25],bengio:[1,21,24,25,26],benign:[1,7,9],bennosh:[],besid:[4,5,27],bessel:[5,26,27],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,20,23,25,26],beta:[0,1,3,5,6,7,10,11,13,16,17,20,25,26],beta_0:[0,1,3,5,6,7,13,25,26,27],beta_0x_:[0,25,26],beta_1:[0,1,3,5,6,7,10,13,25,26,27],beta_1x_0:[0,25],beta_1x_1:[0,7,25],beta_1x_2:[0,25],beta_1x_:[0,25,26],beta_1x_i:[7,13,26],beta_2:[0,3,13,25,26],beta_2x_0:[0,25],beta_2x_1:[0,25],beta_2x_2:[0,7,25],beta_2x_:[0,25,26],beta_2x_i:26,beta_3:3,beta_3x_i:26,beta_4x_i:26,beta_:[0,3,6,7,13,25,26],beta_i:[0,3,5,17,25,26,27],beta_j:[0,5,6,13,20,25,26,27],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:[0,1,2,3,4,6,9,10,11,12,13,25,26,27],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,20,22,25,26],beyond:[0,1,5,6,8,13,20,25,26],bf:[13,14,19,22],bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,25,26,27],bias:[1,2,3,5,6,9,12,27],big:[0,1,2,5,6,14,25,27],bigger:[1,6,26],bigr:12,bike:9,bilbo:25,bilek:[],billion:[3,12,18],bin:[0,7,22,26],binari:[0,2,3,5,7,9,10,12,25,27],binarycrossentropi:4,bind:[0,26],binomi:[18,22,25],binsboot:6,bioinformat:[0,25],biolog:[1,12],bios1100:[18,25],bird:[0,3,25],birth:25,bishop:[21,24,25],bit:[1,4,19,22,25],bitwis:[3,4,14,22],bivari:2,bk:[0,13,26],bla:[19,25],black:[8,9,14],bledso:25,blob:[20,25],block:[6,10,18,19,22,25],blockingavg:[],blockingstd:[],blockingvar:[],blocksiz:[],blocksizemax:[],blocksizemin:[],blogpost:4,blue:[0,3],bluntli:25,bm:26,bmatrix:[0,1,3,5,7,8,11,13,19,25,26,27],bmi:1,bodi:[0,1,4,12,25],bold:1,boldfac:[0,5,16,26,27],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,20,25],boltzmann:[12,18,25],book1:24,book:[20,24,25,27],boost:[1,9,18,25],boostrap:10,bootavg:[],bootstd:[],bootstrap:[1,13,18,20,25],bootvar:[],bootvec:[],borrow:25,boston_dataset:[0,26],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,18,19,20,22,23,25,26],bottl:7,bound:[0,8,12,26],boundari:[2,4,8,11,12],boundkei:[],box:[4,9],boxed_arg:2,boyd:[8,13],bracket:[4,22],brain:[1,7,12],branch:9,breast:[5,7,11,27],breviti:13,brew:[0,15,18,20,25],brg:8,brief:[20,26],briefli:[0,25],bring:[0,5,6,10,25,26],broad:[0,25],brought:[13,18,25],brownle:4,browser:25,brunton:[],brute:[3,5,11,26,27],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,19,22,25,27],built:[0,1,3,4,6,26],bunch:11,busi:[0,26],bx:[],bzl:[],c1:[8,11],c2:[8,11],c95af3df0cdd:[],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,22,23,24,26,27],c_0:22,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,22,26],c_i:[12,13],c_k:22,ca:[1,25],cabc613b8702:[],cach:10,cal:[0,8,10,12,13,15,16,25],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,19,22,25,27],california:26,call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,22,23,25,26,27],callabl:[],callback:[],calor:[0,26],cambridg:[13,24],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27],cancel:[0,13,25,26],cancellation_manag:[],cancer:[5,10,27],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,21,22,25,26],canopi:[0,15,18,20,25],canva:[20,25],cap:[5,27],capabl:[0,1,8,13,18,25],capac:[2,23],capita:[0,26],caption:20,captur:[4,11,12],captured_input:[],car:[3,4],card:[0,7,25],cardin:1,care:11,carefulli:13,carlo:[0,6,18,22,24,25],carri:[2,6,7,20],cart:10,carvalho:[],casella:24,cast:1,cat:[3,4],categor:[0,1,3,9,11,25],categori:[0,1,3,7,10,12,14,25,26],categorical_crossentropi:[1,3],caus:[0,5,6,22,25,26,27],causal:0,causat:[0,25],cax:1,cb:[6,25],cbar:1,cbook:[],cc:[0,1,5,13,25,26,27],ccc:[5,12,27],cd_fast:6,cdf:22,cdot:[0,2,6,12,13,14,19,22,25],celebr:13,cell:[0,2,3,4,6,9,10,13,14,15,20,25,27],center:[0,1,6,7,8,9,11,14,20,22,25],centr:[],central:[0,3,5,6,8,16,19,25,26,27],centroid:[14,22],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,22,25,26],cg:13,cha:[0,26],chain:[0,1,13,18,22,25],chanc:[1,5,13,22,27],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,19,20,22,25,26],channel:3,chapter3:[0,20],chapter:[0,6,10,11,19,20,24,25,26,27],charact:[0,3,5,8,25,26],character:[8,9,10,12,22],characterist:[0,1,3,10,13,25],charg:[0,25],charl:[0,26],chase:4,chat:25,chd:7,chddata:7,cheap:[5,26],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,19,25,26],checkmark:3,checkpoint:[3,4,14],checkpoint_dir:4,checkpoint_prefix:4,chemic:[],chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,19,25,26],choleski:[5,19,26],choos:[2,3,6,9,10,11,13,14,20],chosen:[0,1,2,6,8,9,10,13,16,22,25],chosen_datapoint:1,christian:24,christoph:[21,24,25],cifar10:3,cifar:3,cin:[],circ:[1,12],circl:[0,8,12,26],circuit:3,circumfer:9,circumv:[1,5,13,26],ckpt:4,clariti:22,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[],classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,18,20,24,25,26,27],classifi:[0,1,4,7,9,10,11,25],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,22,26,27],clever:[1,10],clf3:0,clf:[0,6,8,9,10,25,26],clf_lasso:6,clf_ridg:[6,25],clip:[3,22],clone:23,close:[0,1,2,4,6,8,9,11,12,13,14,20,22,24,25],closer:[3,5,13,26],closest:[8,11,13,14],closur:[18,25],cloud:[18,25],cluster:[0,1,4,6,11,18,25],cluster_label:14,cm:[1,2,3,6,8,9,13,20],cmap:[0,1,2,3,4,6,8,9,10,20,25],cmap_arg:6,cmath:[],cmb:21,cmd:9,cmu:26,cn_:22,cnn:12,cnn_kera:3,cntk:[18,25],co:[0,2,3,6,9,13,25],code:[3,4,6,7,8,15,16,17,18,19,20,22,24],coef0:8,coef:[0,25],coef_:[0,5,6,8,9,13,25,26,27],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,19,25,26,27],coerc:[0,6,25],coin:[10,22],coin_toss:10,col:[0,11,25,26],colab:[18,25],cold:9,colinear:[0,26],collabor:20,collaps:8,collect:[0,2,6,10,11,18,22,24,25],collinear:[5,26,27],color:[0,3,4,6,8,9,10,20,22],color_channel:3,color_cod:6,colorbar:[1,6,20],colsample_bytre:10,colsaobject:10,colspec:[0,25],column:[0,1,2,5,6,7,8,9,11,12,17,19,25,26,27],columntransform:9,com:[3,4,6,14,18,20,24,25,27],combin:[1,2,5,6,7,10,22,27],come:[0,1,3,4,5,12,13,14,15,25,26,27],command:[0,1,25],comment:[0,4,5,6,15,16,20,25,26],commerci:[0,15,18,20,25],commod:[0,25],common:[0,1,3,5,6,7,9,11,13,14,20,22,25,26],commonli:[0,1,4,6,7,9,13,14,26],commun:[0,12,20],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,25,26,27],compair:0,compar:[0,3,4,5,6,11,13,15,16,19,20,25,26,27],comparison:[2,4,13],compat:[3,4,7,14],compet:[0,25],competit:10,compil:[0,1,3,4,13,15,18,19,25],complet:[0,2,3,4,9,12,25],completenn:12,complex:[1,5,8,9,11,12,13,15,16,25],complic:[0,1,9,13,25],compoment:26,compon:[0,1,3,4,5,6,7,9,14,16,18,25,26,27],components_:11,compos:[9,12,13,14,18,25],compphys:[0,6,17,18,20,21,23,24,25,26],compress:[0,25,26],compris:6,compromis:[5,26],compulsori:[18,25],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,21,22,24,25,26,27],computation:[0,3,6,9,13,22,25],computationalscienceuio:25,computerlab:20,con:[],concat:25,concaten:[2,4,6,14],concav:[1,9,13,26],concentr:[0,10,26],concept:[0,2,18,25,26],conceptu:[12,13],concern:[0,1,4,7,25],concic:25,conclud:[0,5,13,27],conclus:1,cond:[2,3,4,14],conda:[0,1,15,18,20,25],condis:26,condit:[0,2,4,5,6,8,9,11,13,22,25,26],conduct:[18,25],condwav:2,coneqp:[],confid:[0,5,6,7,8,20,25,26,27],config:[3,4,14],config_pb2:[],configur:3,confirm:[5,12,27],confus:[5,6,7,10,19,26,27],confusion_matrix:9,congruenti:22,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,19,25,26],consequ:[5,6,8,10,12,13,26,27],conserv:[5,14,26],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,19,20,22,25,26,27],consider:[0,1,5,13,25,26,27],consist:[0,1,2,3,4,6,12,13,20,22,26],constant:[0,2,3,4,5,6,8,12,13,14,22,25,26,27],constitu:[0,25],constitut:[2,6],constrain:[1,3,5,7,11,27],constraint:[5,6,8,13,17,26,27],construct:[0,1,2,3,5,6,7,8,9,10,11,19,22,25,26,27],contact:[0,25],contain:[0,2,3,4,5,6,7,8,9,11,12,13,14,17,19,20,22,24,25,26,27],contemporari:25,content:[1,18,19,25],context:[6,10,13,20],contigu:19,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,19,20,22,25,26,27],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,22,25,26,27],contributor:[0,20,25],control:[0,1,3,9,13,15,18,25],control_flow:[3,4,14],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],conv_general_dilated_patch:[3,4,14],convei:25,conveni:[0,5,6,12,13,19,20,25,27],convent:[12,26],converg:[1,2,4,5,6,7,8,11,13,14,26,27],convergencewarn:[1,6,7,8,11],convert:[0,1,3,4,5,9,11,13,14,19,25,26],convert_phas:[3,4,14],converter_error_data_pb2:[3,4,14],converttomatrix:4,convex:[4,5,7,26],convinc:13,convolut:[1,4,18,25],cool:[4,9],coolwarm:[6,20],coordin:[5,12,14,26,27],coorel:[0,26],copi:[0,1,2,14,26],copyright:[3,4,14],core:[2,3,4,10,13,14,25],corel:25,coronari:7,corr:[0,5,7,11,26],correalt:[11,18],correct:[0,1,2,3,4,5,7,13,19,22,25,26,27],correctli:[1,2,6,7,10],correl:[0,1,3,5,6,7,10,12,13,18,22,25,27],correlation_matrix:[0,5,7,11,26],correspond:[0,3,5,6,8,9,11,12,15,16,17,18,19,20,22,25,26,27],cortex:12,cosin:[3,6],cost:[0,2,3,5,6,7,8,9,12,13,16,17,20,25],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:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,19,20,22,25,26,27],coulomb:[0,25],count:[0,2,9,21,22,23,25],countor:13,coupl:[4,5,6,27],cours:[0,1,3,5,11,20,21,23,26],courvil:[21,24,25,26],cout:[],cov:[5,6,11,19,22,25,26,27],cov_xi:[5,11,26],cov_xx:[5,11,26],cov_yi:[5,11,26],covari:[0,7,18,19,25,27],covariance_matrix:[5,11,14,26],cover:[0,5,17,18,23,24,26,27],covert:[0,25],covxi:22,covxx:22,covxz:22,covyi:22,covyz:22,covzz:22,cpj4mh7m9no:[],cpu:[1,3,4,14],cpu_feature_guard:[],craft:3,crawford:25,creat:[1,2,3,4,5,6,9,10,11,12,13,18,20,25,27],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,26],credit:[0,7,23,25],crim:[0,26],crime:[0,26],criteria:[0,4,9,10,14,22,25],criterion:[9,10,13],critic:[6,20,25,26],critiqu:20,cross:[0,1,3,7,9,10,13,18,22,25,26],cross_entropi:4,cross_val_scor:6,cross_valid:[7,10],crossvalid:6,crucial:[1,22],cs231:3,cs:[21,23],csr_matrix:[19,25],cstdlib:[],csv:[0,4,6,7,9,25],ctnk:1,ctx:[],cubic:0,cumbersom:[5,27],cumsum:[10,11,25],cumul:[7,10,22],cumulative_heads_ratio:10,cup:[5,27],current:[1,2,3,4,6,13,14,20,24],curs:[0,26],curv:[6,7,10,12,20],curvatur:13,custom:[6,14,20],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10],cvxbook:13,cvxopt:[5,8,26],cyber:[],cycl:[1,3,4,12,14],cyclotron:[26,27],d1:[],d2:[],d2_g_t:2,d3:[],d670a873ab0c:[],d985fb40c43d:[],d:[1,2,3,4,5,6,7,8,9,10,11,13,14,19,22,23,25,26,27],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,19,26],dai:[1,9,18],dalen:[],damp:3,daniel:[23,25],darget:9,darkr:22,dat:[0,25],dat_id:[0,6,7,9,25,26],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,19,24,27],data_handl:[],data_id:[0,6,7,9,25,26],data_indic:1,data_modul:26,data_panda:25,data_path:[0,6,7,9,25,26],data_url:26,databas:1,databookuw:[],datafil:[0,6,7,9,20,25,26],datafram:[0,4,5,7,9,11,25,26],datapoint:[1,5,6,7,11,13,26],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,20,25,26],datatyp:4,date:[15,16,17,20,25,26,27],daughter:10,david:24,dbh:1,dbo:1,dcomposit:19,ddot:2,dead:1,deadlin:[16,17,21],deal:[0,1,3,5,6,8,11,13,14,17,19,20,22,25,26],dealt:0,debt:7,debug:[0,5,6,27],decad:[0,3,25],decai:[0,13,22,25],decemb:[21,23,25],decent:10,decid:[0,2,3,5,6,9,20,27],decim:[0,25],decis:[0,1,8,11,18,24,25],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,19,25],decompos:[5,6,19,26],decomposit:[0,6,12,20,25,27],decompost:[5,26],deconvolut:3,decor:[0,25],decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13,27],deduc:[0,25],deep:[3,7,12,13,18,21,24,25,26],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,18,25],deeper:[0,3,4,25],deeplearningbook:24,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,20,22,25,26,27],def_covari:22,def_funct:[],default_tim:4,defect:[5,26],defici:[5,26],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,26,27],definit:[1,2,5,6,7,8,10,11,12,13,17,19,22,26,27],defint:22,defun:[],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,20,22,25,27],del:1,delet:6,delimit:4,deliv:[21,25],delta:[0,2,3,6,8,12,13,14,25],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,19],delta_h:[0,1,25],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,25],delug:18,delv:[0,25],demand:13,demonstr:[0,3,5,6,7,11,12,18,25,26],den:4,denomin:[1,5,27],denot:[1,2,6,7,13,22],dens:[1,3,4],dense_1:[],densiti:[0,2,6,22,25],depart:[23,25,26,27],depend:[0,1,2,4,5,6,7,8,11,12,13,15,18,19,20,22,25,26,27],depict:22,deploy:[0,15,18,20,25],deprec:[2,6,13,20,25,26],deprecate_nonkeyword_argu:[0,25],depth:[0,3,9,10,19],deriv:[0,1,2,6,7,8,10,11,13,16,17,18,20,25],derivati:13,derivative_fn:13,descend:[5,9,11,26,27],descent:[0,1,3,7,8,12,25,26],descr:26,describ:[0,2,4,5,6,8,10,11,12,13,19,20,25,27],descript:[0,8,9,25],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,20,25,27],designmatrix:[0,25],desir:[0,2,4,5,13,14,25,26],despit:[1,12],destroi:19,det:[5,19,26],detail:[0,6,11,13,14,19,20,26],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,19,22,25,26,27],determinist:[7,13,22],dev:1,develop:[0,3,5,8,10,11,12,18,19,20,25,26,27],deviat:[0,1,2,4,5,6,20,22,25,26],device_nam:[],devicearrai:[3,4,14],devis:12,df1:25,df:[4,8,11,13,25],di:[0,26],diag:[5,8,26,27],diagnost:[1,10],diagon:[0,5,7,13,19,20,22,25,26,27],diagonaliz:[5,26],diagram:10,diagsvd:6,dice:[6,22],dict:[6,8],dict_kei:26,dictionari:[0,26],did:[0,1,5,6,7,10,11,14,20,25,27],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,19,20,22,24,25,26,27],differenti:[0,3,16,18,19,25,26],differential_oper:[2,13],difficult:[0,1,6,10,13,20,22,25],difficulti:[0,1,13,25],diffonedim:2,digit:[0,1,3,4,6,20,21,23,25],dilemma:13,dilut:1,dim:[4,11,14,19],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,19,25,26,27],dimension:[0,4,5,6,9,11,13,14,18,19,25,27],dimensionless:[0,3,25],diment:19,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,25,26],directli:[1,4,5,6,22,26],directori:9,disabl:[3,4,14],disadvantag:[0,25],disappear:[3,6],disc_loss:4,disc_tap:4,discard:[6,11],disciplin:[0,3,12,25],disclaim:22,discord:25,discourag:[13,26],discov:[0,25],discover:[5,27],discret:[1,3,5,7,13,27],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27],diseas:7,disguis:[6,26],disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,20,22,25,26],displaystyl:[0,5,17,25,26,27],displot:26,disregard:[0,25],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,22,26],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,22,25],distplot:[0,26],distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,20,25,26],distrubut:[0,15,18,20,25],div:[],dive:[0,8,19,25],diverg:[1,13],divid:[0,1,2,3,5,6,7,8,9,11,12,22,25,26,27],divis:[6,8,9,13,19,22],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,25],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,25],doamin:27,doc:[0,6,17,18,20,21,23,24,25,26],document:[4,7,11,13,26],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,19,20,22,25],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13,20,27],domin:[0,25],don:[0,1,3,5,6,8,11,13,15,18,20,25,26],done:[0,2,3,4,5,6,9,10,11,13,17,19,20,25,26,27],dot:[0,2,3,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],doubl:[3,4,19,25],doubli:1,down:[0,3,6,9,11,12,13,25],download:[0,1,3,5,6,19,20,24,25],downsampl:3,dozen:1,dq:6,drag:13,dramat:11,drastic:4,draw:[4,6,10,13],drawback:[0,1,3,13,26],drawn:[1,4,6,7,11,22,25],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,22,25,26,27],dropna:[0,6,25],dropout:4,ds:[],dt:[2,3,13,22],dtype:[0,1,2,3,4,14,19,25,26],dualiti:6,dub:[0,25],due:[1,2,5,6,8,10,12,13,23,25,26],dummi:[0,26],dure:[0,1,3,4,8,9,11,17,18,20,25],dwell:[0,26],dwh:1,dwo:1,dx:[2,3,8,22],dx_1:22,dx_1p:6,dx_2p:6,dx_mp:6,dx_n:22,dxp:6,dy:[1,8,22],dynam:4,dysth:[],dz:8,e7cu:[],e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,25,26,27],e_:[0,2,25],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,22,23,25,26,27],eager:[],eapprox:[0,25],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,25,26],earthexplor:[6,20],eas:[6,9,14],easi:[0,5,6,7,8,9,10,11,12,13,18,19,25,26,27],easier:[5,6,8,9,13,22,25,26],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,25,26,27],eastern:[23,25],ebind:[0,25],eblock:9,econometr:25,economi:5,ecosystem:[18,25],ect:21,edg:3,edgecolor:6,edu:[13,26],educ:[0,20,25,26],eface79dac2c:[],eff:22,effect:[1,4,10,13,22],effic:1,effici:[0,3,10,13,18,19,22,25],efron:6,egrad:13,eig:[5,11,13,19,22,25,26],eigen:22,eigenpair:[5,11,26],eigenvalu:[0,5,8,11,13,19,25,26,27],eigenvector:[5,11,13,17,26,27],eight:[19,25],eigval:[19,22,25],eigvalu:[11,13],eigvec:[19,22,25],eigvector:[11,13],eispack:[19,25],either:[1,5,6,7,8,9,10,11,13,15,16,20,22,25,26,27],ekstrom:[],elabor:22,elarn:3,electr:[0,3,12,25],electron:25,electur:[],eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,20,21,24,26,27],elementari:[10,13,19],elementwis:[3,13],elementwise_grad:[2,13],elessar:25,elif:14,elim:19,elimin:[3,8],els:[1,2,3,4,7,9,12,13,19],elu:1,elus:[0,25],email:[21,23,25],embed:[0,11,26],embodi:[6,20],emit:22,emner:24,emphas:[0,10,18,25],emphasi:[0,18,24,25],empir:[1,11,22],emploi:[0,1,5,6,11,13,20,22,25,26,27],employ:[0,25,26],empti:[6,10],emul:12,en:[18,24],enabl:11,enable_check:[3,4,14],enbodi:6,encapsul:[3,4,14],encod:[0,3,5,9,11,14,17,25,26,27],encompass:[0,20,22,25],encount:[0,1,5,6,7,13,22,25,26],encourag:20,end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,19,20,22,23,25,26,27],end_box:[2,13],end_nod:[2,13],end_valu:[2,13],endl:[],endpoint:[3,6],energi:[0,4,6,26],enet_coordinate_desc:6,enforc:12,eng:24,engin:[0,1,3,4,18,25],english:20,enorm:3,enough:[0,6,13,25],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,22,26,27],ensure_initi:[],entail:25,enter:[5,6,17,26],enthought:[0,15,18,20,25],entir:[1,3,7,9,18,22,25],entiti:[9,12,19,25],entri:[0,5,8,11,12,19,25,26,27],entropi:[1,3,7,10,13,25],enumer:[0,1,2,3,4,6,8,25,26],env:[0,1,2,3,4,6,7,8,11,13,14,22,25,26,27],environ:[2,18,20],eo:[0,6,25],eol:[0,25],eosfit:[0,25],epoch:[0,1,3,4,12,13,25],epsilon:[0,5,6,7,13,20,25,26,27],epsilon_0:[0,25],epsilon_1:[0,25],epsilon_2:[0,25],epsilon_:[0,25],epsilon_i:[0,25,26],eq:[3,13,14,19,22],eqnarrai:[3,5,6,27],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,19,20,22,25,26,27],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,19,20,22],equilibrium:[2,12],equiv:[3,13,19,22],equival:[0,1,5,7,8,11,13,18,19,25,26,27],erf:22,eriador:25,eridg:25,err:[0,10],err_:6,err_sqr:2,errat:13,errno:9,erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,20,22,27],error_estimate_corr_tim:22,error_handl:[],error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13,20],essenti:[0,5,6,9,10,12,14,20,22,26],establish:[0,6,10,11,15,20,25],estim:[0,1,5,6,7,10,11,13,18,22,25,26],estimated_mse_fold:6,estimated_mse_kfold:6,estimated_mse_sklearn:6,et:[0,2,4,15,16,17,24,25,26,27],eta0:[8,13],eta:[0,1,3,8,12,13,25],eta_:13,eta_t:13,eta_v:[0,1,3,25],etc:[0,1,3,5,7,8,9,11,12,13,14,15,18,19,20,22,26],ethic:[18,25,26],etsim:[],euclidean:[0,14,26],evalu:[0,2,3,4,5,6,9,13,20,22,25,26,27],evaluationform:20,evaluationgrad:20,evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,18,19,22,25,26,27],evenli:4,event:[3,4,5,7,10,14,22,27],eventu:[0,5,6,11,12,13,20,23,26,27],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,18,22,23,25,26,27],everyth:[4,12],everywher:[4,13],evolv:[0,25],exact:[0,2,5,11,12,13,19,22,25,26],exactli:[0,3,4,6,12,18,20,26],exam:25,examin:6,exampl:[5,11,12,13,15,16,18,19,20,22,24],exce:[1,12,13],excel:[0,1,4,5,10,25,26],except:[3,4,6,8,9,14,19],excess:[0,25],excit:[0,25],exclud:[1,6,12,20,26],exclus:[0,1,3,6,22,25],execut:[2,5,13,26],executing_eagerli:[],exemplifi:13,exercic:[23,25],exercis:[5,18,20,21,23,27],exercisesweek35:17,exhaust:6,exhibit:[0,5,6,8,25,26],exist:[0,1,2,3,5,6,7,8,9,13,19,20,25,26,27],exit:[5,19,26],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,20,22,25,26,27],exp_term:1,expand:[5,7,11,13,26],expans:[0,3,5,8,10,12,13,25,26],expect:[0,1,5,6,7,11,12,13,15,16,18,20,25,26],expectation_value_of_h_wrt_p:22,expens:[6,10,13],experi:[0,1,6,8,13,18,20,25,26],experiment:[0,3,4,6,9,14,22,25],experimental_get_tracing_count:[],expert:[1,9],explain:[0,6,9,10,11,13,20,25],explained_variance_ratio_:11,explanatori:[0,25],explicit:[0,3,6,13,19,20,25,26],explicitli:[0,4,25],explod:1,exploit:[0,3,12,13,25],explor:[1,4,6,8,13,18,20],expon:1,exponenti:[0,1,5,6,10,13,20,22,25,27],export_graphviz:9,export_text:9,exporttext:9,expos:[18,25],express:[0,2,3,5,6,7,10,12,13,16,19,20,22,27],exptmean:22,exptvari:22,extend:[0,2,7,11,13,17,18,25],extens:[0,12,15,18,25],extent:[0,1,6,24,25],extern:[3,6,9],extra:[1,3,5,23,25,26],extract:[0,3,5,6,7,8,11,13,19,25,26],extrapol:[0,25],extrem:[0,1,4,5,6,7,8,9,13,16,19,26,27],extremum:13,extrins:11,ey:[0,5,6,13,14,19,25,27],f11:[0,25],f12:[0,25],f13:[0,25],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,f3ckh:[],f401:[3,4,14],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:[0,13,25],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,19,22,23,25,26,27],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:22,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16],f_m:[3,10],f_n:3,f_raw:[],f_vec:2,f_wrap:2,face:13,facecolor:[6,8,22],facil:[0,15,18,25],facilit:12,fact:[0,1,3,5,9,11,12,13,25,26,27],factor:[0,1,3,5,6,9,10,11,13,19,22,25,26,27],factori:13,fade:6,fafab0:[9,10],fahimeh:[23,25],fail:[0,6,7,8,11,13,23,25],failur:7,fairli:[1,2,22],fake:4,fake_loss:4,fake_output:4,fall:[8,9,21],fals:[0,1,2,3,4,5,6,7,9,10,14,19,20,25,26,27],famili:[0,7,8,22],familiar:[0,3,5,6,8,15,18,19,20,22,25,27],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,25,26],fashion:[0,9,10,25],fast:[1,3,6,10,12,13,18,22,25],faster:[1,11,13],fastest:[13,19],favor:7,favorit:22,fc:3,fdf8a5d7c717:[],fdfcc778e1f8:[],fe5b9d300cc0:[],featur:[0,1,3,5,6,7,8,10,11,12,13,18,20,22,25,27],feature_nam:[0,1,7,9,26],feautur:9,fed:1,feed:[0,2,3,11,18,25],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,25],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,18,20,23,25,27],feet:[0,26],fei:25,felt:20,fetch:[6,20,26],fetch_california_h:26,fetch_openml:26,few:[1,3,4,5,9,22,25],fewer:[0,9,11,25],ffnn:[1,12],fft2:[3,4,14],fft:[3,4,14],fft_batching_rul:[3,4,14],fft_p:[3,4,14],fftfreq:[3,4,14],fftn:[3,4,14],fftshift:[3,4,14],fgakzw6k1qq:[],field:[0,3,6,12,18,25],fifth:[0,6,15,16,20,25],fig:[0,1,2,3,4,6,7,12,13,14,20,25],fig_id:[0,6,7,9,25,26],figaxi:22,figsiz:[0,1,2,3,4,6,7,8,9,10,25,26],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,18,20,25,26,27],figure_id:[0,6,7,9,25,26],figurefil:[0,6,7,9,25,26],file:[0,2,3,4,5,6,7,9,13,14,20,25,26,27],file_prefix:4,filenam:[25,26],filenotfounderror:9,fileout:[],filepath_or_buff:[0,25],fill:[5,9,26],filter:[3,4],filtered_flat_arg:[],filtered_tb:[],financ:[0,25],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,20,22,25,26,27],find_top_boxed_arg:[],fine:[0,14,15,25],finish:2,finit:[3,5,6,12,13,17,22,26,27],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,20,22,23,24],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,20,22,26],fit_beta:[6,26],fit_intercept:[0,5,6,26,27],fit_mod:9,fit_transform:[0,6,8,9,11],fiti:[0,25],five:[0,9,17,20,25,26],fix:[0,3,4,6,10,11,12,13,20,25],fixedformatt:6,fixedloc:6,fkkt:[],flag:4,flake8:[3,4,14],flat:[12,13],flatbuff:[],flatten:[1,3,4,5,19],flexibl:[1,6,8,10,12,25,26],flip:[23,25],float32:[4,9],float64:[4,19,25,26],flop:[5,19,26],flow:[1,4,12],fluctuat:[5,27],fly:11,flyvbjerg:[],fm:[0,25],fma:[],fmax:3,fmesh:13,fn:7,focu:[0,3,4,5,6,15,18,24,25,26,27],focus:[1,6,7,19,26],fold:[6,9,20],folder:[0,1,4,6,13,20,25],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27],font:[0,7,22,25],fontdict:22,fontsiz:[1,6,8,9,10,22],fontweight:1,footprint:3,foral:[8,26],forc:[0,5,6,10,11,25,26,27],forcast:4,forecast:[4,12],forelesningsvideo:[],forest:[0,1,9,18,25],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,18,19,20,22,25,26,27],formal:[3,4,14,22],format:[0,1,2,3,4,6,7,8,9,10,11,18,22,24,26,27],format_data:4,formatstrformatt:[6,13,20],formul:[4,6,11,14],formula:[3,13,22],forth:[4,12],fortran2003:[18,25],fortran2008:20,fortran90:22,fortran:[0,15,18,19,25],fortun:[0,11,26],forward:[0,3,6,18,19,25],forward_backward:[],forward_compatibility_horizon:[3,4,14],found:[1,2,4,5,6,12,13,20,25,26,27],foundat:[18,25],four:[4,5,6,8,12,19,20,21,23,25,27],fourier:[0,25],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,25,26],fp:7,fr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],fractal:9,fraction:9,frame:[7,25],framework:[1,8,10,22],frank:[5,11],frankefunct:[5,6,11,20,26],fredli:[23,25],free:[0,6,11,13,15,16,18,19,20,22,23,24,25],freecodecamp:18,freedom:[5,27],freeli:[0,20,25],frequenc:[3,6,7,22],frequent:[0,8,9,13,25],frequentist:18,fresh:10,frida:[],fridai:[16,23,25],friedman:[6,20,21,24,25,26],friendli:4,frodo:25,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,20,22,23,24,25],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,25,26,27],fstream:[],fulfil:[2,5,12,26],full:[0,1,3,5,7,9,10,13,22,25,26],full_matric:[5,26],fulli:[3,6,12,21,22],fun:[2,13,18,25],fun_nam:2,func:[0,2,25,26],functionali:11,functool:[3,4,14],fundament:[0,6,18,25],funtion:2,further:[2,7,9,25],furthermor:[0,3,5,6,7,11,12,13,17,18,20,25,26],futur:[0,4,8,9,25,26],futurewarn:[0,25,26],fx:[],fy:[15,20,21,23,24,25],fys4155:20,fys5419:[24,25],fys5429:[24,25],g0:2,g42mrgv128v34gnnhxwk9nrc0000gp:[],g:[0,1,2,3,4,6,8,9,10,11,13,14,22,25],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:[1,5,7,9,10,13,26,27],galleri:[0,25],game:4,gamge:25,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,25],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,25],gamma_i:[0,8,22,25],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:[0,25],gap:[6,8],gate:[4,12],gather:[0,1,12,26],gaug:12,gaussbacksub:19,gaussian:[4,5,6,8,14,22,27],gaussian_point:14,gaussian_rbf:8,gave:13,gbc:[21,25],gca:[2,6,8,13,20],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,22,26],gemv:[],gen:[],gen_loss:4,gen_tap:4,gender:[0,25],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,19,20,22,24,26,27],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:18,geodes:11,geometr:[0,13,25],geometri:[5,27],georg:24,geotif:[6,20],geq:[2,5,8,9,13,26,27],geron:[0,15,21,24,25],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,18,19,20,22,23,25,26,27],get_dummi:9,get_loc:[],get_next_color:[],get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,getsolutionslic:[],getval:[],gg:[],gibb:[18,25],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,18,25],giter:13,github:[0,3,4,6,14,15,17,18,20,21,23,24,25,26],gitlab:[0,15,18,20,25],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,18,20,22,25,26,27],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],global:[6,7,13,20],glorot:1,gmail:[],gnew:13,go:[0,1,3,5,6,8,9,11,12,13,20,25,26,27],goal:[0,7,9,25],goe:[0,1,2,5,6,13,14,19,25,26,27],golden:13,gone:[5,26,27],gong:1,good:[1,3,4,5,6,9,10,11,13,17,18,22,24,26,27],goodfellow:[4,21,24,25,26,27],googl:[1,3,4,14,18,25],got:[1,6,20],gov:[6,20],gp:24,gpu:[1,13,18,25],grad:[2,13],grad_analyt:13,grade:21,gradient:[0,3,4,7,8,9,12,18,25,26],gradient_desc:[],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6,20],graph:[1,9,11,12,13],graph_debug_info_pb2:[],graph_from_dot_data:9,graph_funct:[],graphic:[0,1,9,25],grasp:[0,25],gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,22],greatli:13,greedi:9,green:[0,3,9,22],grei:4,grid:[1,3,6,7,8,12,22,26],grossli:13,ground:[0,25],group:[0,6,7,9,14,18,20,21,23,25],groupbi:[0,25],grow:[1,3,9,10],growth:[0,25],gru:4,guarante:[0,4,13,22,25,26],guess:[1,4,10,13,14],guestrin:10,guid:1,guilherm:[],h1:2,h21:[],h:[0,1,5,6,8,13,16,20,22,23,24,25,26],h_1:[2,13],h_2:[2,13],h_:[0,13,25],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,19,20,22,25,26,27],haa:[23,25],habit:[0,26],had:[0,1,6,7,13,25],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,18,19,20,21,22,23,24,25,26,27],handi:[3,20],handl:[0,1,2,5,9,11,18],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5,25],handwrittennot:25,happen:[1,2,3,4,5,6,10,13,22,26],hard:[1,7,8,10,13],hardcopi:[18,25],harder:[0,1,26],harmon:3,hasn:1,hassl:[0,15,18,25],hast:[18,25],hasti:[0,6,15,16,17,20,21,24,25,26,27],hat:[0,1,5,6,7,9,10,11,12,13,17,19,20,26,27],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,26,27],haven:1,hdtta7prrfi:[],he:7,head:[0,4,10,22,26],header:[0,25,26],heads_proba:10,health:[0,26],hear:[0,13,25],heart:[0,7,25],heatmap:[0,1,3,7,25,26],heavili:[0,25],heavisid:1,height:[1,3,6,26],held:13,help:[0,1,4,12,13,16,20,25],helper:[4,14],henc:[0,5,6,8,9,10,12,13,20,25,26,27],henrik:[23,25],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,25,26,27],hereaft:[0,8,12,25],hermitian:19,hessenberg:19,hessian:[0,2,5,13,16,27],heterogen:[9,10],hfft:[3,4,14],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,25],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,26,27],high:[0,1,2,3,4,5,6,9,10,11,13,14,18,19,20,25,26],higher:[0,1,3,5,6,8,13,20,25,26,27],highest:[1,2],highli:[0,3,4,10,18,19,24,25,26,27],highwai:[0,26],hing:8,hint:[13,16,26],hip:18,hire:[0,25],hist:[4,6,7,22],histogram:[0,6,7,22,26],histor:[7,11],histori:[3,4,12],histplot:26,hit:[],hitherto:[5,27],hjorth:[23,25,26,27],hm6ay5ds6o0:[],hobbi:22,hoc:[5,26],hoff:24,hold:[1,3,6,13,14],holder:[0,25],holomorphic_grad:[2,13],home:[0,26],homepag:[20,25],homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,22,25],horizont:11,hors:[3,7],hot:[1,9],hour:[1,18,21,22,23,25],house_pric:26,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,26,27],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,22,25,26,27],hs:[],hspace:[0,4,8,10,22,25],hstack:[1,26],htf:[21,25],html:[0,7,11,17,18,20,21,23,24,25,26],http:[0,3,4,6,7,11,13,14,17,18,19,20,21,23,24,25,26,27],huang:[0,25],huber:[0,25],huge:[1,3,4,18],human:[0,1,3,6,9,12,25,26],humid:9,hundr:1,hungri:1,hybrid:21,hydrogen:[0,25],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,25,26,27],hyperplan:11,i0:[0,25],i1:[0,6,8,12,25,26],i2:[0,8,12,25],i3:[0,12,25],i5:[0,25],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,23,25,26,27],i_1:[5,6,27],i_2:[5,6,27],i_:13,ian:24,ic:1,id:[7,13],ida:[23,25],idea:[0,1,2,3,4,6,9,10,12,13,19,20,25,26],ideal:[0,2,6,8,13,22,25,26],idem:6,ident:[5,6,12,13,17,19,20,26],identical:27,identifi:[0,1,7,9,11,12,13,14,25,26],idum:[],ieor:22,ifft2:[3,4,14],ifft:[3,4,14],ifftn:[3,4,14],ifftshift:[3,4,14],ifi:24,ifs:[18,25],ignor:[0,1,3,9,26],ihfft:[3,4,14],ii:[19,22],iii:[19,25],ij:[0,1,3,6,8,12,14,16,19,20,22,25,26],ik:[0,19,25,26],illustr:[5,7,10,12,13,14,18,25],im:6,imag:[1,3,4,6,9,11,12,14,24,25],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,25,26],image_width:3,imageio:[6,20],imagenet:25,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,18,25],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,20,22,25,26,27],impli:[3,5,6,7,13,19,26,27],implicit:3,implicitli:[11,22],importantli:3,importerror:[3,4,14],impos:[0,6,11,12,25],imposs:[0,5,25,26],impress:[0,12,25],improv:[0,4,5,9,10,11,13,20,26],impur:9,imread:[6,20],imshow:[1,3,4,6,20],in1:[],in2:[],in3050:[24,25],in3310:25,in4080:[24,25],in4300:[24,25],in4310:24,in5400:3,in5550:24,in_out_neuron:4,inaccur:13,inacio:[],inact:12,inadequ:[0,25],inch:[6,26],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,18,20,22,23,24,25,26,27],include_bia:[6,9],inclus:17,incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,20,22,25,26,27],increasingli:22,ind:6,inde:[0,2,4,5,6,13,25,26],indefinit:4,indent:[],indentationerror:[],independ:[0,5,6,7,8,12,13,22,25,26],index:[0,1,3,4,10,14,18,19,22,24,25,26],index_col:[0,25],index_of:[],indic:[0,1,3,4,5,6,9,10,11,13,16,20,25,26],indispens:6,individu:[1,6,7,10,12,22,25,26],indu:[0,26],indx1:2,indx2:2,indx3:2,indx:19,ineffici:[3,13],inequ:[8,13],inequaltii:[],inertia:13,inf1000:[18,25],inf1100:[18,25],inf1100l:[18,25],inf1110:[18,25],inf3000:25,inf4490:[],inf5860:[],infeas:9,infer:[0,1,4,6,24,25],infer_nrow:[0,25],inferenc:1,infil:[0,6,7,9,25],infin:[5,6,7,11,26,27],infinit:3,infinitesim:22,influenc:[6,10],influenti:1,info:25,inform:[0,1,3,4,6,9,11,12,13,14,19,20,24,25],infti:[3,6,13,22],ingeni:13,ingrad:2,ingredi:[0,9,25],ingular:17,inher:6,inherit:[19,25],initi:[0,1,2,3,4,6,10,13,14,19,22,25],initial_epoch:[],initialis:[],initialize_root:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],inner:[0,13,26],innov:[],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,20,22,25,26,27],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,26],insert:[3,5,6,8,10,22,26,27],insid:[0,4,7,26],insight:[0,1,5,18,25,26,27],insist:[6,13,26],inspir:[0,1,12,25],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,25,26],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,19,20,22,25,26],institut:1,instruct:[0,1,15,16,25],int32:10,int64:26,int64index:25,int_0:22,int_:[3,6,22],int_a:22,intak:[0,26],integ:[1,2,13,14,19,22,25],integer_vector:1,integr:[3,6,22,25],intellectu:25,intellig:[0,14,24,25],intend:[10,25],intens:1,intention:14,interact:[0,6,9,12,18,20,25],intercept:[0,6,8,11,13,16,20,25],intercept_:[0,6,8,9,13,25,26],interchang:[5,12,19,27],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,18,20,22,25,26,27],interfac:[0,1,19,26],interior:[0,9,25],intermedi:[19,26],intern:[1,10,12],interpol:[1,3,4,6,12,20],interpr:[5,26,27],interpret:[0,1,3,4,6,9,10,12,13,14,17,19,20,22],interv:[0,3,5,6,7,13,20,22,25,26,27],intial:13,intract:[0,4,26],intrins:[3,11,19,22,25],intro:[18,24,25],introduc:[0,1,5,6,8,10,12,17,19,20,22,25],introduct:[1,2,4,13,17,24,26],introductori:[0,4,19,24,25,26],intuit:[0,5,6,8,12,13,20,25,27],inv:[0,5,13,25,26,27],invalid:[1,8],invalu:[0,13,15,18,25],invari:1,invd:[5,27],inver:8,invers:[0,3,6,13,15,16,17,20,25,26],invers_period:[],inverse_transform:8,invert:[0,5,7,10,13,25,27],invh:13,invok:[0,8,26],involv:[0,2,6,7,11,12,26],io:[0,17,18,20,21,23,24,25,26],iomanip:[],iostream:[],ip:[0,8,22,25],ipca:11,ipykernel_16145:1,ipykernel_16213:6,ipykernel_16261:13,ipykernel_16293:25,ipykernel_19350:20,ipykernel_20528:[],ipykernel_20614:[],ipykernel_20669:[],ipykernel_20702:[],ipykernel_41811:[],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:[],ipykernel_65914:[],ipykernel_9414:[],ipykernel_94478:[],ipykernel_94529:[],ipykernel_94582:[],ipykernel_96694:[],ipynb:[18,25],ipython:[0,5,7,9,11,14,15,18,20,25,26],iq:6,irfft2:[3,4,14],irfft:[3,4,14],irfftn:[3,4,14],iri:[8,9],irreduc:6,irrelev:[5,26],irrespect:[0,25],is_integ:[],isbox:[2,13],iscomplexobj:[],isinst:[],isn:[5,27],isnul:[0,26],isomap:11,isotop:25,issu:[1,3,4,9,14,19,26],it_arrai:13,item:[0,13,25],items:[19,25],iter:[1,2,4,6,7,8,11,13,14,22],itr:[],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,27],itself:[5,6,12,20,22,26,27],ix:[],j1:19,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,19,20,22,24,25,26,27],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknavg:[],jackknif:[6,18,25],jackknstd:[],jackknvar:[],jackknvec:[],jacobian:[2,13],jacobian_shap:2,jakobsen:[23,25],jargon:[],jason:4,jax:[3,4,14,18,25],jaxlib:[3,4,14],jensen:[23,25,26,27],jerom:[20,24],jhfgq77fpq:[],ji:[12,19],jit:13,jj:[0,5,6,25,27],jk:[0,1,6,12,19,25],jl:[0,25],jm:19,jnp:[3,4,13,14],joao:[],joaogca:[],job:[2,8,10],join:[0,4,6,7,9,25,26],joint:[4,5,27],journal:[],judg:13,judgement:[6,20],julia:[18,19,20],jump:[20,22],junk:4,jupit:25,jupyt:[0,15,18,20,24,25],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,22,25,26,27],justif:[0,25],justifi:[3,10],jy:[],jydg2xzka5:[],k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,18,19,20,22,23,25,26],kaggl:[6,20],kappa_d:22,karim:[],karl:[23,25],karlsen:[],karush:8,kate:25,katrin:[23,25],keep:[0,1,4,5,6,11,13,14,19,20,25,26,27],keepdim:[1,6,10,19],kei:[0,1,3,6,12,26],kept:[4,6,14],kera:[0,4,18,20,25],kernel:[0,1,3,18,25,26],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,25],kevin:[24,25],keyboardinterrupt:2,keyerror:[],keyword:[6,13,19,20,25],kfold:6,kg:1,ki:19,kick:[1,13],kiener:2,kilomet:[6,26],kind:[0,2,3,4,8,12,13,14,25,26],kj:[6,12,19,26],kjm:[18,25],kkt:8,kktsolver:[],kl0m3:[],kl:22,km:[12,25],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,18,25,26,27],knowledg:[0,18,25],known:[1,3,4,5,6,7,8,9,12,19,20,22,24,26,27],kondev:[0,25],kp:22,kpca:11,kroneck:14,kuhn:8,kutz:[],kvalsund:[23,25],kwarg:[0,2,13,25],kwd:[0,25],kwown:[0,25],l0:7,l1:[0,1,3,7,25],l1_l2:[1,3],l1regl:5,l1regls_mosek2:[],l1regls_mosek:[],l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,19,20,22,25,26],l_1:7,l_2:[7,13],l_:19,l_j:12,la:13,la_i:12,la_k:12,lab:[18,20,25],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,18,19,20,22,25,26,27],label_prob:[],labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1,26],laboratori:[21,26,27],lack:[0,25],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,20,22,25,26,27],lambda_0:11,lambda_1:[5,8,11,26],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,26],lamda:1,lamdbda:[],land:[0,8,26],landmark:8,landscap:13,langl:[0,6,11,22,25,26],languag:[0,1,4,8,15,18,19,20,24,25],lapack:[19,25],laplac:[5,27],laptop:18,larg:[0,1,2,4,5,6,8,9,10,11,13,15,18,19,20,22,24,25,26],larger:[0,3,5,6,8,10,11,13,17,22,25,26,27],largest:[4,8,11],lasso:[0,7,18,25],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,17,19,20,22,23,25,27],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15,18,20,25],latest:[4,18],latest_checkpoint:4,latex:25,latter:[0,3,6,7,8,11,13,16,19,20,22,25,26],lattic:12,law:[0,25],lax:[3,4,14],layer:[0,4,13,14,25],lbfg:[7,9,10,11],lcc:[5,6,27],lda:11,ldot:[0,6,11,20,25],le:[5,7,10,13,17,22,26,27],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,19,22,25,26,27],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,19,21,23,24],learnabl:3,learner:10,learnig:25,learning_r:[8,10],learning_rate_init:[0,1,25],learning_schedul:13,learnt:20,least:[0,2,7,8,10,11,15,16,17,18,19,22],leat:13,leav:[0,1,3,5,6,9,11,25,27],lectur:[0,1,5,10,11,12,13,15,17,18,19,20,21,23,24],lecturenot:[0,17,18,20,24,25],lecturenovember11:[],lecturenovember12:[],lecturenovember19:[],lecturenovember25:[],lecturenovember26:[],lecturenovember4:[],lecturenovember5:[],lectureoctober14:[],lectureoctober15:[],lectureoctober1:[],lectureoctober21:[],lectureoctober22:[],lectureoctober28:[],lectureoctober29:[],lectureoctober7:[],lectureoctober8:[],lectureseptember10:[],lectureseptember16firstpart:[],lectureseptember16secondpart:[],lectureseptember17:[],lectureseptember23:[],lectureseptember24:[],lectureseptember2:[],lectureseptember30:[],lectureseptember3:[],lectureseptember9:[],lecturethursdayaugust26:[],lecturethursdayaugust27:[],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,25,26,27],len:[0,1,2,3,4,5,6,8,9,10,11,12,19,25,26,27],len_index:[0,25],length:[0,1,2,3,4,8,9,13,16,18,25,26],length_of_sequ:4,leq:[0,5,7,8,13,14,17,22,25,26,27],less:[0,1,3,4,5,6,8,9,13,18,22,25,26,27],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,22,25,26,27],letter:[0,16,19,22,25,26],level:[0,1,5,6,9,18,19,20,21,23,25,26],li:[8,11,25],lib:[0,1,2,3,4,6,7,8,11,13,14,25,26,27],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,19,20,22,24,26,27],licens:[0,1,3,4,14,15,18,20,25],lie:[0,6,11,22,26],life:[0,1,8,12,25],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,18,19,20,22,25,26,27],likelihood:[0,1,5,9,25,26],lim_:22,lima:[23,25],limit:[0,5,6,7,8,11,12,19,20,25,26],lin_clf:8,lin_model:[0,26],lin_reg:9,linalg:[0,2,3,4,5,6,8,11,13,14,19,22,25,26,27],line1:8,line2:8,line2d:13,line3:8,line:[0,2,3,4,6,8,9,10,11,13,14,15,20,25,26,27],linear:[1,3,5,6,7,9,10,11,12,17,18,20,22],linear_model:[0,5,6,7,8,9,10,11,13,25,26,27],linear_regress:6,linear_util:[3,4,14],linearli:[5,26],linearloc:[6,13,20],linearregress:[0,6,7,9,25,26],linearsvc:8,lineat:27,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10,20],link:[0,4,9,12,18,20,23,25],linlag:[5,27],linpack:[19,25],linreg:[0,25],linspac:[0,2,3,4,6,8,9,10,13,15,16,19,22,25,26],linu:4,linuek:[],linux:[0,1,15,18,20,25],liquid:[0,25],list:[0,1,2,3,4,9,18,20,25,26],listcomp:2,listedcolormap:[9,10],lite:[3,4,14],lite_const:[3,4,14],literatur:[1,7,14,24],littl:[1,3,9,12],live:8,ll:[0,22,25,26],llc:[3,4,14],lle:[0,26],lloyd:[4,14],lmb:[0,2,5,6,27],lmbd:[0,1,3,25],lmbd_val:[0,1,3,25],lmbda:13,ln:[1,13],lo:[],load:[0,1,4,6,7,9,10,20,26],load_boston:[0,26],load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10,25],local:[0,1,2,3,7,12,13,25,26],locat:[2,3,8],lock:[],log10:[0,5,6,27],log1p:[],log:[0,1,2,3,4,5,6,7,9,10,11,13,14,19,20,25,26,27],log_:[0,25],log_clf:10,logarithm:[0,5,7,19,25,27],logbook:20,logic:[0,1,9,25],logist:[0,1,2,8,9,10,11,12,13,18,26],logistic_predict:[],logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6,25,27],longer:[2,3,8,10,14,19,22,25],loocv:6,look:[0,1,2,3,4,5,6,7,8,9,10,11,13,19,20,22,25,26,27],lookup:[3,4,14],loop:[1,4,6,10,12,14,18,19,25],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,19,20,25,27],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,26],low:[0,6,9,10,11,20,25,26],lower:[0,1,3,6,9,10,16,19,26],lowercas:[19,25],lowest:[9,13,22],lr:[1,3,4,10],lstat:[0,26],lstm:4,lstm_2layer:4,lstsq:[0,25,26],lt:6,lu:[0,3,4,5,14,25,26],lubksb:19,luckili:2,ludcmp:19,lux:19,lvert:1,lw:[0,25],m:[0,1,2,3,5,6,8,9,10,11,12,13,19,21,22,23,24,25,26,27],m_1:14,m_:[9,12],m_h:[0,25],m_k:14,m_l:12,m_n:[0,25],m_p:[0,25],m_t:13,ma:11,mac:[3,4,14],machin:[1,3,4,5,6,7,9,10,11,12,14,15,19,21,24,26],machinelearn:[0,6,17,18,20,21,23,24,25,26],machinelearningmurphi:[],mackai:24,made:[0,1,3,4,5,6,7,9,11,12,20,25,26],mae:[0,25],magic:4,magnitud:[1,6,7,13,26],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,19,20,22,26,27],mail:[21,23],main:[0,1,3,4,5,6,7,9,19,20,24,25,26],mainli:[0,5,6,7,9,25,26,27],maintain:[6,26],major:[1,6,9,10,13,19,25],make:[1,2,3,4,5,6,7,8,11,12,13,18,19,20,22,24,27],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,26],make_vjp:[2,13],makedir:[0,6,7,9,25,26],makeplot:[0,25],malcondit:19,malign:[1,7,9],mammographi:[5,27],manag:[0,2,3,15,18,20,25],mandatori:[23,25],mani:[0,1,3,4,5,6,7,8,9,11,13,14,18,19,20,22,24,25,26,27],manifold:11,manner:3,manual:[6,26],map:[0,1,2,3,4,6,7,8,11,12,14,20,22,25],margin:[0,5,8,25],mari:[],marit:[0,25],mark:25,marker:[0,7,19,25,26],markov:[18,25],marsaglia:22,mask:[],mass:[0,1,5,13,26],massag:[0,25],masses2016:[0,25],masses2016ol:[0,25],masses2016tre:0,masseval2016:[0,25],master:[6,20,21,23,25],mat1100:[18,25],mat1110:[18,25],mat1120:[18,25],mat3155:[],mat4155:[],mat:[18,25],match:[0,1,4,5,13,14,25,26],materi:[4,5,7,13,17,19,23],math:[3,7,12,13,19,22,24,25],mathbb:[0,4,5,6,7,8,11,12,13,14,17,19,20,22,25,26,27],mathbf:[0,5,6,7,8,13,19,20,25,26,27],mathcal:[1,5,6,7,13,20,27],matheemat:3,mathemat:[0,6,11,12,13,17,18,19,22,24,25],mathemati:25,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,20,22,25,26,27],matmul:[1,2,5,27],matmul_adjoint_1:[],matmul_vjp_0:[],matmul_vjp_1:[],matnat:24,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,26,27],matplotlibdeprecationwarn:[6,13,20],matric:[0,1,3,4,6,7,8,11,13,16,17,18,26],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,20,22],matshow:1,matter:[2,3,13,26],max:[0,1,2,3,4,9,10,12,13,23,25],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13,25],max_iter:14,max_leaf_nod:10,max_queue_s:[],max_sampl:10,maxdegre:[0,6,10,26],maxdepth:10,maxim:[1,4,5,7,8,11,27],maximum:[0,1,2,3,5,7,8,9,10,13,14,25,26],maxpolydegre:[5,6,27],maxpooling2d:3,mbox:[5,6,20,26,27],mc:[],mccorduck:25,mcculloch:12,mcint:[],mcintsqr2:[],md:[11,20],mdoel:4,mdyt6uwokt0:[],mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,22],mean_absolute_error:[0,25],mean_divisor:14,mean_i:22,mean_matrix:14,mean_squared_error:[0,4,6,7,10,25,26],mean_squared_log_error:[0,25],mean_vector:14,mean_x:22,meaning:[0,4,7,25],meansquarederror:[0,25],meant:[2,3,7,10,13],meantempvec:[],meanvec:[],measur:[0,1,2,5,6,9,11,12,14,20,22,25,26,27],mechan:[0,4,22,25],median:[0,25,26],medicin:12,medium:[4,8,13],medv:[0,26],meet:[0,23],mehta:[0,25,26,27],memori:[3,4,11,12,13,19,25],mention:[0,12,13,20,22,25],mere:[0,15,25],mersienn:[],meshgrid:[2,5,6,8,9,10,11,20,26],messag:[5,13],messi:2,met:[0,3,8,25,26],metadata:2,meteorolog:9,meter:[6,26],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,22,24,25,26,27],metion:[6,20],metric:[0,1,3,4,6,7,9,10,14,15,16,25,26],metropoli:[18,25],mev:[0,22,25],mgd:13,mglearn:[18,25],mgrid:13,mhjensen:[1,2,3,4,6,7,8,11,14,26],mi:10,mia:[23,25],michigan:[25,26,27],microsoft:24,mid:1,midel:4,midnight:[16,17],midpoint:9,might:[0,1,2,4,6,9,13,26],mild:9,miller:[],millimet:[6,26],million:[0,25,26],mimic:12,min:[0,2,5,8,9,25],min_:[0,2,5,14,17,25,26,27],min_samples_leaf:9,mind:[0,6,13,20,25,26],mindboard:4,mine:[18,25],mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,11,13,14,25,26,27],minim:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,26,27],minima:[0,1,7,13,25],minimum:[0,1,2,6,8,9,11,13,26],minmaxscal:[0,26],minor:[6,13,20,22],minst:1,minu:7,mirror:9,misc:[6,20],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10,26],mistak:4,mit:24,mix:[1,2,25],mixtur:13,mk48pfcxgyk:[],mk:[9,19],mkdir:[0,6,7,9,25,26],ml:[0,1,10,13,19,20,26],mlab:22,mle:[5,7],mline:[],mlir:[],mlir_graph_optimization_pass:[],mlp:1,mlpclassifi:1,mlpregressor:[0,25],mm:19,mn:[12,22],mnist:[1,11],mod:22,mode:[21,23,25],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,20,22,24,26,27],model_select:[0,1,3,5,6,7,9,10,11,25,26,27],modelanalyz:[3,4,14],moder:10,modern:[0,6,7,18,25],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,25,26,27],modul:[0,3,4,7,11,14,19,25,27],modular:22,modulenotfounderror:[],modulo:22,moe:[11,26],moment:[5,6,13,22,27],monitor:13,monoton:[5,12,22,27],mont:[0,6,18,22,24,25],montecarlocycl:[],moor:[5,6,27],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,22],moreov:[0,3,25],morten:[23,25,26,27],mortenimac:[],mosek:[],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,20,22,25,26,27],mostli:[1,11],motion:[0,13,25],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,20,22,25,26,27],mp4:[],mpl:[0,7,25],mpl_toolkit:[2,6,13,20],mplot3d:[2,6,13,20],mplregressor:1,mse:[0,4,5,6,9,10,15,16,17,20,25,26,27],mse_simpletre:10,mselassopredict:[5,27],mselassotrain:[5,27],mseownridgepredict:6,msepredict:[5,27],mseridgepredict:[0,5,6,27],msetrain:[5,27],msg:[0,25,26],msle:[0,25],mt19937_64:[],mt:[7,12],mu0:22,mu1:22,mu2:22,mu:[0,6,11,13,22,25],mu_1:26,mu_:[6,22,26],mu_i:[6,26],mu_n:11,mu_x:22,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,19,20,22,25,26,27],mul:[],multi:[0,1,3,7,18,25,26],multiclass:[1,7],multidimension:[11,12,25],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,22,26],multipli:[2,3,5,6,11,13,19,22,26,27],multiplum:8,multivari:[0,2,10,11,18,22,25],multivariate_norm:[11,14],murphi:[11,24,25,27],must:[0,1,2,5,6,8,10,12,13,14,22,25,26],mutat:7,mutual:[1,3,6,13],mx_:22,myenv:[0,1,2,3,4,6,7,8,11,13,14,25,26,27],myriad:[0,15,18,25],mz1:22,mz2:22,n1:19,n2:19,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,19,20,22,25,26,27],n_0:[12,22],n_:[1,2,3,8,12,22],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:[0,1,25],n_i:22,n_input:[0,1,3,26],n_instanc:9,n_iter_i:[7,11],n_job:10,n_k:14,n_l:[12,22],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:[0,25],naiv:7,naive_kmean:14,najafi:[23,25],nall:[0,25],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,18,19,20,22,23,25,26,27],nameerror:[6,10,15,20],namespac:[3,4,14],narrow:13,nary_f:[2,13],nary_op_arg:[2,13],nary_op_kwarg:[2,13],nary_oper:[2,13],nation:[1,5,26,27],nativ:[18,25],natur:[0,1,4,8,9,12,13,20,22,24,25],navier:12,nb:22,nb_:19,nbconvert:25,nboot:[],nd:14,ndarrai:[2,6],ndef:13,ndim:[],ne:[9,10,19,22,26],ne_xcl2ctm0:[],nearest:[1,3,6,11],nearli:13,neat:25,neccesari:6,necess:2,necessari:[0,1,3,4,8,14,25],necessarili:[0,4,11,22,25],necesserali:[5,27],neck:7,need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,22,26,27],neg:[0,1,3,5,6,7,10,13,19,22,25,27],neg_mean_squared_error:6,neglect:22,neglig:22,neighbor:[3,6,11],neither:[4,13],neq:[13,14,22],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[19,25],network:[0,9,13,18,24,26],neural:[0,13,18,24,26],neural_network:[0,1,2,25],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,25],neutron:[0,25],never:[1,4,6,9,22],new_box:[2,13],new_chang:13,new_hobbit:25,new_root:[2,13],new_trac:[2,13],new_tracing_count:[],newaxi:[0,3,6,9],newli:[0,25],newton:[1,7,8,13,22],next:[0,1,2,3,4,5,6,8,9,13,14,25,26,27],next_guess:13,next_input:4,nf8_grad:13,nfrom:13,ng:1,ngini:9,ni:14,nian:[],nice:[0,1,5,11,25,26,27],nichola:[],nicholaskarlsen1102:[],nimport:13,niter:13,nitric:[0,26],nlambda:[0,5,6,27],nlevel:[],nlp:24,nm:22,nm_n:[0,25],nmse:6,nn:[2,5,6,12,19,27],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,20,25,26,27],noise_dimens:4,noisi:[1,6,20],non:[0,1,3,5,6,7,9,10,11,12,13,14,19,20,22,25,26,27],none:[0,1,2,3,4,5,9,10,13,14,22,25,26,27],nonlinear:[3,6,8,9,11,12],nonneg:[6,9,13],nonparametr:6,nonsens:22,nonsingular:19,nonumb:[3,7,8,13,19],noqa:[3,4,14],nor:[1,4,13],norm:[0,1,5,6,8,11,13,17,25,26,27],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,22,25,26,27],normali:[19,25],normalize_kwarg:[],norvig:25,norwai:[6,20,25],notat:[0,2,5,6,13,14,22,25,26,27],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,18,19,20,22,24,25],notebook:[0,1,3,9,15,18,20,25],notesexercise5week452022:25,noth:[1,2,5,8,12,14,22,26,27],notic:[4,5,12,13,19,22,25,27],notimplementederror:2,notion:3,notrace_primit:[],novel:[3,6,10],novemb:[1,21,23,25],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,18,19,20,22,25,26],nowadai:[0,1,3,9,18,25],nox:[0,26],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,19,20,22,25,26,27],npr:2,nprint:13,nsampl:[6,9],nspin:[],nt:2,nthi:[0,25],ntrained_model:6,nu:22,nuclear:[5,26],nuclei:[0,22,25],nucleon:[0,25],nucleu:[0,25],num:4,num_allow_arg:[0,25],num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_output:[],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,25,27],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,18,19,24,25,26,27],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,22,26,27],numpy_box:2,numpy_rank_promot:[3,4,14],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,26],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:22,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,19,23,24,25,26],obei:[6,11,13,26],object:[0,1,2,4,6,8,10,13,19,25,26],objsens:[],obliqu:[5,26],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,22,27],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,19,20,22,25,26,27],obviou:[5,6,11,22,26],obviouli:25,obvious:[0,4,5,6,19,25,27],oc:26,occupi:[0,26],occur:[0,6,8,9,19,22,25],octob:[21,23,25],od:0,odd:[0,3,7,25,26],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,22,27],offer:[6,11,18,19,21,23,25],offic:[23,25],offici:[21,25],ofil:[],ofstream:[],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,22,25,26],ofter:[19,25],oh6i_oscwpc:[],ol:[0,13,15,16,17,25,26],old:[1,5,10,13,27],ols_sk:6,ols_svd:6,olsbeta:[0,5,27],olxksel3p4a:[],omega:[2,3,6],omega_0:3,omit:[0,5,25,26,27],on_train_batch_begin:[],onc:[1,6,9,11,13],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,18,19,20,22,23,25,26,27],oneapi:[],onednn:[],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,19,20,25,26,27],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,26,27],onlin:[11,21],onto:[5,11,26],op_nam:[],opbdi:[],open:[0,1,4,6,7,9,15,18,20,21,23,25],oper:[0,1,3,4,5,6,10,11,12,13,14,15,18,22,25,26,27],operation:22,ophint:[3,4,14],oplu:22,opmiz:13,opportun:[0,25],oppos:[6,13],opposit:[1,5,8,26],opresolvertyp:[3,4,14],opt:[1,5,25,27],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,20,27],optimis:[1,3],optimizer_v2:[],option:[0,1,3,5,6,7,8,11,19,20,26,27],optionalxlacontext:[],optmiz:[1,8,13,26],oral:25,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,19,20,22,25,26,27],ordinari:[0,2,3,7,11,13,15,16,17,18],oreilli:24,org:[0,3,4,7,11,18,19,24,25],organ:[6,7,10,19],orient:[1,5,22,26,27],origin:[0,3,5,6,8,11,12,13,19,25,26],orthogn:[5,26],orthogon:[0,5,6,8,11,13,17,19,25,26,27],orthonorm:[5,26,27],os:[0,1,4,5,6,7,8,9,23,25,26,27],oscar:1,oscil:[3,13],oslo:[0,15,18,20,21,23,25,26,27],osx:[0,15,18,20,25],other:[0,1,2,3,5,6,7,8,10,13,14,15,18,20,21,22,23,24,27],otherwis:[0,1,4,7,13,19,25,26],ouput:[5,7,12,27],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,20,22,27],ourmodel:0,ourselv:[0,5,6,8,11,13,25,26,27],out1:[],out2:[],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,18,19,20,22,25,26,27],out_fil:9,outcom:[0,7,9,10,12,22,26],outdoor:9,outer:[6,12,13],outfil:4,outfilenam:[],outgrad:2,outlier:[0,8,25,26],outlin:[6,10,11],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,19,20,22,25,26,27],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:[0,1,3,4,5,6,9,10,12,13,19,20,25,26,27],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,25],overfit:[0,1,3,6,9,10,13],overflow:[1,5,27],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,19,25,26],overst:[0,25],overtrain:4,overview:3,own:[4,5,6,8,12,13,18,19,20,27],owner:[0,26],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6],ownypredictridg:0,ownytilderidg:0,oxid:[0,26],oyvinssc:[],p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,19,22,25,26,27],p_:[2,4,8,9],p_hidden:2,p_i:[5,22,27],p_j:22,p_n:22,p_output:2,p_x:22,pack:[0,25],packag:[0,1,2,3,4,5,6,7,8,11,13,14,15,18,20,22,26,27],pad:[3,4],page:[0,18,25],pai:[0,1,9,13],pair:[0,2,3,9,18,22,25,26],pamilla:25,panda:[0,4,5,6,7,9,11,15,18,20,27],panel:25,paper:1,paradigm:[0,25],parallel:[3,4,10,13,14,18,19,25],param:2,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,20,22,27],parameter:[0,6,10,20,25,26],parametr:[0,6,15,16,25,26],paramt:[3,5,27],parent:2,parent_argnum:2,park:[],parser:[0,25],part:[0,1,3,5,6,10,17,19,21,22,23,25,27],partial:[0,1,3,4,5,6,7,8,10,11,12,13,14,16,22,25,26,27],partialmethod:[3,4,14],particip:[18,21,23,25],particl:[0,4,13,22,25],particular:[0,1,2,3,5,6,9,10,11,12,13,16,20,22,24,25,26,27],particularli:[5,6,8,11,13,22,26],partit:[1,4,9],partli:[6,25],pass:[2,3,12,14],password:20,past:[10,22],patch:[6,22],path:[0,4,6,7,9,15,18,25,26],patient:7,patter:4,pattern:[0,3,4,12,21,24,25],pauli:[0,25],pc:[11,18],pca:[0,7,18,25,26],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11,25,26,27],pde:2,pdf:[0,3,4,5,6,9,20,24,25,27],pedagog:[0,25,26],penal:[6,26],penalti:[6,13,20,26],penros:[5,6,27],pentagon:13,peopl:[0,1,9,13,18,26],per:[0,1,6,21,23,25,26],percentag:[0,10,11,23,26],perceptron:[0,1,7,25],peregrin:25,perfect:[0,1,13,25],perfectli:[4,6],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,18,19,20,22,25,26,27],performac:4,perhap:[0,5,13,25,26,27],perimet:[1,9],period:[1,4,22],permut:11,persist:13,person:[5,6,7,21,23,25,26,27],perspect:24,pertin:12,petal:[8,9],peter:24,petersen:[],phantom:22,phase:[6,12],phawkin:[3,4,14],phenomena:22,phi:8,phi_k:8,philip:[],philosophi:13,phone:[23,25],photo:4,phrase:[0,25],physic:[0,1,4,7,12,13,22,23,24,25,26,27],pi:[2,3,5,6,7,9,12,13,22,27],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,25],pie:[18,25],piec:[11,14],pillow:[0,15,18,20,25],pinv:[5,6,13,26,27],pip3:[0,1,15,20,25],pip:[0,1,15,18,20,25],pipelin:[0,6,8,10,26],pippin:25,pit:4,pitfal:[6,26],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,19,20,25],plai:[0,3,4,5,6,8,11,18,25,26,27],plain:[8,10,12,13,14],plan:[6,9,23,24,25],plane:[8,9],plateau:[5,27],platform:[18,25],plausibl:12,pleas:[3,4,6,7,11,13,14,20,23,25,26],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,22,25,26,27],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:[2,6,13,20],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],plu:[0,3,5,7,25,26,27],pm:8,pmatrix:2,pml:24,pn:3,png:[0,4,6,7,9,25,26],pocketfft:[3,4,14],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,20,22,23,25,26],point_1:4,point_2:4,poisson:[18,22,25],poli:[6,8],pollut:[3,4,14],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:[0,5,6,10,26,27],polygon:13,polym:12,polymi:20,polynomi:[0,5,6,7,8,9,10,11,15,16,17,20,25,26],polynomial_featur:6,polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,26],polytrop:[0,6,25],pool:3,pool_siz:3,poor:[1,13],poorli:[0,26],pop:2,popul:[0,5,25,26,27],popular:[0,1,3,6,7,8,9,11,12,15,18,19,20,22,25,26],popularli:[0,25],portabl:10,portion:[11,13],pose:[0,4,5,6,11,22,25],posit:[0,1,2,3,5,7,8,10,11,13,14,17,19,22,25,26,27],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,18,19,20,22,23,25,26,27],posterior:[5,27],postpon:[0,25,26],postscript:20,postul:[5,27],potenti:[0,3,5,6,12,13,25,26,27],potr:[],potrf:[],pott:12,power:[0,1,5,6,8,9,12,13,25,26],pp:[5,6,27],practic:[0,5,6,7,8,20,22,26,27],practition:[0,1,3,25],pre:25,preced:[1,11,12,22],preceed:4,preceq:8,precis:[0,2,5,11,13,19,20,22,25,26,27],pred:6,predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,18,20,24,25,26,27],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11,25,26],prefer:[0,1,6,8,9,11,13,15,18,20,25],prepar:[0,6,19,20,25,26],preprocess:[0,4,6,7,8,9,10,11],prerequisit:0,prescript:20,presenc:13,present:[0,5,6,7,9,12,13,19,20,22,25,26,27],preserv:[3,11,19],press:[13,24],pretrain:[1,4],pretti:[0,4,8,9,15,18,20,25],prev_centroid:14,prevent:[13,22],previou:[0,1,2,3,4,5,6,8,10,11,12,13,19,20,22,26],previous:[2,3,9,10,22],price:[0,4,9,13,26],primal:8,primari:[0,7,25],prime:22,primit:2,primitive_batch:[3,4,14],princip:[0,5,7,18,25,26],principl:[0,6,7,8,14,25],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,19,22,25,26,27],print_funct:[8,9],printout:[0,25],prior:[0,5,6,25,26,27],privat:[0,25],prob:[1,22],probabilist:[0,24,25,26],probabl:[0,1,3,4,6,7,10,13,18,25,26],problem:[0,3,4,5,6,7,8,9,10,11,12,14,16,17,18,19,20,22],probml:24,proce:[0,5,6,7,8,9,10,11,13,19,25,26,27],procedur:[2,4,5,6,8,10,11,13,20,26],proceed:19,process:[0,2,4,6,9,10,12,13,15,18,19,20,22,24,25],prod:24,prod_:[1,5,7,27],produc:[0,3,4,5,6,9,10,11,12,13,18,19,20,22,25,26,27],product:[0,1,3,5,6,7,8,12,13,16,18,19,25,26,27],profess:[0,25],program:[0,1,4,5,6,8,12,14,15,16,18,19,21,22,23,25,26],programm:19,progress:[1,4,14],prohibit:6,project1:[6,20],project:[0,1,2,3,5,11,13,17,18,21,23,26,27],project_root_dir:[0,6,7,9,25,26],promin:12,promis:8,promot:[23,25],prone:9,pronounc:[13,18,25],proof:[0,11,12,13,25],propag:[2,3,13],proper:[0,2,6,7,20,25],properli:[1,6,8,10,13,20],properti:[0,1,3,12,13,16,19,25],proport:[0,1,5,9,11,13,16,22,25,26],propos:[1,4,6,10,20,25],propto:[5,13,27],protect:[],protobuf:[],proton:[0,25],prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,18,19,20,22,25,26,27],proxi:[1,13],prune:9,pseudo:[19,22],pseudocod:20,pseudoinv:[5,27],pseudoinvers:[5,6,27],pseudorandom:[6,22],psycholog:[0,25],pt:13,ptratio:26,punish:[0,1,25],pure:[3,9,22],purest:9,puriti:9,purpos:[0,3,10,12,14,25,26],put:[1,25],putarow:[],putboundslic:[],putclist:[],putobjsens:[],putqobj:[],py:[0,1,2,3,4,5,6,7,8,11,13,14,20,25,26,27],pycod:25,pydata:18,pydot:9,pyhton2:25,pylab:[0,7,25],pylint:[3,4,14],pypi:18,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],pythagora:[5,27],python2:[0,15,20,25],python3:[0,1,2,3,4,6,7,8,11,13,14,15,18,20,25,26,27],python:[1,2,3,4,5,6,8,11,12,13,14,16,20,22,26],pytorch:[0,18,20,25],pywrap_tf:[],q:[5,6,8,11,22,26],qn_bavhmd8u:[],qp:8,qquad:[2,11,13,19],qr:[5,6,19,26],quad:[1,13,19],quadrat:[0,8,9,13,15,16,25],qualit:[4,9,20,22],qualiti:[0,9,15,16,18,25,26],quantifi:1,quantil:10,quantit:[0,6,9,20,25],quantiti:[0,2,5,6,7,9,10,11,12,14,16,19,22,25,26,27],quantum:[4,12,24,25],quartil:[0,26],quench:5,queri:9,question:[0,5,6,9,11,12,13,20,23,25,26,27],qugan:4,quick:[4,22],quick_execut:[],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12,26],quot:[4,25],r2:[0,5,6,25,26,27],r2_score:[0,25,26],r2score:[0,25],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,26,27],r_1:9,r_2:9,r_j:9,r_m:9,rad:[0,26],radial:[0,8,12,26],radioact:22,radiu:[0,1,9,26],rag:2,rain:9,rais:[0,2,13,25,27],ramp:1,ran0:22,ran1:22,ran2:22,ran3:22,rand:[0,4,5,6,9,10,13,15,16,19,25,26,27],rand_max:[],randint:[6,9,13],randn:[0,1,2,5,6,9,11,13,15,16,25,26,27],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,18,19,20,25,26,27],random_devic:[],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11,26],randomforestclassifi:10,randomli:[1,6,9,13,14],randomnumbergener:[],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,19,22,25,26,27],rangl:[0,6,11,22,25,26],rangle_x:22,rank:[5,26],rankdir:4,raphson:[1,8,13],rapidli:[0,25],rare:[1,13,25],rate:[0,1,2,3,4,8,9,10,12,13,26],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,22,25,26,27],ratio:[4,7,9,10,11],rational:[0,25],ravel:[5,6,7,8,9,10,11,13,19,26],raw:3,raw_df:26,rbahrf:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,22,26],rcond:[0,25,26],rcparam:[0,1,3,7,8,9,10,22,25],rd:[],rdbj50lv3go:[],re:[2,4,13],reach:[1,4,5,6,7,9,10,11,12,13,14,27],read:[0,2,3,4,5,6,7,8,11,12,16,19,20,21,22,24,27],read_csv:[0,6,7,9,25,26],read_fwf:[0,25],reader:[0,6,19,22,25,26],readi:[0,1,5,6,8,10,11,12,19,20,25,27],readili:1,readthedoc:18,real:[0,1,2,4,7,10,11,12,13,19,26],real_loss:4,real_output:4,realist:8,realiti:22,realiz:[1,12],realli:[0,1,25],rearrang:13,reason:[0,1,3,4,10,13,24,25],reassign:1,rebuild:[],recal:[5,6,9,10,11,12,19,22,25,26,27],recalcul:[],recast:3,receiv:[1,3,10,12,22],recent:[0,2,3,4,6,9,10,13,14,15,20,24,25,27],recept:[3,12],receptive_field:3,recip:[0,6,7,19,20,25,26],reciproc:[5,27],recogn:[0,4,5,10,25,27],recognit:[0,1,3,12,21,24,25],recommend:[0,2,3,4,5,6,8,13,15,18,19,20,24,27],reconsid:9,reconstruct:11,record:[10,20,21,23,25],recreat:[],rectangl:[9,13],rectangular:[5,26],rectifi:[1,3,12],recur:[0,18,25],recurr:[0,1,18,25],recurs:[9,18,19,25],recycl:[],red:[0,3,4,6,8,9],redefin:[0,10,25,26],redefinit:27,reduc:[1,3,5,6,9,10,11,13,25,27],reduct:[0,10,11,18,22,25,26],refer:[0,1,2,3,5,6,7,11,12,13,14,19,20,24,25,26],referenc:2,refin:12,refit:6,reflect:[0,1,4,5,20,22,25],refresh:[18,25],refreshprogrammingskil:25,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12,20],regist:[6,20,22],reglasso:[5,27],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,18,19],regressor:[0,7,10,25],regridg:[0,5,6,27],regular:[0,3,4,5,6,7,9,13,17,23,25,26,27],regularis:6,reilli:[0,15,24,25],reinforc:[0,8,18,25],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,22,25,26],relat:[0,1,3,4,5,11,13,14,19,22,25,27],relationship:[0,4,9,25],relativeerror:[0,25,26],releas:[1,6,13,18,20,25],relev:[0,1,5,7,11,15,18,20,22,25],reli:[0,3,4,6,8,14,25],reliabilti:20,reliabl:[7,22],relu:[3,4],remain:[1,2,4,6,12,19,22,26],remaind:22,reman:2,remark:1,rememb:[0,8,13,19,20,25],remind:[0,5,11,13,19,22,26,27],remov:[0,4,5,6,25,26],render:[0,25,26],reorder:[5,7,26,27],reorgan:[0,25],repeat:[0,1,3,4,5,6,9,10,11,13,14,19,20,22,25,27],repeated:25,repeatedli:[0,6,10,13],repet:3,repetit:[6,25,26],rephras:13,replac:[0,1,3,4,5,6,10,12,14,15,16,18,20,25,26,27],replica:6,repo:20,report:25,reportexampl:20,repositori:[0,4,20,25,26],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,22,25,26,27],represent:[0,1,3,6,22,25],representd:3,reproduc:[0,5,6,9,12,15,16,18,20,22,25,26],repuls:[0,25],request:[0,13,25],requir:[0,1,3,4,5,6,8,9,11,12,13,17,19,25,26,27],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,20],resampl:[0,7,10,18,25,26],rescal:[0,11,12,26],rescu:[5,27],reseach:[6,20],research:[0,4,13,18,24,25],resembl:[6,22],reserv:[1,5,6,22,27],reset:[],reshap:[0,1,2,3,4,6,8,9,10,15,16,19,25,26],residenti:[0,26],residu:[0,5,13,25],resiz:[5,26],resourc:25,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,20,22,25,26,27],respond:12,respons:[0,7,9,12,25,26],rest:[0,5,26],restat:[0,12,25],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,25],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,25],result_typ:[],retail:[0,26],retain:[5,6,26],return_data:14,return_kwarg:[],return_sequ:4,return_x_i:9,reus:[1,3,6,20],reveal:[0,12,25],revers:[1,19],review:[18,19],revisit:14,revolut:25,reward:[0,4,25],rewrit:[0,3,5,6,7,8,10,11,12,13,19,20,22,27],rewritten:[2,6,8,10,22],rewrot:13,rf:10,rfft2:[3,4,14],rfft:[3,4,14],rfftfreq:[3,4,14],rfftn:[3,4,14],rgb:3,rgoj5yh7evk:18,rh:6,rho:[0,10,13,25],rho_1:10,rho_2:10,rho_m:10,rich:[0,25],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,18,25],ridge_sk:6,ridgebeta:[5,27],right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,19,20,22,25,26,27],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,22,25,26],rigor:[0,25],ring:6,rise:[0,25],risk:[0,13,15,16,25],rival:4,river:[0,26],rm:[0,22,26],rmse:[0,26],rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:22,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:22,rntrick2:22,rntrick3:22,rntrick4:22,ro:[0,13,25],robert:[20,24],robust:[0,25],robustscal:[0,26],roc:[7,10],role:[0,2,5,6,8,18,25,26,27],roll:6,room:[0,23,25,26],root:[0,5,9,13,22,25,26,27],rot:25,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13,26],routin:[13,19,25],row:[0,1,2,5,6,7,9,11,19,25,26,27],rr:[5,26],rrr:[5,26],rthe:[],rug:13,rule:[0,1,5,6,13,20,25,26,27],run:[0,1,2,4,5,6,8,9,11,13,15,18,20,25,26,27],runtim:[1,6,14],runtimewarn:[1,6],russel:25,rust:[0,15,18,19,25],rustad:[],rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,19,20,22,25,26,27],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,safe:[],safe_zip:[3,4,14],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,19,20,22,25,26,27],said:[6,9,13],sake:[0,5,7,11,25,26,27],sale:[0,25],sam:25,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,19,20,22,25,26,27],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,18,19,20,22,25,26,27],sample_vari:14,sample_weight:[],sampleexptvari:22,samwis:25,sastri:11,satisfactori:[0,25],satisfi:[1,2,3,6,8,13,19,22],satur:[1,6],save:[0,4,6,7,9,13,25,26],save_fig:[0,6,7,9,10,25,26],savefig:[0,4,6,7,9,22,25,26],savetxt:4,saw:[5,26],scalabl:10,scalar:[2,5,6,10,13,26,27],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,18,19,20,23,25,27],scale_mean:4,scale_std:4,scalei:[],scaler:[0,7,8,9,10,11,26],scalex:[],scan:[5,7,27],scari:[5,27],scatter:[0,1,6,7,8,9,14,25,26],scenario:[6,13],schedul:[13,23],scheme:[1,13],schigsog2l:[],schrage:22,scienc:[0,1,10,12,13,18,21,22,23,24,26],scientif:[0,15,18,20,25],scientist:[0,25],scikit:[3,5,6,7,8,9,10,13,18,19,20,21,24],scikit_learn:[0,16],scikitlearn:25,scikitplot:[7,10],scipi:[0,3,5,6,13,15,18,19,20,25,26,27],scl:6,score:[0,1,3,6,7,9,10,11,15,16,20,23,25,26],scores_kfold:6,scratch:[1,13],sdg:13,sdt_bfla8ua:[],seaborn:[0,1,3,6,7,25,26],seamless:[0,15,18,20,25],search:[0,1,3,5,9,13,25,27],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,18,19,20,22,23,25,26],secondeigvector:11,secondli:12,section:[4,11,17,19,22,26,27],sector:[0,25],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,22,25,26,27],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,20,22,25,26,27],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,25],seen:[0,1,3,5,10,12,17,22,25],segment:13,seismic:6,seldomli:[0,25],select:[1,5,6,8,9,10,11,17,20,21,22,23,24,25,26,27],self:[1,2,5,26,27],sell:4,semest:[7,21],semi:[8,13],semilogx:6,send:[5,12,13,23,25],senior:[21,23],sens:[0,4,6,8,20,25],sensibl:3,sensit:[0,5,6,9,13,25,26,27],sent:2,sentenc:[4,12],sep:26,separ:[0,1,2,3,4,6,8,9,12,14,15,18,20,22,25],septemb:[16,17,20,25,26],sequenc:[2,3,4,7,9,10,12,13,18,19,22,25],sequenti:[1,3,4,10,12,22],seri:[0,1,2,3,4,5,6,10,11,12,13,19,25,26,27],serif:[0,7,22,25],serv:[0,1,2,3,5,7,13,20,24,25,26,27],servic:20,session:[1,20,21,23,25],set:[1,4,5,6,7,8,10,11,13,14,16,17,18,19,20,22,23,27],set_major_formatt:[6,20],set_major_loc:[6,20],set_stream:[],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,25],set_xlabel:[0,1,2,3,7,12,25],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7,25],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:[6,20],seth:4,setiosflag:[],setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:6,setprecis:[],setse:[],setup:[1,4,6,8,18,25,26],setw:[],sever:[0,3,5,6,7,8,9,11,12,13,18,19,22,25,26,27],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:[5,26,27],sh:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,19,25,26,27],shape_bas:2,share:[1,3,25],she:7,shift:[1,6,12,22],ship:3,shire:25,shortcom:13,shorten:4,shorter:22,shorthand:25,shortli:[19,25],should:[0,2,3,5,6,8,9,11,12,13,15,16,19,20,22,25,26,27],should_sync:[],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],show_shap:4,shown:[0,4,5,7,8,11,12,13,19,26],showpoint:[],shrink:[3,5,6,8,11,20,26,27],shrinkag:[5,6,26,27],shrunk:11,shuffl:[0,1,4,6,13,26],side:[0,2,5,8,12,13,19,25,27],sigh:[18,25],sigma0:22,sigma1:22,sigma2:22,sigma:[0,1,5,6,7,10,11,12,13,17,19,20,22,25,26,27],sigma_0:[5,26,27],sigma_1:[5,26,27],sigma_2:[5,26,27],sigma_:[5,19,25,26,27],sigma_fn:[7,12],sigma_i:[0,5,25,26,27],sigma_j:[5,17,26,27],sigma_m:[6,22],sigma_n:[11,22],sigma_t:13,sigma_x:22,sigmoid:[1,2,4,7,8,10,12],sigmundson:[6,26],sign:[1,2,7,8,10,22,23],signal:[1,3,10,12],signatur:[],signifi:4,signific:1,significantli:[1,13,22],sigurd:[],sim:[4,5,6,13,20,22,27],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,18,19,20,25,26,27],similarli:[0,1,3,5,8,10,13,22,25,26,27],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,18,19,20,22],simple_rnn:[],simplepredict:10,simpler:[0,1,5,6,7,13,16,18,20,25,27],simplernn:4,simplest:[0,1,3,4,9,10,12,14,25],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,18,19,20,22,25,26,27],simplic:[2,5,6,7,8,9,10,11,12,14,26,27],simplicti:[5,26],simplifi:[0,6,9,15,18,20,25,26],simplist:[3,6,22],simul:6,simultan:6,sin:[0,1,2,3,4,9,12,13,19,25],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,19,22,24,25,26,27],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,19,22,25,26,27],singular:[0,6,13,19,20,25,27],sinusoid:3,site:[0,1,2,3,4,6,7,8,11,13,14,20,21,25,26,27],situat:[0,4,5,7,13,22,25,26],six:[3,4,14,22],size:[0,1,2,3,4,5,6,8,9,10,11,13,19,20,22,25,27],sketch:10,ski:9,skill:[0,25],skip:11,skiprow:26,skl:[0,6,25,26],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,25,26,27],skplt:[7,10],sl:6,slack:8,slice:[2,19,25],slide:[0,3,15,16,20,22,25,26],slight:[6,13],slightli:[1,2,3,5,6,7,10,22,26,27],slope:[8,11,12],slow:[0,2,8,13,26],slower:[5,19,25,26,27],slowest:19,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,18,19,20,22,25,26,27],smaller:[0,1,2,5,6,8,9,11,13,22,25,26],smallest:[0,4,14,15,16,25],smallest_row_index:14,smooth:[0,3,6,9,13,20,25],sn:[0,1,3,6,7,25,26],sne:11,sneak:25,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,22,23,25,26,27],soar:6,social:[0,25],societ:25,soft:[1,7,10,12],soft_pmap:[3,4,14],soften:8,softmax:[3,7],softwar:[0,8,15,18,19],sol:8,sole:[0,6,25],solid:[0,7,25],solitem:[],soltyp:[],solut:[0,1,2,3,5,6,8,10,11,13,17,19,20,22,25,26,27],solutionsummari:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,19,20,25,26],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:[2,7,8,9,10,11,19],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,22,27],some_model:[6,26],somehow:4,someth:[0,1,3,4,7,9,11,20,22,25,26],sometim:[0,1,11,12,13,14,25,26],soon:[19,23],sophist:[0,25],sopt:13,sort:[5,6,9,11,22,26],sound:[3,5,27],sourc:[0,1,3,6,15,18,19,20,22,25,26],space:[0,1,4,5,8,9,11,12,13,14,22,26,27],span:[0,3,5,9,11,19,25,26],spare:1,spars:[3,6,19,25],sparse_mtx:[19,25],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],spdiag:[],speak:22,special:[6,7,10,12,13,19,22,25,26],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,18,19,20,22,24,25,26,27],specifi:[0,3,5,6,7,9,11,13,14,20,22,25,27],specifici:[0,10,25],spectacular:3,spectral:1,speech:[0,1,3,4,12,25],speed:[1,2,4,13],spend:22,spent:20,sphere:[0,26],spin:6,spite:[0,25],spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,20,22,27],splite:0,splitter:[1,10],spmatrix:[],spontan:22,spot:3,spread:[0,11,22,25,26],springer:[20,24,25,27],spuriou:13,sqquar:27,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,22,26,27],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,18,19,22],squarederror:10,squaredeuclidean:14,squash:12,squeez:[],srand:[],srtm:[6,20],srtm_data_norway_1:[6,20],sse4:[],stabil:[5,20],stabl:[0,4,5,6,7,9,11,18,25,26,27],stack:[2,3,4],stacklevel:[0,25],stage:[5,13,20],stai:[0,2,4,5,11,17,25,26],stand:[0,5,9,12,25,26,27],standadscal:26,standard:[0,1,4,5,6,7,8,10,12,15,16,17,19,20,22,25,27],standard_basi:2,standardscal:[0,6,7,8,9,10,11,26],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,19,20,22,23,25,26],start_box:[2,13],start_nod:[2,13],start_tim:14,startpoint:[],stat:[6,26],state:[1,2,4,5,6,7,8,10,11,12,13,18,22,26,27],statement:[0,7,19],statist:[0,1,3,4,7,9,10,11,12,13,14,19,20,21,24,26],statu:[0,7,11,25,26],stavang:[6,20],std:[0,4,6,25,26],stdev:[],stdout:[],steep:13,step:[0,1,2,4,6,7,9,10,11,12,13,14,19,20,25],step_fn:[7,12],step_length:13,steps_list:9,steps_per_epoch:[],stereo:3,stian:[],still:[0,2,3,5,6,11,13,17,22],stimuli:12,stk2100:[24,25],stk3155:[15,20,21,23],stk4021:[24,25],stk4051:[24,25],stk4155:[21,23],stk5000:24,stk:[24,25],stochast:[0,1,5,6,8,11,12,15,16,20,25,27],stock:4,stoke:12,stone:[0,7,20,25],stop:[1,4,7,9,11,13,14],storag:[5,26],store:[0,1,2,3,6,11,13,20,22,25],storehaug:[23,25],str:[1,3,4],straight:[0,6,8,13,25,26],straightforward:[0,2,3,5,6,8,9,10,13,19,25,26,27],strategi:[0,1,9,25],stratifi:6,streamtyp:[],strength:[0,5,14,26],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,19],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,19,22],strongli:[0,8,18,19,26],stronli:[0,26],structur:[0,1,2,3,6,9,10,12,18,25],stuck:[1,13],student:[0,20,21,23,24,25],studi:[0,3,4,5,6,7,8,11,12,13,18,20,24,25,26,27],studier:24,style:[0,7,9,19,25],sub:[9,12],subarg:[2,13],subdivid:[0,19,25],subfield:[0,25],subject:[6,8,22],submit:25,submodul:[3,4,14],subplot:[0,1,3,4,6,7,8,9,10,13,14,20,25,26],subplots_adjust:[8,22],subprogram:[19,25],subract:[0,26],subroutin:[0,25],subscript:1,subsequ:[1,4,5,6,12,19,22,26],subset:[1,6,9,12,13,18,25],subspac:[0,8,11,26],substanti:[9,10],substep:11,substitut:[3,6,12,19],subsubset:9,subtask:6,subtl:1,subtract:[0,2,4,5,6,11,13,17,19,20,22],subtre:9,subval:[2,13],succeed:[0,4,25],success:[3,7,9,13,22],successfulli:[4,9],sucess:[],sudo:[0,15,18,20,25],suffer:[0,1,2,5,10,25,26,27],suffici:[1,6,8,11,13],suggest:[1,13,24],suit:[8,12],suitabl:[0,22,26],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],sum_i:[0,2,5,6,8,13,17,20,26,27],sum_j:6,sum_ja_:0,sum_k:[6,8,12,19],sum_logist:13,sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,27],summari:[1,3,4,10,21,27],summat:[0,3,16,26],sundai:17,sunni:9,superconduct:[26,27],superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,18,25,26],supplement:7,support:[0,1,9,10,11,13,18,25,26],suppos:[0,5,6,7,8,10,11,12,13,19,25,26,27],suppress:[5,13,27],sure:[0,1,4,6,20],surf:[6,20],surfac:[0,6,20,25],surpass:6,surpris:[0,25],surround:[3,18],survei:[0,5,6,25,26,27],suyrzm0:[],svc:[8,9,10],svd:[0,6,11,17,25],svdinv:[5,27],svm:[8,9,10,11],svm_clf:[8,10],swap:[],swapax:[],swath:[5,26],sy:[3,4,13,14],symbol:[1,5,11,13,18,22,25,26,27],symmeteri:1,symmetr:[0,5,8,11,12,13,19,25,26],symmetri:[6,9],sympi:[0,15,18,20,25],synonim:22,syntax:[1,13],syntaxerror:[1,8],syrk:[],system:[0,1,3,4,6,7,9,10,12,13,15,18,19,20,25],systemat:[4,6],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,25],t_0:[2,9,13],t_1:13,t_:2,t_b:10,t_i:[1,2,5,12,26],t_j:12,t_k:9,tabl:[9,20,22,23,25],tabul:[0,25],tabular:25,tackl:4,tag:[2,3,4,5,6,7,12,13,14,19,22,26],taht:[0,25],tail:22,tailor:[2,8,11,25],taiwan:[0,25],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,20,22,25,26,27],taken:[0,1,3,6,10,13,19,25],tan:3,tangent:[1,4,12,13],tanh:[1,4,7,8,12],tape:[],target:[0,1,2,3,4,5,6,7,8,9,10,11,12,25,26,27],target_meta:2,target_nam:9,task:[0,1,3,6,9,11,12,14,20,25],tau:[3,5,22,27],taught:25,tax:[0,26],taylor:[2,13],taylornr:13,tc:8,td:[1,6,13,20,25],teach:25,team:1,teaser:0,technic:[0,5,6,13,15,25,26,27],techniqu:[0,1,8,10,13,18,22,24,25,26],technolog:[0,1,25],tek5040:[],tell:[0,4,6,10,11,13,22],temp1:1,temp2:1,temp:1,temperatur:[0,9,25],temporarili:1,ten:[3,17,25],tend:[3,5,6,8,9,10,12,13,14,26,27],tendenc:[0,25],tension:6,tensor:3,tensorflow:[0,2,4,8,14,15,18,19,20,21,24,25,26],term1:[5,6,11,20,26],term2:[5,6,11,20,26],term3:[5,6,11,20,26],term4:[5,6,11,20,26],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,22,25,26,27],termin:[0,4,5,9,10,13,15,25,26],terrain1:[6,20],terrain:[6,20],test:[3,4,5,6,7,8,9,10,13,14,17,19,20,22],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:[0,1,3,5,6,10,25,26,27],test_split:9,tester:27,testerror:[0,6,26],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,19,22,24,25,26],textbook:[17,20,26],textual:9,textur:[1,9],tf:[1,3,4,13,14],tfe_py_execut:[],tflite:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,19,20,22,25,26,27],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,18,22,25,26,27],thank:[4,6,26],theano:[1,18,25],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,20,22,26,27],them:[0,1,3,4,6,8,9,10,11,12,13,19,20,25,26],theme:[0,25],themselv:[0,22,25],thenc:6,theorem:[2,6,7,26],theoret:[0,4,10,25],theori:[0,1,3,8,9,12,13,18,20,24,25,27],thereaft:[0,5,6,11,12,15,16,17,19,20,25],therebi:[0,5,7,11,25,26,27],therefor:[0,1,2,3,4,6,7,8,11,13,22,25,26],therein:11,thereof:[0,6,13,25],theta:[1,4,13,22],theta_:[1,13],theta_i:1,theta_k:[],theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,24,26,27],thing:[0,1,2,4,5,7,9,22,25,27],think:[0,1,3,4,6,9,12,13,14,22,25],third:[0,3,6,13,23,25],thirti:7,thorughout:25,those:[0,3,5,6,8,9,10,11,19,20,21,25,26],though:[1,2,3,4,13,19,22],thought:[6,14,20,22],thousand:[0,1,20,25,26],thread:[],three:[0,1,3,5,6,8,9,12,15,19,20,21,22,23,25,26,27],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,18,19,22,25,26,27],throughout:[0,4,5,14,18,19,22,25],thu:[0,1,2,5,6,7,8,10,11,12,13,20,23,25,26,27],thumb:[0,6,20,25,26],thursdai:[23,25],tibshirani:[6,20,21,24,25,26],tick_param:6,ticker:[6,13,20,22],tif:[6,20],tight_layout:[1,7],tightli:11,tild:[0,5,6,7,11,15,16,17,20,22,25,26,27],till:[0,4,7,8,9,10,12,19,25,26],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,22,25,26,27],timefunct:[],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,20,22,25,26],tmp:13,tmp_log:[],tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,25],to_str:[],todai:3,todo:[3,4,14],togeth:[0,3,6,8,11,13,18,25,26],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,22,24,25,26],took:[8,25],tool:[0,1,3,6,13,18,26],toolbox:8,top:[0,3,4,5,6,9,10,14,18,25,27],top_node_typ:[],top_trac:[],topic:[0,5,6,7,8,18,20,26,27],topograph:20,topolog:[1,3,12],toposort:2,torkjellsdatt:[23,25],toss:[10,22],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,19,22,23,25,26],total_loss:4,totalclustervari:14,totalscatt:14,totalvari:[],toward:[1,2,7,12,13,20],town:[0,26],tp:[4,7],tpng:9,tpu:[13,18,25],tqdm:6,tr:26,trace:[2,13],trace_stack:[2,13],traceback:[0,2,3,4,6,9,10,13,14,15,20,25,27],traceback_util:[],tracer:[2,13],track:[3,13,14,19],tract:[0,26],tractabl:[0,25,26],trade:[5,9,27],tradeoff:[0,5,20,25,26,27],tradit:[0,1,4,6,25],train:[2,3,5,6,8,9,10,11,12,13,17,20,27],train_accuraci:[0,1,3,25],train_dataset:4,train_end:[0,1,26],train_error:6,train_funct:[],train_imag:[3,4],train_ind:6,train_label:[3,4],train_pr:1,train_siz:[0,1,3,26],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,25,26,27],train_test_split_numpi:[0,1,26],trainabl:[],trainable_vari:4,trained_model:[6,26],trainerror:[0,26],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,training_gradient_fun:[],training_loss:[],trainingerror:6,trainpredict:4,trainscor:4,trainx:4,trait:[0,25],trajectori:4,tran:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,18,19,25,26],transit:[6,12],translat:[1,4,6,10,26],translate_vjp:2,transpos:[1,5,11,19,26,27],travers:[0,5],treat:[0,1,3,6,12,13,22,25,26],tree:[0,1,6,18,20,25],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:22,treue:7,trevor:[20,24],tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,22,25],triangl:13,triangular:19,trick:[3,4,8,11,13,22],trickier:22,tridiagon:19,trillion:18,trivial:[0,1,5,11,22,25,27],troubl:[0,8,12,26],truck:3,true_beta:[6,26],true_divid:1,true_fun:6,truli:25,tucker:8,tuesdai:[23,25],tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,19,25],tup:[],tupl:[2,13],turn:[0,1,5,6,7,8,9,10,11,12,13,19,20,22,25,26],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,22],twice:13,twist:11,twister:[],two:[0,1,2,4,5,6,7,9,10,11,12,13,14,15,16,19,21,22,24,25,27],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,19,20,22,26,27],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,22,25,26,27],typo:20,u:[0,2,5,6,8,10,11,12,17,19,25,26,27],u_:19,u_i:12,u_m:10,ua:[0,25],ubuntu:[0,15,18,20,25],uci:[0,26],ufunc:2,uio:[20,23,24],un:14,unari:[19,25],unary_f:[2,13],unary_oper:[2,13],unary_to_nari:[2,13],unbalanc:[6,9],unbias:[0,5,6,25,27],unbroadcast:2,unbroadcast_f:2,uncent:6,uncertainti:[0,5,25,27],uncertitud:22,unchang:[1,3],uncorrel:[10,22],undefin:[5,26],under:[0,1,3,4,5,6,10,13,14,15,16,18,20,25,26,27],underdetermin:[0,25],underfit:[1,6],underflowproblem:[5,27],undergo:[5,27],undergradu:[21,23],underli:[0,1,9,13,22,25],underset:[4,14],understand:[0,1,3,5,6,10,13,14,18,25,26,27],understood:[8,13],undesir:8,undetermin:[5,8,27],undo:4,unexpect:6,unexpected:22,unfair:[6,26],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,20,22,25,26],uniform_real_distribut:[],uniformli:[13,22],unifrompdf:22,unimport:13,union:[5,6,27],uniqu:[0,2,6,13,14,19,25],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,22,25,26,27],unitari:[5,6,19,26],unitarili:[19,25],uniti:22,univari:22,univers:[0,1,2,13,15,18,20,21,23,25,26,27],unix:1,unknow:[0,19,25],unknown:[0,1,3,4,5,6,8,10,13,16,19,25,26,27],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,20,25,26],unlik:[1,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,18,25],unsymmetr:[19,25],until:[1,2,4,9,12,13,14],untouch:0,unus:[3,4,14],unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,18,19,20,22,23,27],updat:[1,2,3,4,10,12,13,14],uploa:25,upload:[18,20,24],upon:[0,1,6,7,11,19,20],upper:[0,8,9,16,19,26],uppercas:[19,25],upsampl:4,upscal:4,url:27,us:[4,5,6,8,9,10,11,12,14,15,16,17,19,20,21,22,24,27],usa:25,usag:[0,8,18,25,26],usd10000:[0,26],usd:[0,26],use_bia:4,use_multiprocess:[],usecol:[0,25],useless:1,user:[0,1,2,3,4,6,7,8,11,14,15,18,19,20,25,26],usernam:20,userwarn:[3,4,6,14],usetex:22,usg:[6,20],usr:22,usual:[0,3,4,7,12,13,14,25],ut:[5,27],util:[0,1,3,4,6,7,10,14,25,26],ux:19,v0:22,v1:[3,4,14,22],v2:[3,4,14,22],v8ejbfezkui:[],v:[2,4,5,6,11,13,17,18,26,27],v_0:11,va:1,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,18,22,25,26],validation_batch_s:[],validation_data:3,validation_freq:[],validation_split:4,validation_step:[],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,18,19,20,25],valuat:9,valueerror:[0,2,25],valy:4,van:[0,20,25,26,27],vandenbergh:[8,13],vandermond:[0,25],vanilla:[0,6,11,14,26],vanish:[1,4,13,22],var_x:22,varabl:8,varepsilon:[5,6,20,27],varepsilon_:[5,6,27],varepsilon_i:[5,6,27],vari:[0,1,3,5,6,10,15,16,25],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,19,25,26,27],varianc:[0,1,5,7,9,10,11,13,14,18,19,22,25,26],variance_i:[5,11,26],variance_x:[5,11,26],variant:[0,1,6,8,12,13,25,26],variat:[3,4,11,25],varieti:[0,3,12,15,18,20,25],variou:[1,3,5,6,7,8,9,11,12,13,16,18,19,20,22,26,27],vartempvec:[],varvec:[],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],ve:20,vec:6,vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,18,27],vector_mean:14,ventur:[0,8,15,18,25],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,24,25,26,27],verifi:[3,11,19,25],versatil:[8,25],versicolor:[8,9],version:[0,3,4,10,13,14,15,18,19,20,22,25,26],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,25,26,27],vert_1:[5,6,26,27],vert_2:[5,6,11,17,26,27],via:[0,5,6,7,8,9,10,11,12,15,18,19,20,21,22,23,25,26,27],vidal:11,video:[0,1,12,18,21,23,25,26],view:[1,3,5,6,12,13,22,24,25,27],violat:8,virginica:9,viridi:[0,1,2,3,25],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3,25],visual:[0,3,11,12,15,18,25,26],visualis:1,viz:[6,8,22],vjiseqm2lci:[],vjp:[2,13],vjp_0:2,vjp_0_fun:2,vjp_1:2,vjp_1_fun:2,vjp_argnum:2,vjpfun:[],vjpmaker:2,vjpnode:[2,13],vjps_dict:2,vmap:13,vmax:[1,6],vmc:[],vmin:[1,6],voic:3,volum:[0,3,25],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vrtx:[],vs:[0,4,6,26],vspace:[2,13],vstack:[5,11,19,22,25,26],vt:[5,26,27],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,19,22,25,26],w_1:[8,19],w_1x_1:8,w_1x_:8,w_2:[8,19],w_2x_2:8,w_2x_:8,w_3:19,w_4:19,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:19,w_m:19,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,17,19,20,25,26,27],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,19,22,25,26,27],walk:9,walker:22,wang:[0,25],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,20,22,25,26,27],warn:[0,1,3,4,8,14,25,26],warrant:6,wast:3,watch:18,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,26,27],weak:[9,10,14],weather:[1,12],web:[18,21,23,25,26],webpag:25,websit:[6,19,20,21,25],wedg:[8,22],wednesdai:[23,25],wee:11,week:[0,5,6,7,20,21,23],weekli:[18,20,23,24,25],weight:[0,1,2,3,6,7,9,10,12,13,20,22,26],weigth:2,welcom:[8,18],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,18,19,20,22,24,25,26,27],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,22,25,26],wessel:[0,20,25,26,27],westbi:[],westby:[],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,22],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],whenev:[13,22],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,25,26,27],wherea:[6,22],wherein:[1,12],whether:[0,3,5,7,9,20,22,25,27],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27],whichev:[1,3],while_p:[3,4,14],white:9,whiteboard:26,who:[0,21,25],whole:[1,3,4,5,9,11,13,27],whose:[0,6,10,22,26],whow:[11,26],why:[0,1,3,6,13,20],wide:[0,1,3,6,7,12,15,18,19,20,25],widehat:6,width:[0,3,8,9,25],wieringen:[0,20,25,26,27],win:10,wind:9,wing:[23,25],winther:2,wiothout:[6,26],wiscons:7,wisconsin:10,wisdom:6,wise:[0,1,5,12,13,26],wish:[0,2,5,7,8,11,13,14,19,20,25,26],with_std:[0,26],wither:6,within:[0,2,3,4,7,9,12,13,14,22,24,25],withinclust:14,without:[0,1,5,6,8,9,11,12,13,25,26,27],won:[0,25],wonder:8,woodi:25,word:[0,1,3,4,5,6,7,14,22,25,26,27],work:[0,1,4,6,7,8,9,13,15,18,20,21,22,23,25,26],worker:[],workshop:25,world:[0,8,25,26],worldwid:[0,25],wors:[0,1,3,4,6,25],worst:9,worth:9,worthi:20,would:[0,1,3,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],wrap:[3,4,6,14,19,25],wrap_toco:[3,4,14],wrap_util:[2,13],wrapper:[0,25],write:[0,1,2,3,5,6,7,8,12,13,15,16,17,19,20,25,26],written:[0,2,3,5,11,12,13,16,18,19,20,22,25,26,27],wrong:[1,8],wrongli:10,wrote:[5,11,26],wrt:[2,10,13],wth:[10,13],www:[18,19,20,24,25],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:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25],x_0:[0,5,11,19,25,26,27],x_1:[0,2,5,6,7,8,9,10,11,13,19,22,25,26,27],x_2:[0,2,5,6,7,8,9,10,11,13,19,22,25,26],x_3:[8,19,22],x_4:19,x_:[0,2,3,5,6,8,10,11,13,14,19,20,22,25,26,27],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,19,22,25,26,27],x_input:2,x_ix_:[0,25],x_iy_i:8,x_j:[0,2,8,9,12,16,22,26],x_jy_j:8,x_k:[12,14,19,22,26],x_l:22,x_m:[6,12,19,22],x_n:[0,2,3,6,8,11,12,13,19,22,25],x_new:[9,10],x_offset:[6,26],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_small:13,x_test:[0,1,3,5,6,7,9,10,11,25,26,27],x_test_own:6,x_test_scal:[0,6,7,9,10,11,26],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,25,26,27],x_train_mean:[6,26],x_train_own:6,x_train_scal:[0,6,7,9,10,11,26],x_val:1,xarrai:[18,25],xavier:1,xbnew:13,xcode:[0,15,18,20,25],xdclassiffierconfus:10,xdclassiffierroc:10,xeinsum:[3,4,14],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,xinv:27,xk:8,xla:[3,4,13,14,18,25],xla_client:[3,4,14],xla_comput:[3,4,14],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,22,25,26,27],xlim:[6,10],xm:9,xmesh:13,xnew:[0,13,25],xp:22,xpanda:[0,26],xpd:[5,11,26],xplot:0,xs:9,xscale:[0,26],xsr:9,xt_x:13,xtest:6,xtick:[3,6,8,9],xtrain:6,xu:[0,25],xx:[0,19,25],xy:[0,6,8,19,20,25],xytext:8,xz:[19,25],y1:4,y2:4,y3:4,y:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],y_0:[0,5,11,19,25,26,27],y_1:[0,5,8,9,11,13,19,25,26,27],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:[0,5,8,9,11,19,25,26],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,19],y_4:19,y_:[0,1,5,6,10,11,19,25,26,27],y_data:[0,1,5,6,25,26,27],y_data_ful:1,y_decis:8,y_fit:[0,26],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,19,20,25,26,27],y_if_:10,y_ix_:[0,25],y_ix_i:[7,8,13,26],y_iy_jk:8,y_j:[6,8,12,20],y_k:12,y_m:19,y_model:[0,4,5,6,25,26,27],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:[6,26],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,26],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:6,y_test:[0,1,3,4,5,6,7,9,10,11,25,26,27],y_test_onehot:1,y_test_predict:[0,26],y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,25,26,27],y_train_mean:[6,26],y_train_onehot:1,y_train_predict:[0,26],y_train_scal:6,y_val:1,ye:[3,6,7],year:[0,18,25],yet:[0,1,6,8,11,13,25],yhd5w:[],yi:13,yield:[0,2,5,6,8,10,12,13,14,19,22,25,27],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,22,25,26,27],ylim:[3,6],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,24],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,18,19,20,22,23,24,26,27],young:[0,25],your:[1,2,4,5,6,8,11,13,17,18,19,20],yourself:[11,13,25],youtu:[],youtub:18,ypred:6,ypredict2:13,ypredict:[0,13,25,26],ypredictlasso:[5,27],ypredictol:[0,5,27],ypredictown:[6,26],ypredictownridg:6,ypredictridg:[0,5,6,27],ypredictskl:[6,26],yridg:25,ys:9,ytest:6,ytick:[3,6,8,9],ytild:[0,6,25,26],ytildelasso:[5,27],ytildenp:[0,25,26],ytildeol:[0,5,27],ytildeownridg:6,ytilderidg:[5,6,27],ytrain:6,yvqgvcsovpw:[],yx:[19,25],yy:[19,25],yz:[19,25],yzbxji6lgl0:[],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,19,20,22,25,26],z_0:[19,25],z_1:[19,25],z_2:[19,25],z_:[1,2,12,19,25],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,26],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:22,zaxi:[6,20],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,26,27],zeros_lik:4,zeroth:26,zfill:4,zip:[2,4,6,13],zl:[],zm_h:[0,25],zn:[0,26],zone:[0,26],zoom:25,zx:[19,25],zy:[19,25],zz:[19,25]},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","Exercises week 34","Exercises week 35","Exercises week 36","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Statistical interpretation of Linear Regression and Resampling techniques"],titleterms:{"1":[0,15,16,17,20,25,26],"10":[],"11":[],"12":[],"13":[],"14":[],"15":[],"16":[],"17":[],"18":[],"19":[],"2":[0,15,16,17,25,26],"20":[],"2021":[],"2022":[],"2023":[20,23],"21":[],"22":[],"23":[],"24":[],"25":[],"26":[],"27":[],"28":[],"29":[],"3":[0,15,16,25,26],"30":[],"31":26,"34":[15,25],"35":[16,26],"36":[17,27],"37":[],"38":[],"39":[],"4":[0,26],"40":[],"41":[],"4155":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"6":[],"7":27,"8":[],"9":20,"case":[8,10,22,26,27],"do":[1,25,27],"final":[12,26,27],"function":[0,1,6,7,8,10,11,12,13,20,22,25,26,27],"import":[5,19,25,26],"new":[4,27],A:[0,1,4,8,9,25,27],And:[25,26,27],In:23,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,18,25,26,27],To:[25,26],With:[4,27],about:[25,26],abov:27,activ:[1,12,27],actual:[],ad:[0,6,17,20,25,26],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],ai:25,aim:[8,9,17,25],aka:[25,26],algebra:[19,25],algorithm:[9,10,11,12,26],algortithm:13,all:8,an:[0,4,10,25],analys:[5,26],analysi:[0,5,6,11,18,20,22,25,26,27],analyt:[0,16,17],ani:13,anoth:[9,27],appli:18,approach:[0,8,14,25],approxim:12,architectur:1,arrai:[19,25],assist:23,assumpt:27,august:26,autocorrel:22,autograd:[2,13],automat:13,b:[17,20],back:[1,11,12],background:[18,20],bag:10,base:13,basic:[0,5,7,9,10,11,19,26,27],batch:1,bay:[5,27],befor:11,beta:27,better:8,bia:[6,20],binari:1,bind:25,binomi:[],bird:10,block:[],boldsymbol:[26,27],boost:10,bootstrap:[6,10],boston:[0,26],breast:1,brief:25,bring:12,build:[1,3,9],c:[20,25],calcul:26,can:25,cancer:[1,7,9,11],cart:9,center:26,central:[13,18,22],chain:12,chang:10,channel:25,chi:[0,25],choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,25,26,27],collect:[1,3],commun:25,compar:[2,10],comparison:27,complet:26,complex:[0,6,20,26],complic:6,compon:11,comput:9,computerlab:25,con:9,concept:22,condit:27,conjug:13,continu:[],contn:25,convex:[8,13],convolut:[3,12],correctli:27,correl:[11,26],cost:[1,10,26,27],cours:[18,24,25],covari:[5,11,22,26],cover:25,cross:[6,20],cumul:[],cython:25,d:20,data:[0,1,3,6,7,9,11,15,16,18,20,22,25,26],dataset:[1,3],deadlin:[20,25],decai:2,decis:[9,10],decomposit:[5,11,17,19,26],deep:[1,2],defin:[1,25],definit:[],degre:[0,26],deliveri:20,demonstr:[],dens:[0,25],deriv:[5,12,26,27],descent:[2,10,13],descript:20,design:26,detail:[3,25],develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,20,26],disadvantag:9,discret:22,disguis:[],distribut:[5,22,27],distrubut:27,doe:[26,27],domain:22,down:1,dropout:1,e:20,economi:26,electron:20,element:[0,22,25],elimin:19,energi:25,ensembl:10,entropi:9,environ:[0,15,25],equat:[0,2,12,25,26,27],error:[0,10,25,26],essenti:25,estim:27,etc:25,euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10,25,26,27],exercis:[0,6,15,16,17,25,26],expect:[22,27],experi:22,explor:[0,15,16,25],exponenti:2,express:[17,25,26],extrapol:4,extrem:[10,25],ey:10,f:20,fall:23,famili:[1,25,26],famou:19,fantast:26,featur:[9,19,26],feed:[1,12],fine:1,first:[4,12,25,26,27],fit:[0,10,25,27],fix:26,forc:3,forest:10,format:[20,25],forward:[1,2,12],fourier:3,frank:[6,20,26],freedom:[0,26],frequent:26,frequentist:[0,25],from:[5,10,12,26,27],full:2,further:[3,5,26],fy:[],g:20,gan:4,gaussian:19,gd:13,gener:[4,9,25],geometr:11,gini:9,good:[0,25],grade:[23,25],gradient:[1,2,10,13],growth:2,ha:18,handl:[19,25,26],happen:27,have:25,heard:25,hessian:26,hidden:2,hous:[0,26],how:[],hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ident:27,ii:25,iid:27,illustr:27,implement:1,implic:[5,26],improv:1,includ:13,increment:11,independ:27,index:9,inform:23,input:2,instal:[18,20,25],instructor:23,intercept:26,interpret:[5,11,25,26,27],introduc:[11,13,26],introduct:[0,6,18,19,20,25],invers:[5,19,27],invert:26,invok:27,iter:10,its:26,jackknif:[],jacobian:26,jax:13,julia:25,jungl:10,kera:[1,3],kernel:[8,11],lagrangian:8,lasso:[5,6,20,26,27],last:26,later:[5,26],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,18,20,25,26,27],least:[5,6,20,25,26,27],lectur:[25,26,27],level:10,librari:[18,25],likelihood:[7,27],limit:[1,13,22],linear:[0,8,13,19,25,26,27],link:[5,11,21,24,26,27],literatur:20,logist:[7,25],loss:26,lu:19,machin:[0,8,13,18,20,25],made:27,mai:25,main:22,make:[0,9,10,15,16,25,26],mani:[10,12],manipul:26,margin:27,mass:25,materi:[21,25,26,27],math:[5,26],mathemat:[3,5,8,26],matric:[5,19,25,27],matrix:[1,5,11,12,19,25,26,27],matter:[0,25],max:26,maximum:27,mean:[0,25,26,27],meet:[5,10,22,25,26],mercer:8,mersenn:[],method:[6,9,10,13,20],midnight:20,min:26,minim:25,ml:25,mle:27,mlp:12,mnist:[3,4],model:[0,1,4,6,12,25],moment:[],momentum:13,moon:[8,9],more:[3,6,19,20,25,26,27],multilay:12,multipl:[1,3],multipli:8,name:[],need:[20,25],network:[1,2,3,4,7,12,25],neural:[1,2,3,4,7,12,25],non:8,normal:[0,1],norwai:[],notat:12,note:[26,27],novemb:[],now:[1,9,13,27],nuclear:[0,25],nueral:[],numba:25,number:[0,2,22,26],numer:[2,20,22],numpi:[19,25],object:3,observ:[],obtain:11,octob:20,od:2,off:[6,20],ol:[5,6,20,27],one:[2,12],oper:19,optim:[1,8,13,18,25,26],order:13,ordinari:[5,6,20,25,26,27],organ:[0,25],oslo:24,other:[4,9,11,12,19,25,26],our:[0,4,5,11,13,25,26],outcom:[18,25],output:2,overarch:[0,4,8,9,17,25,26],overview:[10,25],own:[0,10,11,15,16,25,26],packag:[19,25],panda:[25,26],paper:20,paramet:[25,26],part:[13,18,20,26],partial:2,pass:1,pca:11,pdf:22,pencil:20,perceptron:12,perform:[1,9],period:3,perspect:1,plan:[26,27],point:4,poisson:2,polynomi:[3,27],popul:2,practic:[13,23,25],pre:[1,3],predict:4,preprocess:26,prerequisit:[3,18,25],princip:11,principl:3,pro:9,probabl:[5,22,27],problem:[1,2,13,25,26,27],procedur:[9,25],process:[1,3],program:[2,13,20],project:[6,20,25],prop:13,propag:[1,12],properti:[5,22,26],pseudo:[],python:[0,9,15,18,19,25],quick:8,r:25,ran0:[],random:[10,11,22],read:[9,25,26],real:[6,20,25],recip:[],recommend:[25,26],rectangular:27,recurr:[4,12],reduc:[0,26],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,17,20,25,26,27],regular:1,relat:26,relev:[24,26],relu:1,remark:3,remind:[6,8,25],repeat:26,replac:13,report:20,requir:[2,18],resampl:[6,20,27],rescal:6,residu:26,resourc:2,result:[26,27],revisit:13,rewrit:[25,26],ridg:[0,5,6,17,20,26,27],rm:13,rng:[],rule:12,s:[8,10],same:13,sampl:11,scale:26,schedul:[21,25],schemat:9,scheme:2,scienc:25,scikit:[0,1,11,15,16,25,26,27],second:13,select:[],semest:23,septemb:27,session:27,set:[0,2,3,9,12,15,25,26],sgd:13,should:1,similar:13,simpl:[0,4,9,13,25,26,27],singl:10,singular:[5,11,17,26],situat:[],size:26,soft:8,softmax:1,softwar:[20,25],solv:[2,27],solver:13,some:[13,19,25,26],specifi:2,split:[0,15,16,25,26],squar:[0,5,6,10,20,25,26,27],standard:[13,26],state:[0,25],statement:25,statist:[5,6,18,22,25,27],steepest:[10,13],still:26,stk3155:[],stochast:[13,22],strongli:25,subtract:26,suggest:25,summari:[23,25],superposit:3,supervis:1,support:8,svd:[5,26,27],systemat:3,t:[26,27],teach:[21,23],teacher:[23,25],techniqu:[6,11,20,27],technolog:18,tensorflow:[1,3],tent:25,test:[0,1,15,16,25,26,27],textbook:[24,25],thei:25,theorem:[5,8,11,12,22,27],theori:22,thi:[17,25],think:26,three:[],thursdai:[26,27],tip:13,togeth:12,tool:25,top:1,topic:25,toss:[],toward:11,trade:[6,20],tradeoff:6,train:[0,1,4,15,16,25,26],transform:3,tree:[9,10],tuesdai:27,tune:1,two:[3,8,18,20,26],type:[2,4,12,25],uio:25,uncorrel:[],uniform:[],univers:[12,24],unsupervis:14,up:[0,2,9,12,15,25,26],us:[0,1,2,3,7,13,18,25,26],usag:27,valid:[6,20],valu:[5,11,17,22,26,27],variabl:22,varianc:[6,20,27],variou:[0,15,25],vector:[8,12,19,25,26],view:[0,4,10,26],visual:[1,9],vs:3,wai:9,wave:2,we:25,wednesdai:27,week:[15,16,17,25,26,27],weekli:21,what:[0,25,26,27],which:1,why:[25,26],wisconsin:7,wrap:26,write:[4,11,27],x:[26,27],xgboost:10,yet:27,you:25,your:[0,10,15,16,25,26]}}) \ No newline at end of file +Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","intro","linalg","project1","schedule","statistics","teachers","textbooks","week34","week35","week36"],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","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","intro.md","linalg.ipynb","project1.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,23,25,26,27],"00":[0,1,5,6,9,11,25,26],"000":[1,3],"0000":9,"00000":9,"000000":[5,11,25,26],"00000000e":[5,26],"000054":25,"0000e":[],"0001":[1,17],"00010403373827253124":[],"000148":[],"00017471":[],"00018425":[],"00019998":5,"00024087":5,"00025531":[],"00028369228101198006":[],"00029012":5,"0003043256065368937":[],"0003153514830957865":6,"00031535148309580783":6,"0003153514830958081":[],"0003153514830958126":[],"0003153514830958235":[],"00033779":26,"00034944":5,"00040953":26,"000417932":2,"00042089":5,"000464088":2,"00046714":[],"00050694":5,"00054144":[],"00054272":[],"00057106":[],"00058016":6,"000599":[],"00060705":6,"00060708":[],"00061058":5,"00062582":[],"00062595":6,"00066668":6,"00068734":6,"00068941":[],"00068946":6,"00069103":[],"00071305":26,"00073541":5,"00074389":[],"0007480407244119591":9,"00075315":[],"000755":[],"00075534":[],"00076495":6,"00076905":6,"00076919":[],"00076925":[],"0007698473260556325":6,"0007698473260556334":[],"0007698473260556339":[],"0007698473260556344":6,"0007790285013223805":[],"00079123":[],"00079129":6,"00079130":[],"00079968":5,"00084705":6,"00084711":[],"000854409696581":[],"00085883":[],"00085884":[],"00085889":6,"00086553":26,"00087697":6,"00088573":5,"00089459":[],"00092645":[],"00092646":[],"00092647":6,"00096314":5,"001":[1,2,8,13,17],"00100519":6,"00102864":26,"0010479245355337968":[],"0010479245887943952":[],"0010479245926411787":6,"00105081":6,"00106677":5,"00107405":6,"00111756":6,"00112431":[],"0011526":6,"00115999":5,"0011828302640124":[],"00118368":[],"00118504":[],"00118508":6,"00118527":[],"001263":[],"00128479":5,"00128634":[],"00129543e":[],"00131939":[],"001323":6,"00137818":6,"00137823":[],"00137835":[],"00139198":[],"00139705":5,"00145838":[],"00147197":[],"00149311":6,"0014937":26,"00149956":6,"00152117":6,"00152188":[],"00154733":5,"00156376":6,"00156379":[],"00156382":[],"00158723":[],"00162091":[],"00168141":[],"00168251":5,"00174276":6,"00174508":[],"00175331":6,"00183687e":[],"00186347":5,"001880":5,"00191249":[],"001988":[],"00198806":[],"00200":8,"00201915":[],"00202464":[],"00202624":5,"00202756":6,"00207627":[],"00217499":6,"0021877":[],"00220229":[],"00224413":5,"00228741":[],"00228742":6,"00233155":[],"00233441":[],"0023548":6,"002381316302584885":[],"002381316302584886":6,"0023813163025848865":6,"00242999":6,"00243186":6,"0024401":5,"00249435":6,"0025074":[],"0025125":[],"00252344":[],"002526":[],"0026081":26,"00266858":2,"00267599":[],"00270244":5,"00274989":6,"00275135":[],"00281835":19,"00283636":19,"00287154":[],"00289406e":[],"00289724":6,"00293838":5,"002948":[],"0030828":[],"003083":[],"003100":25,"00310113":2,"00312361":6,"00315593":6,"003215318065760509":[],"0032153180657605116":6,"0032153180657605125":[],"00323332":6,"0032542":5,"00327082":26,"003301":6,"0033955154592040923":6,"003395515459204093":[],"0033955154592040944":[],"00353823":5,"0035417":[],"00355118":[],"00355175":[],"003620":25,"0036237":6,"0036367":6,"00369758":6,"003704":[],"003717":[],"00373019":[],"003738":[],"003759":[],"003774":[],"003788":[],"0038335":6,"00388494":[],"00390021":[],"003909404072811217":[],"003909404072811221":6,"003909404072811231":[],"00391839":5,"00393128":[],"00397836":[],"00399247":26,"0039987":6,"004":[5,27],"00403785":[],"00406231":[],"00407056":[],"004091940707753925":6,"004091940707753948":[],"0040919407077539514":[],"00410387":6,"00410478":6,"004113634617443116":[],"0041136346174431284":[],"004113634617443131":[6,26],"004113634617443135":[],"004113634617443139":[6,26],"00411363461744314":[6,26],"004113634617443141":[],"004113634617443147":[6,26],"00415473":[],"0041559863458613296":6,"004155986345861364":[],"004155986345861374":[],"00415763":[],"00416461":[],"00424909":2,"00424967":6,"00426027":5,"00427039":[],"00431511":[],"00432302":[],"00433417":11,"00437363":[],"00440346":6,"00443743":6,"00444561":[],"00445655":11,"00449439":[],"00452742":[],"004579219539673834":6,"004579219539673836":[],"00458014":[],"00458671":[],"00458878":6,"004610275230656182":6,"004610275230656187":[],"004610275230656294":[],"00462287":6,"00465403":[],"00471782":5,"00472199":6,"00472303":26,"00472512":6,"00477722":26,"00478786":11,"004788":11,"0049544":6,"004999999999999984":[],"00499999999999999":[],"004999999999999994":[],"004999999999999996":[],"004999999999999997":0,"005":[],"0050000000000000044":[],"005000000000000011":[],"00506501":[],"00509527":25,"00512927":5,"00517074":26,"00517114":6,"00523269":[],"00526348":6,"0053018":6,"00537912e":[],"00546438":[],"00548686":[],"0055043":[],"00554475":26,"00554552":6,"00556826":6,"00563446":26,"00564956":26,"0056799":5,"00569317":[],"00577016":26,"00577441":[],"00578738":[],"00578776":[],"00579953":6,"00588657":6,"00605451":26,"00607783":6,"00611932":26,"006158537606875468":[],"006162":6,"00617499":5,"00622755":[],"00625843":[],"006275173922218319":[],"00628788":26,"00630331":6,"00634741e":[],"00642221":6,"00645183":[],"00658717":22,"00660427":6,"00660801":26,"00661104":[],"0066916":[],"00672607":6,"00673393":[],"00673407":6,"00676387":6,"0068011":6,"0068094":[],"00681644":[],"00683748":5,"00683964":6,"00684221":26,"00689391":[],"00695357":[],"00695738":26,"00700232":26,"007012403613997257":[],"007024126888936694":[],"007024126888938144":6,"0070241268889382116":[],"00704468":[],"00706459":[],"00708794":[],"007098683295819775":[],"00715835":[],"00719176":6,"0072559952738542694":[],"00727646693":[0,25],"007315":[25,26],"00732273":[],"007334080205654388":[],"00733497":[],"00740173378493795":[],"0074331":5,"00751823":[],"00754532":[],"00758025":[],"00759119":6,"00770648":[],"00779538":[],"00779804":[],"00780259":[],"00781035":[],"007839875253055148":[],"00784393":6,"00791291":[],"00801078":[],"00803064":6,"00806407":26,"00808144":[],"0080866254785146":[],"008089688732934681":[],"00813803":6,"00817056":[],"00817631":6,"00819724":26,"00820764":[],"00823002":5,"00827728":6,"008278885543361304":[],"00831018":6,"008334493024006613":[],"00834567":6,"00839839":[],"008435888964550838":[],"0084603":[],"00848904":6,"00850988":26,"00851638e":[],"008550594684081035":[],"0086649156":[0,25],"008675369724975977":5,"008675369724976501":[],"00867698":[],"00868337":[],"008754614401844201":[],"00877989":[],"008818897251043893":[],"008823125370709272":26,"00882596":[],"00886682":26,"00894639":5,"008947823579448178":[],"00905423":6,"00911938":[],"009163":11,"00916336":11,"009163470508352211":[],"009163470508352218":5,"009164545680330616":6,"00917248":6,"009290411029763584":26,"00934327e":26,"00934499":6,"00934728":[],"00943261":[],"009450756365829578":[],"00950269957492606":[],"0096208":6,"00963223":26,"00965032":[],"0097018":[],"009710035292693498":[],"0097577":26,"0098629":26,"00990475":5,"00992331":6,"00996754":6,"009981":[],"00998135":[],"00it":[],"01":[0,1,2,5,6,9,11,13,17,24,25,26],"010018312644139205":[],"010018312644139219":6,"010018312644139347":[],"01003763":26,"01006893":[],"0100706":6,"01011376":26,"010154":[],"01023891":[],"010239":[],"01028231":26,"01028995427580139":[],"01029589":[],"010331721306655144":[],"01033172130665515":[],"010331721306655165":6,"01037947":[],"01049472":26,"010516485576646504":6,"010516485576646513":[],"010516485576652856":[],"010530":[],"01053024":[],"01056549":[],"01066519":6,"01072866":26,"01073921":[],"01073938":26,"010751622516868333":[],"01076611":5,"010902":25,"0110":22,"0110407067093945":[],"01104071":[],"011076219011339788":[],"01107621901137465":[],"01107621901137467":6,"01121347":26,"011225":2,"01122997":26,"0113104":6,"01133171":[],"01135107":[],"0113975":[],"01152107":[],"01167264":25,"01176895":[],"01179792":6,"01191824":5,"01194406":26,"01199624e":[],"01199845":26,"012":6,"01200342":[],"01206708":[],"012073649439965807":[],"012073649469946107":6,"012073649472576395":[],"01207435":[],"01212754811385597":[],"01219292":6,"01222822":26,"01223198":6,"01224109":26,"01227458":26,"01231917":6,"0123679":[],"01242273":[],"01242803":[],"01244295e":[],"01247056":[],"01248731":[],"012501013881387798":[],"01256189":[],"01257962":[],"012580":[],"012633802944855959":[],"01265755":26,"012658":26,"01285424":[],"01290947":6,"01294617":26,"01295356":5,"013121573975499602":[],"013121573975499604":[],"01312157406137079":[],"013121574061370796":[],"013121574062587286":6,"01318643":6,"01322099":26,"01322543":26,"01323884":[],"01326608":[],"01347916":6,"01348565":6,"013537225644261203":[],"01354598394614281":5,"0136671":[],"01367553":6,"01381723":[],"01397146":6,"01400329":26,"01405935":6,"01406736":[],"01416528":6,"014209325470380275":[],"01422494":[],"01422853":[],"0143088":26,"01433809":5,"014436800088896274":[],"014436800088896381":6,"014436800088969727":[],"01448144":25,"01449782":6,"01458337":6,"014586":26,"01458611":26,"014599964106338128":[],"0146081":6,"01463049":6,"01471878":[],"01479194":[],"01487742":26,"01494533":[],"01497781":[],"015072388895177088":[],"0150723888951771":6,"015072388895177109":[],"015072388895177157":6,"015072388895177239":[],"01509543":[],"01510929":[],"01525206":26,"01530715721129232":[],"01531845":6,"01538461538462":[],"01539":[],"01542944":[],"01549377":6,"01550656":[],"01551946":[],"01558197":5,"01558461":[],"0156548":[],"01572164":[],"01574091":[],"01574375":[],"01586048":[],"01588614":[],"01588619":[],"01591355407242949":[],"01614046":[],"01619802":[],"016285782696017055":[],"016285782696017142":6,"016285782696075054":[],"01631138":[],"01633913":6,"01640891":6,"0164286":[],"01646892":[],"01654471":[],"01655318":6,"0165866":[],"016587414993037307":[],"016587414993045335":6,"016587414993045405":[],"01678286":[],"01691985":6,"01693":[],"01693278":[],"0169643":5,"01708781":6,"01708852":6,"01713366":6,"0171347":[],"01724499":5,"01725808":[],"01735584819559184":[],"017355848195591845":[],"01735584819559331":6,"017355848195593312":6,"017355848195593354":[],"01742183":[],"01751529":[],"01752962e":[],"01756972":[],"01761413":[],"017665":5,"01770163":[],"01780471":11,"017805":11,"01783414e":26,"01788423":[],"01799917e":[],"01801774":26,"01816821":[],"01817152":[],"01817919":[],"018232":[25,26],"01831036e":[],"01831130e":[],"01831200e":[],"01831207e":6,"01831251e":6,"0183718":[],"01840062":[],"01844381":[],"01852793":[],"01866537":6,"01869785e":[],"01871582":[],"01873344":11,"01873409":26,"01873869":5,"01885351":[],"0189082":[],"01898855":6,"01905883":6,"01907538":[],"01908936":6,"01923991":[],"01927709":26,"01933058":26,"0193453":[],"01943082":[],"01944669":[],"01957153":[],"019587":[],"01960258":[],"01963611":6,"01969004537138309":26,"01969145":6,"01975416527168255":6,"019754165271682844":[],"01975416527179247":[],"01975848":6,"01990155":[],"02":[0,4,6,7,12,25],"02002781":22,"02008059":[],"0202458":[],"020246":[],"02024962":6,"0202731":[],"02035804":[],"02054837e":6,"02058701":[],"020634":5,"02063403":5,"02068067":6,"02073509":5,"02082761":[],"02086933":[],"02090061":[],"0209518407597062":[],"020964":26,"02098261":6,"0211496":[],"02123176":6,"021250026482402":[],"02126934":26,"02129803":[],"02143332":26,"0214539":[],"02158709":[],"02159270458799264":[],"021592704587992645":[],"021592704588021164":[],"021592704588021167":[],"021592704588021174":6,"021592704588021178":6,"02160095e":[],"02166269":[],"02195273":[],"02198702e":6,"02198703e":6,"022":6,"02200044":[],"022022882954618364":[],"02206138":[],"022075":[],"02207532":[],"02208512":6,"02212776":[],"02212893":[],"02226654":[],"02228115":6,"02229529":6,"02232779":26,"02233576":26,"02237669":26,"02252765":5,"02255062":26,"022556":[],"02255619":[],"02259051":26,"02263868":[],"02283536":25,"02298589":[],"02299949826036602":[],"022999498260366198":6,"0229994982603662":[],"02335522":[],"02341603":26,"02344111":[],"0234505":[],"02348765":6,"02354476":[],"023545":[],"02365049":6,"02376036":[],"02377668":[],"02383034":[],"02401344":[],"024023115996453476":[],"02408959":[],"0242106":22,"02421521":[],"02422503":[],"02430520e":[],"02442398":[],"0245528":6,"02480935":26,"02492265":5,"02493054":[],"02498832":6,"02503753":6,"02511518":6,"02521597":[],"02522069":6,"02539993":[],"02541796":[],"02551463":[],"02566258":[],"02568505":25,"025709":[11,26],"02586427":6,"02596838":[],"0260906":6,"02612167":[],"02625193":8,"02625928":[],"026408391362671896":[],"02642055e":[],"02649453":[],"026605727637176654":[],"026605727637184554":6,"026605727637184558":6,"02660572763718461":[],"026605727637184613":[],"02697521163514974":[],"026986":[],"02698605":[],"02699523":[],"02701924":[],"02707227":5,"02708158":[],"02712723":[],"02723445":6,"02724253":[],"02747522":[],"027609773491022314":[],"02760977349102238":6,"027609773491022387":[],"027609773491022394":6,"027609773491022407":[],"02762405215108776":[],"02766489e":[],"02766981":[],"02768957":26,"02783644":[],"02786488":[],"027865":[],"02803041":[],"02808201":[],"02818883":[],"02840224":[],"02840884":25,"02857":4,"02862254":[],"02868501":[],"02900131":[],"02903947":26,"02917662":[],"029177":[],"02917931":[],"02925853":26,"02926396":[],"02928941":[],"02944194":26,"029483":5,"02951554e":[],"029574060388349064":22,"029613363972682966":[],"02970592":[],"02971158":[],"029733":[25,26],"02976145":6,"02979908":[],"02994311":5,"02f":[6,20],"02it":[],"03":[1,6,26],"03012368":26,"030169":11,"03016916":11,"03026672":[],"03032441e":6,"030407120354722424":[],"03054765":26,"03056589":[],"030566":[],"030693":[],"03069324":[],"03071040e":[],"03076923076924":[],"03077640549":4,"03078597":[],"03079528":[],"03080664":[],"03099776":5,"031":[5,27],"03123832":26,"03168642":[],"0317159":[],"03173163":25,"031846":[],"03184647":[],"03187054":[],"03187339273559067":[],"03192893":25,"03196357":6,"032":[],"03206303":[],"03232013":[],"03232719":[],"03235599":[],"03251863":5,"03255258":[],"03256632e":1,"03260201":26,"03265139":[],"03267527":6,"03278964":[],"032790":[],"03279636":6,"033":[],"0330308045180234":[],"0330308045183163":[],"0330308045183219":6,"0330308045188872":6,"0330308045190182":[],"03308408":5,"03324117":[],"03326365":[],"033264":[],"03352185":26,"03352725":[],"033657685071527485":[],"033657685071527624":[],"03365768507152769":6,"03371334":[],"03382304823545749":[],"034047":25,"03423556":[],"03437582":[],"03447512":6,"034557":26,"0348171":[],"03483677":[],"03499693245669077":19,"03500198":[],"03507211":26,"03509912":[],"03510756":[],"03523311":[],"03533092":[],"03536673":[],"03546779":26,"03562355":6,"03568439":6,"03570747":[],"03583342":[],"0358909447132981":[],"035909":25,"0359565":5,"03610331":[],"03613949":26,"03617972":19,"03630548":6,"03634298":[],"03707133":11,"03718926":26,"03724642":[],"03739357":[],"03739417":[],"037503978471253":5,"037559":[],"03755944":[],"03761519":[],"03781367141738885":[],"03781367141738886":[],"037813671417388985":[],"03781367141738899":[],"03781367141738902":6,"03791967":[],"03794112":[],"03807267":[],"038073":[],"03814292":6,"03815288":6,"038300":[11,26],"03850557":[],"038506":[],"03859372":25,"03893106":[],"039039":5,"0391902":26,"03932541e":[],"03981057":[],"03995478":[],"0399676689527966":6,"0399676689527968":[],"0399676689527975":6,"04":[1,6,11],"04008203e":[],"040102":5,"04010697":6,"04028979":[],"04039087":26,"04046799":[],"04063602":6,"04075841e":[],"040863":[],"04086326":[],"04087592":[],"041":9,"04100738":[],"04101587":[],"041148729430502":[],"041148729430523":6,"0411487294305246":[],"0411487294305746":[],"041148729430595":6,"04120281":[],"04179719":[],"041797190646905":[],"04184636":19,"04184782":[],"04193203":26,"04208001":[],"04220758":6,"04234339":[],"042708":[],"04273116":26,"04279651270127165":[],"04284519":[],"043":9,"04315108":5,"04331431":[],"0433816":[],"04346721":5,"04355837":6,"04362":9,"04368707":[],"0437499":2,"04389027":6,"043927769551648":[],"04413933503955871":[],"04419696":[],"04423486":6,"04426744e":26,"04426816":[],"044334":[25,26],"0443659":[],"0444119":[],"044613":6,"04481443e":[],"04483457":[],"04495095":[],"04496448":[],"04516608":[],"04531375":11,"045314":11,"04537385":6,"04543942":6,"04554454":[],"045603":[],"0456042":26,"04566964":6,"04573057":[],"04573105":[],"0458":9,"0459682":[],"04615384615386":[],"04621521":[],"04637311":[],"04648335":5,"046491":[],"04649105":[],"0466":[],"04670006":[],"04673082":[],"046731":[],"046785461905835435":[],"04678736":[],"04683565":5,"04691549":26,"04735806":[],"047737":[],"04775904":[],"04784395":6,"04785727":[],"04787099":[],"047953":[],"04818727730430286":6,"04818727730430296":[],"048187277304303056":[],"048547423739546604":[],"04860436":26,"048653428302840175":[],"048762":[],"048818":[],"048920":25,"04892055":6,"04909093":6,"04912436":6,"04930820e":[],"049318":[],"049462":25,"0495569966278238":[],"0495569966278269":6,"0495569966278295":6,"0495569966278315":[],"04965397e":[],"049747":[],"049858":[],"0499586":[],"049960":[],"04996008":[],"04it":[],"05":[1,4,6,13,20,26],"05004617":[],"05009826":6,"05023564":25,"05069808":26,"05087958":[],"050910":[],"05100875":6,"051043":[],"05110883":26,"0512238":26,"051391":[],"051418":5,"051451":[],"05150928":[],"051649":[11,26],"051662":[],"0517473":5,"05177092":25,"05177527":26,"05177695":0,"052206":[],"052227":[],"05227921801205679":6,"05227921801205691":[],"05227921801205692":[],"052279218012057004":[],"052305":26,"052330":[],"05236797e":[],"052372":[],"0525063":26,"0525221":[],"05255759":[],"052581":[],"05263":9,"05268304":[],"0527437":[],"05279147850537411":25,"05290417684691035":[],"05302":9,"053417":26,"05358851":26,"0536097":[],"05363779":[],"05364854":8,"05367466":[],"053678":[],"05383795":6,"053849":5,"05402365":[],"054182":[],"05421908":26,"054244842835462305":[],"054305":[],"054335":[],"054340":[],"05434571":[],"054411":[],"05447415":6,"054491":[],"05454172":26,"054582":[],"054585":[],"054617":26,"054650":[],"054655":26,"054774":[],"054785":[],"05480098":22,"05483267":[],"05491301":25,"05491655":[],"054963":[],"05505310046362":[],"05505310046363":2,"055137":[],"055153":[],"055302":[],"055320":[],"05533":9,"055337":[],"055344":[],"055369":[],"05554042":26,"055676":[25,26],"055684":[],"055734":26,"055859":[],"05587489":[],"055875":[],"055910":26,"055958":[],"055987":26,"056127":[],"056131":[],"05614483":5,"056165":[],"056169":[],"05622775":[],"05623":9,"056233":[],"056235":[],"05635863":[],"056468":[],"05648":9,"05651951":6,"056528":[],"05667":9,"056683":26,"05698425":[],"057088709963182":[],"057163681553428394":[],"05716368155342902":6,"05716368155351588":[],"0572":[],"057300":26,"057393":26,"057418":26,"057457":26,"057469":[],"05748797":26,"05756733":[],"057587":[],"057588":[],"05763394":26,"057648":[],"057686":[],"057722":26,"057835":26,"05785343":6,"057877":[],"05789007":6,"057899":[],"05796251":6,"058033":[],"058035":[],"058038":[],"058040":[],"058058":[],"05807125":6,"058088":[],"05833369":[],"058343":[],"05834332":[],"058416":[],"05850532":[],"058552":26,"05855607":[],"058585":[],"058596":[],"058645":26,"058663":[],"058715":[],"058732":[],"058740":[],"058816":[],"05883":9,"05884":9,"058854":26,"058890":[],"05892262":[],"058948":[],"058952":26,"058955":[],"058957":[],"058974":[],"058996":26,"059013":[],"059031":26,"05911793":11,"059118":11,"059180":[],"059272":[],"059278":[],"059294":[],"059378":[],"059437":[],"059453":11,"059601":[],"05971574":0,"059783":[],"059795":[],"059807":26,"059824":[],"059933":[],"059951":26,"059952":[],"05999":9,"059993":26,"06":[6,26],"060016":[],"060048":[],"060080":[],"060083":26,"06008452":[],"060146":[],"060183":[],"06020587":6,"06021285":[],"060213":[],"060228":[],"060254":26,"060288":[],"060291":5,"060309":[],"06031681":[],"060349":25,"060369":5,"06038053":[],"060381":5,"060394":5,"060401":5,"06043581":6,"060441":5,"060502":[],"060507":[],"060534":5,"060550":5,"060603":11,"060649":[],"060655":[],"060711":5,"060716":26,"060756":26,"060781":[],"060841":[],"060863":[],"060872":26,"060875":[],"060924":5,"060963":[],"061025":[],"061028":[],"061037":11,"061048":[],"061054":[],"0610602":25,"061133":[],"061144":[],"061149":[],"061163":26,"061188":[],"061209":[],"06121384":[],"061272":[],"061297":[],"061308":[],"061321":[],"061359":26,"06136773":[],"061390":[],"061443":26,"061452":26,"061468":11,"06150169":[],"061502":[],"061505":[],"061509":[],"061538":[],"061604":[],"06160438":[],"061614":26,"061646":[],"061679":25,"061685":[],"06168748":[],"061701":[],"061716":[],"061725":[],"061745":[],"061765":[],"061821":[],"061898":[],"061917":[],"061923":[],"061966":[],"06200174":5,"062016":26,"062061":[],"062062":[],"062064":[],"06208238634231944":[],"062082386342319454":6,"06208238634231953":[],"062089":[],"062097":[],"062136":[],"062142":[],"062195":[],"0622197":19,"062220":[],"062292565":4,"062294":[],"062298":11,"06229862e":[],"062305":[],"062333":[],"062337":26,"062370":[],"062391":[],"062409":[],"062411":[],"062424":11,"062435":[],"062451":[],"062498":[],"062517":[],"062534":[],"062551":[],"062563":[],"062599":26,"0626202708457115":[],"062624":26,"062640":[],"062665":[],"062676":[],"062706":[],"062719":[],"062721":5,"06273487":22,"062734874360835":22,"062742":11,"062773":[],"062777":[],"062827":[],"062834":[],"062874":26,"06287717":[],"062881":[],"062884":[],"062888":[],"062920":[],"06292011":[],"062983":[],"063014":[],"063019":26,"063024":[],"063052":[],"063061":26,"063070":11,"063078":[],"063080":26,"063084":[],"063125":[],"063155":5,"063173":[],"063192":[],"06319374":[],"063241":[],"063250":[],"063260":26,"063287":[],"063343":[],"063353":11,"063364":[],"063371":[],"063375":[],"063401":[],"063443":25,"063493":[],"063513":[],"063524":[],"06353697":26,"063600":5,"063612":[],"063619":[],"063631":[],"063653":26,"063657":[],"063661":5,"063724":25,"063750":11,"063752":[],"063766":11,"063781":[],"063851":[],"063857":[],"063872":[],"063874":[],"06388888888888888":[],"063894":26,"063977":[],"063979":[],"064041":[],"064052":[],"064057":5,"064062":[],"064074":26,"064081":[],"064108":[],"064110":[],"064176":5,"064184":[],"064232":11,"064274":[],"064284":[],"06432223":[],"064329":[],"064384":[],"064388":[],"064390":11,"064431":[],"06444":9,"064442":[],"064459":[],"064461":[],"064469":[],"064483":[],"064501":26,"064526":5,"06453579006728315":[],"06453579006728322":6,"064538":[],"064573":[],"064577":11,"064604":[],"064606":26,"064609":26,"064618":[],"064623":[],"064634":[],"064637":[],"064648":[],"064658":[],"064681":[],"064684":[],"064699":26,"064701":5,"064753":[],"064759":5,"064787":[],"064793":26,"064823":[],"064838":[],"064859":[],"06486061":[],"064880":[],"064896":[],"06491736":6,"064918":[],"064931":[],"064937":[],"064964":[],"06497046":[],"064974":[],"065020":[],"065026":25,"065030":11,"065032":[],"065077":26,"065095":[],"065106":[],"065110":[],"065118":[],"065165":[],"065168":[],"065175":11,"065183":[],"065228":[],"065237":5,"065249":[],"065252":[],"065282":[],"065314":[],"065348":[],"065349":[],"065350":5,"065378":26,"065389":11,"06538944":[],"065390":26,"065410":26,"06547790180152352":6,"06547790180152353":[],"06547790180152355":6,"06547790180152357":[],"06547790180152363":[],"065514":[],"065537":[],"065557":[],"065575":[],"065641":[],"065657":[],"065680":[],"065730":[],"065761":[],"065796":[],"065826":[],"065846":[],"065869":[],"065892":[],"065942":[],"065952":5,"065973":[],"065974":[],"065983":[],"066006":5,"06602663":[],"066051":[],"066056":[],"066064":[],"066066":26,"066093":[],"066110":[],"066189":[],"066194":[],"066209":11,"066220":[],"066223":[],"066228":[],"066241":[],"066270":[],"066284":[],"066309":[],"066317":11,"066340":[],"066348":[],"066356":[],"06637":9,"066388":[],"066449":[],"066474":26,"066500":26,"066519":11,"066528":[],"066553":[],"066556":11,"066558":[],"066569":[],"066580":[],"066590":[],"066609":[],"066612":26,"06662062":[],"066647":26,"066651":[],"066654":[],"066656":11,"066670":[],"066672":5,"066675":[],"0666807":2,"066714":[],"066728":11,"066729":[],"066741":[],"066753":[],"066787":26,"066789":[],"066808":[],"066828":[],"066837":[11,26],"066850":[],"066854":26,"066870":[],"066873":[],"066919":[],"066934":[],"06695337":[],"066954":[],"066969":5,"066999":26,"067011":[],"067079":[],"067089":11,"067110":[],"067141":[],"067162":[],"067191":[],"067213":[],"067224":11,"067233":11,"067236":[],"067240":[],"06724062":5,"067282":[],"067288":5,"067392":[],"067400":5,"067402":[],"067432":[],"067437":[],"067443":[],"067449":[],"067484":[],"067489":5,"067499":[],"067506":[],"067525":[],"067527":[],"067544":[],"067547":[],"067560":[],"067585":[],"067593":11,"067597":[],"067599":[],"067612":[],"067615":[],"067620":[],"067622":[],"067628":5,"067637":26,"067675":[],"067693":[],"067707":26,"067709":[],"067710":[],"067712":[],"067714":[],"067719":[],"067720":[],"067723":[],"067767":[],"067769":[],"067775":[],"067787":[],"067854":[],"067856":[],"067864":[],"06786925114666595":[],"067873":11,"067905":5,"067907":[],"067908":[],"067934":[],"067956":[],"067990":5,"068007":5,"068019":[],"068059":[],"068075":[],"068087":[],"068093":[],"068094":[],"068098":[],"068103":[],"068104":[],"068110":[],"068120":[],"068136":[],"068163":5,"068168":5,"068197":[],"068201":11,"068206":11,"068210":[],"068215":5,"068239":11,"06826023e":[],"068261":[],"068264":26,"068297":5,"068307":26,"068318":[],"068339":5,"068345":[],"068358":[],"068363":[],"068365":11,"068375":5,"068376":[],"068391":[],"068417":[],"068418":5,"068441":26,"06844519414009438":[],"06844519414009442":[],"06844519414009444":6,"06844519414009445":6,"068461":[],"068500":[],"068505":[],"068517":5,"068524":5,"068525":[],"068538":[],"068541":[],"068573":[],"06858699":[],"068593":[],"068608":[],"06861085":26,"068619":[],"068622":5,"068629":26,"068642":[],"068643":11,"068654":[],"068659":[],"068664":[],"068689":[],"068724":[],"068727":26,"068735":[],"068776":[],"068782":5,"068792":5,"068799":[],"068806":[],"068809":[],"068831":[],"068832":11,"068841":[],"068852":[],"068867":[],"068876":5,"068906":26,"068912":5,"068920":[],"068937":[],"068953":[],"068965":[],"068991":[],"068992":[],"068999":[],"069010":[],"069013":11,"069015":[],"069028":26,"069036":[],"069042":5,"069044":[],"069065":[],"069080":5,"069085":[],"069091":[],"069125":5,"069181":[],"069187":[],"069190":5,"069202":[],"069203":11,"069231":[],"069242":[],"069265":5,"069268":[],"069275":[],"069276":[],"069281":[],"069283":5,"069285":[],"069291":11,"069320":11,"069343":5,"069355":[],"069386":[],"069408":[],"069409":[],"069421":[],"06942103":[],"069436":[],"069441":[],"069452":26,"069454":[],"069455":[],"069465":[],"069475":[],"069476":[],"069494":[],"069506":[],"069522":5,"069534":[],"0695405":26,"069578":[],"069583":5,"069584":[25,26],"069612":5,"069626":[],"069640":[],"069651":[],"069654":11,"069667":[],"069672":[],"069681":[],"069685":[],"06969872":[],"069738":5,"069748":[],"069754":[],"069782":11,"069796":[],"069801":[],"069816":11,"069838":[],"069845":5,"069847":[],"069855":11,"069877":[],"069884":[],"069888":[],"069903":[],"069907":[],"069911":5,"069912":[],"069977":[],"06it":[],"07":[6,26],"070018":[],"070028":[],"070034":[],"07003926":26,"070043":[25,26],"070056":[],"070071":[],"070074":[],"070092":11,"070096":11,"070105":[],"070127":11,"070141":5,"070146":26,"070150":[],"07016":9,"070163":[],"07017":9,"07019610e":[],"070213":26,"070216":[],"070222":[],"070241":5,"070245":5,"070276":[],"070288":[],"070333":[],"070339":[],"070343":[],"070364":5,"070370":[],"070379":[],"07039":9,"070419":[],"070428":[],"070429":[],"070443":[],"070450":[],"070453":[],"070457":26,"070466":[],"070491":[],"070492":[],"070494":[],"070518":[],"070562":[],"070576":[],"070582":26,"070585":[],"070601":5,"070612":[],"070618":[],"07062318":6,"070630":[],"070635":[],"070671":5,"070700":11,"070737":26,"070775":[],"070794":[],"070810":[],"070835":[],"070860":[],"070871":[],"07087395e":[],"070874":[],"070887":[],"070889":[11,26],"070911":[],"070936":11,"07093644":[],"070945":[],"070950":[],"070959":[],"070961":[],"070972":[],"070986":26,"07099747918547346":[],"071003":[],"071006":5,"071009":[],"071022":[],"071044":[],"071051":[],"071071":[],"071084":[],"071086":[],"071105":11,"071106":[],"071112":[],"071115":[],"071120":[],"071122":5,"071136":[],"07115":9,"071164":[],"071185":11,"071239":[],"071243":[],"071284":[],"07128434":[],"07129539":[],"0712953943627344":[],"0713":[0,25],"071314":11,"071326":[],"071329":[],"071387":[],"071388":[],"071392":[],"071394":[],"071421":[],"071437":11,"071438":[],"07143876":[],"071441":[],"071445":[],"07145103":11,"071460":[],"071467":[],"071476":[],"071480":[],"0714956":[],"071505":[],"071510":[],"071515":[],"071523":[],"071529":[],"071547":[],"071552":[],"071567":11,"071569":[],"071585":[],"071600":5,"07160048164232467":[],"07160048164232538":6,"0716004816423254":6,"07160048164248561":[],"071604":[],"071614":[],"071632":[],"071641":[],"071666":[],"071698":[],"071705":[],"071741":[],"071751":[],"071767":[],"071804":[],"071836":[],"071852":[],"071897":[],"071901":[],"071906":[],"071908":[],"071920625289855":[],"071921":[],"071922":[],"071935":[],"071942":[],"071946":[],"071949":[],"07195822":[],"071991":[],"072000":26,"072008":[],"072011":[],"07201957":[],"072021":[],"072041":[],"072084":[],"072091":[],"072111":26,"07212695":[],"072127":[],"072132":26,"072145":[],"072147":[],"072150":11,"072184":[],"072186":11,"072198":[],"072216":[],"072222":[],"072240":[],"072242":[],"072254":5,"072290":[],"072342":[],"072348":[],"072352":[],"072361":[],"072364":[],"072370":11,"072435":[],"072442":[],"072452":[],"072471":[],"072476":26,"072483":[],"072492":[],"072521":[],"072523":[],"072529":[],"072530":[],"072554":[],"072558":[],"072569":[],"072575":[],"072597":[],"072598":[],"072611":[],"072617":[],"072618":[],"072620":[],"072621":26,"07264063e":[],"072647":[],"072651":[],"072652":[],"072705":5,"072750":[],"072751":[],"072783":[],"072798":[],"072813":[],"072824":[],"072828":[],"072839":[],"07285":3,"0728785":[],"072898":[],"07291729":[],"072918":[],"072928":[],"072955":[],"072958":[],"072970":[],"072974":[],"07297557":[],"072994":[],"073013":[],"073016":[],"073038":11,"073044":5,"073045":[],"073052":[],"073062":[],"073080":[],"073105":[],"073120":[],"073134":[],"073136":[],"073159":[],"073163":11,"073183":[],"07319349":[],"073206":[],"073225":[],"073230":[],"073238":[],"07325301":19,"073280":[],"073298":11,"073299":[],"073303":[],"073320":[],"073325":[],"073344":[],"073362":[],"073363":[],"073368":[],"073369":[],"07337358":[],"073374":[],"073380":[],"073388":[],"073391":[],"07339251":25,"073398":5,"073400":[],"073423":[],"073433":[],"073436":[],"073449":[],"07345504":[],"073465":11,"073477":[],"073489":[],"073506":[],"073520":5,"073531":[],"073548":[],"073567":[],"073575":[],"073583":[],"073597":[],"073598":[11,26],"073601":[],"073624":11,"073629":[],"073630":11,"073634":11,"073644":26,"073647":[],"073657":[],"073668":[],"073684":[],"073695":[],"073699":[],"073716":[],"073719":[],"073750":[],"073761":[],"073764":5,"073768":[],"073777":[],"073810":[],"073811":[],"073816":[],"073827":[],"073831":[],"073904":[],"073907":[],"073925":[],"073938":[],"073949":[],"073959":[],"073985":[],"0739975":[],"074004":5,"074006":[],"074019":[],"074034":[],"074046":11,"074050":[],"074061":[],"074067":[11,26],"074084":26,"074111":[],"07413172":[],"074144":[],"074149":[],"074180":[],"074183":[],"074187":[],"074210":26,"07421084":5,"074237":[],"074258":[],"074276":[],"07430684":22,"074323":26,"074336":[],"074346":[],"074375":[],"074401":[],"074418":[],"074420":[],"074453":[],"074480":[],"074488":[],"074495":5,"074513":[],"074530":[],"074552":[],"07456491":5,"074569":[],"074573":[],"074592":[],"074613":5,"074653":11,"074666":[],"074684":[],"074693":[],"074708":[],"074715":[],"074729":[],"074732":5,"074743":[],"074760":[],"074763":[],"074773":[],"074818":[],"074819":[],"074833":[],"074838":[],"074839":[],"074845":[],"074868":11,"074881":[],"074905":[],"07490892":6,"074922":[],"074945":[],"074951":11,"074969":[],"074971":11,"074980":[],"074984":[],"074986":[],"074992":[],"075012":[],"075014":[],"075017":[],"075020":[],"075028":[],"075043":[],"075047":11,"075050":5,"075058":[],"075061":[],"075079":[],"075102":[],"075121":11,"075136":[],"075138":[],"075145":[],"075149":[],"075181":[],"075188":[],"075192":[],"075195":[],"075201":[],"075222":[],"075224":5,"075225":11,"075227":[],"075228":[],"075241":[],"075262":[],"075277":[],"075302":[],"07532297":[],"075335":[],"075356":[],"07535606":[],"075389":[],"075400":5,"075433":[],"075498":[],"07557024":[],"075573":[],"075586":[],"075594":[],"075612":[],"075618":[],"075629":[],"07565581":[],"075727":5,"075728":[],"075760":[],"075770":[],"075779":11,"075782":11,"075797":[],"075816":26,"075820":[],"075829":[],"075840":[],"075863":[],"075889":26,"075899":[],"075952":5,"075959":[],"075982":[],"075987":[],"075996":[],"076022":[],"07602623":26,"076055":[],"076066":[],"076079":[],"07608141":[],"076096":[],"076097":[],"076121":[],"076130":[],"076150":26,"076173":[],"076204":[],"076216":[],"076248":[],"076259":5,"076264":[],"076270":[],"076282":[],"076306":[],"076315":[],"076324":5,"076329":[],"076338":[],"076349":[],"076371":5,"076389":[],"076403":11,"076454":5,"0764924":6,"076518":[],"076525":[],"076532":[],"07656896":[],"076570":5,"076573":5,"07657669":19,"076588":[],"076589":[],"076604":[],"076619":[],"076628":[],"076632":[],"076637":[],"076665":[],"076697":[],"076726":[],"076729":[],"076760":[],"076775":5,"07678":9,"076780":[],"076783":[],"076795":[],"076804":[],"076818":5,"076819":11,"076821":[],"076843":[],"076862":[],"076866":[],"076867":11,"076886":[],"076895":[],"076905":[],"07692307692307693":9,"076927":[],"076935":[],"076938":[11,26],"076942":[],"076955":[],"076958":[],"076990":[],"077003":[],"077004":[],"077009":[],"077013":[],"077015":[],"077022":[],"077033":[],"077062":[],"0770789":19,"077079":[],"077083":[],"077091":5,"077107":5,"0771079":[],"077108":[],"077131":[],"077140":[],"077144":[],"077158":[],"077164":[],"077168":26,"077200":[],"077203":[],"077210":5,"077211":[],"077219":[],"077228":[],"077291":[],"077338":[],"077349":[],"07735703":[],"077359":[],"077372":[],"077375":[],"077387":5,"077397":[],"077402":[],"077419":[],"077425":[],"077428":[],"077452":[],"077460":26,"077467":[],"077499":[],"077511":[],"077604":[],"077606":11,"077607":[],"077620":[],"077644":[],"077663":5,"077688":[],"077706":[],"077711":[],"077713":11,"077724":[],"07777777777777778":1,"077785":[],"077793":[],"077822":[],"077846":[],"07789772e":[],"077921":[],"077930":[],"077948":[],"077949":[],"077954":5,"077978":[],"077986":[],"078033":[],"078040":[],"078042":[],"078082":[],"078101":[],"078110":26,"078133":5,"078143":[],"078157":[],"078158":[],"078165":[],"078167":[],"0782":[],"07820":9,"078211":[],"078253":[],"078254":[],"07826171e":[],"078265":5,"078269":[],"078293":[],"07829878":[],"078299":[],"078300":[],"078314":[],"078323":[],"078326":[],"078336":26,"078426":11,"078432":[],"078436":[],"07844310540708652":[],"078484":[],"078508":[],"078521":11,"078540":26,"078542":[],"078548":[],"07858099596662704":[],"078582":[],"078587":[],"078609":[],"07864":9,"078646":[],"078651":[],"078652":[],"078667":[],"078672":[],"078697":[],"078704":[],"078707":[],"07871":9,"078710":[],"078715":11,"078719":[],"078725":[],"078749":[],"078759":[],"078768":[],"078771":[],"078776":[],"07878641":[],"078795":[],"078812":[],"078845":[],"078860":[],"078880":[],"078899":[],"078908":[],"078911":[],"078926":11,"078942":[],"078962":[],"078974":26,"07897647347778382":[],"07898165660100093":[],"078986":26,"078992":[],"078999":[],"079001":[],"079021":[],"07903849":[],"079043":[],"079056":[],"079110":[],"079142":[],"079152":[],"079157":[],"079158":[],"079179":[],"079214":[],"079218":[],"079224":[],"079225":[],"079242":[],"079260":[],"079264":[],"079268":[],"079273":[],"079278":[],"079281":[],"079298":[],"079306":[],"079333":11,"079347":[],"079379":[],"079383":[],"079389":[],"079405":[],"079406":[],"079424":[],"07943621":[],"079437":[],"079438":[],"07944154":[19,25],"079443":[],"079447":[],"079448":[],"079476":[],"079483":[],"079486":[],"079489":[],"079493":[],"079495":[],"079499":[],"0795449":[],"079553":[],"079558":[],"079580":[],"079609":[],"079618":[],"079622":[],"079631":[],"079676":[],"079680":[],"07968918676726029":[],"0796891867672603":6,"079704":[],"079719":[],"079729":[],"079741":[],"079745":[],"07978179":19,"079819":[],"079823":[],"079827":[],"079839":11,"079847":[],"079856":11,"079882":[],"079893":[],"07989327":[],"079901":[],"079944":[],"079946":26,"079948":[],"07995375":[],"079991":[],"07999999999998":[],"07e":[],"08":[9,22,26],"080026":[],"080048":[],"080056":[],"080060":[],"080061":[],"080070":[],"080098":[],"080106":[],"080120":[],"080137":[],"080200":[],"080249":[],"080256":[],"080288":[],"080295":[],"080297":[],"080305":[],"080312":[],"080319":[],"080332":[],"080334":[],"080343":[],"080347":[],"080370":[],"080374":[],"080395":[],"080406":[],"080407":[],"080410":[],"08041015":[],"080434":[],"08043851":5,"080455":11,"080479":[],"080502":[],"080517":[],"080518":[],"080548":[],"080555":[],"080571":[],"080582":[],"080588":[],"080593":[],"080616":26,"080630":[],"080635":[],"080641":[],"080642":[],"080647":[],"08066746e":[],"080699":[],"080706":[],"080738":[],"080764":26,"080780":[],"080801":[],"080821":[],"080839":[],"08084392":[],"080847":[],"08085812":[],"08086066":25,"080914":11,"080916":[],"080922":[],"080973":[],"080984":[],"080998":[],"081007":[],"081022":[],"081046":[],"081072":[],"081100":11,"081140":[],"081144":[],"081163":[],"081194":[],"081198":[],"081211":[],"081216":[],"081223":11,"081233":[],"081253":[],"081258":[],"081262":[],"081276":26,"08131003":6,"081311":[],"081321":[],"081334":[],"081343":[],"081357":[],"081388":[],"081395":[],"081396":[],"081431":[],"081468":[],"081471":[],"0814721":[],"081481":[],"081483":[],"081503":[],"081520":[],"081533":[],"081540":[],"081547":[],"081559":[],"08156108":6,"081576":[],"081613":[],"081620":[],"081637":[],"08165104":26,"081655":26,"081707":[],"081773":[],"0818000034712947":[],"081827":11,"081832":[],"081837":[],"081848":[],"08188077":[],"081881":[],"081932":[],"081953":[],"081988":5,"081989":[],"081990":[],"082014":[],"082027":[],"082040":[],"082089":[],"082105":[],"082122":[],"082139":[],"082140":[],"082145":[],"082158":[],"082166":[],"082174":[],"082183":[],"082189":[],"082204":[],"082267":[],"082269":5,"082282":[],"082285":[],"082286":[],"082288":[],"082295":[],"082315":5,"0823185":[],"082322":5,"082339":[],"082424":[],"082426":[],"082431":[],"082451":[],"082501":[],"082503":[],"082509":[],"08251519":6,"082525":5,"082527":11,"082536":[],"082553":[],"082569":[],"0825971":[],"082604":5,"082620":[],"082642":[],"082653":26,"082683":[],"08271198519070039":[],"082716":[],"082756":[],"082779":[],"082786":[],"082791":11,"08281969e":[],"082839":[],"082846":[],"082852":[],"082874":[],"082875":25,"082877":11,"082896":[],"082900":[],"082921":[],"082939":[],"082990":[],"08299273e":6,"083000":[],"083015":[],"083021":[],"083026":[],"083051":[],"083053":[],"083087":[],"083102":[],"083111":[],"083151":[],"083152":[],"083159":[],"08318298e":1,"083217":[],"083220":[],"08322642264994606":[],"083227":[],"083242":[],"083251":[],"083272":[],"083276":[],"08328216846752691":[],"083300":[],"083320":[],"083321":[],"08333333333333333":[1,9],"083348":[],"083361":[],"08336233266":4,"083380":[],"083399":[],"083404":[],"083417":[],"08343519179767796":[],"083441":[],"083446":[],"083485":[],"083495":[],"083506":[],"083527":[25,26],"08352721390288316":25,"083555":[],"08356774001062162":[],"083573":[],"083579":[],"083600":[],"083627":[],"083629":[],"08363087":[],"083648":[],"083681":[],"083685":[],"083691":[],"083692":[],"083694":[],"08370888":[],"08373167e":[],"08374032367704139":[],"08376632":[6,26],"083766322923899":[6,26],"0837663229239016":[],"0837663229239025":[],"0837663229239043":[6,26],"083772":[],"083779":[],"083799":[],"083829":[],"083832":[],"083849":[],"083859":[],"083899":[],"083913":[],"083935":[],"083977":[],"084000":[],"084006":[],"084008":[],"084017":[],"084018":[],"084019":[],"084024":[],"084028":11,"084032":[],"084076":26,"084086":[],"084092":[],"084096":[],"084101":[],"084107":[],"084124":[],"084147":[],"084151":[],"084157":[],"084184":[],"084187":[],"084223":[],"084224":[],"084226":[],"084230":[],"08426840630693411":[],"08426840630693412":6,"08426840630693413":6,"084269":[],"084277":[],"084278":[],"08428156":[],"084282":[],"084286":[],"084364":[],"084391":[],"084400":[],"084408":[],"084414":[],"084422":[],"084426":[],"084434":[],"084438":[],"084444":[],"084476":[],"084477":[],"084484":[],"08448544e":[],"084523":[],"084536":[],"084541":[],"084549":[],"08455":9,"084570":[],"084604":[],"084624":[],"084629":[],"084645":[],"08464758160254343":[],"084657":[],"084663":[],"084670":[],"084682":[],"084683":[],"084685":[],"084702":[],"084728":[],"08474":9,"084777":[],"084809":26,"084846":[],"084862":[],"084904":[],"084906":[],"084909":[],"084912":[],"084920":[],"084927":[],"084936":[],"084965":[],"084977":11,"084979":[],"085010":[],"085018":[],"08502083":25,"085027":[],"085044":[],"085105":[],"085108":[],"085113":[],"085163":[],"085165":[],"085167":[],"085184":[],"085185":[],"085210":[],"085224":[],"085242":11,"085249":[],"085252":[],"085264":[],"085272":[],"085345":[],"085361":[],"085368":[],"085384":[],"085405":[],"085410":[],"085416":[],"085456":11,"085484":[],"08549564e":[],"08549632935144091":22,"08551306":6,"085571":[],"085603":[],"085655":[],"085716":[],"085764":[],"08576932":6,"085776":[],"085778":11,"085876":[],"085879":[],"08593216":6,"085936":[],"086021":[],"086074":[],"086076":[],"086109":[],"08611111111111111":1,"086112":[],"08612280083325631":[],"086154":[],"086174":[],"086178":[],"086203":[],"086249":[],"086250":[],"086257":[],"086262":[],"086303":[],"08630331":[],"086322":[],"086358":11,"086409":[],"086420":[],"086440":[],"086460":[],"086518":[],"086524":[],"086567":[],"08657894597048958":[],"086608":[],"086610":[],"086624":[],"086647":11,"086665":[],"086679":[],"086705":11,"08673755293381497":[],"086802":[],"086807":[],"086809":[],"086841":[],"08684675":[],"086872":[],"086877":[],"086888":[],"086890":[],"08690":9,"086904":11,"086925":[],"086951":[],"086956":[],"086994":[],"086997":[],"086999":11,"087081":[],"087208":[],"087224":[],"087235":[],"087315":[],"08732305":[],"08734015":[],"087372":[],"087377":[],"087386":[],"087387":[],"08741274":26,"087419":[],"08743287e":[],"087470":[],"087501":[],"087520":[],"087573":[],"08758":9,"08759":[],"087615":[],"087689":[],"087746":[],"087833":[],"087834":[],"087848":11,"087860":[],"087878":[],"087887":25,"087891":[],"087894":[],"087910":[],"088029":[],"088037":[],"088074":[],"088104":[],"088119":[],"088164":[],"08816688":[],"088176":[],"0881981":5,"088201":[],"088212":[],"08821204":19,"088238":[],"088261":[],"088271":[],"088275":[],"088317":[],"088348":[],"088361":11,"088425":[],"088460":[],"088476":[],"088488":[],"088502":[],"088506":[],"088519":[],"088526":[],"088560":[],"088606":[],"088611":[],"088631":[],"08871404":5,"08873443359350565":[],"08874264":25,"088754":[],"088758":[],"088760":[],"088765":[],"088778":[],"088809":[],"08881497884574564":26,"088816":[],"088825":[],"088853":[],"08887708":[],"08888888888888889":1,"08889302":25,"088926":[],"088946":[],"088974":[],"088982":[],"08902":9,"089040":[],"089041":[],"089059":[],"089063":[],"089082":[],"08910476e":[],"08917679":[],"089177":[],"08918584":[],"089206":[],"089212":[],"08923158":[],"089233":[],"089240":[],"08924325e":[],"089246":[],"089306":[],"089310":[],"089329":[],"089355":[],"0893679":[],"089369":[],"089374":[],"089425":[],"089441":[],"08945041":[],"089501":[],"089505":[],"089524":[],"0895387":26,"089539":26,"089551":[],"089614":[],"089641":11,"08966600e":[],"089683":[],"0896981":[],"089744":[],"089758":[],"089775":[],"089857":[],"089924":[],"08996":9,"089982":[],"09":[1,26],"090014704675496":[],"090028":[],"090039":[],"090128":[],"090174":[],"090229":[],"09023660662586945":[],"090241":[],"090268":[],"090270":[],"09030825":[],"090337":[],"090349":[],"09034902":[],"0903549":[],"090356":[],"090358":[],"090451":[],"090503":[],"090564":[],"090620":[],"090630":[],"090649":[],"090694":[],"090730":[],"090755":[],"090768":[],"0907788":6,"0907831":[],"090828":[],"090830":[],"09083636328656121":[],"090849":[],"09085624":[],"090888":[],"090923":[],"090929":[],"091031":[],"091044":[],"091051":[],"091060":[],"091113":[],"09117221":[],"091209":[],"091224":[],"091236":[],"091266":[],"091311":[],"091315":[],"091340":[],"091349":[],"091363":[],"091369":[],"091376":[],"091414":[],"091416":[],"091418":[],"091426":[],"091440":[],"091445":[],"091477":[],"09149881":[],"091579":[],"091620":[],"091630":[],"091647":[],"091659":[],"09166666666666666":1,"091696":[],"0917":9,"09170751":[],"09172408":[],"09172409":6,"091772":[],"091891":[],"091896":[],"09189927":25,"091996":[],"092007":[],"092066":[],"092126":[],"09216046":[],"092249":[],"092290":[],"0923":[],"092409":[],"092478":[],"09251":9,"09252364":[],"092524":[],"092621":[],"092724":[],"092769":[],"092879":[],"09289204":[],"09297039":[],"092998":[],"093078":[],"09309965420717024":5,"09318696260700278":11,"093247":[],"0934597075922044":[],"093497":[],"093556":[],"093593":[],"093624":[],"0938":[],"093844":[],"093930":[],"093979":[],"09404851e":[],"094082198961999e":6,"0940821989624095e":[],"0940821989643363e":6,"094082198966615e":[],"0940821989673748e":[],"094139":[],"094227":[],"094252":[],"094362":[],"09440475":[],"094404754965417":[],"09444444444444444":1,"094472507965532":[],"094477":[],"094610":[],"094619":[],"094657":[],"094722":[],"09480900e":[],"094812":[],"094848":[],"094867":[],"094925":[],"095171":[],"095184":[],"095313":[],"095315":[],"09533574":[],"095510":[],"095522":[],"095617":[],"095702":[],"0957156":[],"09575221":26,"095871":[],"095902":[],"095935":[],"09609807":5,"096173":[],"09631112":[],"09634375e":[],"096472":[],"096516":[],"09652672":[],"096623":[],"09662862":22,"09672929714683368":[],"09677394":[],"096833":[],"096845":[],"096872":[],"096893":[],"096894":[],"097":[],"097111":[],"097360":[],"09739330e":[],"097396":[],"097435":[],"09744":9,"09744272":[],"09759873":[],"097602":[],"097634":[],"097710":[],"09772449":[],"09780":9,"09781386":[],"09789363e":[],"09791":9,"098069":[],"098135":[],"09846636e":[],"09849763":[],"098498":[],"09856879":[],"09861229":[19,25],"09873132":19,"098802859381565":[],"099":[],"09903804":8,"0991919894927399":[],"09919198949274803":6,"099191989493334":[],"09951287404314545":1,"099648":[],"09964817":[],"099777":[],"09989861":25,"0n":[0,25],"0s":[],"0x11da42d90":[],"0x11db14850":[],"0x11e031e50":[],"0x11e09b370":[],"0x128ee8850":[],"0x12946f2e0":[],"0x1336a6040":[],"0x133c2e1c0":[],"0x138098070":13,"0x1387541c0":13,"0x13b240850":[],"0x13b8c72e0":[],"0x7fad10f9a280":[],"0x7fad20f69be0":[],"0x7fd098df3280":[],"0x7fd0a9063be0":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,22,23,24,27],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,21,22,23,25,26,27],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,19,22,23,25,26,27],"1000":[0,1,2,4,5,8,11,13,14,18,22,25,26],"10000":[2,5,6,10,11,13,22,27],"100000":8,"10001":10,"1001":[9,22],"1002":22,"1003":22,"10030":9,"100303":[],"100358":[],"10044225464078282":[],"1005":22,"100670":[],"1007":27,"10077114273548984":6,"1009":22,"10097956":[],"1011":22,"1013":22,"1013904243":22,"10141413e":6,"1015":22,"10188442":22,"102":26,"10207647":11,"1022233262115424":[],"10222333":[],"10222868":22,"1023":22,"10230":9,"1023111":[],"10235180e":[],"1023858":[],"1024":3,"102401":[],"102449":[],"1026":22,"1027":22,"1028":[],"103":1,"1030":22,"10302062":[],"10308387":22,"103257":[],"10340":9,"1037":22,"10378326e":1,"1038":22,"103822":[],"10391807":6,"10398646080125035":[],"10398646080125036":6,"10398646080125037":6,"1040":22,"10405456":11,"10427270e":[],"10430":9,"104411":[25,26],"10441496e":[],"10455924":[],"1047":22,"10486183":[],"104862":[],"10505137":[],"105161":[],"105169":[],"10516924":[],"10520":9,"10555555555555556":1,"1056":[],"10589577":5,"106":[],"106095":[11,26],"10620135":[],"106431":25,"10659682":25,"10686259":[],"106971":13,"107":[],"10712245e":[],"10790125813226321":26,"108":[6,9],"108359":[],"10835935":[],"10880921":[],"109":[],"10913":6,"10931453":6,"10950766":[],"10960":9,"1096767776832326":[],"10967678":[],"1098906":26,"10it":6,"10th":9,"10x":[0,25],"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,22,23,24,25,26],"110":[],"1100":22,"1101":22,"11022302e":[],"11029323":[],"11046771":[],"111":[1,7,12],"11100":9,"11167579":25,"1122558214":[],"112319":[],"11231934":[],"112383":[11,26],"1124":9,"1125":[],"11276576e":[],"11283168":[],"11297834":[],"1133":[],"11352543":[],"1136":[],"11362930e":[],"11366595":[],"11388888888888889":1,"1139":[],"11390":9,"114":[3,4,14],"11402309":[],"114437":[],"11462415":5,"11481199":[],"11482289e":6,"11499517":[],"115":[3,4,14],"11507992e":1,"11520281":13,"11547777218875695":[],"11547777218875696":[],"11547777218876518":6,"11547777218940905":[],"11547777218940906":[],"115822":6,"11590":9,"11598862":[],"11598862273198":[],"116":[3,4,14],"11604844":[],"116048442683864":[],"11660":9,"11666666666666667":1,"11674401539815678":[],"117":[3,4,8,14],"117430":25,"11744554e":6,"11780":9,"11790868":[],"11793498e":[],"117986":[],"118":2,"1180677":5,"118068":5,"1182":[],"1183":[],"118318":[25,26],"1184":[],"11840":9,"1185":[],"11850274":[],"1186":[],"11868087":5,"118681":5,"11890":9,"119":[2,3,4,14],"11909685e":[],"119625":[],"11962537":[],"1199":[],"119936":2,"119999999999976":[],"11it":[],"12":[0,1,2,3,4,5,6,8,9,11,12,13,19,22,24,25,26],"120":[2,3,4,14],"1203":9,"1203284":8,"12044974":26,"120450":26,"1206":8,"12069773":[],"12086283":25,"121":[8,9,10],"12107137e":[],"12152272":[],"1215pm":[23,25],"12160173":[],"12167821":[],"12178678":5,"121787":5,"12182967":6,"12196674":[],"122":[2,8,9,10],"12211324e":[],"12222222222222222":1,"122282":25,"122439":[],"1224392":[],"12288563":[],"122886":[],"12289498e":[],"123":2,"12302855":[],"12318726e":6,"12330033":26,"12330280229368":[],"12333649":6,"12345260617257443":[],"123459876":[],"123711":6,"12380":9,"12387751":[],"12394241e":[],"124":[0,25],"12400":9,"12427889":[],"12434807":[],"1245596497124075":[],"12455965":[],"125":[],"1250":[],"125000":[],"12539459":[],"12552073e":6,"12591227":26,"126":9,"1261":9,"12618549":5,"12630042":[],"1265":9,"127":4,"1270":[],"127043":[],"1271":6,"1277":6,"127773":[],"12777777777777777":1,"127812":25,"12788968":[],"12790":9,"128":[3,4,13],"12803365e":[],"128664":6,"12871842":26,"12885048":[],"12890007e":[],"12898627064868978":[],"129":2,"129099":11,"12909917":11,"12933164":[],"129332":[],"12934015":[],"12937662":[],"12945452":[],"1297":9,"1297300314822336":[],"1298":9,"12adb44b1c20":[],"12it":6,"12m":[],"12pm":[23,25],"13":[0,2,5,6,9,11,12,13,19,22,25,26],"130":9,"13003291":6,"13006658e":[],"13019959":[],"130200":[],"13030182":[],"13055555555555556":1,"130694":26,"13069442":26,"13083543199018746":[],"131":9,"13117061":[],"13131825":[],"1314":[],"132":9,"13208672e":[],"13220608e":6,"13228567":[],"13229545716505003":[],"132360":[],"1323603":[],"1326":9,"13260331":22,"13261136":[],"1326197715":25,"13280":9,"13281267":26,"13288373":[],"133":7,"13320535":[],"13333333333333333":[],"13375152e":[],"13392097":[],"13393141":[],"135":9,"13519106":[],"13535942":6,"135365":[],"13536532":[],"136":[],"1360":[],"13609760e":[],"1361":[],"13618516e":[],"1362":[],"1363":[],"1364":[],"13646574":5,"13655438":[],"13661243e":6,"13679863":6,"13687085e":[],"1371":6,"13734823":[],"13740":9,"137400784702911":26,"137652":[11,26],"1378":[],"1382":[],"1383":[],"1384":[],"13847924":[],"1385":[],"1386":[],"13865173":5,"13876586436927824":[],"138775":[11,26],"1388888888888889":1,"13890":9,"1392559581788775e":[],"1392559584983597e":[],"1392559585048734e":6,"1392559591206444e":6,"13925595925919e":[],"13it":[],"14":[0,2,3,4,5,6,8,9,10,11,12,13,14,19,22,24,25,26],"140":[2,9],"14021063":6,"1404":[],"14042769":[],"140428":[],"14045566":19,"140525":11,"14052537":11,"14061742":[],"14072037":19,"141":2,"14100":9,"1416398":6,"14174062":[],"14174745":6,"1418":9,"142":9,"14231548":[],"14250":9,"14252712":[],"14266332e":[],"14277718e":26,"142857":[],"14298603":[],"143":[2,3,4,7,14],"1435666":[],"14360598":[],"1437":1,"144":[3,4,14],"14400":9,"1440501043841336":1,"14432948":[],"14440":9,"14451625":[],"1446729567":4,"14484695":[],"144993":25,"145":[2,3,4,14],"14561980e":[],"1457774":[],"146":2,"14617985":[],"14648477":19,"147":[],"14710":9,"1472032":[],"14722222222222223":1,"14724135e":[],"147400":[11,26],"14741468":[],"147420":[11,26],"14783702":[],"1479":9,"148":[],"14812206":6,"14818":[],"14822021080294":[],"1484256":[],"148463":5,"14846308":5,"148564":[],"14859":6,"148734":6,"148768":[],"148854":[],"149":[],"14900336":[],"149213":[],"14932651":[],"149452":[],"149655":[],"149864":[],"14988578":[],"149886":[],"14995486":[],"149955":[],"149991":6,"14g":6,"14it":[],"15":[0,2,3,4,6,7,8,9,12,13,14,15,16,17,22,25],"150":[4,8,9],"15005476":5,"150184":[],"15060311":22,"15084741":25,"15089627":[],"150920":[],"15092012":[],"1509778":[],"15098090e":6,"151":[],"15130074e":6,"151348":[],"151986":[],"152":9,"15200":9,"15258907":[],"152696":[],"15269628":[],"1527777777777778":1,"153036":[25,26],"153106":[],"15320771e":[],"15321987":[],"1533795":[],"153760":[],"15384615384615385":9,"15384615384616":[],"154":[],"15410688":[],"154107":[],"15442554":[],"15454301":[],"15456415e":[],"154720":[],"15483121":[],"15485374225770068":22,"154911":[],"155":9,"15503141":[],"15508406":[],"155491":[],"15550086":[],"155687":[],"155883":[],"156":[],"1562":[],"15626984":[],"156270":[],"15629539":[],"15680777":[],"156956":5,"157":[],"15714797":22,"15717291":[],"15746031e":[],"1575":9,"15752533e":[],"158":9,"1582408":[],"158241":[],"1583767":[],"15843769515580663":[],"1586300629904382":[],"1587":9,"15891336":[],"15899253":[],"159":[],"1590":9,"15990":9,"15g":6,"15it":[],"15pm":25,"16":[1,2,3,4,5,6,8,9,10,14,22,25,26,27],"160":[],"16006961":[],"1603":3,"1604":[],"16049171e":[],"1605":[],"160539":[],"16054190e":[],"1606":[],"16061448":19,"1607":[],"16105443":19,"16111111111111112":1,"1612":[],"1614891":[],"16167387":[],"16211139":5,"16220":9,"162246":5,"16231451":4,"16232481":19,"1625":9,"1628":9,"162999":25,"163":[],"16304863":26,"163049":26,"1630775253":1,"16342407":5,"16343471":6,"16350368":5,"163504":5,"16384":3,"16397496":[],"16500":9,"1655226":[],"16575256":13,"166":9,"16660817":[],"166667":[],"167":[],"16740002":[],"167787":5,"168":9,"168044":[],"16804444":[],"16805821e":6,"16807":[],"16827044":[],"16832385":[],"16840081":[],"16961682":[],"16981204":22,"16b8e3cda33a":[],"17":[1,2,3,4,5,6,8,9,14,22,26],"17001895":11,"170019":11,"17012048":25,"17084902":[],"1709":9,"171525":26,"1715252":26,"17174962e":1,"17222222222222222":1,"172405":[],"17240522":[],"1726":9,"17297886491529482":[],"17300":9,"1731":9,"17339342":[],"173439546289586":[],"17428293":[],"17446471":6,"1752":9,"175300":[25,26],"17606773":19,"17641709":6,"17647619":6,"17676228":[],"176880142835407":[],"17709473":[],"17764878e":[],"17774184e":[],"17777777777777778":1,"17796101e":[],"17801022":5,"17826349":[],"17861098":6,"17897671":[],"17917768":5,"17928538":25,"17930649":[],"17938393":[],"17942122":[],"17949575":5,"17953942":11,"1797":[1,3],"18":[2,3,4,6,7,8,9,10,13,14,22],"180":[],"18029127":5,"18036103":[],"1807":4,"1809":9,"181":9,"1810":[],"1812":9,"18156717":[],"18166474":[],"1821":9,"18217743e":[],"18221254":25,"18264218":[],"18266178":[],"182662":[],"18276924":[],"18306165":[],"183062":[],"18327677":[],"18333333333333332":1,"18383522":26,"18393678":[],"184":9,"184519":[25,26],"184895":[],"185":[],"1851":[],"1852":[],"18526":[],"185278747229417":[],"1853":[],"1854":[],"1855":[],"186":[],"1860":9,"18603611e":[],"1861":[],"18611111111111112":1,"18613217e":6,"18657863":[],"18660":9,"18670072e":26,"18673098":11,"18682538":[],"18695705":[],"187268182169147":19,"18780801":25,"18790439176058887":[],"188":[],"18826299":[],"188263":[],"188499":5,"18849928":5,"1887":6,"18906854":22,"18912963":[],"18931988":[],"189367":25,"189377":11,"1893772":11,"189496":[25,26],"189622":[25,26],"18998208":[],"18it":6,"19":[2,3,4,6,9,13,14,22],"19003":6,"19023414e":[],"19032152e":[],"19096968":[],"190970":[],"19105386":22,"191262820314401":[],"19144544":[],"19158446":[],"19166666666666668":1,"191963":25,"19207979":5,"19213479":[],"19220":9,"19237495":25,"19264104e":[],"19284552e":[],"193":[],"19354258":[],"19379506":[],"19394283":[],"194":[],"1940":[0,26],"19404282648955e":[],"194042826653172e":[],"194042826815498e":[],"1940428268204826e":6,"194042827197027e":6,"19425617":[],"1943":12,"194325":[],"19432526":[],"1944":[],"19444444444444445":[],"19466812":[],"1950915150":[],"19528375":13,"1954":[],"19542686939553625":[],"1956":9,"19569961":[6,26],"1961":[],"1962":[],"19627430151896047":19,"1963":[],"1964":[],"1965":[],"19650622e":[],"19677483e":[],"1970":[19,25],"197104":[],"19710439":[],"1973":9,"197370":[11,26],"19740":9,"197738983259782":[],"1979":6,"19800":9,"19853775e":[],"19866124":22,"1989":[],"19890453":[],"199":[],"19910037e":[],"19937":[],"19983530":6,"19994371":[],"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,22,25],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":19,"1n":[0,25],"1s":[],"1x":[0,25],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22,24,27],"20":[0,1,2,3,4,6,7,8,9,13,14,22,23,25,26],"200":[0,2,3,4,8,9,10],"2000":[0,26],"200000":[],"20015436":6,"20038136":[],"2004":13,"2006":24,"2008":25,"20098424e":[],"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,25],"20174121":[],"2018":[0,3,4,6,14,26],"2018906331":[],"2019":[8,9],"2020":[3,4,14],"2021":[6,14,26],"2022":25,"2023":[15,16,17,25,27],"20255857":[],"2027":9,"20277777777777778":1,"20299677":[],"203":[],"20313883":25,"20316225":[],"20320502":[],"20375361":[],"203753611274545":[],"20436207e":[],"20461136":[],"20500":9,"20509391":[],"20517254e":[],"205231":25,"20561803":11,"206":[],"2060":9,"20609082":[],"206091":[],"20661216":[],"206640":[],"20664007":[],"20669787e":[],"2069":9,"20708879":[],"207089":[],"207545":[11,26],"20756638":[],"207888":25,"20793824":13,"20833333333333334":1,"2086376":[],"20867052175003364":6,"20867052175006306":[],"20867052175109335":[],"20893188":[],"20893514":[],"20916295":26,"20965182":19,"209789":25,"20980":9,"20999563":[],"21":[0,1,2,3,4,5,6,7,9,12,13,14,15,19,25,26],"210151":[],"2101511":[],"210340":[11,26],"21058097":5,"21130":9,"2116753732":4,"21169159e":6,"21171751e":[],"21265216":[],"21266166e":[],"21296315":[],"213":[],"213103":[11,26],"21328866":[],"21350883":5,"213509":5,"21369083e":[],"213743":[11,26],"21435514e":[],"21467644":25,"21472683":[],"2147483647":[],"21493572":[],"21503438e":[],"21519063":[],"21576737e":[],"21582995e":[],"21596432":6,"216290":[11,26],"21654926":[],"216683":[11,26],"21786964":[],"2188":[],"21909039":[],"21913656":19,"21919813":[],"21922061":[],"219222942590059":[],"219249":[],"21924917":[],"21927988":[],"21944444444444444":[],"2195":[],"21985165":[],"21997099":[],"22":[0,1,2,3,4,5,6,9,12,13,14,19,25,26],"22014758":[],"220148":[],"22016672":25,"22044605e":[5,26],"220506557673408":[],"22090974":[],"22094791":[],"220968":[],"221":8,"221180":[25,26],"22134069":[],"2216":9,"2218":9,"221805":2,"221921":5,"2223808":19,"222400":[25,26],"2225":[],"2232822462117919":9,"22335823":19,"22403397554517984":25,"22442417":[],"2246674023625205":[],"225":4,"22566121":[],"22567203":[],"2259440937":[],"226124657522696":[],"22612466":[],"226856":[],"22685646":[],"22690428":5,"22722021":22,"22772039":25,"22821344":[],"22828694":25,"2284246870217162":6,"2284246870217459":[],"22842468702288576":[],"22842468702288582":[],"22847924":5,"22887861":[],"22893751":[],"22929905e":[],"2299":[],"22it":6,"23":[1,2,3,4,6,7,9,12,13,14,19,25],"23002365e":6,"23014274e":[],"23056012":[],"23076923076923078":9,"23095558e":[],"231":[],"23103285":[],"231224729143838":[],"2315033":[],"23167717":5,"23168292":[],"231683":[],"2321528":[],"232153":[],"232435":[25,26],"23297056":[],"23333333333333334":1,"233528":[],"23365145e":[],"2338675":26,"233868":26,"234":6,"23408962e":5,"23470374":[],"234723":5,"23472346":5,"23477043":[],"23483916":[],"23496851":5,"234969":5,"23522201":[],"2357089093":[],"2360682191515046":[],"2361111111111111":[],"2364":9,"23659936":[],"237038":[],"23703839":[],"23732849":[],"2379":6,"23792491":[],"237925":[],"23816792":[],"238168":[],"238574":[],"23857423":[],"23875722":[],"23962594":[],"2397":9,"23971032":26,"24":[0,1,2,3,4,6,9,13,14,19,25],"240670854503034":[],"241252":[],"24125217":[],"24140":9,"24159785":26,"2416":9,"24175744e":6,"24181044e":[],"2419":9,"24276315":[],"24279008":[],"2430":9,"24390":9,"24444444444444444":1,"244858":[],"24485843":[],"24501973e":[],"24512498":[],"24533566":[],"246":2,"2460037":[],"24611674":[],"24629107e":[],"24688732":[],"2470":[],"24712854":25,"2476536":[],"247654":[],"24770094":[],"24782786":[],"24784064":[],"24801014":[],"24829908":5,"24844778e":[],"24848907":[],"24906604e":6,"24908246":25,"24924624":[],"24929083":[],"249302":[],"2493023":[],"2495":[],"25":[2,3,4,5,6,7,8,9,11,13,14,15,20,25,26],"250":[2,4,7,9],"2500":[],"25000":[0,26],"250000":[],"25006757":19,"250154":[],"25028968":[],"250636":25,"25070907":19,"25115233":[],"25116851":[],"2517560119":[],"251879":[25,26],"25201286e":[],"25216021":19,"252436":[25,26],"25253892":[],"25259666":[],"2526":[],"252866":[],"25286618":[],"25328924":25,"25366775":[],"253668":[],"253775":[],"25385387":[],"253854":[],"25455904":[],"25485457":22,"255":3,"255001":[25,26],"25522012":[],"256":[2,4],"25617654e":6,"25617657e":[],"25617658e":6,"256962":[],"257":[],"2572":9,"25724702e":[],"2572495066":[],"2572e3a4b38d":[],"2575":9,"25781559":11,"257816":11,"25789255":[],"25792767":[],"25845e8df859":[],"25881631":[],"25902112":[],"259153":[11,26],"2597":9,"25976336":[],"26":[2,3,4,6,9,13,14],"26015755":[],"260225":5,"26022531":5,"26079358":[],"26115367":[],"261154":[],"26153846153846":[],"26181254":[],"261813":[],"26185107":[],"26186844":[],"2619":26,"26193455e":[],"26223899":[],"26265627":[],"26290036":[],"26291585":[],"262916":[],"26294938":[],"2629493813057833":[],"26297455":26,"26301436":5,"26306244":[],"264":[],"26409315307910025":6,"2640931530791003":[],"26409315307910036":6,"2640931530791005":[],"26409315307910053":[],"264421":25,"264540221699101":[],"264666":[],"26466619":[],"265":[],"2650":9,"26506981e":[],"265109911":4,"26521761e":[],"26531223e":[],"2654":9,"26549135":[],"266":[],"26610075":[],"26662339374864535":11,"26666667":13,"26678445":[],"26710969":5,"26780278":5,"268":9,"26804287":[],"268043":[],"268227":[],"26822717":[],"268484":[],"26848435":[],"26896710e":[],"269":[],"26995402":26,"27":[0,1,2,3,4,6,13,14,26],"270":[],"27011455":25,"2703":[],"27050214":[],"27090196":[],"27091656":[],"270917":[],"27092897":[],"27092910":6,"273817":[],"27381733":[],"27404277":22,"27412395":22,"2745333":25,"27498198":19,"2750":9,"27524966e":[],"27525917":[],"275341":[],"27547877":[],"27552531e":[],"27562809e":[],"27580794":[],"27621662e":[],"27625974":19,"276263":[11,26],"27660123":[],"27692307692308":[],"27700":9,"2772":[],"2775623201":[],"27760":9,"27801122":[],"278036":[],"27803645":[],"27809912":[],"27924636":5,"27932015e":[],"27961873e":[],"27n_":22,"28":[0,1,2,3,4,6,9,13,14,16,26],"28001319":[],"280179":25,"28047021":[],"280573":5,"280647":[11,26],"28065343":[],"28067036":[],"28097861":[],"280979":[],"28102554":[],"2812":[],"28186376":[],"281930":25,"28205578e":26,"28213741":25,"28219089":[],"282191":[],"282259":25,"28266792e":[],"282727":[11,26],"28284417e":[],"283":[],"2830637392":4,"2831603":[],"28336218e":6,"2836":[],"28390":9,"28391978":26,"28457442":13,"28475098":8,"28500583e":[],"28506507":22,"28590743":[],"2861":22,"28634473":[],"286345":[],"2871":9,"2873":9,"28744729":[],"2882":22,"28836053":13,"288455813429108":11,"2886":22,"2886847885377843":[],"28868479":[],"28875373":[],"2890":[0,25],"2891298":13,"2892":22,"28948521":22,"2895238":[],"28967287":[],"28it":[],"29":[3,4,6,7,9,14],"29082851":[],"290829":[],"29083183":[],"290832":[],"29115152e":[],"29148545e":[],"29149329":[],"2915":22,"29167186":5,"29229741":[],"2923076923077":[],"29276615":[],"29294618e":[],"2931":25,"294277":[],"2942772":[],"29512284":[],"295123":[],"2954":[],"29546690e":[],"2955":[],"2956":[],"2957":[],"2958":[],"29588901":[],"29592539":[],"296247":[],"296414":25,"29650918":[],"29661191":[],"29662593e":[],"29672381":[],"2968":25,"297":[],"2971492148":[],"2972":[],"297248":[],"29724806":[],"2980":25,"29822833":6,"298273":[],"298375":[],"298836":[],"29883607":[],"299":[3,4,14],"2990":25,"299267190588216":[],"29938171e":[],"29972182":[],"299748":[25,26],"29it":[],"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,22],"2_t":13,"2_x":22,"2b":22,"2cm":8,"2d":[1,3,11,12,18,25],"2e":6,"2f":[0,7,9,10,11,12,25,26],"2ff97f4bf03b":[],"2g":2,"2g_i":2,"2k":3,"2m":6,"2n":[0,2,3,25,26],"2nd":9,"2p":22,"2pm":[23,25],"2pt":4,"2s":[],"2x":[0,3,8,13,25],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21,22,23,27],"30":[0,1,2,3,4,6,7,9,10,13,14,23,25,26],"300":[3,4,14],"30000":[0,25],"30010":9,"30035718":[],"3005849":[],"301":[3,4,14],"30119421":8,"301475":[],"3014751":[],"3017":[],"3018":[],"3019":[],"301927":[],"3020":[],"3021":[],"30232456e":[],"30258509":[19,25],"302m":[],"303":6,"30313128":[],"30337713":[],"3037":[],"3038":[],"30384239":[],"3039":[],"303m":[],"3040":[],"3041":[],"30442964":26,"30466214e":6,"304m":[],"305":[0,25],"30535506":[],"30552077":[],"30559547":[],"305m":[],"306":[0,3,4,14,25],"3063":[],"30638512e":[],"306m":[],"307":[0,3,4,14,25],"30700873e":[],"30702075":[],"3072":3,"30761405e":[],"3076923076923077":9,"30787294":6,"3079975":[],"307m":[],"308":[0,3,4,14,25],"30813073":[],"30839676":[],"30844205":25,"308763":22,"30891693":[],"308917":[],"308m":[],"309":[0,3,4,14,25],"30936179":[],"309362":[],"30940":9,"30984244e":[],"30993886e":[],"30b53504a633":[],"30it":[],"31":[3,4,6,12,14,19,22],"310":[0,3,4,14,25,27],"310579":26,"3105791":26,"311":[0,25,27],"31120247":[],"31138734e":[],"31193395e":[],"311m":[],"312":[],"3120271598582915":[],"31211671":[],"31228042":[],"31229747":[],"3123314713548606":6,"31276579e":6,"312m":[],"313":27,"31311243":[],"31318084":5,"31331481":5,"313315":5,"31347523":13,"31377492":[],"314":27,"3141149":25,"31424359":[],"314244":[],"31447174":[],"31457796":5,"315":6,"31507591":[],"31519573":[],"31531613":[],"3155":[0,5,6,27],"315746":[],"31574634":[],"315977":[],"31597731":[],"316":[],"31605061":[],"31614188e":[],"31644071":[],"31650694":6,"31658671e":[],"31681097":[],"316811":[],"317":[],"31718909":11,"31719317":[],"317367":11,"31768693":[],"31782593":[],"317825933186352":[],"3178411477108273":[],"317m":[],"31835835":[],"31866499":[],"31896852":8,"319803":[],"31980301":[],"31988705":[],"319m":[],"31it":[],"32":[2,3,4,6,12,13,14,19,22],"3200":1,"32039227e":[],"32047562":[],"32066545e":5,"32068012":[],"3208":2,"320m":[],"32149601703519115":6,"3214960170351912":6,"3215":9,"32158804":19,"32179365":[],"32183101":[],"32183405":22,"32190363":[],"32305813":25,"32309075":[],"32320052":[],"32360769":11,"323608":11,"324":2,"32450054":26,"32458459":[],"32459186":[],"32474290e":[],"324m":[],"3250":[1,6],"32512":[],"32541271":19,"32566092":25,"32609560e":[],"32611807":22,"326238":[25,26],"3263505":[],"3267061":19,"326m":[],"32714903e":5,"32721178":[],"327212":[],"32750531e":[],"32766274":[],"32784259e":[],"327883798133277":[],"32816737":[],"32903042":[],"329492":25,"3297":[],"32992274":[],"329923":[],"32it":6,"33":[2,3,4,9,12,14,19,23],"330":[3,4,14],"3303":[],"33066907e":[5,26],"33078983":[],"33079801":[],"331":[3,4,14],"3310":[],"3313155":[],"33135331":[],"33166055e":[],"3318361":[],"331939":[25,26],"331m":[],"332":[3,4,14],"332018":[],"33201844":[],"3322326":19,"332331":[],"333":[3,4,7,14],"3331":[],"33327369":[],"333274":[],"33333333":13,"3337":[],"33370315e":[],"334":[3,4,14],"335":[3,4,14],"33589475":25,"336":[3,4,14],"33611111111111114":[],"33645986e":[],"33646268e":[],"336801":[],"33680101":[],"33697405":19,"337":[3,4,14],"33711888":[],"33736485":[],"338":[3,4,14],"33819480e":[],"33823452e":[],"3384":[],"33900713":[],"33939645e":[],"33941551":22,"33956555":[],"33m":[],"34":[2,3,4,9,14,19],"340071371496255":26,"3403":9,"34037032e":[],"34040204e":[],"340583":25,"340782":[11,26],"34114547":5,"34158665":[],"341m":[],"34212496":25,"342680":[25,26],"34305928":[],"3436":[0,25],"3437":[0,25],"34378387e":[],"34412923":26,"34498451":[],"3456":[],"34561469":19,"345687771875474":[],"34568872":[],"34569596":5,"3457":[],"34578026":[],"3458":[],"34585355":[],"3459":[],"34591885":11,"345919":11,"3460":[],"34626037":19,"34652523":19,"34678929":[],"346810":[],"34695383":5,"346954":5,"3469819128513336":[],"3473884":22,"34740615":[],"34852463e":[],"34914442e":[],"3498":[],"34989509":[],"34it":[],"35":[0,2,3,4,6,9,14,17,20,23,25],"35030572":[],"35074881":[],"350749":[],"35123041":[],"3514":[],"35140":9,"35147135":[],"35147532":[],"351636":[11,26],"35182854":5,"35203688":[],"35207264":[],"352073":[],"3522":[],"3525":[],"3528556":[],"352856":[],"3529":[],"3530606977":[],"35309734":[],"35319678":[],"35346808":[],"3538":[],"35396404e":[],"35401056e":[],"3543":[],"35438626":[],"3544313922":6,"3546":[],"35470445e":[5,26],"35473061":19,"3548":[],"355":[3,4,14],"3551":[],"35533773":6,"35533774":[],"3556":[],"35562617e":[],"35568525":[],"3558":[],"355906":[],"35590603":[],"356":[3,4,14],"3560":[],"356399":[25,26],"3567":[],"357":[3,4,14],"35704388":[],"357044":[],"3572":[],"35724288e":[],"3575":[],"357508":[25,26],"35759569e":[],"3576":[],"3577":[],"35770742":22,"35771826":6,"35771842":[],"35776087e":[],"35793003441520066":[],"358":[3,4,14],"3581341341":4,"3581571":[],"35819312":25,"35821426":[],"3585":[],"3587":[],"35892474":[],"35894575":[],"359":[3,4,5,14,27],"3593":[],"35947075":[],"3594821":[],"3595":[],"3598":[],"359999999999985":[],"36":[0,2,3,4,5,6,14,20,22],"360":1,"3604":[],"3605":[],"3606":[],"360688":[],"3609":[],"36102113":[],"36117602":[],"3613":9,"3615":[],"361556":[25,26],"3617":[],"3621311":5,"36227629e":[],"3624":[],"3627":[],"3628":[],"363295916323784e":6,"363295916414895e":[],"3632959170548605e":[],"3632959215700067e":6,"363295924430451e":[],"363834":[],"36383443":[],"363936":[],"36393643":[],"364244035362507":22,"36424404":22,"3643":[],"3644017":[],"364402":[],"364418e97433":[],"3645":[],"3646":[],"36462687e":[],"3647":[],"365350":[],"36535019":[],"3655":[],"3655222":5,"36570403":[],"3659":[],"3665263":[],"3668":[],"36689784":[],"366898":[],"3669":[],"36692356":[],"367":2,"3672":[],"3673":[],"3674":[],"3679":[],"36809474":[],"3684":[],"368537":[],"36853738":[],"3687":[],"3688":[],"368m":[],"36904006e":[],"369139":[11,26],"36it":[],"37":[2,3,4,6,9,14,20,25],"3704":[],"370782966":4,"3711":[],"37114298":[],"3713":[],"37157712":[],"3718":[],"3721":[],"3722":[],"37239927e":26,"3725":[],"3729":[],"37307168":[],"3739":[],"37396662":6,"37415316":[],"37419664":[],"374197":[],"374291":[],"37429133":[],"3748":[],"3749":[],"3753":[],"375351":11,"37535105":11,"375694":25,"37585988":25,"3759":[],"3760":[],"37624303":25,"3765":[],"376547":25,"376559":[],"37655936":[],"376834":[],"37683438":[],"37692363":[],"37703055":[],"37713991":[],"3772":[],"3773":[],"37732":[],"377372":26,"37737221":26,"3776":[],"3777801602":6,"3779":[],"37816901":22,"37835429e":[],"3784":[],"378664":[],"37866422":[],"37885034":[],"37900111":6,"3791":[],"379203":[],"3794":[],"379647":[],"37964744":[],"37992857":[],"37it":[],"38":[2,3,4,9,14,22],"380":9,"38019139":[],"3802":[],"3803":[],"3804":[],"3805":[],"380739":[],"38073947":[],"3811":[],"38135733e":6,"3815":[],"381627865854956":[],"38162787":[],"38168549":[],"3817475779":6,"3818":[],"3819":[],"3820":[],"382187":25,"38222896":[],"3823886":[],"382389":[],"38246359":[],"382672":[],"38267217":[],"3827":[],"382951":[],"38295101":[],"38299798":[],"3830":[],"38302314":[],"3833":[],"38336316":[],"3834":[],"3837":[],"3838":[],"383878":[],"3838783":[],"3839":[],"383942":5,"38394242":5,"3842":[],"38432672e":[],"38461538461538464":9,"38469441":19,"3850":[],"3851":[],"38533184":[],"38533185":6,"3854":[],"3858":[],"386":9,"38605872":[],"386059":[],"3861":[],"3862":[],"386294":[],"38629412":[],"38629436":[19,25],"38629844":[],"38636467":25,"38637915":[],"3864":[],"38644889":19,"3867":[],"3869":[],"387":27,"3871":[],"3872":[],"38730917e":[],"387482":[],"38748219":[],"3876":[],"38763091":[],"38788697":[],"388":[],"3881":[],"38816656":11,"388167":11,"3882":[],"3885":[],"3886211842840971":[],"38868469":[],"3888":[],"3889":[],"389":[],"38901478":[],"38906684":[],"389067":[],"3891":[],"38916861e":6,"38962192e":6,"3898":[],"39":[0,2,3,4,9,14,23,25],"390":[],"3906":[],"39074222e":[],"39095416":[],"39116042":19,"3914":[],"3915":[],"3916":[],"391602":[],"3917":[],"39197698":26,"391977":26,"39214397":26,"392144":26,"3922":[],"3925515884752442":[],"39272691":[],"3928":[],"3929303193461995":[],"3931":[],"39311435":[],"39340081":22,"39384255":[],"393843":[],"39417707e":[],"3943":[],"3944":[],"39444293":26,"39456996":[],"39493843":[],"3950":[],"39548035e":[],"3955":[],"39550083":11,"395501":11,"39560937":[],"3957482":[],"39579407":5,"3958":[],"39595799":[],"3960":[],"39600607":25,"39614347e":[],"3962":[],"39626502":25,"3970":[],"39706038":5,"39707147":[],"39724390e":[],"39730396":20,"3975":[],"397700":[11,26],"39789527":[19,25],"3979":[],"39794864e":[],"3980313467":6,"3983":[],"39864527":[],"39892216e":[],"39920034":25,"39924562":[],"399246":[],"39931051e":26,"3994":[],"39943328":[],"3996":[],"399836":[25,26],"39it":[],"3bdkrb":[],"3d":[2,3,4,6,13,20],"3f":[1,3,9],"3n":19,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,20,25],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,27],"40":[1,3,4,6,9,14,20,23,25],"400":4,"4000":[9,25],"4005":[],"40062254e":[],"4011":[],"40116777":[],"401168":[],"4012":[],"4017":[],"4017308":[],"40183706":[],"401842":[11,26],"40214433":[],"4022":[],"40236659e":[],"40236901e":[],"40264255":22,"4027":[],"4030":[],"40340043":[],"4034668048":[],"4038":[],"40389922":[],"4039":[],"404":26,"4045":[],"4048":[],"4050":[24,25],"40506137":19,"4055":[],"405890":[11,26],"4059":[],"40599799":[],"40620066":26,"406201":26,"40672425":[],"4068":[],"4069":[],"4075":[],"40754621":[],"40768645e":[],"4077":[],"408":[],"4082":6,"40828861e":[],"40829683":[],"408297":[],"4084":[],"4087":9,"4087793":5,"4088":[],"4089":[],"409":[],"40927184e":6,"40961677":19,"40980089":[],"409801":[],"40a38ad763f1":[],"41":[2,3,4,9,14,19],"410":[],"4100":[],"4107":9,"410815":[],"41081513":[],"41083418e":[],"41091395e":[],"411":[],"4115":[],"4117":[],"41170104":[],"412":[],"41211579":[],"412116":[],"4128":[],"4131":[],"41335011":19,"41340248":[],"41351287":[],"413513":[],"41357064":[],"41369795e":[],"41386599":[],"4143":[],"41433969":5,"4144":[],"41446721":[],"4146":[],"41486312e":[],"41511965e":1,"415201":25,"41542567":[],"4155":[2,15],"415534701258823":[],"41566661":[],"4162706317":6,"41646135":[],"4166666666666667":9,"4167":[],"4176":[],"4177":[],"41816468e":[],"418506":[11,26],"4186":[],"41876267":[],"418763":[],"41882036e":[],"41882037e":6,"41923956":[],"4192423635":[],"41958102e":[],"4198":[],"41990268":[],"41it":[],"42":[1,3,4,8,9,10,14,19],"420":[],"42028578":[],"42037468e":[],"420543":[],"42054337":[],"42078103":[],"421":[],"4212":[],"42130182":[],"42190899e":[],"422":[],"422275":[],"4224":[],"422480":[],"4224801":[],"423":[],"4230769230769231":9,"42340403e":[],"42352791":[],"42394972":[],"424":[],"42441033":5,"42449643":[],"42450":9,"42451192":[],"425":[],"4255":[],"4258989918":[],"426":[6,7],"42615374e":[],"42619859":22,"42631342":[],"42694395":[],"427017":[],"42729886e":[],"42732954":[],"4275":[],"42790075e":[],"42794448":19,"4284066":[],"42882114e":[],"42902155":[],"42915006":[],"42976761":25,"43":[0,1,2,3,4,7,9,14,19],"43001767":19,"43007002e":[],"4300745":19,"43012535e":[],"43036842":[],"4304167":[],"43054282":5,"4310":25,"43113284e":[],"43135183":[],"43185254":25,"43294696e":[],"43330971e":6,"43333886":[],"43482628":[],"434932":[],"43493232":[],"435163":[25,26],"43552433":[],"435567":[],"43556723":[],"43560678":[],"43579948e":6,"43639284e":26,"436462435":4,"43656628":22,"43693489":13,"43761347":[],"43766686":11,"4379":[],"43794243e":[],"43795846":22,"438060758":6,"438111004052204":22,"438136":[25,26],"43876695":[],"438767":[],"439230":6,"4399427":[],"439943":[],"44":[0,1,2,3,4,14,19],"44021223":[],"44065609":[],"44089210e":[5,26],"4410":[],"4411":[],"441264":25,"44152248":[],"44190304":[],"44198566":[],"4421034379901165":22,"44210344":22,"442600":[11,26],"442701":[],"44270138":[],"443217":[25,26],"443538568902246":[],"44353857":[],"444":9,"44463741":25,"44624525e":26,"446453":25,"44651551":[],"44688507e":[],"44830642":[],"44838453e":[],"44894073":[],"44906236e":[],"44970586e":1,"44997121":[],"44it":[],"45":[0,2,3,4,9,14,23,25],"450":9,"450257":[11,26],"4504":9,"45112054":19,"45112450e":[],"45143018":25,"45146007e":[],"45220770e":[],"45241645e":[],"452553":25,"45268835e":[],"45290829":[],"45372697":[],"453727":[],"45393214e":[],"454027":[],"45402701":[],"4543859":[],"45464765":22,"45571233e":[],"4557763":11,"455947":[25,26],"456":9,"456418966187335":[],"45643708e":[],"457":2,"45720968e":[],"45739087":19,"45741697":[],"457770268480242":[],"45797073":19,"458027":[25,26],"458078":[11,26],"45840226e":[],"45865699e":[],"45915671e":26,"45951629e":[],"45960079":5,"45979894":[],"45985488":[],"459855":[],"46":[2,3,4,9,14,23,25],"4601":9,"46023985":[],"461":[],"461175":[],"46153846153846156":9,"462":7,"46284227":[],"46312791":[],"46369869":[],"46383925e":6,"463861":25,"46400080e":[],"464424":[],"4644244":[],"46508305":[],"46567887":[],"46573851":25,"46575843e":[],"466":[],"46602982":[],"46650488":[],"466505":[],"46696223":[],"4676059":26,"467606":26,"46794929":19,"469":[],"46932688":[],"4694":[],"46984697e":6,"469868":[],"46986815":[],"47":[2,3,4,9,14,23,25],"47008799e":[],"4703":[],"47042744":5,"470714":[25,26],"47075725":6,"47082726e":[],"47099765e":[],"47116868e":6,"47125748":5,"47132891":5,"47158029e":[],"47245463":[],"472455":[],"47248297":[],"47355725e":[],"47387858":[],"47400238":[],"47432993":[],"4744":[],"4744219":[],"47478057":[],"47482507":[],"47485224":[],"475311":[],"47531107":[],"47610036":6,"47649841":22,"47726407e":[],"47732343e":[],"47815203":11,"47920156":[],"47942814":[],"479465113":4,"47977394e":[],"48":[3,4,9,14],"480":25,"48089797":[],"48133064":[],"481979":6,"48212873":[],"48217977":19,"48241947":19,"48257387":[23,25],"48259891e":[],"48316523e":[],"483257001":13,"4837":[],"48420165":[],"48442336":[],"48442771":19,"48476997":11,"48574149":[],"486873":[],"48687342":[],"48739546":[],"48783370e":[],"48871288":[],"488713":[],"48877744e":[],"489":[],"489522":[],"48952201":[],"48971452":[],"48994188":5,"48it":[],"49":[3,4,5,6,9,11,14,20,26],"490":[],"49001938e":[],"49052317e":[],"491":[],"49152":3,"492":[],"49242688":[],"49282737":[],"493":[],"49352496":5,"493525":5,"49372893":25,"49385454e":[],"4940954":[0,25],"49468927e":[],"49545491":[],"495708":11,"49570819":11,"4959161509356135e":[],"495916150936645e":6,"495916150936654e":[],"4959161509377256e":6,"495916150938325e":[],"49614357":[],"496337":[],"49633743":[],"49636583":[],"49666527e":[],"49672291":[],"49680475019226":[],"497":[],"49730046e":[],"498":[],"49838167e":[],"49862065e":[],"49887949e":[],"499":[],"4990":22,"499012":[],"49901244":[],"4992":22,"49932427e":5,"4997":22,"49974854":[],"49992743e":[],"4b5d3mupqma":[],"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[23,25],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,22,25,26,27],"50":[1,2,3,4,6,7,8,9,10,13,14,25,26],"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":[],"501049":[],"50104946":[],"50105159":[],"50173752e":[],"5018":22,"50219982":[],"50227564e":6,"5031474174499113":[],"50314742":[],"50321091":5,"504167":[],"50416731":[],"504881":[],"50488131":[],"50504743":25,"50584526":[],"506":[0,26],"506553":26,"50655336":26,"50680321e":[],"50727059":[],"50733669e":[],"50754416":[],"50769230769231":[],"50799086":[],"507d50":[9,10],"50812169":[],"50835355":[],"508354":[],"50846111e":[],"50846112e":6,"50894343":22,"50931378":[],"50it":6,"50j":13,"50x10":1,"51":[3,4,10,14],"510":1,"51004249":[],"51054961e":[],"51075117":[],"51108791":[],"51126895e":[],"51131471":[],"511315":[],"51146442":[],"51150176":[],"51174395":[],"511888":5,"51191552":6,"511977":[],"51197747":[],"512132":[],"51214899":[],"51265232":[],"51289697":[],"512897":[],"5138":[],"51389553":[],"51400374e":[],"514219":[25,26],"51507839":[],"51508374":19,"51561271":[],"51578522e":[],"51656406":[],"51664729":[],"51732028":[],"517350858882083":[],"5174581":19,"51749473":25,"5177783846":4,"517823":[],"51782322":[],"518030":[],"51803019":[],"51850390e":[],"5188328":[],"518833":[],"518895":25,"51900727e":[],"51905011":19,"51933924":[],"519842":[],"52":[3,4,14],"520931":[],"52093124":[],"52113415":13,"5216048821598704":[],"521719":[],"52171908":[],"52191849":11,"521986":19,"5222222222222223":1,"522758":[],"522836":25,"52307692307693":[],"52362157e":26,"52428467":19,"52512084":[],"52580392":[],"525804":[],"5260627":[],"52606351e":[],"526744":[11,26],"52678301":19,"52713812":[],"52723079":[],"52744746":[],"52773051":[],"52773891":25,"52799362":[],"528115":[],"52811546":[],"52819229":[],"52839842":[],"52874252":5,"529":[],"52902847e":[],"52911941":[],"52945798e":[],"53":[2,3,4,9,14],"5303329":11,"5305555555555556":1,"5312":[],"531280":[25,26],"53189647":[],"53219937":[],"53254035":[],"532643":11,"53264317":11,"53312754":[],"5333734":19,"533941":[],"53394148":[],"53423784":[],"534362":25,"53479276":[],"534793":[],"53502096e":[],"53603432":[],"53611562":[],"53623614":[],"53697476":[],"53703498":6,"53752634":25,"5378811":11,"53794784":[],"537948":[],"53815559":[],"53822787":[],"5384615384615384":9,"53846153846155":[],"539261":[11,26],"53938383":[],"539384":[],"53952479":[],"539525":[],"53952664e":[],"539683":[],"53968309":[],"53971260e":[],"53it":6,"54":[2,3,4,6,9,14,22],"540":9,"54016188":[],"540162":[],"54039921":5,"54041041e":[],"54041662":25,"54078623":[],"541605":[25,26],"54163136":[],"54219245":25,"54302039":[],"543939":26,"54393936":26,"544439":[25,26],"54445121":[],"54526769":25,"54537329":[],"546166676":[],"54644646e":[],"546712":[],"54671213":[],"5472246386316972":[],"54722464":[],"54780216":[],"548110376991839":9,"54845458":[],"548455":[],"54886137":[],"54894095":[],"54956992":[],"54957609e":[],"54969168":[],"54it":[],"55":[1,2,3,4,9,14],"5501":[3,4,14],"55026099":[],"550321":[],"55051175":19,"55070893e":[],"55141095":22,"55202922":[],"55220861":19,"552731":[],"55273102":[],"5539":[],"55505907":[],"555187":[],"55518724":[],"555496":[],"5554964":[],"55553537":[],"5555555555555556":1,"55571665":[],"55578041":[],"55626454":[],"55640013":[],"55640387e":[],"5566":[],"55765644e":[],"557795":[11,26],"558080":[],"55808001":[],"558241":[],"55824107":[],"55854694":11,"55907387e":[],"55914617e":[],"55936475e":[],"5594":6,"55965719":[],"56":[1,2,9],"56033697":5,"56071752e":[],"561":[],"5611":[],"5615":[],"56183518":[],"56198284":5,"5625":[],"56302854":[],"563167":25,"56343926":[],"5639":[],"564":9,"564374":[11,26],"56437897":[],"564379":[],"56447742e":[],"56481272":[],"565":9,"565006":[],"56500639":[],"56536":[0,25],"56542321e":[],"56556315":[],"565651":[],"56565106":[],"566":9,"566074":[],"56607416":[],"56636616e":6,"567":9,"568":9,"56807589e":[],"56848886":[],"569":[1,9],"56912044e":6,"56939714":5,"56992937":[],"57":[0,2,8,9,23,25],"570":9,"5700":[],"571":[5,27],"571092":[],"57109235":[],"571105947979336e":[],"571105947979352e":6,"571105947979394e":6,"571105947979395e":[],"571105947979439e":[],"57154252":[],"57174058":[],"57201944e":6,"572069":25,"57266138":[],"57286194":19,"57350724":[],"57361898":[],"57403561":25,"57445493":25,"574465":[11,26],"57505712":[],"576431":[],"57643113":[],"57673618":[],"5769230769230769":9,"57776818e":[],"57807896e":[],"57810065":[],"57810898e":[],"5783575":19,"57842073e":[],"57867898":5,"578889":[],"57888946":[],"57947706":[],"57it":[],"58":[2,9,10,23,25],"58039072":19,"58042237":[],"58084359":[],"58104393":5,"581044":5,"58112299":[],"581123":[],"58171189":[],"58187347":[],"58312967":[],"5833333333333334":9,"583595":[25,26],"58395707":[],"58428804":[],"58474054":[],"584804":[],"58492636e":26,"58574143":25,"58590795":[],"58666142":[],"58671946":[],"58738148":22,"5888888888888889":1,"589":[],"58912508e":[],"58986647":[],"59":[2,9],"590":[],"591":[],"59118929":25,"591317992":4,"591594":[],"59159438":[],"59182949":[],"59190877":[],"592":[],"59277468":19,"593":[],"593040":[],"59304008":[],"59323905":[],"59367954":[],"5944444444444444":1,"59445979":[],"594460":[],"59468796":[],"59567145e":[],"59591979":[],"595920":[],"59592669":[],"59609892":19,"59616454":[],"596165":[],"59654302":[],"59766":[],"597660":[],"59813773":25,"59833875":[],"598392":[],"59839245":[],"59914165":5,"599142":5,"59950055":[],"59955801":[],"59981487e":[],"5cm":22,"5dd54edf2138":[],"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,22,23,25,26,27],"60":[1,2,3,6,9],"60000":4,"60056803e":[],"60081665":25,"60083846e":[],"60133562":[],"60158334":[],"601583341274718":[],"60164827e":[],"60176806":[],"6019067271":4,"601942":[],"60194224":[],"60236782":[],"60236938":[],"60268567e":[],"60293962":5,"603494":[],"60349429":[],"603636":25,"60420593":5,"60515083":19,"6052136":[],"60522226":25,"60538875":[],"60543038":26,"60619654":[],"6063219":[],"606439":[],"60651016":19,"60673226":11,"606760":5,"60685864":[],"60707801":19,"60715594":25,"60791699":[],"6079169911277265":[],"608028":[],"60802823":[],"60815105":6,"60826013":25,"6084611325305795":[],"60938882":11,"609389":11,"60943791":[19,25],"60975366":[],"60980325":[],"60it":[],"61":[2,7],"61031939":22,"61033524":[],"6111111111111112":1,"61123608":[],"612939":[25,26],"613579":[25,26],"61399851":[],"613999":[],"61406871":[],"614133":[],"61413333":[],"61463451":[],"614808":[11,26],"6149274949460215":[],"61520194e":[],"61536670e":[],"6153846153846154":9,"61576236e":[],"61605739":19,"61634314":[],"61702282":6,"617572":[],"61757228":[],"618":[],"61808351":[],"61893735":25,"618982":[25,26],"61899355e":[],"6199381169260247":[],"62":[],"621102":25,"62123034":22,"62168613":[],"62170669":[],"621707":[],"62249103":[],"62364974":[],"62373464":11,"62389761":19,"62405149":19,"624220":[],"62422045":[],"62432074":[],"62451626e":[],"62470815e":[],"625":7,"62571673e":[],"62620724":[],"626635268":6,"62683307":[],"62759057":[],"62761922":19,"62767384":[],"62769765":22,"62806444":[],"62894215":5,"62896882":[],"62914124":[],"629961":[],"63":[0,1,6,7,26],"6300745149331701":26,"63012429":22,"630224":[],"63025821e":6,"63112036":[],"63115792":[],"63162342":26,"63207808":[],"63249532e":6,"63258368e":[],"63262164":25,"63264564":11,"63270833":[],"63281351":[],"63332882e":[],"63367582":[],"633676":[],"633949":25,"63395187":[],"63430285":[],"6343356":[],"63498144":5,"63550707":19,"6367311":19,"63675140":[],"637104":[],"63710438":[],"637129335071195":26,"6371293350711955":[],"63734811e":[],"637545":[],"63754524":[],"63860687":[],"63862189":[],"63901111":[],"63933182":25,"63it":[],"64":[1,3,4,7,13,19,25],"64012627":5,"64033527":[],"64064128":[],"64113381e":[],"64141716e":[],"642380":[],"64238022":[],"64293754":[],"64298419":[],"6431453":[],"64425009":[],"64452882":19,"645":[],"64528459":[],"645285":[],"64615384615385":[],"646283":[11,26],"647":6,"64736858":[],"64742912e":6,"647473":[11,26],"64858537":19,"6489862":[],"649339":[],"64933923":[],"649382":[11,26],"64972151":[],"64x50":1,"65":[1,7,8,9],"65136857":[],"65246006":22,"65280103":[],"6530742540053943":[],"65335632":[],"653578701904388":[],"65359027e":[],"6536392":26,"65442354":26,"654424":26,"65444431":[],"6546329613199204":5,"65522261":[],"65534935e":[],"65554133":19,"65571174e":26,"65578316":[],"65599456":26,"6562":[],"65626043":[],"65628853":[],"65643756e":[],"65693278e":[],"657041":25,"65743689":26,"65746064":[],"6577093":[],"65795279":[],"658":2,"65833132":26,"65885453":5,"65891389":26,"658914":26,"659":2,"65907898":11,"659306":[],"65it":[],"66":[],"660":2,"66001778":19,"66054752":[],"66064822":26,"66080313":26,"66087937":[],"66111673":[],"66204648":6,"66219404":6,"66226149":[],"66247212":[],"66250644":19,"662854":11,"66285417":11,"66285434":[],"6628996975186953":26,"66292841":[],"66294408":26,"66295776":[],"662958":[],"66310422":[],"66351927":19,"6638":9,"66410989":[],"66443521":[],"6652177":26,"66560":9,"66599246":25,"66614025":[],"66619972":[],"666200":[],"66620847":[],"66638078":[],"666597":25,"66665241":25,"6669838269597004":[],"667":9,"667239":25,"66726905":25,"66758934":19,"668172":[25,26],"668186":[],"66818635":[],"66934291":[],"66950317e":[],"66973261":[],"66981186":[],"66it":[],"67":9,"67047975e":6,"67054028":[],"671089":[],"67160204":[],"67177934":25,"67236038e":[],"67258699":[],"672721":[25,26],"67314874e":[],"673457751724773":[],"67354673":[],"67442363":[],"67554302":25,"67588315":[],"67591616":[],"67655635":[],"67697934":[],"67783138":13,"67838309":[],"67882608":[],"67970864":[],"679709":[],"67973263":22,"68":[],"68029036":[],"68040392e":[],"68075712":25,"6808538439837775":[],"68127341":[],"68176047e":[],"68192193":5,"68246089":[],"682464":[],"68246434":[],"68279358":[],"68282653":19,"68286725":26,"68322599":[],"6834195":[],"68347072":19,"68372271":22,"68485505":[],"68534263e":6,"68542204":5,"68545647e":[],"68626148e":[],"68650491":19,"68664664":[],"6869":9,"68719389":[],"687194":[],"68731669e":[],"6887363571":4,"68886089e":[],"689230294669661":[],"68929213e":6,"689345":25,"68944595":[],"689519":[11,26],"68965135":[],"68996179":25,"68it":[],"69":[7,9,22],"690":9,"69023787":[],"690569639355314":[],"69061276":[],"690617":[25,26],"69069n_":22,"69115646":[],"6914791":[],"69154964":[],"692":1,"6923076923076923":9,"69295955":[],"69313663e":[],"69356940e":[],"69363975e":[],"6943316601792833":[],"69481746":[],"69484813e":[],"69487891e":[],"69493539":[],"69504801":6,"6960326":[],"69634577e":6,"69695259":5,"69764852":[],"69826476e":[],"6984511994530214":[],"69896355":11,"698964":11,"69908626":6,"69915639":13,"69981939e":[],"69985355":[],"6999536":11,"69it":[],"6e75736fdab1":[],"6f7a6bd7d79f":[],"6m":[],"6n_":22,"6pm":25,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,19,20,21,22,24,25,26],"70":[1,6,7,9],"70037324e":26,"70127680":[],"701370":5,"70179437":[],"70205195":[],"70208087e":[],"70233292":5,"70244042":19,"70311568":19,"70354373":[],"703716d317a7":[],"70421972e":[],"70434005":[],"70465373e":[],"70473799e":[],"70482138":25,"7050":[],"70501534":[],"705698":11,"70569833":11,"70598996":[],"70653767":4,"70710678":[5,26],"70721787":[],"707218":[],"70727837":[],"70769586":[],"70827971e":[],"70831425":[],"70832814":5,"7086067479626619":26,"709698":25,"70980493":[],"70it":6,"71":1,"71075825e":[],"71131626":[],"71142161":26,"711422":26,"7119":9,"712018":[11,26],"71287025":22,"713163":25,"7134":[],"713487":[],"71348713":[],"71350226":[],"71441535":[],"7151":[],"71721168":[],"71737253":26,"71760245":[],"71761101":26,"718165":5,"71822416":[],"718697":[],"71869727":[],"71921767e":[],"72":[],"72057967":[],"72097126":25,"72101205":[],"72174172":11,"72199579e":[],"72201591":19,"722047011333792":[],"7221662":[],"72228205":25,"7225597":[],"72261919":[],"72271878e":6,"72347283":[],"7236674":5,"72373129":[],"72394787":[],"724":3,"72509099":[],"72522848":[],"72567956":[],"725680":[],"72594302":[],"7265799":22,"72671218":[],"72855434":[],"72859758":5,"72904541e":[],"7293182":[],"72981762":8,"72986500e":[],"73":6,"7300372":25,"73005463":[],"7306310662842432":[],"731000":[25,26],"7316348":25,"73174557":[],"73185363e":[],"73287103e":[],"733096":[25,26],"73406033e":[],"734540":5,"73454039":5,"73484667":[],"73565195":19,"735738558766299":[],"73573856":[],"736115211426478":11,"73628359e":[],"737386":[],"73738602":[],"73752910":[],"7386068":[],"73947737":[],"73it":[],"74":6,"740":9,"74081822":8,"741264":[],"74126425":[],"742975":[],"74297504":[],"74368436":[],"74384949":26,"743u":[],"74433499":25,"7448615806559786":[],"74592114e":[],"74607851":26,"7469898175164704":[],"747224":[],"74722409":[],"74829661":26,"74840212":5,"7484669886413582":[],"74935095":[],"74943449":[],"749765":[25,26],"74997869e":[],"75":[2,5,6,8,9,11,20,25,26],"7501749450963715":[],"750445":[25,26],"75050135":26,"750u":[],"75106135":[],"75118364":[],"751275":[],"75127504":[],"751699":[11,26],"75170092":5,"7522":6,"7525":6,"75269037":26,"75320666e":[],"75350216":[],"75357263":[],"753573":[],"75357959e":[],"75361646":[],"753846153846155":[],"75390337":19,"75408649":25,"75453081":[],"75460639":13,"7546383166870465":[],"75492292":[],"75505597":25,"75517445":[],"75576555":26,"75621895":[],"756232":[],"75623206":[],"75628425":19,"756352":[25,26],"75670484":[],"756705":[],"75703965":[],"757040":[],"75770568":26,"758193":[],"75819326":[],"75838233":[],"75853556e":[],"75it":[],"76":[2,9,23,25],"7601030735620569":[],"76060096":[],"76063234":[],"76066069":[],"763u":[],"76400155":[],"7643536":[],"765":7,"7651899":19,"76529528":[],"76598941e":[],"76674796":[],"76707201":19,"76731400e":[],"76802186":[],"76834212e":[],"768813":[],"76881337":[],"7692307692307693":9,"76923076923077":[],"76936315":5,"7694444444444445":1,"7696835316227453":[],"77":[2,9,23,25],"77034458":[],"770345":[],"7705527590466072":[],"77070756":[],"770708":[],"77085375":[],"77144798e":[],"77152076":5,"7718":9,"773329728649545":[],"77332973":[],"77333117e":[],"774300":[],"77494715":[],"775":[],"77533038e":[],"7754499790100834":11,"77553346e":[],"77559332":[],"77618224":[],"77627886":[],"77632220e":[],"77636e":13,"77640601":19,"77662945":[],"7767978193240488":[],"77711437":[],"77714169":8,"77754132e":[],"77816763e":[],"7782028952":4,"77836133e":[],"77859437":[],"77865169":[],"77954956e":5,"77it":6,"78":2,"78009660e":26,"78011544":[],"78018374e":[],"78035464":25,"78156479e":[],"78184120e":6,"78272242e":[],"78286771":[],"78329097":[],"7843182645426894":[],"78459267":[],"7846153846154":[],"785061":25,"7851533175757255":[],"78561443":[],"78596961":[],"7860324":[],"7866024":19,"78674758":[],"787349":[],"7873493":[],"78752269":[],"78941903":5,"78972773":[],"78980112":26,"78988962e":[],"78990036":25,"79":2,"79000942e":[],"79009329":[],"790818":[],"79081838":[],"79093776":[],"79106527e":[],"79111643":5,"791123":[],"79135075":[],"79145214e":[],"79190435e":[],"7923086060375724":[],"79230861":[],"79285683e":[],"793167":[25,26],"79345488":22,"79394867":[],"7939646":[],"79419162":[],"794282":[11,26],"79441434":[],"79449156":[],"79512696":[],"79552752":[],"79559972":22,"79577619":19,"79602861":[],"79754246":[],"797e":6,"79827506e":[],"79856831e":[],"798761":[],"79876149":[],"79974359":25,"7bsq":[],"7c394b1e8b71":[],"7d7d58":[9,10],"7f2b3a6174c2":[],"7jexgh5soo":[],"7m":[],"7odqolophta":[],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,26,27],"80":[0,1,2,5,6,8,9,26,27],"800":[4,7],"800615":[],"80108096":[],"80162359":[],"802796":[],"80279641":[],"80280228":[],"80315282":[],"803153":[],"80344720e":[],"80354994":6,"803804":[],"80380438":[],"80422999":[],"80462258":22,"80469739":5,"8049181":[],"8055555555555556":1,"80561191":[],"80609615e":6,"80609616e":6,"80638926e":[],"8064":[],"80661365":[],"806614":[],"80728853":[],"80734875":[],"807349":[],"80738685":[],"8074242":[],"80747253":[],"80768431":19,"80842254":[],"808423":[],"80847477e":6,"80947943":[],"80961969e":[],"80994952":[],"80it":6,"81":1,"81007682":25,"8104687":22,"81048318e":6,"81051173":19,"81065392":25,"8108619":[],"81160425":5,"81168086":25,"81187794":[],"81333804":6,"81333805":[],"81388724e":[],"814":[7,11],"81447915":[],"814860456269878":22,"81486046":22,"815563":[],"81592628":[],"815am":[23,25],"81633628":11,"816454":[25,26],"81656508":[],"81671821":[],"81681019":[],"816847":[25,26],"8175":[],"818059":[],"81805914":[],"81874188e":[],"81912272":[],"8192798":[],"81955926":[],"81974332":[],"82":2,"82027884":[],"82045496":25,"82073684":[],"82092612e":[],"8219235992494145":[],"8219236":[],"82198978":5,"82250097e":[],"82253259":22,"8225325933960339":22,"82358522":[],"823585220707946":[],"82404007e":[],"82454365":[],"82484316":[],"82592":[],"82650876":[],"826509":[],"8265786":5,"82747653":[],"827477":[],"82750687":[],"82771329e":[],"82773778":[],"828190347382744":[],"82819035":[],"828940":11,"82894017":11,"82949718e":[],"829648415811072":[],"82964842":[],"82975422e":[],"82997013e":5,"83":[2,25],"8305555555555556":1,"83320794":[],"833208":[],"8338786":[],"834027":[],"83402742":[],"83512277":5,"83516719e":[],"83632853":[],"836874":[],"83687444":[],"83698677":[],"83723539":19,"83724637":13,"83757843":[],"83760781":[],"839818":25,"83982725":[],"83999999999999":[],"83it":[],"84":2,"84031027e":[],"84062065":[],"84150451":25,"84203538":[],"84228957e":[],"84232163":[],"842436":[25,26],"84292394":[],"842u":[],"84310736":[],"84317815":[],"84355903e":1,"8437169762110144":[],"84371698":[],"84443254e":1,"84569271":[],"84614066":[],"8461538461538461":9,"84653115":[],"84696315e":[],"84708672":25,"84780262":6,"84854738":[],"84858":27,"848618":[],"84861838":[],"84886051":[],"848861":[],"84923989e":6,"84924834":[],"84942942":[],"84977962":[],"84994524":5,"85":[1,2,9],"850164":5,"8503720991789538":[],"85051211":22,"85065653":[],"85071429e":[],"85086629":[],"85091337":[],"85097049":13,"85102768":[],"85104809":[],"85120833":[],"85212606":19,"85263220":6,"8527777777777777":[],"85278920e":[],"85299536":11,"853241":[],"85324115":[],"853835":25,"853u":[],"8548082":[],"8557822":[],"85581869":25,"85595734":25,"85601992":5,"85630009":25,"85688243e":[],"85694362":[],"85758696":[],"85785878e":[],"858":9,"858185":25,"8583333333333333":1,"85834701":5,"85843684":[],"85902603":19,"85953586":[],"85959007":[],"85979474e":[],"85982436":25,"85it":[],"86":2,"86014003e":[],"86058560e":[],"8608479":[],"860848":[],"861":[],"86117291":5,"86134827":5,"86144422":19,"86145244":11,"861676":25,"86171505":[],"86181269":[],"8620652":13,"86208133":19,"86252988":6,"86361743":[],"86387759e":[],"8638888888888889":1,"86416637e":[],"86425056":[],"864251":[],"86478158":[],"865158":[],"86515815":[],"86546962":[],"86550074":[],"86572911":[],"86597540e":[],"86623151":[],"86630":9,"86635201e":[],"8666666666666667":1,"86810":9,"86811137":19,"86858926":19,"86879198":[],"868792":[],"86893619":[],"869":[0,25],"86905621":[],"86925797":[],"869258":[],"87":[9,26],"870":[0,25],"8702784034":4,"8705211":[],"87072815e":26,"87099757":[],"871":[0,25],"87131961e":[],"87136737":19,"87191952":[],"871920":[],"872":[],"8722222222222222":1,"87243817":[],"873":[0,25],"87327414":[],"87327422":25,"87379129":[],"87381451":5,"874":[0,25],"874951":[],"87495119":[],"875":1,"87532289e":[],"8759":13,"876":6,"87618586":[],"87625493":[],"87647541":[],"876664":[],"87666423":[],"87667593906086":[],"87667594":[],"8768":[],"878123":25,"878297":[],"87836018":[],"87849647":[],"87890188e":[],"87902877":[],"8792323":[],"879271":[],"87927126":[],"87927601":[],"87940752":[],"87it":[],"88":[0,2,13],"88001352":[],"88017651":[],"880177":[],"88031314":[],"88046261":5,"8805555555555555":1,"88063413":[],"88118231":[],"88137798":[],"88168312e":6,"881788":[],"88182591":26,"8826033":[],"88274486":[],"883":[],"88323026":26,"88335933":[],"88336879":5,"88352503e":[],"884":[],"88450476":[],"884669":26,"88477619":[],"885":[],"8850944":[],"88512489":[],"88529063e":6,"8855417382991412":[],"88554174":[],"88560514":[],"88595926":[],"886":[],"88613493":26,"8866190885623907":[],"88661909":[],"88679947":[],"887":[],"887366":[],"88736621":[],"88739247":22,"887392472315955":22,"88746795":[],"88778091":25,"8879":[],"88871662":[],"8888888888888888":1,"889080":[],"88908038":[],"8894":[],"889686":[],"88it":6,"89":2,"89045167":[],"89126914e":26,"8916666666666667":[],"89249454":19,"89261458":19,"89274639":[],"89288636":11,"89298533":[],"89335182":[],"893352":[],"893489":[],"89348922":[],"89396164e":[],"89410423":5,"89421873":19,"8944444444444445":1,"89543736":[],"89545727":[],"89550839":[],"89565264":[],"89582298":[],"89591553e":[],"8962476":[],"896248":[],"89842298":[],"89869600e":[],"89873772":[],"89876748":[],"8991514":[],"89944994":[],"899450":[],"899734":11,"8f":6,"8g":6,"8n":19,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,21,22,23,25,26,27],"90":[1,2,6,9],"90034533":19,"900449":[],"9005135872087155":[],"90054363":[],"90066122":[],"9007164":[],"90075537":5,"9011":6,"90189742":22,"90220243":5,"90252116":[],"90266948":5,"90268858":[],"9027777777777778":1,"9033":[],"90342093e":[],"903824":[],"90382431":[],"90383424":13,"904":[],"9040":9,"904221":[],"90475506e":6,"90491568e":[],"90540529":[],"9055555555555556":1,"90559087":[],"905591":[],"90595152":[],"906298":[],"90629812":[],"90643349":25,"9067362":25,"906747":5,"90694878":[],"90699099":22,"90813514":[],"9083333333333333":[],"90884627":[],"90895045":[],"90940378":[],"9096305360355206":11,"90999452e":[],"91":[23,25],"910":9,"91094169e":[],"9111111111111111":1,"91124889":[],"91128596":5,"912u":[],"913":[],"91346044":[],"91379157":[],"913791573406831":[],"91383439":[],"91396388":[],"914":[],"91410101":19,"91416375":[],"91479093":[],"91492986e":6,"915":[],"91511388":[],"91549644":[],"915549":[],"916":[],"91616374":[],"916164":[],"9166666666666666":9,"91682433":[],"917":[],"91760278":5,"918":[],"91811160e":[],"91812702":5,"918992":[25,26],"919":[],"91936525":[],"9196398947631166":[],"91it":[],"92":[6,9,23,25],"92087142":[],"9212905":[],"921291":[],"92143477":[],"921435":[],"92169784e":[],"92208477":[],"922085":[],"92272314":[],"92275042":25,"922u":[],"9230769230769231":9,"92322465e":[],"92337385e":[],"92343595":[],"923602":25,"92373266":[],"924018":[],"92461411":[],"92463154e":[],"92477093":[],"924e":6,"925":1,"92507116e":1,"9252772":[],"92578916":5,"92603747":[],"92626212":[],"92631966":[],"926320":[],"926583":[],"92658312":[],"92738529e":[],"92754397":[],"927544":[],"9277777777777778":1,"92811987":[],"92817032":[],"92819235":[],"92857143":7,"92863147":19,"92888885":[],"92916438e":[],"9292":[],"92921648":[],"92968793":[],"92995253e":[],"92it":[],"93":[],"93023603":[],"93034176e":[],"93037171":[],"930372":[],"9305555555555556":1,"930583":[],"930683":[],"93082503":[],"931":[0,25],"93155188":5,"93158979":5,"93188452":[],"931885":[],"93229640e":[],"93248252":[],"932483":[],"932u":[],"933":[5,27],"93325497":[],"93371943e":[],"93386901":[],"93414191":[],"93492130e":6,"93518534":22,"93522293":[],"93579127":[],"93586895":[],"935u":[],"93601008e":26,"9361111111111111":[],"936762":[],"93676229":[],"936856":[],"93685631":[],"937":22,"937082":[25,26],"93792215e":[],"93799826":5,"938":22,"9383327":[],"9387":9,"939":[0,22,25],"94":[7,22],"9400":[],"94054854":[],"940549":[],"94076632":[],"940776":[],"94077605":[],"94107596":[],"94117118":[],"941866404575299":[],"94212937":[],"94226022e":6,"94227931":[],"9424":[],"94271589":19,"94273542":26,"94284104":5,"94320205":5,"94321297":[],"9440887":25,"94413158":25,"9444444444444444":1,"945":[],"94548496":[],"94591015":[19,25],"946":[],"94639099":11,"946393":[],"94640767":25,"94659383":[],"946957":5,"947":[],"9472222222222222":1,"94735055":[],"9474044318317307":22,"947903":[],"94790323":[],"948":[],"94822514":6,"9482527":5,"94861749e":[],"948641":[],"94867516":[],"948675162607389":[],"949":[],"94905663":[],"949087":5,"94915262":[],"94917559e":[],"9492866":[],"94986593":[],"95":[1,7,9,11],"95008046":6,"95011994e":[],"95054046":[],"95079224":[],"95079764":[],"95136998":[],"95231424":5,"952387":26,"9524":[],"9527777777777777":1,"95284275":5,"95302":[],"953065564":1,"95324615":22,"95351665":5,"9538239":[],"954":22,"95446837":[],"9549351910143222":[],"954988":[],"954u":[],"95511792":26,"955118":26,"9555555555555556":1,"95569422":[],"955820c21e8b":4,"95594445e":[],"95645365":[],"956454":[],"956563":[11,26],"95684892":5,"95703":13,"95714723":[],"957147232685324":[],"957421":[],"95742107":[],"9577775794806141":22,"958194":5,"95819409":5,"958228616652075":[],"9582286166520774":5,"95824108":[],"958476":[],"95911004":[],"95927495":5,"9594":6,"959533":5,"95953339":5,"95994091":[],"95it":[],"96":[6,7,11],"960":22,"9601304850018328e":[],"960130485007504e":6,"960130485007934e":[],"9601304850213484e":[],"96013048502692e":6,"96024953":5,"96032148":[],"96081861":[],"96084663":5,"961":22,"962":22,"96251494":[],"96257580e":[],"96261297":19,"9626883":[],"962990":25,"9631064":[],"96317459":25,"9635449873404844":[],"9637117593816477":6,"96390357":[],"9640435":5,"964268":[],"96426825":[],"96431281":[],"964735":[],"96473528":[],"96489434":[],"9649652536":4,"96496641":[],"96504592":19,"96514849":25,"96527903":[],"96534137":[],"96542994e":[],"96551427e":[],"96552318":[],"965548":[25,26],"96601782":[],"96606158":[],"96620033":[],"96631321":26,"96653373":[],"96667129":[],"96670977":[],"96686324e":[],"96688672":5,"966899":25,"96735081e":[],"9674916":5,"967536":[],"9675364":[],"96769675":[],"9678":[],"967809":[11,26],"96810393":25,"96812218":[],"96863851":[],"96941962":[],"9698377974429513":25,"96987657":[],"96992454":[],"96995249":25,"96it":[],"97":7,"97005689":5,"970057":[],"970477":[],"97047717":[],"97065296":[],"97108e":13,"97117751":[],"971688":[],"97200305e":[],"97202":[],"9722222222222222":1,"972286":[],"97228638":[],"97230501":[],"97243128":5,"97300836":5,"97305528e":[],"97434186":[],"97467734e":[],"97477238":[],"97497404e":6,"975":1,"97507735":5,"97509292":[],"97533203":26,"97547354":[],"97547354476579":[],"975510299261579":[],"9760832":[],"97656972":[],"97665553e":[],"97705827":5,"97708897":[],"977089":[],"97713364":[],"97731700e":[],"977418":[],"97758848":5,"9777777777777777":1,"977880":[],"97788031":[],"978":27,"9780387310732":24,"9780387848570":24,"9781492032632":24,"97840267e":[],"97840468":[],"978553":5,"97898392":[6,26],"97906022e":26,"97926491":5,"97926642":19,"97952271":[],"97955570e":[],"97980332":[],"97it":[],"98":[0,1,7,9],"980":9,"98005862e":[],"98017611":[],"98018358":19,"98036405":[],"9805555555555555":1,"98060869":25,"98091621":5,"98129668":[],"981321":[25,26],"98139097":5,"98153145":[],"98248312":[],"98249059":[],"982491":[],"98266587":[],"98275501":5,"982758":[],"98275836":[],"98316352":[],"983164":[],"98328759":25,"983310":[25,26],"98346748":[],"9835443722554817":[],"98399675":[],"98400474":[],"98413059":5,"984525":[],"98453971":22,"98454786":5,"98467494":[],"985":22,"98566191":5,"98581925":[],"986":22,"98604688e":[],"9861111111111112":1,"986699":5,"98680716":5,"98699753":[],"98716878":5,"98740124":[],"98756882":[],"98794823":[],"9879924":[],"98808176":5,"98822371":6,"98842948e":[],"98880065e":[],"9888888888888889":1,"989":22,"9890348":5,"9893149172528393":[],"9893405":19,"9893447":5,"98947894":26,"98950411":[],"9898254753574576":[],"98982548":[],"9898ff":[9,10],"99":[6,7,9,11,13],"990":9,"99009525":5,"9902552771282336":[],"99049330":[],"99051150":6,"9906601091977738":26,"99088801":5,"9909606":25,"991":22,"99115119":5,"99157584":[],"99176998":5,"99180856e":[],"992":22,"9920099299023244":[],"99242921":5,"992504":[],"99265097":5,"99274513":[],"993":22,"99316252":5,"99353454":[],"993535":[],"993537":[],"99353748":[],"99371056":5,"99374388":[],"993865":[],"99389612":5,"99397049":19,"993972":[],"99397245":[],"9940672992288855":[],"9943201":5,"99435648":[],"9947756":5,"99492986":5,"9949347794612255":[],"99498108":[],"99519225":[],"9952495547161103":[],"99528218":5,"99539415":5,"99541140030306":[],"9954205504035075":[],"9954911579937146":[],"9955282554647219":[],"9956582":[],"99566069":5,"9957763445154583":[],"99578809":5,"9959033816551833":26,"9959293935368551":[],"99594988":[],"995950":[],"9959898232423614":[],"996":[5,27],"9960039497353536":[],"99608161":5,"9960913291755783":26,"9962074631757628":[],"9963202597920238":[],"9963525271588923":[],"9963864072152893":[],"9963961":5,"99650061":5,"9965048209369255":[],"9966080206050006":[],"996694948530336":[],"9967458":5,"9967912002709148":[],"99700706":5,"99709215":5,"99724883":[],"99729756":5,"9973102337301051":[],"99751458":5,"99758326":5,"99775587":5,"99775949":[],"99793613":5,"99799099":5,"99813653":5,"99820454":[],"99828624":5,"99829953":[],"9983295":5,"99845267":5,"99854557":26,"998577":5,"99861053":5,"99862019":26,"99869482":26,"99871521":5,"99876945":26,"99881845":5,"99883628":26,"99884384":5,"99884409":26,"99891093":26,"99891873":26,"99893323":5,"99898558":26,"999":[9,22],"99901131e":[],"99901896":5,"99903755":5,"99906023":26,"99911427":5,"99912709":26,"99913489":26,"99918546":5,"99919837":5,"99920175":26,"99926459":5,"99927642":26,"9993237":5,"99933188":5,"9993511":26,"99938942":5,"99941797":26,"9994385":5,"99944272":5,"99948754e":[],"99949266":26,"99949306":5,"99953381":5,"99953475":5,"99956735":26,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":26,"99970988":5,"9997332":5,"99975913":5,"99977416":[],"99977849":5,"99978365":26,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"99991263":5,"99992698":[],"999927":[],"99992746":5,"99993978":5,"99995":5,"9999555851685968":[],"999955585168597":6,"9999840939906267":[],"9999858320366368":[],"9qcu8vcxxru":[],"9x":[6,20],"9y":[6,20],"\u00f8yvind":[6,26],"abstract":1,"boolean":4,"break":[0,4,6,11,14,25],"byte":[19,25],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,18,19,20,25],"catch":[0,25],"char":[],"class":[0,1,3,4,6,7,8,9,11,12,13,22,25],"const":[],"default":[0,1,2,4,6,7,13,16,19,20,25,26],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,19,20,26],"ekstr\u00f8m":4,"eng\u00f8i":[],"enum":[3,4,14],"export":9,"f\u00f8470":[23,25],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,20,21,22,23,25],"float":[0,3,4,5,9,11,13,14,19,25,26],"function":[2,3,4,5,9,14,15,16,17,18,19],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,17,20,22,27],"int":[0,1,2,3,4,5,6,11,13,14,19,22,26],"long":[0,1,3,4,12,13,25],"m\u00f8svatn":[6,20],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,19,20,25,26],"null":25,"public":[0,3,4,14,18,25],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,19,20,22,25,26,27],"s\u00f8rli":[],"s\u00f8rlie":[],"sch\u00f8yen":[6,26],"short":[4,5,20,27],"steinsv\u00e5g":[],"super":[5,26,27],"switch":0,"throw":[3,6,22],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,20,22,25,26],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,19,20,22,25,26,27],"var":[1,5,6,10,11,13,20,22,25,26,27],"while":[0,1,3,4,5,6,7,8,9,11,12,13,22,25,26,27],A:[2,3,5,6,7,10,11,12,13,16,18,19,20,21,22,23,24,26],AND:2,And:[0,3,4,5,6,9,13,18,20,22],As:[0,1,2,3,4,5,6,8,10,12,13,16,19,20,22,25,26,27],At:[0,4,6,13,20,25],BE:[0,25],Be:[2,18,25],Being:13,But:[0,1,2,3,5,6,9,10,22,26,27],By:[0,3,5,6,12,13,17,19,25,26,27],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,25,26,27],IF:6,IN:24,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,22,25,26,27],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27],Is:11,Ising:[5,12,26],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,22,25,26,27],Its:[1,2,4,11],NO:[7,11],No:[6,9,25],Not:[0,1,5,6,25,26],OR:22,Of:22,On:[0,3,15,21,22,23,24,25],One:[0,1,3,4,5,6,7,8,11,12,13,17,20,22,26],Or:[0,1,6,20,25],Such:[0,6,12,16,22],That:[0,5,7,10,11,12,14,20,22,25,27],The:[4,10,13,14,15,16,19,20,21,22,23,24],Then:[0,1,6,8,9,10,11,12,13,14,19,20,25,26],There:[0,3,4,5,6,8,9,11,12,14,19,20,21,22,23,25,26,27],These:[0,2,3,4,5,8,9,10,11,12,13,14,15,16,19,20,22,23,25,26,27],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,22,27],With:[0,5,6,8,9,10,11,12,14,19,20,22,25,26],_0:[5,8,10,11,13,26],_1:[2,5,6,8,10,11,12,13,14,19,26],_2:[2,5,8,11,12,13,19,26],_3:19,_4:19,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,19,20,25,26,27],_________________________________________________________________:[],__call__:[],__class__:10,__doc__:6,__future__:[8,9],__getattr__:27,__getitem__:[],__init__:[1,2,3,4,14,27],__main__:2,__mosek:[],__mul__:[],__name__:[2,10,27],__rmul__:2,__traceback__:[],__version__:[3,4,14],_api:[3,4,14],_asarrai:[],_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,19,22,26],_auto2:[2,3,4,5,6,12,13,19,22],_auto3:[3,4,5,6,12,13,19],_auto4:[4,6,12,13,19],_auto5:[4,6,12,13,19],_auto6:[4,6,12,19],_auto7:[4,6,12,19],_auto8:[6,12],_auto9:[6,12],_ax:[],_base:8,_broadcasting_shape_rul:[3,4,14],_build:[0,17,18,20,24,25],_build_call_output:[],_c:1,_call:[],_call_flat:[],_check_1d:[],_check_optimize_result:[7,11],_compon:11,_config_pb2:[],_coordinate_desc:6,_copy_docstring_and_deprec:[],_cpgg0jyh8m:[],_decor:[0,25],_delta:[3,4,14],_depth:9,_dilate_shap:[3,4,14],_ey:[3,4,14],_fraction:9,_get_lin:[],_getitem_multilevel:[],_handl:[],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,20,25,26,27],_inference_funct:[],_interpolatefunctionerror:[],_is_primit:[],_j:[0,1,2,3,5,6,8,13,17,20,26,27],_jit_compil:[],_k:13,_l:12,_lambda:[6,25],_leaf:9,_logist:[7,11],_m:10,_make_vjp:[2,13],_maybe_define_funct:[],_multilayer_perceptron:1,_n:[2,5,8,11,13,26],_node:[2,9,13],_not_impl:[3,4,14],_notokstatusexcept:[],_np:[],_num_output:[],_one:[3,4,14],_p:[5,8,26],_plot_arg:[],_process_traceback_fram:[],_r:[],_ratio:11,_reduce_and:[3,4,14],_reduce_max:[3,4,14],_reduce_min:[3,4,14],_reduce_or:[3,4,14],_reduce_sum:[3,4,14],_reduce_window_max:[3,4,14],_reduce_window_min:[3,4,14],_reduce_window_prod:[3,4,14],_reduce_window_sum:[3,4,14],_sampl:9,_select_forward_and_backward_funct:[],_split:[6,9,20],_src:[3,4,14],_stateful_fn:[],_stateless_fn:[],_sy:[3,4,14],_t:13,_test:[6,20],_trace:[2,13],_tri:[3,4,14],_upcast_fp16_for_comput:[3,4,14],_valu:[2,13],_varianc:11,_weight:9,_xla_comput:[3,4,14],_zero:[3,4,14],a0:3,a0faa0:[9,10],a1:[0,25],a2:[0,25],a3:[0,25],a4:[0,25],a_0:[0,25],a_1a:[0,25],a_2a:[0,25],a_3:[0,25],a_3a:[0,25],a_4:[0,25],a_4a:[0,25],a_:[0,1,16,19,25,26],a_h:1,a_i:[0,1,2,12,25],a_j:[1,12],a_k:[0,1,12],a_ndim:[],aaron:24,ab:[0,2,5,13,14,25,26,27],ab_channel:18,abandon:1,abbrevi:21,abid:22,abil:[0,10,25],abl:[0,1,4,5,6,7,10,12,13,16,20,26],abort:[],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,20,23,27],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,24,25,26],abovement:6,abscissa:13,absolut:[0,2,5,6,13,25,26,27],absorb:[26,27],acceler:13,accept:[0,3,6,9,20,25,26],access:[0,3,11,22,26],accid:[4,6],accident:[3,4,14],accmod:[],accompani:[0,25,26],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,22,25,27],accordingli:11,account:[0,3,5,13,15,22,25,27],accumul:[12,13,22],accur:[0,3,4,6,10,13],accuraci:[0,1,3,4,5,6,7,9,10,11,12,25,26],accuracy_scor:[0,1,10,25],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,19,25,27],aco:22,acquaint:[18,25],acquir:[1,18,25],acr:[0,26],across:[1,3,6,9,18,25],act:[1,3,19],action:22,activ:[0,2,3,4,9,21,23,25],actual:[0,1,4,5,6,8,11,16,19,22,25,26,27],ad:[1,3,4,5,8,13,14,15,16,19,27],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,23,25],adapt:[4,6,13,24,26],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,20,22,25,26,27],add_lin:[],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,18,19,20,22,23,24,25,26,27],addition:[12,13],address:[1,9,11,13,25],adjac:[3,12],adjoint:[5,26,27],adjust:[0,5,12,13],admir:[0,25],advanc:[4,6,12,24,25],advantag:[1,3,5,6,10,13,19,27],adversari:25,afecionado:25,affect:3,affin:[0,3,8,11,26],afford:3,aficionado:25,aforement:14,african:[0,26],after:[0,1,2,4,5,6,9,11,12,13,15,18,19,20,22,25,26,27],afterward:[0,25],ag:[0,7,21,25,26],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,20,22,25,26,27],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,22,27],agreement:13,ahead:9,ai:[0,24],aid:11,aim:[0,1,4,6,7,11,14,15,16,18,19,20,26],ainv:5,airplan:3,aka:[5,27],al:[0,2,4,15,16,17,24,25,26,27],alarm:[5,7,27],algebra:[0,3,5,13,18,26,27],algo:[],algorithm:[0,1,2,4,5,6,7,8,13,14,18,19,20,22,24,25,27],align:[0,2,5,6,7,8,13,20,22,25,26,27],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,18,19,20,21,22,23,24,25,26,27],all_gath:[3,4,14],all_to_al:[3,4,14],allevi:[1,13],alloc:[3,19],allow:[0,1,2,3,5,6,8,10,13,15,16,18,19,20,25,26,27],almost:[0,1,6,8,11,13,22,25],alon:[2,9],along:[2,3,4,5,6,9,10,11,18,19,25,26,27],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,22,25,26],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:[2,3,4,5,6,10,12,18,19,22,25,26,27],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,25,26,27],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,19,20,25,26,27],although:[0,1,5,6,8,10,13,16,25,27],alwai:[0,3,5,6,12,13,16,22,25,26,27],am:[4,26],ame2016:[0,25],american:[0,26],among:[0,3,5,9,10,12,19,25,26,27],amongst:[5,27],amount:[0,1,3,4,6,8,10,14,18],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27],an_:22,anaconda3:[],anaconda:[0,1,15,18,20,25],analog:13,analys:[6,27],analysi:[1,3,4,7,14,15,16,17,19,24],analyt:[2,3,5,6,7,12,13,15,18,20,25,26,27],analyz:[0,1,3,4,5,6,14,16,17,20,22,25,26,27],andrew:1,angl:[0,3,9,26],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,22,25,26,27],anim:[4,12],ann:12,annot:[0,1,3,7,8,25,26],announc:25,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,19,20,22,25,26],anp:2,ans_vspac:2,ansatz:[0,25],answer:[0,1,3,5,6,19,20,23,25,27],antialias:[2,6,20],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,22],anytim:[23,25],apach:[1,3,4,14],apart:[11,13],api:[1,3,4,14,18,25],appar:2,appear:[0,1,3,13,16,19,22,25],append:[1,3,4,8,9,13,25],appendcon:[],appendix:20,appendvar:[],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,20,22,24,25,26],applic:[0,1,3,4,5,6,7,9,12,13,19,20,22,24,25,26],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,18,22,24,26],appropri:[2,6,9,12,13,18,22],approv:25,approx:[0,2,3,6,10,11,13,22,25],approxim:[0,1,2,3,4,5,6,7,10,11,13,20,22,25,26,27],apt:[0,15,18,20,25],aq:22,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27],aragorn:25,arang:[1,3,4,6,7,9,10,12,13,20,25],arbitrari:[1,4,6,8,12,13,22],arbitrarili:[0,1,11,25],arc:[6,20],architectur:[3,4,12],area:[0,3,6,9,20,24,25],arg:[0,2,13,25],argc:[],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:[],argnum_1:[],argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,20,25,26,27],argv:[],argval:2,aris:[0,6,12,13,22,25],arithmet:[0,13,19,25],arm:[3,4,6,14],arma:[],armadillo:19,around:[0,1,4,5,6,11,22,25,27],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,22,26,27],arrang:[3,25],arraybox:[2,13],arriv:[0,6,9,11,19,22,25],arrow:12,arrowprop:8,art3d:13,art:[0,1,15,18,25],articl:[0,3,4,6,10,25,26,27],artifici:[0,2,7,12,24,25],artificialneuron:12,arug:13,arxiv:[3,4],as_fram:26,asap:25,asarrai:[0,2,6,9,26],asc:[],ascii:[],ashrafi:[],asid:26,ask:[5,6,11,12,27],aspect:[0,6,18,20,25,26],assembl:[0,3,25],assert:4,assess:[0,6,20,25,26],assici:4,assign:[0,7,8,9,12,13,14,21,23,24,25,26],associ:[0,6,9,12,14,22,25],associative_scan:[3,4,14],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],assumpt:[0,3,5,6,9,11,20,22,25,26],ast:[0,5,6,20,25,27],astronomi:[25,26,27],astyp:[4,9,10],asymmetri:[0,25],asymptot:[4,6],async_wait:[],atla:25,atoi:[],atom:[0,25],attempt:[0,4,6,7,8,10,25],attend:21,attent:[0,19,25],attr:27,attract:[0,10,25],attribut:[0,3,4,9,13,14,25,27],attributeerror:[3,4,13,14,27],audi:[0,25],audio:[3,4],august:[15,16,25],aurelien:[0,15,21,24,25],austfjel:[6,20],author:[0,1,3,4,10,14,22,25],authour:25,auto:[6,9,10,22],autocor:22,autocorrelation_tim:22,autocorrelform:22,autocovari:22,autoencod:[4,18,25],autoencond:18,autograd:[18,25],autograph:[3,4,14],autom:[0,18,24,25],automac:19,automag:25,automat:[0,1,2,3,4,11,16,18,19,25],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,18,19,20,21,23,24,25],averag:[0,1,3,6,9,10,13,14,22,23,25,26],avg:[],avoid:[0,3,4,5,6,9,11,13,14,19,25,26],avx2:[],avx:[],awai:[2,3,6,26],awar:[2,10],award:[23,25],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,19,20,25,26],axes3d:[2,6,13,20],axes_grid1:6,axessubplot:26,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,19,20,22,25,26],axiom:[5,27],axlabel:[0,25],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,22,23,25,26,27],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,19],b_group:9,b_i:[0,1,2,12,25],b_ia_:[0,25],b_ia_i:0,b_index:9,b_is_vec:[],b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_meta:[],b_score:9,b_valu:9,bachelor:[21,23],back:[0,3,4,5,6,8,9,10,15,19,22,25,26,27],backbon:19,backend:[1,4],backend_specific_transl:[3,4,14],background:[24,25,26],backpropag:1,backtrack:9,backup:19,backward:[1,2,4,12,19],backward_pass:2,bad:[6,26],badli:22,bag:[9,18,25],bag_clf:10,baggin:25,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:6,band:19,bandwidth:19,bar:[0,6,11,15,16,20,25],barber:24,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,18,22,23,24,25,26,27],basi:[5,7,8,10,11,12,13,19,26,27],basic:[2,6,8,12,13,14,18,20,22,25],batch:[3,4,11,12,13,14],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,18,24,25,27],bbupeevmxtg:[],bc298b802fe2:[],beam:25,becattini:23,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,25,27],beccatini:25,becom:[0,1,2,5,6,7,9,12,13,22,25,26,27],been:[0,1,2,3,4,5,6,11,12,13,18,19,20,25,26],befor:[0,1,2,3,4,5,6,7,8,12,13,14,19,20,22,25,26,27],beforehand:[0,22,25],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,20,22,23,25,26,27],behav:[1,6,13],behavior:[0,1,13,25],behaviour:12,behind:[0,1,6,8,13,25],behnoosh:[],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,22,25,26,27],believ:[9,19],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],benchmark:10,bendik:[],benefici:[1,13],benefit:[0,1,4,11,13,15,18,25],bengio:[1,21,24,25,26],benign:[1,7,9],bennosh:[],besid:[4,5,27],bessel:[5,26,27],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,20,23,25,26],beta:[0,1,3,5,6,7,10,11,13,16,17,20,25,26],beta_0:[0,1,3,5,6,7,13,25,26,27],beta_0x_:[0,25,26],beta_1:[0,1,3,5,6,7,10,13,25,26,27],beta_1x_0:[0,25],beta_1x_1:[0,7,25],beta_1x_2:[0,25],beta_1x_:[0,25,26],beta_1x_i:[7,13,26],beta_2:[0,3,13,25,26],beta_2x_0:[0,25],beta_2x_1:[0,25],beta_2x_2:[0,7,25],beta_2x_:[0,25,26],beta_2x_i:26,beta_3:3,beta_3x_i:26,beta_4x_i:26,beta_:[0,3,6,7,13,25,26],beta_i:[0,3,5,17,25,26,27],beta_j:[0,5,6,13,20,25,26,27],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:[0,1,2,3,4,6,9,10,11,12,13,25,26,27],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,20,22,25,26],beyond:[0,1,5,6,8,13,20,25,26],bf:[13,14,19,22],bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,25,26,27],bias:[1,2,3,5,6,9,12,27],big:[0,1,2,5,6,14,25,27],bigger:[1,6,26],bigr:12,bike:9,bilbo:25,bilek:[],billion:[3,12,18],bin:[0,7,22,26],binari:[0,2,3,5,7,9,10,12,25,27],binarycrossentropi:4,bind:[0,26],binomi:[18,22,25],binsboot:6,bioinformat:[0,25],biolog:[1,12],bios1100:[18,25],bird:[0,3,25],birth:25,bishop:[21,24,25],bit:[1,4,19,22,25],bitwis:[3,4,14,22],bivari:2,bk:[0,13,26],bla:[19,25],black:[8,9,14],bledso:25,blob:[20,25],block:[6,10,18,19,22,25],blockingavg:[],blockingstd:[],blockingvar:[],blocksiz:[],blocksizemax:[],blocksizemin:[],blogpost:4,blue:[0,3],bluntli:25,bm:26,bmatrix:[0,1,3,5,7,8,11,13,19,25,26,27],bmi:1,bodi:[0,1,4,12,25],bold:1,boldfac:[0,5,16,26,27],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,20,25],boltzmann:[12,18,25],book1:24,book:[20,24,25,27],boost:[1,9,18,25],boostrap:10,bootavg:[],bootstd:[],bootstrap:[1,13,18,20,25],bootvar:[],bootvec:[],borrow:25,boston_dataset:[0,26],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,18,19,20,22,23,25,26],bottl:7,bound:[0,8,12,26],boundari:[2,4,8,11,12],boundkei:[],box:[4,9],boxed_arg:2,boyd:[8,13],bracket:[4,22],brain:[1,7,12],branch:9,breast:[5,7,11,27],breviti:13,brew:[0,15,18,20,25],brg:8,brief:[20,26],briefli:[0,25],bring:[0,5,6,10,25,26],broad:[0,25],brought:[13,18,25],brownle:4,browser:25,brunton:[],brute:[3,5,11,26,27],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,19,22,25,27],built:[0,1,3,4,6,26],bunch:11,busi:[0,26],bx:[],bzl:[],c1:[8,11],c2:[8,11],c95af3df0cdd:[],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,22,23,24,26,27],c_0:22,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,22,26],c_i:[12,13],c_k:22,ca:[1,25],cabc613b8702:[],cach:10,cal:[0,8,10,12,13,15,16,25],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,19,22,25,27],california:26,call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,22,23,25,26,27],callabl:[],callback:[],calor:[0,26],cambridg:[13,24],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27],cancel:[0,13,25,26],cancellation_manag:[],cancer:[5,10,27],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,21,22,25,26],canopi:[0,15,18,20,25],canva:[20,25],cap:[5,27],capabl:[0,1,8,13,18,25],capac:[2,23],capita:[0,26],caption:20,captur:[4,11,12],captured_input:[],car:[3,4],card:[0,7,25],cardin:1,care:11,carefulli:13,carlo:[0,6,18,22,24,25],carri:[2,6,7,20],cart:10,carvalho:[],casella:24,cast:1,cat:[3,4],categor:[0,1,3,9,11,25],categori:[0,1,3,7,10,12,14,25,26],categorical_crossentropi:[1,3],caus:[0,5,6,22,25,26,27],causal:0,causat:[0,25],cax:1,cb:[6,25],cbar:1,cbook:[],cc:[0,1,5,13,25,26,27],ccc:[5,12,27],cd_fast:6,cdf:22,cdot:[0,2,6,12,13,14,19,22,25],celebr:13,cell:[0,2,3,4,6,9,10,13,14,15,20,25,27],center:[0,1,6,7,8,9,11,14,20,22,25],centr:[],central:[0,3,5,6,8,16,19,25,26,27],centroid:[14,22],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,22,25,26],cg:13,cha:[0,26],chain:[0,1,13,18,22,25],chanc:[1,5,13,22,27],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,19,20,22,25,26],channel:3,chapter3:[0,20],chapter:[0,6,10,11,19,20,24,25,26,27],charact:[0,3,5,8,25,26],character:[8,9,10,12,22],characterist:[0,1,3,10,13,25],charg:[0,25],charl:[0,26],chase:4,chat:25,chd:7,chddata:7,cheap:[5,26],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,19,25,26],checkmark:3,checkpoint:[3,4,14],checkpoint_dir:4,checkpoint_prefix:4,chemic:[],chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,19,25,26],choleski:[5,19,26],choos:[2,3,6,9,10,11,13,14,20],chosen:[0,1,2,6,8,9,10,13,16,22,25],chosen_datapoint:1,christian:24,christoph:[21,24,25],cifar10:3,cifar:3,cin:[],circ:[1,12],circl:[0,8,12,26],circuit:3,circumfer:9,circumv:[1,5,13,26],ckpt:4,clariti:22,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[],classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,18,20,24,25,26,27],classifi:[0,1,4,7,9,10,11,25],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,22,26,27],clever:[1,10],clf3:0,clf:[0,6,8,9,10,25,26],clf_lasso:6,clf_ridg:[6,25],clip:[3,22],clone:23,close:[0,1,2,4,6,8,9,11,12,13,14,20,22,24,25],closer:[3,5,13,26],closest:[8,11,13,14],closur:[18,25],cloud:[18,25],cluster:[0,1,4,6,11,18,25],cluster_label:14,cm:[1,2,3,6,8,9,13,20],cmap:[0,1,2,3,4,6,8,9,10,20,25],cmap_arg:6,cmath:[],cmb:21,cmd:9,cmu:26,cn_:22,cnn:12,cnn_kera:3,cntk:[18,25],co:[0,2,3,6,9,13,25],code:[3,4,6,7,8,15,16,17,18,19,20,22,24],coef0:8,coef:[0,25],coef_:[0,5,6,8,9,13,25,26,27],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,19,25,26,27],coerc:[0,6,25],coin:[10,22],coin_toss:10,col:[0,11,25,26],colab:[18,25],cold:9,colinear:[0,26],collabor:20,collaps:8,collect:[0,2,6,10,11,18,22,24,25],collinear:[5,26,27],color:[0,3,4,6,8,9,10,20,22],color_channel:3,color_cod:6,colorbar:[1,6,20],colsample_bytre:10,colsaobject:10,colspec:[0,25],column:[0,1,2,5,6,7,8,9,11,12,17,19,25,26,27],columntransform:9,com:[3,4,6,14,18,20,24,25,27],combin:[1,2,5,6,7,10,22,27],come:[0,1,3,4,5,12,13,14,15,25,26,27],command:[0,1,25],comment:[0,4,5,6,15,16,20,25,26],commerci:[0,15,18,20,25],commod:[0,25],common:[0,1,3,5,6,7,9,11,13,14,20,22,25,26],commonli:[0,1,4,6,7,9,13,14,26],commun:[0,12,20],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,25,26,27],compair:0,compar:[0,3,4,5,6,11,13,15,16,19,20,25,26,27],comparison:[2,4,13],compat:[3,4,7,14],compet:[0,25],competit:10,compil:[0,1,3,4,13,15,18,19,25],complet:[0,2,3,4,9,12,25],completenn:12,complex:[1,5,8,9,11,12,13,15,16,25],complic:[0,1,9,13,25],compoment:26,compon:[0,1,3,4,5,6,7,9,14,16,18,25,26,27],components_:11,compos:[9,12,13,14,18,25],compphys:[0,6,17,18,20,21,23,24,25,26],compress:[0,25,26],compris:6,compromis:[5,26],compulsori:[18,25],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,21,22,24,25,26,27],computation:[0,3,6,9,13,22,25],computationalscienceuio:25,computerlab:20,con:[],concat:25,concaten:[2,4,6,14],concav:[1,9,13,26],concentr:[0,10,26],concept:[0,2,18,25,26],conceptu:[12,13],concern:[0,1,4,7,25],concic:25,conclud:[0,5,13,27],conclus:1,cond:[2,3,4,14],conda:[0,1,15,18,20,25],condis:26,condit:[0,2,4,5,6,8,9,11,13,22,25,26],conduct:[18,25],condwav:2,coneqp:[],confid:[0,5,6,7,8,20,25,26,27],config:[3,4,14],config_pb2:[],configur:3,confirm:[5,12,27],confus:[5,6,7,10,19,26,27],confusion_matrix:9,congruenti:22,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,19,25,26],consequ:[5,6,8,10,12,13,26,27],conserv:[5,14,26],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,19,20,22,25,26,27],consider:[0,1,5,13,25,26,27],consist:[0,1,2,3,4,6,12,13,20,22,26],constant:[0,2,3,4,5,6,8,12,13,14,22,25,26,27],constitu:[0,25],constitut:[2,6],constrain:[1,3,5,7,11,27],constraint:[5,6,8,13,17,26,27],construct:[0,1,2,3,5,6,7,8,9,10,11,19,22,25,26,27],contact:[0,25],contain:[0,2,3,4,5,6,7,8,9,11,12,13,14,17,19,20,22,24,25,26,27],contemporari:25,content:[1,18,19,25],context:[6,10,13,20],contigu:19,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,19,20,22,25,26,27],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,22,25,26,27],contributor:[0,20,25],control:[0,1,3,9,13,15,18,25],control_flow:[3,4,14],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],conv_general_dilated_patch:[3,4,14],convei:25,conveni:[0,5,6,12,13,19,20,25,27],convent:[12,26],converg:[1,2,4,5,6,7,8,11,13,14,26,27],convergencewarn:[1,6,7,8,11],convert:[0,1,3,4,5,9,11,13,14,19,25,26],convert_phas:[3,4,14],converter_error_data_pb2:[3,4,14],converttomatrix:4,convex:[4,5,7,26],convinc:13,convolut:[1,4,18,25],cool:[4,9],coolwarm:[6,20],coordin:[5,12,14,26,27],coorel:[0,26],copi:[0,1,2,14,26],copyright:[3,4,14],core:[2,3,4,10,13,14,25],corel:25,coronari:7,corr:[0,5,7,11,26],correalt:[11,18],correct:[0,1,2,3,4,5,7,13,19,22,25,26,27],correctli:[1,2,6,7,10],correl:[0,1,3,5,6,7,10,12,13,18,22,25,27],correlation_matrix:[0,5,7,11,26],correspond:[0,3,5,6,8,9,11,12,15,16,17,18,19,20,22,25,26,27],cortex:12,cosin:[3,6],cost:[0,2,3,5,6,7,8,9,12,13,16,17,20,25],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:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,19,20,22,25,26,27],coulomb:[0,25],count:[0,2,9,21,22,23,25],countor:13,coupl:[4,5,6,27],cours:[0,1,3,5,11,20,21,23,26],courvil:[21,24,25,26],cout:[],cov:[5,6,11,19,22,25,26,27],cov_xi:[5,11,26],cov_xx:[5,11,26],cov_yi:[5,11,26],covari:[0,7,18,19,25,27],covariance_matrix:[5,11,14,26],cover:[0,5,17,18,23,24,26,27],covert:[0,25],covxi:22,covxx:22,covxz:22,covyi:22,covyz:22,covzz:22,cpj4mh7m9no:[],cpu:[1,3,4,14],cpu_feature_guard:[],craft:3,crawford:25,creat:[1,2,3,4,5,6,9,10,11,12,13,18,20,25,27],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,26],credit:[0,7,23,25],crim:[0,26],crime:[0,26],criteria:[0,4,9,10,14,22,25],criterion:[9,10,13],critic:[6,20,25,26],critiqu:20,cross:[0,1,3,7,9,10,13,18,22,25,26],cross_entropi:4,cross_val_scor:6,cross_valid:[7,10],crossvalid:6,crucial:[1,22],cs231:3,cs:[21,23],csr_matrix:[19,25],cstdlib:[],csv:[0,4,6,7,9,25],ctnk:1,ctx:[],cubic:0,cumbersom:[5,27],cumsum:[10,11,25],cumul:[7,10,22],cumulative_heads_ratio:10,cup:[5,27],current:[1,2,3,4,6,13,14,20,24],curs:[0,26],curv:[6,7,10,12,20],curvatur:13,custom:[6,14,20],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10],cvxbook:13,cvxopt:[5,8,26],cyber:[],cycl:[1,3,4,12,14],cyclotron:[26,27],d1:[],d2:[],d2_g_t:2,d3:[],d670a873ab0c:[],d985fb40c43d:[],d:[1,2,3,4,5,6,7,8,9,10,11,13,14,19,22,23,25,26,27],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,19,26],dai:[1,9,18],dalen:[],damp:3,daniel:[23,25],darget:9,darkr:22,dat:[0,25],dat_id:[0,6,7,9,25,26],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,19,24,27],data_handl:[],data_id:[0,6,7,9,25,26],data_indic:1,data_modul:26,data_panda:25,data_path:[0,6,7,9,25,26],data_url:26,databas:1,databookuw:[],datafil:[0,6,7,9,20,25,26],datafram:[0,4,5,7,9,11,25,26],datapoint:[1,5,6,7,11,13,26],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,20,25,26],datatyp:4,date:[15,16,17,20,25,26,27],daughter:10,david:24,dbh:1,dbo:1,dcomposit:19,ddot:2,dead:1,deadlin:[16,17,21],deal:[0,1,3,5,6,8,11,13,14,17,19,20,22,25,26],dealt:0,debt:7,debug:[0,5,6,27],decad:[0,3,25],decai:[0,13,22,25],decemb:[21,23,25],decent:10,decid:[0,2,3,5,6,9,20,27],decim:[0,25],decis:[0,1,8,11,18,24,25],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,19,25],decompos:[5,6,19,26],decomposit:[0,6,12,20,25,27],decompost:[5,26],deconvolut:3,decor:[0,25],decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13,27],deduc:[0,25],deep:[3,7,12,13,18,21,24,25,26],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,18,25],deeper:[0,3,4,25],deeplearningbook:24,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,20,22,25,26,27],def_covari:22,def_funct:[],default_tim:4,defect:[5,26],defici:[5,26],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,26,27],definit:[1,2,5,6,7,8,10,11,12,13,17,19,22,26,27],defint:22,defun:[],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,20,22,25,27],del:1,delet:6,delimit:4,deliv:[21,25],delta:[0,2,3,6,8,12,13,14,25],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,19],delta_h:[0,1,25],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,25],delug:18,delv:[0,25],demand:13,demonstr:[0,3,5,6,7,11,12,18,25,26],den:4,denomin:[1,5,27],denot:[1,2,6,7,13,22],dens:[1,3,4],dense_1:[],densiti:[0,2,6,22,25],depart:[23,25,26,27],depend:[0,1,2,4,5,6,7,8,11,12,13,15,18,19,20,22,25,26,27],depict:22,deploy:[0,15,18,20,25],deprec:[2,6,13,20,25,26],deprecate_nonkeyword_argu:[0,25],depth:[0,3,9,10,19],deriv:[0,1,2,6,7,8,10,11,13,16,17,18,20,25],derivati:13,derivative_fn:13,descend:[5,9,11,26,27],descent:[0,1,3,7,8,12,25,26],descr:26,describ:[0,2,4,5,6,8,10,11,12,13,19,20,25,27],descript:[0,8,9,25],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,20,25,27],designmatrix:[0,25],desir:[0,2,4,5,13,14,25,26],despit:[1,12],destroi:19,det:[5,19,26],detail:[0,6,11,13,14,19,20,26],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,19,22,25,26,27],determinist:[7,13,22],dev:1,develop:[0,3,5,8,10,11,12,18,19,20,25,26,27],deviat:[0,1,2,4,5,6,20,22,25,26],device_nam:[],devicearrai:[3,4,14],devis:12,df1:25,df:[4,8,11,13,25],di:[0,26],diag:[5,8,26,27],diagnost:[1,10],diagon:[0,5,7,13,19,20,22,25,26,27],diagonaliz:[5,26],diagram:10,diagsvd:6,dice:[6,22],dict:[6,8],dict_kei:26,dictionari:[0,26],did:[0,1,5,6,7,10,11,14,20,25,27],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,19,20,22,24,25,26,27],differenti:[0,3,16,18,19,25,26],differential_oper:[2,13],difficult:[0,1,6,10,13,20,22,25],difficulti:[0,1,13,25],diffonedim:2,digit:[0,1,3,4,6,20,21,23,25],dilemma:13,dilut:1,dim:[4,11,14,19],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,19,25,26,27],dimension:[0,4,5,6,9,11,13,14,18,19,25,27],dimensionless:[0,3,25],diment:19,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,25,26],directli:[1,4,5,6,22,26],directori:9,disabl:[3,4,14],disadvantag:[0,25],disappear:[3,6],disc_loss:4,disc_tap:4,discard:[6,11],disciplin:[0,3,12,25],disclaim:22,discord:25,discourag:[13,26],discov:[0,25],discover:[5,27],discret:[1,3,5,7,13,27],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27],diseas:7,disguis:[6,26],disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,20,22,25,26],displaystyl:[0,5,17,25,26,27],displot:26,disregard:[0,25],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,22,26],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,22,25],distplot:[0,26],distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,20,25,26],distrubut:[0,15,18,20,25],div:[],dive:[0,8,19,25],diverg:[1,13],divid:[0,1,2,3,5,6,7,8,9,11,12,22,25,26,27],divis:[6,8,9,13,19,22],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,25],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,25],doamin:27,doc:[0,6,17,18,20,21,23,24,25,26],document:[4,7,11,13,26],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,19,20,22,25],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13,20,27],domin:[0,25],don:[0,1,3,5,6,8,11,13,15,18,20,25,26],done:[0,2,3,4,5,6,9,10,11,13,17,19,20,25,26,27],dot:[0,2,3,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],doubl:[3,4,19,25],doubli:1,down:[0,3,6,9,11,12,13,25],download:[0,1,3,5,6,19,20,24,25],downsampl:3,dozen:1,dq:6,drag:13,dramat:11,drastic:4,draw:[4,6,10,13],drawback:[0,1,3,13,26],drawn:[1,4,6,7,11,22,25],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,22,25,26,27],dropna:[0,6,25],dropout:4,ds:[],dt:[2,3,13,22],dtype:[0,1,2,3,4,14,19,25,26],dualiti:6,dub:[0,25],due:[1,2,5,6,8,10,12,13,23,25,26],dummi:[0,26],dure:[0,1,3,4,8,9,11,17,18,20,25],dwell:[0,26],dwh:1,dwo:1,dx:[2,3,8,22],dx_1:22,dx_1p:6,dx_2p:6,dx_mp:6,dx_n:22,dxp:6,dy:[1,8,22],dynam:4,dysth:[],dz:8,e7cu:[],e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,25,26,27],e_:[0,2,25],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,22,23,25,26,27],eager:[],eapprox:[0,25],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,25,26],earthexplor:[6,20],eas:[6,9,14],easi:[0,5,6,7,8,9,10,11,12,13,18,19,25,26,27],easier:[5,6,8,9,13,22,25,26],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,25,26,27],eastern:[23,25],ebind:[0,25],eblock:9,econometr:25,economi:5,ecosystem:[18,25],ect:21,edg:3,edgecolor:6,edu:[13,26],educ:[0,20,25,26],eface79dac2c:[],eff:22,effect:[1,4,10,13,22],effic:1,effici:[0,3,10,13,18,19,22,25],efron:6,egrad:13,eig:[5,11,13,19,22,25,26],eigen:22,eigenpair:[5,11,26],eigenvalu:[0,5,8,11,13,19,25,26,27],eigenvector:[5,11,13,17,26,27],eight:[19,25],eigval:[19,22,25],eigvalu:[11,13],eigvec:[19,22,25],eigvector:[11,13],eispack:[19,25],either:[1,5,6,7,8,9,10,11,13,15,16,20,22,25,26,27],ekstrom:[],elabor:22,elarn:3,electr:[0,3,12,25],electron:25,electur:[],eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,20,21,24,26,27],elementari:[10,13,19],elementwis:[3,13],elementwise_grad:[2,13],elessar:25,elif:14,elim:19,elimin:[3,8],els:[1,2,3,4,7,9,12,13,19],elu:1,elus:[0,25],email:[21,23,25],embed:[0,11,26],embodi:[6,20],emit:22,emner:24,emphas:[0,10,18,25],emphasi:[0,18,24,25],empir:[1,11,22],emploi:[0,1,5,6,11,13,20,22,25,26,27],employ:[0,25,26],empti:[6,10],emul:12,en:[18,24],enabl:11,enable_check:[3,4,14],enbodi:6,encapsul:[3,4,14],encod:[0,3,5,9,11,14,17,25,26,27],encompass:[0,20,22,25],encount:[0,1,5,6,7,13,22,25,26],encourag:20,end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,19,20,22,23,25,26,27],end_box:[2,13],end_nod:[2,13],end_valu:[2,13],endl:[],endpoint:[3,6],energi:[0,4,6,26],enet_coordinate_desc:6,enforc:12,eng:24,engin:[0,1,3,4,18,25],english:20,enorm:3,enough:[0,6,13,25],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,22,26,27],ensure_initi:[],entail:25,enter:[5,6,17,26],enthought:[0,15,18,20,25],entir:[1,3,7,9,18,22,25],entiti:[9,12,19,25],entri:[0,5,8,11,12,19,25,26,27],entropi:[1,3,7,10,13,25],enumer:[0,1,2,3,4,6,8,25,26],env:[0,1,2,3,4,6,7,8,11,13,14,22,25,26,27],environ:[2,18,20],eo:[0,6,25],eol:[0,25],eosfit:[0,25],epoch:[0,1,3,4,12,13,25],epsilon:[0,5,6,7,13,20,25,26,27],epsilon_0:[0,25],epsilon_1:[0,25],epsilon_2:[0,25],epsilon_:[0,25],epsilon_i:[0,25,26],eq:[3,13,14,19,22],eqnarrai:[3,5,6,27],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,19,20,22,25,26,27],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,19,20,22],equilibrium:[2,12],equiv:[3,13,19,22],equival:[0,1,5,7,8,11,13,18,19,25,26,27],erf:22,eriador:25,eridg:25,err:[0,10],err_:6,err_sqr:2,errat:13,errno:9,erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,20,22,27],error_estimate_corr_tim:22,error_handl:[],error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13,20],essenti:[0,5,6,9,10,12,14,20,22,26],establish:[0,6,10,11,15,20,25],estim:[0,1,5,6,7,10,11,13,18,22,25,26],estimated_mse_fold:6,estimated_mse_kfold:6,estimated_mse_sklearn:6,et:[0,2,4,15,16,17,24,25,26,27],eta0:[8,13],eta:[0,1,3,8,12,13,25],eta_:13,eta_t:13,eta_v:[0,1,3,25],etc:[0,1,3,5,7,8,9,11,12,13,14,15,18,19,20,22,26],ethic:[18,25,26],etsim:[],euclidean:[0,14,26],evalu:[0,2,3,4,5,6,9,13,20,22,25,26,27],evaluationform:20,evaluationgrad:20,evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,18,19,22,25,26,27],evenli:4,event:[3,4,5,7,10,14,22,27],eventu:[0,5,6,11,12,13,20,23,26,27],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,18,22,23,25,26,27],everyth:[4,12],everywher:[4,13],evolv:[0,25],exact:[0,2,5,11,12,13,19,22,25,26],exactli:[0,3,4,6,12,18,20,26],exam:25,examin:6,exampl:[5,11,12,13,15,16,18,19,20,22,24],exce:[1,12,13],excel:[0,1,4,5,10,25,26],except:[3,4,6,8,9,14,19],excess:[0,25],excit:[0,25],exclud:[1,6,12,20,26],exclus:[0,1,3,6,22,25],execut:[2,5,13,26],executing_eagerli:[],exemplifi:13,exercic:[23,25],exercis:[5,18,20,21,23,27],exercisesweek35:17,exhaust:6,exhibit:[0,5,6,8,25,26],exist:[0,1,2,3,5,6,7,8,9,13,19,20,25,26,27],exit:[5,19,26],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,20,22,25,26,27],exp_term:1,expand:[5,7,11,13,26],expans:[0,3,5,8,10,12,13,25,26],expect:[0,1,5,6,7,11,12,13,15,16,18,20,25,26],expectation_value_of_h_wrt_p:22,expens:[6,10,13],experi:[0,1,6,8,13,18,20,25,26],experiment:[0,3,4,6,9,14,22,25],experimental_get_tracing_count:[],expert:[1,9],explain:[0,6,9,10,11,13,20,25],explained_variance_ratio_:11,explanatori:[0,25],explicit:[0,3,6,13,19,20,25,26],explicitli:[0,4,25],explod:1,exploit:[0,3,12,13,25],explor:[1,4,6,8,13,18,20],expon:1,exponenti:[0,1,5,6,10,13,20,22,25,27],export_graphviz:9,export_text:9,exporttext:9,expos:[18,25],express:[0,2,3,5,6,7,10,12,13,16,19,20,22,27],exptmean:22,exptvari:22,extend:[0,2,7,11,13,17,18,25],extens:[0,12,15,18,25],extent:[0,1,6,24,25],extern:[3,6,9],extra:[1,3,5,23,25,26],extract:[0,3,5,6,7,8,11,13,19,25,26],extrapol:[0,25],extrem:[0,1,4,5,6,7,8,9,13,16,19,26,27],extremum:13,extrins:11,ey:[0,5,6,13,14,19,25,27],f11:[0,25],f12:[0,25],f13:[0,25],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,f3ckh:[],f401:[3,4,14],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:[0,13,25],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,19,22,23,25,26,27],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:22,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16],f_m:[3,10],f_n:3,f_raw:[],f_vec:2,f_wrap:2,face:13,facecolor:[6,8,22],facil:[0,15,18,25],facilit:12,fact:[0,1,3,5,9,11,12,13,25,26,27],factor:[0,1,3,5,6,9,10,11,13,19,22,25,26,27],factori:13,fade:6,fafab0:[9,10],fahimeh:[23,25],fail:[0,6,7,8,11,13,23,25],failur:7,fairli:[1,2,22],fake:4,fake_loss:4,fake_output:4,fall:[8,9,21],fals:[0,1,2,3,4,5,6,7,9,10,14,19,20,25,26,27],famili:[0,7,8,22],familiar:[0,3,5,6,8,15,18,19,20,22,25,27],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,25,26],fashion:[0,9,10,25],fast:[1,3,6,10,12,13,18,22,25],faster:[1,11,13],fastest:[13,19],favor:7,favorit:22,fc:3,fdf8a5d7c717:[],fdfcc778e1f8:[],fe5b9d300cc0:[],featur:[0,1,3,5,6,7,8,10,11,12,13,18,20,22,25,27],feature_nam:[0,1,7,9,26],feautur:9,fed:1,feed:[0,2,3,11,18,25],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,25],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,18,20,23,25,27],feet:[0,26],fei:25,felt:20,fetch:[6,20,26],fetch_california_h:26,fetch_openml:26,few:[1,3,4,5,9,22,25],fewer:[0,9,11,25],ffnn:[1,12],fft2:[3,4,14],fft:[3,4,14],fft_batching_rul:[3,4,14],fft_p:[3,4,14],fftfreq:[3,4,14],fftn:[3,4,14],fftshift:[3,4,14],fgakzw6k1qq:[],field:[0,3,6,12,18,25],fifth:[0,6,15,16,20,25],fig:[0,1,2,3,4,6,7,12,13,14,20,25],fig_id:[0,6,7,9,25,26],figaxi:22,figsiz:[0,1,2,3,4,6,7,8,9,10,25,26],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,18,20,25,26,27],figure_id:[0,6,7,9,25,26],figurefil:[0,6,7,9,25,26],file:[0,2,3,4,5,6,7,9,13,14,20,25,26,27],file_prefix:4,filenam:[25,26],filenotfounderror:9,fileout:[],filepath_or_buff:[0,25],fill:[5,9,26],filter:[3,4],filtered_flat_arg:[],filtered_tb:[],financ:[0,25],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,20,22,25,26,27],find_top_boxed_arg:[],fine:[0,14,15,25],finish:2,finit:[3,5,6,12,13,17,22,26,27],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,20,22,23,24],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,20,22,26],fit_beta:[6,26],fit_intercept:[0,5,6,26,27],fit_mod:9,fit_transform:[0,6,8,9,11],fiti:[0,25],five:[0,9,17,20,25,26],fix:[0,3,4,6,10,11,12,13,20,25],fixedformatt:6,fixedloc:6,fkkt:[],flag:4,flake8:[3,4,14],flat:[12,13],flatbuff:[],flatten:[1,3,4,5,19],flexibl:[1,6,8,10,12,25,26],flip:[23,25],float32:[4,9],float64:[4,19,25,26],flop:[5,19,26],flow:[1,4,12],fluctuat:[5,27],fly:11,flyvbjerg:[],fm:[0,25],fma:[],fmax:3,fmesh:13,fn:7,focu:[0,3,4,5,6,15,18,24,25,26,27],focus:[1,6,7,19,26],fold:[6,9,20],folder:[0,1,4,6,13,20,25],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27],font:[0,7,22,25],fontdict:22,fontsiz:[1,6,8,9,10,22],fontweight:1,footprint:3,foral:[8,26],forc:[0,5,6,10,11,25,26,27],forcast:4,forecast:[4,12],forelesningsvideo:[],forest:[0,1,9,18,25],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,18,19,20,22,25,26,27],formal:[3,4,14,22],format:[0,1,2,3,4,6,7,8,9,10,11,18,22,24,26,27],format_data:4,formatstrformatt:[6,13,20],formul:[4,6,11,14],formula:[3,13,22],forth:[4,12],fortran2003:[18,25],fortran2008:20,fortran90:22,fortran:[0,15,18,19,25],fortun:[0,11,26],forward:[0,3,6,18,19,25],forward_backward:[],forward_compatibility_horizon:[3,4,14],found:[1,2,4,5,6,12,13,20,25,26,27],foundat:[18,25],four:[4,5,6,8,12,19,20,21,23,25,27],fourier:[0,25],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,25,26],fp:7,fr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],fractal:9,fraction:9,frame:[7,25],framework:[1,8,10,22],frank:[5,11],frankefunct:[5,6,11,20,26],fredli:[23,25],free:[0,6,11,13,15,16,18,19,20,22,23,24,25],freecodecamp:18,freedom:[5,27],freeli:[0,20,25],frequenc:[3,6,7,22],frequent:[0,8,9,13,25],frequentist:18,fresh:10,frida:[],fridai:[16,23,25],friedman:[6,20,21,24,25,26],friendli:4,frodo:25,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,20,22,23,24,25],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,25,26,27],fstream:[],fulfil:[2,5,12,26],full:[0,1,3,5,7,9,10,13,22,25,26],full_matric:[5,26],fulli:[3,6,12,21,22],fun:[2,13,18,25],fun_nam:2,func:[0,2,25,26],functionali:11,functool:[3,4,14],fundament:[0,6,18,25],funtion:2,further:[2,7,9,25],furthermor:[0,3,5,6,7,11,12,13,17,18,20,25,26],futur:[0,4,8,9,25,26],futurewarn:[0,25,26],fx:[],fy:[15,20,21,23,24,25],fys4155:20,fys5419:[24,25],fys5429:[24,25],g0:2,g42mrgv128v34gnnhxwk9nrc0000gp:[],g:[0,1,2,3,4,6,8,9,10,11,13,14,22,25],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:[1,5,7,9,10,13,26,27],galleri:[0,25],game:4,gamge:25,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,25],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,25],gamma_i:[0,8,22,25],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:[0,25],gap:[6,8],gate:[4,12],gather:[0,1,12,26],gaug:12,gaussbacksub:19,gaussian:[4,5,6,8,14,22,27],gaussian_point:14,gaussian_rbf:8,gave:13,gbc:[21,25],gca:[2,6,8,13,20],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,22,26],gemv:[],gen:[],gen_loss:4,gen_tap:4,gender:[0,25],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,19,20,22,24,26,27],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:18,geodes:11,geometr:[0,13,25],geometri:[5,27],georg:24,geotif:[6,20],geq:[2,5,8,9,13,26,27],geron:[0,15,21,24,25],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,18,19,20,22,23,25,26,27],get_dummi:9,get_loc:[],get_next_color:[],get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,getsolutionslic:[],getval:[],gg:[],gibb:[18,25],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,18,25],giter:13,github:[0,3,4,6,14,15,17,18,20,21,23,24,25,26],gitlab:[0,15,18,20,25],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,18,20,22,25,26,27],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],global:[6,7,13,20],glorot:1,gmail:[],gnew:13,go:[0,1,3,5,6,8,9,11,12,13,20,25,26,27],goal:[0,7,9,25],goe:[0,1,2,5,6,13,14,19,25,26,27],golden:13,gone:[5,26,27],gong:1,good:[1,3,4,5,6,9,10,11,13,17,18,22,24,26,27],goodfellow:[4,21,24,25,26,27],googl:[1,3,4,14,18,25],got:[1,6,20],gov:[6,20],gp:24,gpu:[1,13,18,25],grad:[2,13],grad_analyt:13,grade:21,gradient:[0,3,4,7,8,9,12,18,25,26],gradient_desc:[],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6,20],graph:[1,9,11,12,13],graph_debug_info_pb2:[],graph_from_dot_data:9,graph_funct:[],graphic:[0,1,9,25],grasp:[0,25],gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,22],greatli:13,greedi:9,green:[0,3,9,22],grei:4,grid:[1,3,6,7,8,12,22,26],grossli:13,ground:[0,25],group:[0,6,7,9,14,18,20,21,23,25],groupbi:[0,25],grow:[1,3,9,10],growth:[0,25],gru:4,guarante:[0,4,13,22,25,26],guess:[1,4,10,13,14],guestrin:10,guid:1,guilherm:[],h1:2,h21:[],h:[0,1,5,6,8,13,16,20,22,23,24,25,26],h_1:[2,13],h_2:[2,13],h_:[0,13,25],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,19,20,22,25,26,27],haa:[23,25],habit:[0,26],had:[0,1,6,7,13,25],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,18,19,20,21,22,23,24,25,26,27],handi:[3,20],handl:[0,1,2,5,9,11,18],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5,25],handwrittennot:25,happen:[1,2,3,4,5,6,10,13,22,26],hard:[1,7,8,10,13],hardcopi:[18,25],harder:[0,1,26],harmon:3,hasn:1,hassl:[0,15,18,25],hast:[18,25],hasti:[0,6,15,16,17,20,21,24,25,26,27],hat:[0,1,5,6,7,9,10,11,12,13,17,19,20,26,27],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,26,27],haven:1,hdtta7prrfi:[],he:7,head:[0,4,10,22,26],header:[0,25,26],heads_proba:10,health:[0,26],hear:[0,13,25],heart:[0,7,25],heatmap:[0,1,3,7,25,26],heavili:[0,25],heavisid:1,height:[1,3,6,26],held:13,help:[0,1,4,12,13,16,20,25],helper:[4,14],henc:[0,5,6,8,9,10,12,13,20,25,26,27],henrik:[23,25],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,25,26,27],hereaft:[0,8,12,25],hermitian:19,hessenberg:19,hessian:[0,2,5,13,16,27],heterogen:[9,10],hfft:[3,4,14],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,25],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,26,27],high:[0,1,2,3,4,5,6,9,10,11,13,14,18,19,20,25,26],higher:[0,1,3,5,6,8,13,20,25,26,27],highest:[1,2],highli:[0,3,4,10,18,19,24,25,26,27],highwai:[0,26],hing:8,hint:[13,16,26],hip:18,hire:[0,25],hist:[4,6,7,22],histogram:[0,6,7,22,26],histor:[7,11],histori:[3,4,12],histplot:26,hit:[],hitherto:[5,27],hjorth:[23,25,26,27],hm6ay5ds6o0:[],hobbi:22,hoc:[5,26],hoff:24,hold:[1,3,6,13,14],holder:[0,25],holomorphic_grad:[2,13],home:[0,26],homepag:[20,25],homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,22,25],horizont:11,hors:[3,7],hot:[1,9],hour:[1,18,21,22,23,25],house_pric:26,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,26,27],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,22,25,26,27],hs:[],hspace:[0,4,8,10,22,25],hstack:[1,26],htf:[21,25],html:[0,7,11,17,18,20,21,23,24,25,26],http:[0,3,4,6,7,11,13,14,17,18,19,20,21,23,24,25,26,27],huang:[0,25],huber:[0,25],huge:[1,3,4,18],human:[0,1,3,6,9,12,25,26],humid:9,hundr:1,hungri:1,hybrid:21,hydrogen:[0,25],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,25,26,27],hyperplan:11,i0:[0,25],i1:[0,6,8,12,25,26],i2:[0,8,12,25],i3:[0,12,25],i5:[0,25],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,23,25,26,27],i_1:[5,6,27],i_2:[5,6,27],i_:13,ian:24,ic:1,id:[7,13],ida:[23,25],idea:[0,1,2,3,4,6,9,10,12,13,19,20,25,26],ideal:[0,2,6,8,13,22,25,26],idem:6,ident:[5,6,12,13,17,19,20,26],identical:27,identifi:[0,1,7,9,11,12,13,14,25,26],idum:[],ieor:22,ifft2:[3,4,14],ifft:[3,4,14],ifftn:[3,4,14],ifftshift:[3,4,14],ifi:24,ifs:[18,25],ignor:[0,1,3,9,26],ihfft:[3,4,14],ii:[19,22],iii:[19,25],ij:[0,1,3,6,8,12,14,16,19,20,22,25,26],ik:[0,19,25,26],illustr:[5,7,10,12,13,14,18,25],im:6,imag:[1,3,4,6,9,11,12,14,24,25],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,25,26],image_width:3,imageio:[6,20],imagenet:25,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,18,25],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,20,22,25,26,27],impli:[3,5,6,7,13,19,26,27],implicit:3,implicitli:[11,22],importantli:3,importerror:[3,4,14],impos:[0,6,11,12,25],imposs:[0,5,25,26],impress:[0,12,25],improv:[0,4,5,9,10,11,13,20,26],impur:9,imread:[6,20],imshow:[1,3,4,6,20],in1:[],in2:[],in3050:[24,25],in3310:25,in4080:[24,25],in4300:[24,25],in4310:24,in5400:3,in5550:24,in_out_neuron:4,inaccur:13,inacio:[],inact:12,inadequ:[0,25],inch:[6,26],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,18,20,22,23,24,25,26,27],include_bia:[6,9],inclus:17,incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,20,22,25,26,27],increasingli:22,ind:6,inde:[0,2,4,5,6,13,25,26],indefinit:4,indent:[],indentationerror:[],independ:[0,5,6,7,8,12,13,22,25,26],index:[0,1,3,4,10,14,18,19,22,24,25,26],index_col:[0,25],index_of:[],indic:[0,1,3,4,5,6,9,10,11,13,16,20,25,26],indispens:6,individu:[1,6,7,10,12,22,25,26],indu:[0,26],indx1:2,indx2:2,indx3:2,indx:19,ineffici:[3,13],inequ:[8,13],inequaltii:[],inertia:13,inf1000:[18,25],inf1100:[18,25],inf1100l:[18,25],inf1110:[18,25],inf3000:25,inf4490:[],inf5860:[],infeas:9,infer:[0,1,4,6,24,25],infer_nrow:[0,25],inferenc:1,infil:[0,6,7,9,25],infin:[5,6,7,11,26,27],infinit:3,infinitesim:22,influenc:[6,10],influenti:1,info:25,inform:[0,1,3,4,6,9,11,12,13,14,19,20,24,25],infti:[3,6,13,22],ingeni:13,ingrad:2,ingredi:[0,9,25],ingular:[],inher:6,inherit:[19,25],initi:[0,1,2,3,4,6,10,13,14,19,22,25],initial_epoch:[],initialis:[],initialize_root:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],inner:[0,13,26],innov:[],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,20,22,25,26,27],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,26],insert:[3,5,6,8,10,22,26,27],insid:[0,4,7,26],insight:[0,1,5,18,25,26,27],insist:[6,13,26],inspir:[0,1,12,25],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,25,26],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,19,20,22,25,26],institut:1,instruct:[0,1,15,16,25],int32:10,int64:26,int64index:25,int_0:22,int_:[3,6,22],int_a:22,intak:[0,26],integ:[1,2,13,14,19,22,25],integer_vector:1,integr:[3,6,22,25],intellectu:25,intellig:[0,14,24,25],intend:[10,25],intens:1,intention:14,interact:[0,6,9,12,18,20,25],intercept:[0,6,8,11,13,16,20,25],intercept_:[0,6,8,9,13,25,26],interchang:[5,12,19,27],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,18,20,22,25,26,27],interfac:[0,1,19,26],interior:[0,9,25],intermedi:[19,26],intern:[1,10,12],interpol:[1,3,4,6,12,20],interpr:[5,26,27],interpret:[0,1,3,4,6,9,10,12,13,14,17,19,20,22],interv:[0,3,5,6,7,13,20,22,25,26,27],intial:13,intract:[0,4,26],intrins:[3,11,19,22,25],intro:[18,24,25],introduc:[0,1,5,6,8,10,12,17,19,20,22,25],introduct:[1,2,4,13,17,24,26],introductori:[0,4,19,24,25,26],intuit:[0,5,6,8,12,13,20,25,27],inv:[0,5,13,25,26,27],invalid:[1,8],invalu:[0,13,15,18,25],invari:1,invd:[5,27],inver:8,invers:[0,3,6,13,15,16,17,20,25,26],invers_period:[],inverse_transform:8,invert:[0,5,7,10,13,25,27],invh:13,invok:[0,8,26],involv:[0,2,6,7,11,12,26],io:[0,17,18,20,21,23,24,25,26],iomanip:[],iostream:[],ip:[0,8,22,25],ipca:11,ipykernel_16145:1,ipykernel_16213:6,ipykernel_16261:13,ipykernel_16293:25,ipykernel_19350:20,ipykernel_20528:[],ipykernel_20614:[],ipykernel_20669:[],ipykernel_20702:[],ipykernel_41811:[],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:[],ipykernel_65914:[],ipykernel_9414:[],ipykernel_94478:[],ipykernel_94529:[],ipykernel_94582:[],ipykernel_96694:[],ipynb:[18,25],ipython:[0,5,7,9,11,14,15,18,20,25,26],iq:6,irfft2:[3,4,14],irfft:[3,4,14],irfftn:[3,4,14],iri:[8,9],irreduc:6,irrelev:[5,26],irrespect:[0,25],is_integ:[],isbox:[2,13],iscomplexobj:[],isinst:[],isn:[5,27],isnul:[0,26],isomap:11,isotop:25,issu:[1,3,4,9,14,19,26],it_arrai:13,item:[0,13,25],items:[19,25],iter:[1,2,4,6,7,8,11,13,14,22],itr:[],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,27],itself:[5,6,12,20,22,26,27],ix:[],j1:19,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,19,20,22,24,25,26,27],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknavg:[],jackknif:[6,18,25],jackknstd:[],jackknvar:[],jackknvec:[],jacobian:[2,13],jacobian_shap:2,jakobsen:[23,25],jargon:[],jason:4,jax:[3,4,14,18,25],jaxlib:[3,4,14],jensen:[23,25,26,27],jerom:[20,24],jhfgq77fpq:[],ji:[12,19],jit:13,jj:[0,5,6,25,27],jk:[0,1,6,12,19,25],jl:[0,25],jm:19,jnp:[3,4,13,14],joao:[],joaogca:[],job:[2,8,10],join:[0,4,6,7,9,25,26],joint:[4,5,27],journal:[],judg:13,judgement:[6,20],julia:[18,19,20],jump:[20,22],junk:4,jupit:25,jupyt:[0,15,18,20,24,25],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,22,25,26,27],justif:[0,25],justifi:[3,10],jy:[],jydg2xzka5:[],k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,18,19,20,22,23,25,26],kaggl:[6,20],kappa_d:22,karim:[],karl:[23,25],karlsen:[],karush:8,kate:25,katrin:[23,25],keep:[0,1,4,5,6,11,13,14,19,20,25,26,27],keepdim:[1,6,10,19],kei:[0,1,3,6,12,26],kept:[4,6,14],kera:[0,4,18,20,25],kernel:[0,1,3,18,25,26],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,25],kevin:[24,25],keyboardinterrupt:2,keyerror:[],keyword:[6,13,19,20,25],kfold:6,kg:1,ki:19,kick:[1,13],kiener:2,kilomet:[6,26],kind:[0,2,3,4,8,12,13,14,25,26],kj:[6,12,19,26],kjm:[18,25],kkt:8,kktsolver:[],kl0m3:[],kl:22,km:[12,25],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,18,25,26,27],knowledg:[0,18,25],known:[1,3,4,5,6,7,8,9,12,19,20,22,24,26,27],kondev:[0,25],kp:22,kpca:11,kroneck:14,kuhn:8,kutz:[],kvalsund:[23,25],kwarg:[0,2,13,25],kwd:[0,25],kwown:[0,25],l0:7,l1:[0,1,3,7,25],l1_l2:[1,3],l1regl:5,l1regls_mosek2:[],l1regls_mosek:[],l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,19,20,22,25,26],l_1:7,l_2:[7,13],l_:19,l_j:12,la:13,la_i:12,la_k:12,lab:[18,20,25],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,18,19,20,22,25,26,27],label_prob:[],labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1,26],laboratori:[21,26,27],lack:[0,25],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,20,22,25,26,27],lambda_0:11,lambda_1:[5,8,11,26],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,26],lamda:1,lamdbda:[],land:[0,8,26],landmark:8,landscap:13,langl:[0,6,11,22,25,26],languag:[0,1,4,8,15,18,19,20,24,25],lapack:[19,25],laplac:[5,27],laptop:18,larg:[0,1,2,4,5,6,8,9,10,11,13,15,18,19,20,22,24,25,26],larger:[0,3,5,6,8,10,11,13,17,22,25,26,27],largest:[4,8,11],lasso:[0,7,18,25],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,17,19,20,22,23,25,27],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15,18,20,25],latest:[4,18],latest_checkpoint:4,latex:25,latter:[0,3,6,7,8,11,13,16,19,20,22,25,26],lattic:12,law:[0,25],lax:[3,4,14],layer:[0,4,13,14,25],lbfg:[7,9,10,11],lcc:[5,6,27],lda:11,ldot:[0,6,11,20,25],le:[5,7,10,13,17,22,26,27],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,19,22,25,26,27],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,19,21,23,24],learnabl:3,learner:10,learnig:25,learning_r:[8,10],learning_rate_init:[0,1,25],learning_schedul:13,learnt:20,least:[0,2,7,8,10,11,15,16,17,18,19,22],leat:13,leav:[0,1,3,5,6,9,11,25,27],lectur:[0,1,5,10,11,12,13,15,17,18,19,20,21,23,24],lecturenot:[0,17,18,20,24,25],lecturenovember11:[],lecturenovember12:[],lecturenovember19:[],lecturenovember25:[],lecturenovember26:[],lecturenovember4:[],lecturenovember5:[],lectureoctober14:[],lectureoctober15:[],lectureoctober1:[],lectureoctober21:[],lectureoctober22:[],lectureoctober28:[],lectureoctober29:[],lectureoctober7:[],lectureoctober8:[],lectureseptember10:[],lectureseptember16firstpart:[],lectureseptember16secondpart:[],lectureseptember17:[],lectureseptember23:[],lectureseptember24:[],lectureseptember2:[],lectureseptember30:[],lectureseptember3:[],lectureseptember9:[],lecturethursdayaugust26:[],lecturethursdayaugust27:[],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,25,26,27],len:[0,1,2,3,4,5,6,8,9,10,11,12,19,25,26,27],len_index:[0,25],length:[0,1,2,3,4,8,9,13,16,18,25,26],length_of_sequ:4,leq:[0,5,7,8,13,14,17,22,25,26,27],less:[0,1,3,4,5,6,8,9,13,18,22,25,26,27],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,22,25,26,27],letter:[0,16,19,22,25,26],level:[0,1,5,6,9,18,19,20,21,23,25,26],li:[8,11,25],lib:[0,1,2,3,4,6,7,8,11,13,14,25,26,27],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,19,20,22,24,26,27],licens:[0,1,3,4,14,15,18,20,25],lie:[0,6,11,22,26],life:[0,1,8,12,25],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,18,19,20,22,25,26,27],likelihood:[0,1,5,9,25,26],lim_:22,lima:[23,25],limit:[0,5,6,7,8,11,12,19,20,25,26],lin_clf:8,lin_model:[0,26],lin_reg:9,linalg:[0,2,3,4,5,6,8,11,13,14,19,22,25,26,27],line1:8,line2:8,line2d:13,line3:8,line:[0,2,3,4,6,8,9,10,11,13,14,15,20,25,26,27],linear:[1,3,5,6,7,9,10,11,12,17,18,20,22],linear_model:[0,5,6,7,8,9,10,11,13,25,26,27],linear_regress:6,linear_util:[3,4,14],linearli:[5,26],linearloc:[6,13,20],linearregress:[0,6,7,9,25,26],linearsvc:8,lineat:27,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10,20],link:[0,4,9,12,18,20,23,25],linlag:[5,27],linpack:[19,25],linreg:[0,25],linspac:[0,2,3,4,6,8,9,10,13,15,16,19,22,25,26],linu:4,linuek:[],linux:[0,1,15,18,20,25],liquid:[0,25],list:[0,1,2,3,4,9,18,20,25,26],listcomp:2,listedcolormap:[9,10],lite:[3,4,14],lite_const:[3,4,14],literatur:[1,7,14,24],littl:[1,3,9,12],live:8,ll:[0,22,25,26],llc:[3,4,14],lle:[0,26],lloyd:[4,14],lmb:[0,2,5,6,27],lmbd:[0,1,3,25],lmbd_val:[0,1,3,25],lmbda:13,ln:[1,13],lo:[],load:[0,1,4,6,7,9,10,20,26],load_boston:[0,26],load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10,25],local:[0,1,2,3,7,12,13,25,26],locat:[2,3,8],lock:[],log10:[0,5,6,27],log1p:[],log:[0,1,2,3,4,5,6,7,9,10,11,13,14,19,20,25,26,27],log_:[0,25],log_clf:10,logarithm:[0,5,7,19,25,27],logbook:20,logic:[0,1,9,25],logist:[0,1,2,8,9,10,11,12,13,18,26],logistic_predict:[],logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6,25,27],longer:[2,3,8,10,14,19,22,25],loocv:6,look:[0,1,2,3,4,5,6,7,8,9,10,11,13,19,20,22,25,26,27],lookup:[3,4,14],loop:[1,4,6,10,12,14,18,19,25],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,19,20,25,27],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,26],low:[0,6,9,10,11,20,25,26],lower:[0,1,3,6,9,10,16,19,26],lowercas:[19,25],lowest:[9,13,22],lr:[1,3,4,10],lstat:[0,26],lstm:4,lstm_2layer:4,lstsq:[0,25,26],lt:6,lu:[0,3,4,5,14,25,26],lubksb:19,luckili:2,ludcmp:19,lux:19,lvert:1,lw:[0,25],m:[0,1,2,3,5,6,8,9,10,11,12,13,19,21,22,23,24,25,26,27],m_1:14,m_:[9,12],m_h:[0,25],m_k:14,m_l:12,m_n:[0,25],m_p:[0,25],m_t:13,ma:11,mac:[3,4,14],machin:[1,3,4,5,6,7,9,10,11,12,14,15,19,21,24,26],machinelearn:[0,6,17,18,20,21,23,24,25,26],machinelearningmurphi:[],mackai:24,made:[0,1,3,4,5,6,7,9,11,12,20,25,26],mae:[0,25],magic:4,magnitud:[1,6,7,13,26],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,19,20,22,26,27],mail:[21,23],main:[0,1,3,4,5,6,7,9,19,20,24,25,26],mainli:[0,5,6,7,9,25,26,27],maintain:[6,26],major:[1,6,9,10,13,19,25],make:[1,2,3,4,5,6,7,8,11,12,13,18,19,20,22,24,27],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,26],make_vjp:[2,13],makedir:[0,6,7,9,25,26],makeplot:[0,25],malcondit:19,malign:[1,7,9],mammographi:[5,27],manag:[0,2,3,15,18,20,25],mandatori:[23,25],mani:[0,1,3,4,5,6,7,8,9,11,13,14,18,19,20,22,24,25,26,27],manifold:11,manner:3,manual:[6,26],map:[0,1,2,3,4,6,7,8,11,12,14,20,22,25],margin:[0,5,8,25],mari:[],marit:[0,25],mark:25,marker:[0,7,19,25,26],markov:[18,25],marsaglia:22,mask:[],mass:[0,1,5,13,26],massag:[0,25],masses2016:[0,25],masses2016ol:[0,25],masses2016tre:0,masseval2016:[0,25],master:[6,20,21,23,25],mat1100:[18,25],mat1110:[18,25],mat1120:[18,25],mat3155:[],mat4155:[],mat:[18,25],match:[0,1,4,5,13,14,25,26],materi:[4,5,7,13,17,19,23],math:[3,7,12,13,19,22,24,25],mathbb:[0,4,5,6,7,8,11,12,13,14,17,19,20,22,25,26,27],mathbf:[0,5,6,7,8,13,19,20,25,26,27],mathcal:[1,5,6,7,13,20,27],matheemat:3,mathemat:[0,6,11,12,13,17,18,19,22,24,25],mathemati:25,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,20,22,25,26,27],matmul:[1,2,5,27],matmul_adjoint_1:[],matmul_vjp_0:[],matmul_vjp_1:[],matnat:24,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,26,27],matplotlibdeprecationwarn:[6,13,20],matric:[0,1,3,4,6,7,8,11,13,16,17,18,26],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,20,22],matshow:1,matter:[2,3,13,26],max:[0,1,2,3,4,9,10,12,13,23,25],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13,25],max_iter:14,max_leaf_nod:10,max_queue_s:[],max_sampl:10,maxdegre:[0,6,10,26],maxdepth:10,maxim:[1,4,5,7,8,11,27],maximum:[0,1,2,3,5,7,8,9,10,13,14,25,26],maxpolydegre:[5,6,27],maxpooling2d:3,mbox:[5,6,20,26,27],mc:[],mccorduck:25,mcculloch:12,mcint:[],mcintsqr2:[],md:[11,20],mdoel:4,mdyt6uwokt0:[],mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,22],mean_absolute_error:[0,25],mean_divisor:14,mean_i:22,mean_matrix:14,mean_squared_error:[0,4,6,7,10,25,26],mean_squared_log_error:[0,25],mean_vector:14,mean_x:22,meaning:[0,4,7,25],meansquarederror:[0,25],meant:[2,3,7,10,13],meantempvec:[],meanvec:[],measur:[0,1,2,5,6,9,11,12,14,20,22,25,26,27],mechan:[0,4,22,25],median:[0,25,26],medicin:12,medium:[4,8,13],medv:[0,26],meet:[0,23],mehta:[0,25,26,27],memori:[3,4,11,12,13,19,25],mention:[0,12,13,20,22,25],mere:[0,15,25],mersienn:[],meshgrid:[2,5,6,8,9,10,11,20,26],messag:[5,13],messi:2,met:[0,3,8,25,26],metadata:2,meteorolog:9,meter:[6,26],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,22,24,25,26,27],metion:[6,20],metric:[0,1,3,4,6,7,9,10,14,15,16,25,26],metropoli:[18,25],mev:[0,22,25],mgd:13,mglearn:[18,25],mgrid:13,mhjensen:[1,2,3,4,6,7,8,11,14,26],mi:10,mia:[23,25],michigan:[25,26,27],microsoft:24,mid:1,midel:4,midnight:[16,17],midpoint:9,might:[0,1,2,4,6,9,13,26],mild:9,miller:[],millimet:[6,26],million:[0,25,26],mimic:12,min:[0,2,5,8,9,25],min_:[0,2,5,14,17,25,26,27],min_samples_leaf:9,mind:[0,6,13,20,25,26],mindboard:4,mine:[18,25],mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,11,13,14,25,26,27],minim:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,26,27],minima:[0,1,7,13,25],minimum:[0,1,2,6,8,9,11,13,26],minmaxscal:[0,26],minor:[6,13,20,22],minst:1,minu:7,mirror:9,misc:[6,20],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10,26],mistak:4,mit:24,mix:[1,2,25],mixtur:13,mk48pfcxgyk:[],mk:[9,19],mkdir:[0,6,7,9,25,26],ml:[0,1,10,13,19,20,26],mlab:22,mle:[5,7],mline:[],mlir:[],mlir_graph_optimization_pass:[],mlp:1,mlpclassifi:1,mlpregressor:[0,25],mm:19,mn:[12,22],mnist:[1,11],mod:22,mode:[21,23,25],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,20,22,24,26,27],model_select:[0,1,3,5,6,7,9,10,11,25,26,27],modelanalyz:[3,4,14],moder:10,modern:[0,6,7,18,25],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,25,26,27],modul:[0,3,4,7,11,14,19,25,27],modular:22,modulenotfounderror:[],modulo:22,moe:[11,26],moment:[5,6,13,22,27],monitor:13,monoton:[5,12,22,27],mont:[0,6,18,22,24,25],montecarlocycl:[],moor:[5,6,27],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,22],moreov:[0,3,25],morten:[23,25,26,27],mortenimac:[],mosek:[],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,20,22,25,26,27],mostli:[1,11],motion:[0,13,25],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,20,22,25,26,27],mp4:[],mpl:[0,7,25],mpl_toolkit:[2,6,13,20],mplot3d:[2,6,13,20],mplregressor:1,mse:[0,4,5,6,9,10,15,16,17,20,25,26,27],mse_simpletre:10,mselassopredict:[5,27],mselassotrain:[5,27],mseownridgepredict:6,msepredict:[5,27],mseridgepredict:[0,5,6,27],msetrain:[5,27],msg:[0,25,26],msle:[0,25],mt19937_64:[],mt:[7,12],mu0:22,mu1:22,mu2:22,mu:[0,6,11,13,22,25],mu_1:26,mu_:[6,22,26],mu_i:[6,26],mu_n:11,mu_x:22,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,19,20,22,25,26,27],mul:[],multi:[0,1,3,7,18,25,26],multiclass:[1,7],multidimension:[11,12,25],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,22,26],multipli:[2,3,5,6,11,13,19,22,26,27],multiplum:8,multivari:[0,2,10,11,18,22,25],multivariate_norm:[11,14],murphi:[11,24,25,27],must:[0,1,2,5,6,8,10,12,13,14,22,25,26],mutat:7,mutual:[1,3,6,13],mx_:22,myenv:[0,1,2,3,4,6,7,8,11,13,14,25,26,27],myriad:[0,15,18,25],mz1:22,mz2:22,n1:19,n2:19,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,19,20,22,25,26,27],n_0:[12,22],n_:[1,2,3,8,12,22],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:[0,1,25],n_i:22,n_input:[0,1,3,26],n_instanc:9,n_iter_i:[7,11],n_job:10,n_k:14,n_l:[12,22],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:[0,25],naiv:7,naive_kmean:14,najafi:[23,25],nall:[0,25],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,18,19,20,22,23,25,26,27],nameerror:[6,10,15,20],namespac:[3,4,14],narrow:13,nary_f:[2,13],nary_op_arg:[2,13],nary_op_kwarg:[2,13],nary_oper:[2,13],nation:[1,5,26,27],nativ:[18,25],natur:[0,1,4,8,9,12,13,20,22,24,25],navier:12,nb:22,nb_:19,nbconvert:25,nboot:[],nd:14,ndarrai:[2,6],ndef:13,ndim:[],ne:[9,10,19,22,26],ne_xcl2ctm0:[],nearest:[1,3,6,11],nearli:13,neat:25,neccesari:6,necess:2,necessari:[0,1,3,4,8,14,25],necessarili:[0,4,11,22,25],necesserali:[5,27],neck:7,need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,22,26,27],neg:[0,1,3,5,6,7,10,13,19,22,25,27],neg_mean_squared_error:6,neglect:22,neglig:22,neighbor:[3,6,11],neither:[4,13],neq:[13,14,22],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[19,25],network:[0,9,13,18,24,26],neural:[0,13,18,24,26],neural_network:[0,1,2,25],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,25],neutron:[0,25],never:[1,4,6,9,22],new_box:[2,13],new_chang:13,new_hobbit:25,new_root:[2,13],new_trac:[2,13],new_tracing_count:[],newaxi:[0,3,6,9],newli:[0,25],newton:[1,7,8,13,22],next:[0,1,2,3,4,5,6,8,9,13,14,25,26,27],next_guess:13,next_input:4,nf8_grad:13,nfrom:13,ng:1,ngini:9,ni:14,nian:[],nice:[0,1,5,11,25,26,27],nichola:[],nicholaskarlsen1102:[],nimport:13,niter:13,nitric:[0,26],nlambda:[0,5,6,27],nlevel:[],nlp:24,nm:22,nm_n:[0,25],nmse:6,nn:[2,5,6,12,19,27],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,20,25,26,27],noise_dimens:4,noisi:[1,6,20],non:[0,1,3,5,6,7,9,10,11,12,13,14,19,20,22,25,26,27],none:[0,1,2,3,4,5,9,10,13,14,22,25,26,27],nonlinear:[3,6,8,9,11,12],nonneg:[6,9,13],nonparametr:6,nonsens:22,nonsingular:19,nonumb:[3,7,8,13,19],noqa:[3,4,14],nor:[1,4,13],norm:[0,1,5,6,8,11,13,17,25,26,27],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,22,25,26,27],normali:[19,25],normalize_kwarg:[],norvig:25,norwai:[6,20,25],notat:[0,2,5,6,13,14,22,25,26,27],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,18,19,20,22,24,25],notebook:[0,1,3,9,15,18,20,25],notesexercise5week452022:25,noth:[1,2,5,8,12,14,22,26,27],notic:[4,5,12,13,19,22,25,27],notimplementederror:2,notion:3,notrace_primit:[],novel:[3,6,10],novemb:[1,21,23,25],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,18,19,20,22,25,26],nowadai:[0,1,3,9,18,25],nox:[0,26],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,19,20,22,25,26,27],npr:2,nprint:13,nsampl:[6,9],nspin:[],nt:2,nthi:[0,25],ntrained_model:6,nu:22,nuclear:[5,26],nuclei:[0,22,25],nucleon:[0,25],nucleu:[0,25],num:4,num_allow_arg:[0,25],num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_output:[],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,25,27],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,18,19,24,25,26,27],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,22,26,27],numpy_box:2,numpy_rank_promot:[3,4,14],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,26],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:22,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,19,23,24,25,26],obei:[6,11,13,26],object:[0,1,2,4,6,8,10,13,19,25,26],objsens:[],obliqu:[5,26],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,22,27],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,19,20,22,25,26,27],obviou:[5,6,11,22,26],obviouli:25,obvious:[0,4,5,6,19,25,27],oc:26,occupi:[0,26],occur:[0,6,8,9,19,22,25],octob:[21,23,25],od:0,odd:[0,3,7,25,26],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,22,27],offer:[6,11,18,19,21,23,25],offic:[23,25],offici:[21,25],ofil:[],ofstream:[],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,22,25,26],ofter:[19,25],oh6i_oscwpc:[],ol:[0,13,15,16,17,25,26],old:[1,5,10,13,27],ols_sk:6,ols_svd:6,olsbeta:[0,5,27],olxksel3p4a:[],omega:[2,3,6],omega_0:3,omit:[0,5,25,26,27],on_train_batch_begin:[],onc:[1,6,9,11,13],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,18,19,20,22,23,25,26,27],oneapi:[],onednn:[],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,19,20,25,26,27],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,26,27],onlin:[11,21],onto:[5,11,26],op_nam:[],opbdi:[],open:[0,1,4,6,7,9,15,18,20,21,23,25],oper:[0,1,3,4,5,6,10,11,12,13,14,15,18,22,25,26,27],operation:22,ophint:[3,4,14],oplu:22,opmiz:13,opportun:[0,25],oppos:[6,13],opposit:[1,5,8,26],opresolvertyp:[3,4,14],opt:[1,5,25,27],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,20,27],optimis:[1,3],optimizer_v2:[],option:[0,1,3,5,6,7,8,11,19,20,26,27],optionalxlacontext:[],optmiz:[1,8,13,26],oral:25,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,19,20,22,25,26,27],ordinari:[0,2,3,7,11,13,15,16,17,18],oreilli:24,org:[0,3,4,7,11,18,19,24,25],organ:[6,7,10,19],orient:[1,5,22,26,27],origin:[0,3,5,6,8,11,12,13,19,25,26],orthogn:[5,26],orthogon:[0,5,6,8,11,13,17,19,25,26,27],orthonorm:[5,26,27],os:[0,1,4,5,6,7,8,9,23,25,26,27],oscar:1,oscil:[3,13],oslo:[0,15,18,20,21,23,25,26,27],osx:[0,15,18,20,25],other:[0,1,2,3,5,6,7,8,10,13,14,15,18,20,21,22,23,24,27],otherwis:[0,1,4,7,13,19,25,26],ouput:[5,7,12,27],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,20,22,27],ourmodel:0,ourselv:[0,5,6,8,11,13,25,26,27],out1:[],out2:[],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,18,19,20,22,25,26,27],out_fil:9,outcom:[0,7,9,10,12,22,26],outdoor:9,outer:[6,12,13],outfil:4,outfilenam:[],outgrad:2,outlier:[0,8,25,26],outlin:[6,10,11],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,19,20,22,25,26,27],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:[0,1,3,4,5,6,9,10,12,13,19,20,25,26,27],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,25],overfit:[0,1,3,6,9,10,13],overflow:[1,5,27],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,19,25,26],overst:[0,25],overtrain:4,overview:3,own:[4,5,6,8,12,13,18,19,20,27],owner:[0,26],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6],ownypredictridg:0,ownytilderidg:0,oxid:[0,26],oyvinssc:[],p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,19,22,25,26,27],p_:[2,4,8,9],p_hidden:2,p_i:[5,22,27],p_j:22,p_n:22,p_output:2,p_x:22,pack:[0,25],packag:[0,1,2,3,4,5,6,7,8,11,13,14,15,18,20,22,26,27],pad:[3,4],page:[0,18,25],pai:[0,1,9,13],pair:[0,2,3,9,18,22,25,26],pamilla:25,panda:[0,4,5,6,7,9,11,15,18,20,27],panel:25,paper:1,paradigm:[0,25],parallel:[3,4,10,13,14,18,19,25],param:2,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,20,22,27],parameter:[0,6,10,20,25,26],parametr:[0,6,15,16,25,26],paramt:[3,5,27],parent:2,parent_argnum:2,park:[],parser:[0,25],part:[0,1,3,5,6,10,17,19,21,22,23,25,27],partial:[0,1,3,4,5,6,7,8,10,11,12,13,14,16,22,25,26,27],partialmethod:[3,4,14],particip:[18,21,23,25],particl:[0,4,13,22,25],particular:[0,1,2,3,5,6,9,10,11,12,13,16,20,22,24,25,26,27],particularli:[5,6,8,11,13,22,26],partit:[1,4,9],partli:[6,25],pass:[2,3,12,14],password:20,past:[10,22],patch:[6,22],path:[0,4,6,7,9,15,18,25,26],patient:7,patter:4,pattern:[0,3,4,12,21,24,25],pauli:[0,25],pc:[11,18],pca:[0,7,18,25,26],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11,25,26,27],pde:2,pdf:[0,3,4,5,6,9,20,24,25,27],pedagog:[0,25,26],penal:[6,26],penalti:[6,13,20,26],penros:[5,6,27],pentagon:13,peopl:[0,1,9,13,18,26],per:[0,1,6,21,23,25,26],percentag:[0,10,11,23,26],perceptron:[0,1,7,25],peregrin:25,perfect:[0,1,13,25],perfectli:[4,6],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,18,19,20,22,25,26,27],performac:4,perhap:[0,5,13,25,26,27],perimet:[1,9],period:[1,4,22],permut:11,persist:13,person:[5,6,7,21,23,25,26,27],perspect:24,pertin:12,petal:[8,9],peter:24,petersen:[],phantom:22,phase:[6,12],phawkin:[3,4,14],phenomena:22,phi:8,phi_k:8,philip:[],philosophi:13,phone:[23,25],photo:4,phrase:[0,25],physic:[0,1,4,7,12,13,22,23,24,25,26,27],pi:[2,3,5,6,7,9,12,13,22,27],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,25],pie:[18,25],piec:[11,14],pillow:[0,15,18,20,25],pinv:[5,6,13,26,27],pip3:[0,1,15,20,25],pip:[0,1,15,18,20,25],pipelin:[0,6,8,10,26],pippin:25,pit:4,pitfal:[6,26],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,19,20,25],plai:[0,3,4,5,6,8,11,18,25,26,27],plain:[8,10,12,13,14],plan:[6,9,23,24,25],plane:[8,9],plateau:[5,27],platform:[18,25],plausibl:12,pleas:[3,4,6,7,11,13,14,20,23,25,26],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,22,25,26,27],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:[2,6,13,20],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],plu:[0,3,5,7,25,26,27],pm:8,pmatrix:2,pml:24,pn:3,png:[0,4,6,7,9,25,26],pocketfft:[3,4,14],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,20,22,23,25,26],point_1:4,point_2:4,poisson:[18,22,25],poli:[6,8],pollut:[3,4,14],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:[0,5,6,10,26,27],polygon:13,polym:12,polymi:20,polynomi:[0,5,6,7,8,9,10,11,15,16,17,20,25,26],polynomial_featur:6,polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,26],polytrop:[0,6,25],pool:3,pool_siz:3,poor:[1,13],poorli:[0,26],pop:2,popul:[0,5,25,26,27],popular:[0,1,3,6,7,8,9,11,12,15,18,19,20,22,25,26],popularli:[0,25],portabl:10,portion:[11,13],pose:[0,4,5,6,11,22,25],posit:[0,1,2,3,5,7,8,10,11,13,14,17,19,22,25,26,27],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,18,19,20,22,23,25,26,27],posterior:[5,27],postpon:[0,25,26],postscript:20,postul:[5,27],potenti:[0,3,5,6,12,13,25,26,27],potr:[],potrf:[],pott:12,power:[0,1,5,6,8,9,12,13,25,26],pp:[5,6,27],practic:[0,5,6,7,8,20,22,26,27],practition:[0,1,3,25],pre:25,preced:[1,11,12,22],preceed:4,preceq:8,precis:[0,2,5,11,13,19,20,22,25,26,27],pred:6,predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,18,20,24,25,26,27],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11,25,26],prefer:[0,1,6,8,9,11,13,15,18,20,25],prepar:[0,6,19,20,25,26],preprocess:[0,4,6,7,8,9,10,11],prerequisit:0,prescript:20,presenc:13,present:[0,5,6,7,9,12,13,19,20,22,25,26,27],preserv:[3,11,19],press:[13,24],pretrain:[1,4],pretti:[0,4,8,9,15,18,20,25],prev_centroid:14,prevent:[13,22],previou:[0,1,2,3,4,5,6,8,10,11,12,13,19,20,22,26],previous:[2,3,9,10,22],price:[0,4,9,13,26],primal:8,primari:[0,7,25],prime:22,primit:2,primitive_batch:[3,4,14],princip:[0,5,7,18,25,26],principl:[0,6,7,8,14,25],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,19,22,25,26,27],print_funct:[8,9],printout:[0,25],prior:[0,5,6,25,26,27],privat:[0,25],prob:[1,22],probabilist:[0,24,25,26],probabl:[0,1,3,4,6,7,10,13,18,25,26],problem:[0,3,4,5,6,7,8,9,10,11,12,14,16,17,18,19,20,22],probml:24,proce:[0,5,6,7,8,9,10,11,13,19,25,26,27],procedur:[2,4,5,6,8,10,11,13,20,26],proceed:19,process:[0,2,4,6,9,10,12,13,15,18,19,20,22,24,25],prod:24,prod_:[1,5,7,27],produc:[0,3,4,5,6,9,10,11,12,13,18,19,20,22,25,26,27],product:[0,1,3,5,6,7,8,12,13,16,18,19,25,26,27],profess:[0,25],program:[0,1,4,5,6,8,12,14,15,16,18,19,21,22,23,25,26],programm:19,progress:[1,4,14],prohibit:6,project1:[6,20],project:[0,1,2,3,5,11,13,17,18,21,23,26,27],project_root_dir:[0,6,7,9,25,26],promin:12,promis:8,promot:[23,25],prone:9,pronounc:[13,18,25],proof:[0,11,12,13,25],propag:[2,3,13],proper:[0,2,6,7,20,25],properli:[1,6,8,10,13,20],properti:[0,1,3,12,13,16,19,25],proport:[0,1,5,9,11,13,16,22,25,26],propos:[1,4,6,10,20,25],propto:[5,13,27],protect:[],protobuf:[],proton:[0,25],prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,18,19,20,22,25,26,27],proxi:[1,13],prune:9,pseudo:[19,22],pseudocod:20,pseudoinv:[5,27],pseudoinvers:[5,6,27],pseudorandom:[6,22],psycholog:[0,25],pt:13,ptratio:26,punish:[0,1,25],pure:[3,9,22],purest:9,puriti:9,purpos:[0,3,10,12,14,25,26],put:[1,25],putarow:[],putboundslic:[],putclist:[],putobjsens:[],putqobj:[],py:[0,1,2,3,4,5,6,7,8,11,13,14,20,25,26,27],pycod:25,pydata:18,pydot:9,pyhton2:25,pylab:[0,7,25],pylint:[3,4,14],pypi:18,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],pythagora:[5,27],python2:[0,15,20,25],python3:[0,1,2,3,4,6,7,8,11,13,14,15,18,20,25,26,27],python:[1,2,3,4,5,6,8,11,12,13,14,16,20,22,26],pytorch:[0,18,20,25],pywrap_tf:[],q:[5,6,8,11,22,26],qn_bavhmd8u:[],qp:8,qquad:[2,11,13,19],qr:[5,6,19,26],quad:[1,13,19],quadrat:[0,8,9,13,15,16,25],qualit:[4,9,20,22],qualiti:[0,9,15,16,18,25,26],quantifi:1,quantil:10,quantit:[0,6,9,20,25],quantiti:[0,2,5,6,7,9,10,11,12,14,16,19,22,25,26,27],quantum:[4,12,24,25],quartil:[0,26],quench:5,queri:9,question:[0,5,6,9,11,12,13,20,23,25,26,27],qugan:4,quick:[4,22],quick_execut:[],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12,26],quot:[4,25],r2:[0,5,6,25,26,27],r2_score:[0,25,26],r2score:[0,25],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,26,27],r_1:9,r_2:9,r_j:9,r_m:9,rad:[0,26],radial:[0,8,12,26],radioact:22,radiu:[0,1,9,26],rag:2,rain:9,rais:[0,2,13,25,27],ramp:1,ran0:22,ran1:22,ran2:22,ran3:22,rand:[0,4,5,6,9,10,13,15,16,19,25,26,27],rand_max:[],randint:[6,9,13],randn:[0,1,2,5,6,9,11,13,15,16,25,26,27],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,18,19,20,25,26,27],random_devic:[],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11,26],randomforestclassifi:10,randomli:[1,6,9,13,14],randomnumbergener:[],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,19,22,25,26,27],rangl:[0,6,11,22,25,26],rangle_x:22,rank:[5,26],rankdir:4,raphson:[1,8,13],rapidli:[0,25],rare:[1,13,25],rate:[0,1,2,3,4,8,9,10,12,13,26],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,22,25,26,27],ratio:[4,7,9,10,11],rational:[0,25],ravel:[5,6,7,8,9,10,11,13,19,26],raw:3,raw_df:26,rbahrf:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,22,26],rcond:[0,25,26],rcparam:[0,1,3,7,8,9,10,22,25],rd:[],rdbj50lv3go:[],re:[2,4,13],reach:[1,4,5,6,7,9,10,11,12,13,14,27],read:[0,2,3,4,5,6,7,8,11,12,16,19,20,21,22,24,27],read_csv:[0,6,7,9,25,26],read_fwf:[0,25],reader:[0,6,19,22,25,26],readi:[0,1,5,6,8,10,11,12,19,20,25,27],readili:1,readthedoc:18,real:[0,1,2,4,7,10,11,12,13,19,26],real_loss:4,real_output:4,realist:8,realiti:22,realiz:[1,12],realli:[0,1,25],rearrang:13,reason:[0,1,3,4,10,13,24,25],reassign:1,rebuild:[],recal:[5,6,9,10,11,12,19,22,25,26,27],recalcul:[],recast:3,receiv:[1,3,10,12,22],recent:[0,2,3,4,6,9,10,13,14,15,20,24,25,27],recept:[3,12],receptive_field:3,recip:[0,6,7,19,20,25,26],reciproc:[5,27],recogn:[0,4,5,10,25,27],recognit:[0,1,3,12,21,24,25],recommend:[0,2,3,4,5,6,8,13,15,18,19,20,24,27],reconsid:9,reconstruct:11,record:[10,20,21,23,25],recreat:[],rectangl:[9,13],rectangular:[5,26],rectifi:[1,3,12],recur:[0,18,25],recurr:[0,1,18,25],recurs:[9,18,19,25],recycl:[],red:[0,3,4,6,8,9],redefin:[0,10,25,26],redefinit:27,reduc:[1,3,5,6,9,10,11,13,25,27],reduct:[0,10,11,18,22,25,26],refer:[0,1,2,3,5,6,7,11,12,13,14,19,20,24,25,26],referenc:2,refin:12,refit:6,reflect:[0,1,4,5,20,22,25],refresh:[18,25],refreshprogrammingskil:25,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12,20],regist:[6,20,22],reglasso:[5,27],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,18,19],regressor:[0,7,10,25],regridg:[0,5,6,27],regular:[0,3,4,5,6,7,9,13,17,23,25,26,27],regularis:6,reilli:[0,15,24,25],reinforc:[0,8,18,25],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,22,25,26],relat:[0,1,3,4,5,11,13,14,19,22,25,27],relationship:[0,4,9,25],relativeerror:[0,25,26],releas:[1,6,13,18,20,25],relev:[0,1,5,7,11,15,18,20,22,25],reli:[0,3,4,6,8,14,25],reliabilti:20,reliabl:[7,22],relu:[3,4],remain:[1,2,4,6,12,19,22,26],remaind:22,reman:2,remark:1,rememb:[0,8,13,19,20,25],remind:[0,5,11,13,19,22,26,27],remov:[0,4,5,6,25,26],render:[0,25,26],reorder:[5,7,26,27],reorgan:[0,25],repeat:[0,1,3,4,5,6,9,10,11,13,14,19,20,22,25,27],repeated:25,repeatedli:[0,6,10,13],repet:3,repetit:[6,25,26],rephras:13,replac:[0,1,3,4,5,6,10,12,14,15,16,18,20,25,26,27],replica:6,repo:20,report:25,reportexampl:20,repositori:[0,4,20,25,26],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,22,25,26,27],represent:[0,1,3,6,22,25],representd:3,reproduc:[0,5,6,9,12,15,16,18,20,22,25,26],repuls:[0,25],request:[0,13,25],requir:[0,1,3,4,5,6,8,9,11,12,13,17,19,25,26,27],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,20],resampl:[0,7,10,18,25,26],rescal:[0,11,12,26],rescu:[5,27],reseach:[6,20],research:[0,4,13,18,24,25],resembl:[6,22],reserv:[1,5,6,22,27],reset:[],reshap:[0,1,2,3,4,6,8,9,10,15,16,19,25,26],residenti:[0,26],residu:[0,5,13,25],resiz:[5,26],resourc:25,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,20,22,25,26,27],respond:12,respons:[0,7,9,12,25,26],rest:[0,5,26],restat:[0,12,25],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,25],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,25],result_typ:[],retail:[0,26],retain:[5,6,26],return_data:14,return_kwarg:[],return_sequ:4,return_x_i:9,reus:[1,3,6,20],reveal:[0,12,25],revers:[1,19],review:[18,19],revisit:14,revolut:25,reward:[0,4,25],rewrit:[0,3,5,6,7,8,10,11,12,13,19,20,22,27],rewritten:[2,6,8,10,22],rewrot:13,rf:10,rfft2:[3,4,14],rfft:[3,4,14],rfftfreq:[3,4,14],rfftn:[3,4,14],rgb:3,rgoj5yh7evk:18,rh:6,rho:[0,10,13,25],rho_1:10,rho_2:10,rho_m:10,rich:[0,25],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,18,25],ridge_sk:6,ridgebeta:[5,27],right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,19,20,22,25,26,27],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,22,25,26],rigor:[0,25],ring:6,rise:[0,25],risk:[0,13,15,16,25],rival:4,river:[0,26],rm:[0,22,26],rmse:[0,26],rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:22,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:22,rntrick2:22,rntrick3:22,rntrick4:22,ro:[0,13,25],robert:[20,24],robust:[0,25],robustscal:[0,26],roc:[7,10],role:[0,2,5,6,8,18,25,26,27],roll:6,room:[0,23,25,26],root:[0,5,9,13,22,25,26,27],rot:25,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13,26],routin:[13,19,25],row:[0,1,2,5,6,7,9,11,19,25,26,27],rr:[5,26],rrr:[5,26],rthe:[],rug:13,rule:[0,1,5,6,13,20,25,26,27],run:[0,1,2,4,5,6,8,9,11,13,15,18,20,25,26,27],runtim:[1,6,14],runtimewarn:[1,6],russel:25,rust:[0,15,18,19,25],rustad:[],rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,19,20,22,25,26,27],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,safe:[],safe_zip:[3,4,14],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,19,20,22,25,26,27],said:[6,9,13],sake:[0,5,7,11,25,26,27],sale:[0,25],sam:25,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,19,20,22,25,26,27],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,18,19,20,22,25,26,27],sample_vari:14,sample_weight:[],sampleexptvari:22,samwis:25,sastri:11,satisfactori:[0,25],satisfi:[1,2,3,6,8,13,19,22],satur:[1,6],save:[0,4,6,7,9,13,25,26],save_fig:[0,6,7,9,10,25,26],savefig:[0,4,6,7,9,22,25,26],savetxt:4,saw:[5,26],scalabl:10,scalar:[2,5,6,10,13,26,27],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,18,19,20,23,25,27],scale_mean:4,scale_std:4,scalei:[],scaler:[0,7,8,9,10,11,26],scalex:[],scan:[5,7,27],scari:[5,27],scatter:[0,1,6,7,8,9,14,25,26],scenario:[6,13],schedul:[13,23],scheme:[1,13],schigsog2l:[],schrage:22,scienc:[0,1,10,12,13,18,21,22,23,24,26],scientif:[0,15,18,20,25],scientist:[0,25],scikit:[3,5,6,7,8,9,10,13,18,19,20,21,24],scikit_learn:[0,16],scikitlearn:25,scikitplot:[7,10],scipi:[0,3,5,6,13,15,18,19,20,25,26,27],scl:6,score:[0,1,3,6,7,9,10,11,15,16,20,23,25,26],scores_kfold:6,scratch:[1,13],sdg:13,sdt_bfla8ua:[],seaborn:[0,1,3,6,7,25,26],seamless:[0,15,18,20,25],search:[0,1,3,5,9,13,25,27],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,18,19,20,22,23,25,26],secondeigvector:11,secondli:12,section:[4,11,17,19,22,26,27],sector:[0,25],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,22,25,26,27],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,20,22,25,26,27],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,25],seen:[0,1,3,5,10,12,17,22,25],segment:13,seismic:6,seldomli:[0,25],select:[1,5,6,8,9,10,11,17,20,21,22,23,24,25,26,27],self:[1,2,5,26,27],sell:4,semest:[7,21],semi:[8,13],semilogx:6,send:[5,12,13,23,25],senior:[21,23],sens:[0,4,6,8,20,25],sensibl:3,sensit:[0,5,6,9,13,25,26,27],sent:2,sentenc:[4,12],sep:26,separ:[0,1,2,3,4,6,8,9,12,14,15,18,20,22,25],septemb:[16,17,20,25,26],sequenc:[2,3,4,7,9,10,12,13,18,19,22,25],sequenti:[1,3,4,10,12,22],seri:[0,1,2,3,4,5,6,10,11,12,13,19,25,26,27],serif:[0,7,22,25],serv:[0,1,2,3,5,7,13,20,24,25,26,27],servic:20,session:[1,20,21,23,25],set:[1,4,5,6,7,8,10,11,13,14,16,17,18,19,20,22,23,27],set_major_formatt:[6,20],set_major_loc:[6,20],set_stream:[],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,25],set_xlabel:[0,1,2,3,7,12,25],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7,25],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:[6,20],seth:4,setiosflag:[],setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:6,setprecis:[],setse:[],setup:[1,4,6,8,18,25,26],setw:[],sever:[0,3,5,6,7,8,9,11,12,13,18,19,22,25,26,27],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:[5,26,27],sh:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,19,25,26,27],shape_bas:2,share:[1,3,25],she:7,shift:[1,6,12,22],ship:3,shire:25,shortcom:13,shorten:4,shorter:22,shorthand:25,shortli:[19,25],should:[0,2,3,5,6,8,9,11,12,13,15,16,19,20,22,25,26,27],should_sync:[],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],show_shap:4,shown:[0,4,5,7,8,11,12,13,19,26],showpoint:[],shrink:[3,5,6,8,11,20,26,27],shrinkag:[5,6,26,27],shrunk:11,shuffl:[0,1,4,6,13,26],side:[0,2,5,8,12,13,19,25,27],sigh:[18,25],sigma0:22,sigma1:22,sigma2:22,sigma:[0,1,5,6,7,10,11,12,13,17,19,20,22,25,26,27],sigma_0:[5,26,27],sigma_1:[5,26,27],sigma_2:[5,26,27],sigma_:[5,19,25,26,27],sigma_fn:[7,12],sigma_i:[0,5,25,26,27],sigma_j:[5,17,26,27],sigma_m:[6,22],sigma_n:[11,22],sigma_t:13,sigma_x:22,sigmoid:[1,2,4,7,8,10,12],sigmundson:[6,26],sign:[1,2,7,8,10,22,23],signal:[1,3,10,12],signatur:[],signifi:4,signific:1,significantli:[1,13,22],sigurd:[],sim:[4,5,6,13,20,22,27],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,18,19,20,25,26,27],similarli:[0,1,3,5,8,10,13,22,25,26,27],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,18,19,20,22],simple_rnn:[],simplepredict:10,simpler:[0,1,5,6,7,13,16,18,20,25,27],simplernn:4,simplest:[0,1,3,4,9,10,12,14,25],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,18,19,20,22,25,26,27],simplic:[2,5,6,7,8,9,10,11,12,14,26,27],simplicti:[5,26],simplifi:[0,6,9,15,18,20,25,26],simplist:[3,6,22],simul:6,simultan:6,sin:[0,1,2,3,4,9,12,13,19,25],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,19,22,24,25,26,27],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,19,22,25,26,27],singular:[0,6,13,19,20,25,27],sinusoid:3,site:[0,1,2,3,4,6,7,8,11,13,14,20,21,25,26,27],situat:[0,4,5,7,13,22,25,26],six:[3,4,14,22],size:[0,1,2,3,4,5,6,8,9,10,11,13,19,20,22,25,27],sketch:10,ski:9,skill:[0,25],skip:11,skiprow:26,skl:[0,6,25,26],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,25,26,27],skplt:[7,10],sl:6,slack:8,slice:[2,19,25],slide:[0,3,15,16,20,22,25,26],slight:[6,13],slightli:[1,2,3,5,6,7,10,22,26,27],slope:[8,11,12],slow:[0,2,8,13,26],slower:[5,19,25,26,27],slowest:19,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,18,19,20,22,25,26,27],smaller:[0,1,2,5,6,8,9,11,13,22,25,26],smallest:[0,4,14,15,16,25],smallest_row_index:14,smooth:[0,3,6,9,13,20,25],sn:[0,1,3,6,7,25,26],sne:11,sneak:25,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,22,23,25,26,27],soar:6,social:[0,25],societ:25,soft:[1,7,10,12],soft_pmap:[3,4,14],soften:8,softmax:[3,7],softwar:[0,8,15,18,19],sol:8,sole:[0,6,25],solid:[0,7,25],solitem:[],soltyp:[],solut:[0,1,2,3,5,6,8,10,11,13,17,19,20,22,25,26,27],solutionsummari:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,19,20,25,26],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:[2,7,8,9,10,11,19],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,22,27],some_model:[6,26],somehow:4,someth:[0,1,3,4,7,9,11,20,22,25,26],sometim:[0,1,11,12,13,14,25,26],soon:[19,23],sophist:[0,25],sopt:13,sort:[5,6,9,11,22,26],sound:[3,5,27],sourc:[0,1,3,6,15,18,19,20,22,25,26],space:[0,1,4,5,8,9,11,12,13,14,22,26,27],span:[0,3,5,9,11,19,25,26],spare:1,spars:[3,6,19,25],sparse_mtx:[19,25],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],spdiag:[],speak:22,special:[6,7,10,12,13,19,22,25,26],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,18,19,20,22,24,25,26,27],specifi:[0,3,5,6,7,9,11,13,14,20,22,25,27],specifici:[0,10,25],spectacular:3,spectral:1,speech:[0,1,3,4,12,25],speed:[1,2,4,13],spend:22,spent:20,sphere:[0,26],spin:6,spite:[0,25],spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,20,22,27],splite:0,splitter:[1,10],spmatrix:[],spontan:22,spot:3,spread:[0,11,22,25,26],springer:[20,24,25,27],spuriou:13,sqquar:27,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,22,26,27],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,18,19,22],squarederror:10,squaredeuclidean:14,squash:12,squeez:[],srand:[],srtm:[6,20],srtm_data_norway_1:[6,20],sse4:[],stabil:[5,20],stabl:[0,4,5,6,7,9,11,18,25,26,27],stack:[2,3,4],stacklevel:[0,25],stage:[5,13,20],stai:[0,2,4,5,11,17,25,26],stand:[0,5,9,12,25,26,27],standadscal:26,standard:[0,1,4,5,6,7,8,10,12,15,16,17,19,20,22,25,27],standard_basi:2,standardscal:[0,6,7,8,9,10,11,26],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,19,20,22,23,25,26],start_box:[2,13],start_nod:[2,13],start_tim:14,startpoint:[],stat:[6,26],state:[1,2,4,5,6,7,8,10,11,12,13,18,22,26,27],statement:[0,7,19],statist:[0,1,3,4,7,9,10,11,12,13,14,19,20,21,24,26],statu:[0,7,11,25,26],stavang:[6,20],std:[0,4,6,25,26],stdev:[],stdout:[],steep:13,step:[0,1,2,4,6,7,9,10,11,12,13,14,19,20,25],step_fn:[7,12],step_length:13,steps_list:9,steps_per_epoch:[],stereo:3,stian:[],still:[0,2,3,5,6,11,13,17,22],stimuli:12,stk2100:[24,25],stk3155:[15,20,21,23],stk4021:[24,25],stk4051:[24,25],stk4155:[21,23],stk5000:24,stk:[24,25],stochast:[0,1,5,6,8,11,12,15,16,20,25,27],stock:4,stoke:12,stone:[0,7,20,25],stop:[1,4,7,9,11,13,14],storag:[5,26],store:[0,1,2,3,6,11,13,20,22,25],storehaug:[23,25],str:[1,3,4],straight:[0,6,8,13,25,26],straightforward:[0,2,3,5,6,8,9,10,13,19,25,26,27],strategi:[0,1,9,25],stratifi:6,streamtyp:[],strength:[0,5,14,26],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,19],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,19,22],strongli:[0,8,18,19,26],stronli:[0,26],structur:[0,1,2,3,6,9,10,12,18,25],stuck:[1,13],student:[0,20,21,23,24,25],studi:[0,3,4,5,6,7,8,11,12,13,18,20,24,25,26,27],studier:24,style:[0,7,9,19,25],sub:[9,12],subarg:[2,13],subdivid:[0,19,25],subfield:[0,25],subject:[6,8,22],submit:25,submodul:[3,4,14],subplot:[0,1,3,4,6,7,8,9,10,13,14,20,25,26],subplots_adjust:[8,22],subprogram:[19,25],subract:[0,26],subroutin:[0,25],subscript:1,subsequ:[1,4,5,6,12,19,22,26],subset:[1,6,9,12,13,18,25],subspac:[0,8,11,26],substanti:[9,10],substep:11,substitut:[3,6,12,19],subsubset:9,subtask:6,subtl:1,subtract:[0,2,4,5,6,11,13,17,19,20,22],subtre:9,subval:[2,13],succeed:[0,4,25],success:[3,7,9,13,22],successfulli:[4,9],sucess:[],sudo:[0,15,18,20,25],suffer:[0,1,2,5,10,25,26,27],suffici:[1,6,8,11,13],suggest:[1,13,24],suit:[8,12],suitabl:[0,22,26],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],sum_i:[0,2,5,6,8,13,17,20,26,27],sum_j:6,sum_ja_:0,sum_k:[6,8,12,19],sum_logist:13,sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,27],summari:[1,3,4,10,21,27],summat:[0,3,16,26],sundai:17,sunni:9,superconduct:[26,27],superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,18,25,26],supplement:7,support:[0,1,9,10,11,13,18,25,26],suppos:[0,5,6,7,8,10,11,12,13,19,25,26,27],suppress:[5,13,27],sure:[0,1,4,6,20],surf:[6,20],surfac:[0,6,20,25],surpass:6,surpris:[0,25],surround:[3,18],survei:[0,5,6,25,26,27],suyrzm0:[],svc:[8,9,10],svd:[0,6,11,17,25],svdinv:[5,27],svm:[8,9,10,11],svm_clf:[8,10],swap:[],swapax:[],swath:[5,26],sy:[3,4,13,14],symbol:[1,5,11,13,18,22,25,26,27],symmeteri:1,symmetr:[0,5,8,11,12,13,19,25,26],symmetri:[6,9],sympi:[0,15,18,20,25],synonim:22,syntax:[1,13],syntaxerror:[1,8],syrk:[],system:[0,1,3,4,6,7,9,10,12,13,15,18,19,20,25],systemat:[4,6],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,25],t_0:[2,9,13],t_1:13,t_:2,t_b:10,t_i:[1,2,5,12,26],t_j:12,t_k:9,tabl:[9,20,22,23,25],tabul:[0,25],tabular:25,tackl:4,tag:[2,3,4,5,6,7,12,13,14,19,22,26],taht:[0,25],tail:22,tailor:[2,8,11,25],taiwan:[0,25],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,20,22,25,26,27],taken:[0,1,3,6,10,13,19,25],tan:3,tangent:[1,4,12,13],tanh:[1,4,7,8,12],tape:[],target:[0,1,2,3,4,5,6,7,8,9,10,11,12,25,26,27],target_meta:2,target_nam:9,task:[0,1,3,6,9,11,12,14,20,25],tau:[3,5,22,27],taught:25,tax:[0,26],taylor:[2,13],taylornr:13,tc:8,td:[1,6,13,20,25],teach:25,team:1,teaser:0,technic:[0,5,6,13,15,25,26,27],techniqu:[0,1,8,10,13,18,22,24,25,26],technolog:[0,1,25],tek5040:[],tell:[0,4,6,10,11,13,22],temp1:1,temp2:1,temp:1,temperatur:[0,9,25],temporarili:1,ten:[3,17,25],tend:[3,5,6,8,9,10,12,13,14,26,27],tendenc:[0,25],tension:6,tensor:3,tensorflow:[0,2,4,8,14,15,18,19,20,21,24,25,26],term1:[5,6,11,20,26],term2:[5,6,11,20,26],term3:[5,6,11,20,26],term4:[5,6,11,20,26],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,22,25,26,27],termin:[0,4,5,9,10,13,15,25,26],terrain1:[6,20],terrain:[6,20],test:[3,4,5,6,7,8,9,10,13,14,17,19,20,22],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:[0,1,3,5,6,10,25,26,27],test_split:9,tester:27,testerror:[0,6,26],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,19,22,24,25,26],textbook:[17,20,26],textual:9,textur:[1,9],tf:[1,3,4,13,14],tfe_py_execut:[],tflite:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,19,20,22,25,26,27],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,18,22,25,26,27],thank:[4,6,26],theano:[1,18,25],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,20,22,26,27],them:[0,1,3,4,6,8,9,10,11,12,13,19,20,25,26],theme:[0,25],themselv:[0,22,25],thenc:6,theorem:[2,6,7,26],theoret:[0,4,10,25],theori:[0,1,3,8,9,12,13,18,20,24,25,27],thereaft:[0,5,6,11,12,15,16,17,19,20,25],therebi:[0,5,7,11,25,26,27],therefor:[0,1,2,3,4,6,7,8,11,13,22,25,26],therein:11,thereof:[0,6,13,25],theta:[1,4,13,22],theta_:[1,13],theta_i:1,theta_k:[],theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,24,26,27],thing:[0,1,2,4,5,7,9,22,25,27],think:[0,1,3,4,6,9,12,13,14,22,25],third:[0,3,6,13,23,25],thirti:7,thorughout:25,those:[0,3,5,6,8,9,10,11,19,20,21,25,26],though:[1,2,3,4,13,19,22],thought:[6,14,20,22],thousand:[0,1,20,25,26],thread:[],three:[0,1,3,5,6,8,9,12,15,19,20,21,22,23,25,26,27],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,18,19,22,25,26,27],throughout:[0,4,5,14,18,19,22,25],thu:[0,1,2,5,6,7,8,10,11,12,13,20,23,25,26,27],thumb:[0,6,20,25,26],thursdai:[23,25],tibshirani:[6,20,21,24,25,26],tick_param:6,ticker:[6,13,20,22],tif:[6,20],tight_layout:[1,7],tightli:11,tild:[0,5,6,7,11,15,16,17,20,22,25,26,27],till:[0,4,7,8,9,10,12,19,25,26],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,22,25,26,27],timefunct:[],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,20,22,25,26],tmp:13,tmp_log:[],tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,25],to_str:[],todai:3,todo:[3,4,14],togeth:[0,3,6,8,11,13,18,25,26],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,22,24,25,26],took:[8,25],tool:[0,1,3,6,13,18,26],toolbox:8,top:[0,3,4,5,6,9,10,14,18,25,27],top_node_typ:[],top_trac:[],topic:[0,5,6,7,8,18,20,26,27],topograph:20,topolog:[1,3,12],toposort:2,torkjellsdatt:[23,25],toss:[10,22],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,19,22,23,25,26],total_loss:4,totalclustervari:14,totalscatt:14,totalvari:[],toward:[1,2,7,12,13,20],town:[0,26],tp:[4,7],tpng:9,tpu:[13,18,25],tqdm:6,tr:26,trace:[2,13],trace_stack:[2,13],traceback:[0,2,3,4,6,9,10,13,14,15,20,25,27],traceback_util:[],tracer:[2,13],track:[3,13,14,19],tract:[0,26],tractabl:[0,25,26],trade:[5,9,27],tradeoff:[0,5,20,25,26,27],tradit:[0,1,4,6,25],train:[2,3,5,6,8,9,10,11,12,13,17,20,27],train_accuraci:[0,1,3,25],train_dataset:4,train_end:[0,1,26],train_error:6,train_funct:[],train_imag:[3,4],train_ind:6,train_label:[3,4],train_pr:1,train_siz:[0,1,3,26],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,25,26,27],train_test_split_numpi:[0,1,26],trainabl:[],trainable_vari:4,trained_model:[6,26],trainerror:[0,26],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,training_gradient_fun:[],training_loss:[],trainingerror:6,trainpredict:4,trainscor:4,trainx:4,trait:[0,25],trajectori:4,tran:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,18,19,25,26],transit:[6,12],translat:[1,4,6,10,26],translate_vjp:2,transpos:[1,5,11,19,26,27],travers:[0,5],treat:[0,1,3,6,12,13,22,25,26],tree:[0,1,6,18,20,25],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:22,treue:7,trevor:[20,24],tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,22,25],triangl:13,triangular:19,trick:[3,4,8,11,13,22],trickier:22,tridiagon:19,trillion:18,trivial:[0,1,5,11,22,25,27],troubl:[0,8,12,26],truck:3,true_beta:[6,26],true_divid:1,true_fun:6,truli:25,tucker:8,tuesdai:[23,25],tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,19,25],tup:[],tupl:[2,13],turn:[0,1,5,6,7,8,9,10,11,12,13,19,20,22,25,26],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,22],twice:13,twist:11,twister:[],two:[0,1,2,4,5,6,7,9,10,11,12,13,14,15,16,19,21,22,24,25,27],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,19,20,22,26,27],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,22,25,26,27],typo:20,u:[0,2,5,6,8,10,11,12,17,19,25,26,27],u_:19,u_i:12,u_m:10,ua:[0,25],ubuntu:[0,15,18,20,25],uci:[0,26],ufunc:2,uio:[20,23,24],un:14,unari:[19,25],unary_f:[2,13],unary_oper:[2,13],unary_to_nari:[2,13],unbalanc:[6,9],unbias:[0,5,6,25,27],unbroadcast:2,unbroadcast_f:2,uncent:6,uncertainti:[0,5,25,27],uncertitud:22,unchang:[1,3],uncorrel:[10,22],undefin:[5,26],under:[0,1,3,4,5,6,10,13,14,15,16,18,20,25,26,27],underdetermin:[0,25],underfit:[1,6],underflowproblem:[5,27],undergo:[5,27],undergradu:[21,23],underli:[0,1,9,13,22,25],underset:[4,14],understand:[0,1,3,5,6,10,13,14,18,25,26,27],understood:[8,13],undesir:8,undetermin:[5,8,27],undo:4,unexpect:6,unexpected:22,unfair:[6,26],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,20,22,25,26],uniform_real_distribut:[],uniformli:[13,22],unifrompdf:22,unimport:13,union:[5,6,27],uniqu:[0,2,6,13,14,19,25],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,22,25,26,27],unitari:[5,6,19,26],unitarili:[19,25],uniti:22,univari:22,univers:[0,1,2,13,15,18,20,21,23,25,26,27],unix:1,unknow:[0,19,25],unknown:[0,1,3,4,5,6,8,10,13,16,19,25,26,27],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,20,25,26],unlik:[1,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,18,25],unsymmetr:[19,25],until:[1,2,4,9,12,13,14],untouch:0,unus:[3,4,14],unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,18,19,20,22,23,27],updat:[1,2,3,4,10,12,13,14],uploa:25,upload:[18,20,24],upon:[0,1,6,7,11,19,20],upper:[0,8,9,16,19,26],uppercas:[19,25],upsampl:4,upscal:4,url:27,us:[4,5,6,8,9,10,11,12,14,15,16,17,19,20,21,22,24,27],usa:25,usag:[0,8,18,25,26],usd10000:[0,26],usd:[0,26],use_bia:4,use_multiprocess:[],usecol:[0,25],useless:1,user:[0,1,2,3,4,6,7,8,11,14,15,18,19,20,25,26],usernam:20,userwarn:[3,4,6,14],usetex:22,usg:[6,20],usr:22,usual:[0,3,4,7,12,13,14,25],ut:[5,27],util:[0,1,3,4,6,7,10,14,25,26],ux:19,v0:22,v1:[3,4,14,22],v2:[3,4,14,22],v8ejbfezkui:[],v:[2,4,5,6,11,13,17,18,26,27],v_0:11,va:1,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,18,22,25,26],validation_batch_s:[],validation_data:3,validation_freq:[],validation_split:4,validation_step:[],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,18,19,20,25],valuat:9,valueerror:[0,2,25],valy:4,van:[0,20,25,26,27],vandenbergh:[8,13],vandermond:[0,25],vanilla:[0,6,11,14,26],vanish:[1,4,13,22],var_x:22,varabl:8,varepsilon:[5,6,20,27],varepsilon_:[5,6,27],varepsilon_i:[5,6,27],vari:[0,1,3,5,6,10,15,16,25],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,19,25,26,27],varianc:[0,1,5,7,9,10,11,13,14,18,19,22,25,26],variance_i:[5,11,26],variance_x:[5,11,26],variant:[0,1,6,8,12,13,25,26],variat:[3,4,11,25],varieti:[0,3,12,15,18,20,25],variou:[1,3,5,6,7,8,9,11,12,13,16,18,19,20,22,26,27],vartempvec:[],varvec:[],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],ve:20,vec:6,vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,18,27],vector_mean:14,ventur:[0,8,15,18,25],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,24,25,26,27],verifi:[3,11,19,25],versatil:[8,25],versicolor:[8,9],version:[0,3,4,10,13,14,15,18,19,20,22,25,26],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,25,26,27],vert_1:[5,6,26,27],vert_2:[5,6,11,17,26,27],via:[0,5,6,7,8,9,10,11,12,15,18,19,20,21,22,23,25,26,27],vidal:11,video:[0,1,12,18,21,23,25,26],view:[1,3,5,6,12,13,22,24,25,27],violat:8,virginica:9,viridi:[0,1,2,3,25],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3,25],visual:[0,3,11,12,15,18,25,26],visualis:1,viz:[6,8,22],vjiseqm2lci:[],vjp:[2,13],vjp_0:2,vjp_0_fun:2,vjp_1:2,vjp_1_fun:2,vjp_argnum:2,vjpfun:[],vjpmaker:2,vjpnode:[2,13],vjps_dict:2,vmap:13,vmax:[1,6],vmc:[],vmin:[1,6],voic:3,volum:[0,3,25],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vrtx:[],vs:[0,4,6,26],vspace:[2,13],vstack:[5,11,19,22,25,26],vt:[5,26,27],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,19,22,25,26],w_1:[8,19],w_1x_1:8,w_1x_:8,w_2:[8,19],w_2x_2:8,w_2x_:8,w_3:19,w_4:19,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:19,w_m:19,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,17,19,20,25,26,27],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,19,22,25,26,27],walk:9,walker:22,wang:[0,25],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,20,22,25,26,27],warn:[0,1,3,4,8,14,25,26],warrant:6,wast:3,watch:18,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,26,27],weak:[9,10,14],weather:[1,12],web:[18,21,23,25,26],webpag:25,websit:[6,19,20,21,25],wedg:[8,22],wednesdai:[23,25],wee:11,week:[0,5,6,7,20,21,23],weekli:[18,20,23,24,25],weight:[0,1,2,3,6,7,9,10,12,13,20,22,26],weigth:2,welcom:[8,18],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,18,19,20,22,24,25,26,27],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,22,25,26],wessel:[0,20,25,26,27],westbi:[],westby:[],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,22],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],whenev:[13,22],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,25,26,27],wherea:[6,22],wherein:[1,12],whether:[0,3,5,7,9,20,22,25,27],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27],whichev:[1,3],while_p:[3,4,14],white:9,whiteboard:26,who:[0,21,25],whole:[1,3,4,5,9,11,13,27],whose:[0,6,10,22,26],whow:[11,26],why:[0,1,3,6,13,20],wide:[0,1,3,6,7,12,15,18,19,20,25],widehat:6,width:[0,3,8,9,25],wieringen:[0,20,25,26,27],win:10,wind:9,wing:[23,25],winther:2,wiothout:[6,26],wiscons:7,wisconsin:10,wisdom:6,wise:[0,1,5,12,13,26],wish:[0,2,5,7,8,11,13,14,19,20,25,26],with_std:[0,26],wither:6,within:[0,2,3,4,7,9,12,13,14,22,24,25],withinclust:14,without:[0,1,5,6,8,9,11,12,13,25,26,27],won:[0,25],wonder:8,woodi:25,word:[0,1,3,4,5,6,7,14,22,25,26,27],work:[0,1,4,6,7,8,9,13,15,18,20,21,22,23,25,26],worker:[],workshop:25,world:[0,8,25,26],worldwid:[0,25],wors:[0,1,3,4,6,25],worst:9,worth:9,worthi:20,would:[0,1,3,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],wrap:[3,4,6,14,19,25],wrap_toco:[3,4,14],wrap_util:[2,13],wrapper:[0,25],write:[0,1,2,3,5,6,7,8,12,13,15,16,17,19,20,25,26],written:[0,2,3,5,11,12,13,16,18,19,20,22,25,26,27],wrong:[1,8],wrongli:10,wrote:[5,11,26],wrt:[2,10,13],wth:[10,13],www:[18,19,20,24,25],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:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25],x_0:[0,5,11,19,25,26,27],x_1:[0,2,5,6,7,8,9,10,11,13,19,22,25,26,27],x_2:[0,2,5,6,7,8,9,10,11,13,19,22,25,26],x_3:[8,19,22],x_4:19,x_:[0,2,3,5,6,8,10,11,13,14,19,20,22,25,26,27],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,19,22,25,26,27],x_input:2,x_ix_:[0,25],x_iy_i:8,x_j:[0,2,8,9,12,16,22,26],x_jy_j:8,x_k:[12,14,19,22,26],x_l:22,x_m:[6,12,19,22],x_n:[0,2,3,6,8,11,12,13,19,22,25],x_new:[9,10],x_offset:[6,26],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_small:13,x_test:[0,1,3,5,6,7,9,10,11,25,26,27],x_test_own:6,x_test_scal:[0,6,7,9,10,11,26],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,25,26,27],x_train_mean:[6,26],x_train_own:6,x_train_scal:[0,6,7,9,10,11,26],x_val:1,xarrai:[18,25],xavier:1,xbnew:13,xcode:[0,15,18,20,25],xdclassiffierconfus:10,xdclassiffierroc:10,xeinsum:[3,4,14],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,xinv:27,xk:8,xla:[3,4,13,14,18,25],xla_client:[3,4,14],xla_comput:[3,4,14],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,22,25,26,27],xlim:[6,10],xm:9,xmesh:13,xnew:[0,13,25],xp:22,xpanda:[0,26],xpd:[5,11,26],xplot:0,xs:9,xscale:[0,26],xsr:9,xt_x:13,xtest:6,xtick:[3,6,8,9],xtrain:6,xu:[0,25],xx:[0,19,25],xy:[0,6,8,19,20,25],xytext:8,xz:[19,25],y1:4,y2:4,y3:4,y:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],y_0:[0,5,11,19,25,26,27],y_1:[0,5,8,9,11,13,19,25,26,27],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:[0,5,8,9,11,19,25,26],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,19],y_4:19,y_:[0,1,5,6,10,11,19,25,26,27],y_data:[0,1,5,6,25,26,27],y_data_ful:1,y_decis:8,y_fit:[0,26],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,19,20,25,26,27],y_if_:10,y_ix_:[0,25],y_ix_i:[7,8,13,26],y_iy_jk:8,y_j:[6,8,12,20],y_k:12,y_m:19,y_model:[0,4,5,6,25,26,27],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:[6,26],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,26],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:6,y_test:[0,1,3,4,5,6,7,9,10,11,25,26,27],y_test_onehot:1,y_test_predict:[0,26],y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,25,26,27],y_train_mean:[6,26],y_train_onehot:1,y_train_predict:[0,26],y_train_scal:6,y_val:1,ye:[3,6,7],year:[0,18,25],yet:[0,1,6,8,11,13,25],yhd5w:[],yi:13,yield:[0,2,5,6,8,10,12,13,14,19,22,25,27],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,22,25,26,27],ylim:[3,6],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,24],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,18,19,20,22,23,24,26,27],young:[0,25],your:[1,2,4,5,6,8,11,13,17,18,19,20],yourself:[11,13,25],youtu:[],youtub:18,ypred:6,ypredict2:13,ypredict:[0,13,25,26],ypredictlasso:[5,27],ypredictol:[0,5,27],ypredictown:[6,26],ypredictownridg:6,ypredictridg:[0,5,6,27],ypredictskl:[6,26],yridg:25,ys:9,ytest:6,ytick:[3,6,8,9],ytild:[0,6,25,26],ytildelasso:[5,27],ytildenp:[0,25,26],ytildeol:[0,5,27],ytildeownridg:6,ytilderidg:[5,6,27],ytrain:6,yvqgvcsovpw:[],yx:[19,25],yy:[19,25],yz:[19,25],yzbxji6lgl0:[],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,19,20,22,25,26],z_0:[19,25],z_1:[19,25],z_2:[19,25],z_:[1,2,12,19,25],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,26],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:22,zaxi:[6,20],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,26,27],zeros_lik:4,zeroth:26,zfill:4,zip:[2,4,6,13],zl:[],zm_h:[0,25],zn:[0,26],zone:[0,26],zoom:25,zx:[19,25],zy:[19,25],zz:[19,25]},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","Exercises week 34","Exercises week 35","Exercises week 36","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Statistical interpretation of Linear Regression and Resampling techniques"],titleterms:{"1":[0,15,16,17,20,25,26],"10":[],"11":[],"12":[],"13":[],"14":[],"15":[],"16":[],"17":[],"18":[],"19":[],"2":[0,15,16,17,25,26],"20":[],"2021":[],"2022":[],"2023":[20,23],"21":[],"22":[],"23":[],"24":[],"25":[],"26":[],"27":[],"28":[],"29":[],"3":[0,15,16,25,26],"30":[],"31":26,"34":[15,25],"35":[16,26],"36":[17,27],"37":[],"38":[],"39":[],"4":[0,26],"40":[],"41":[],"4155":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"6":[],"7":27,"8":[],"9":20,"case":[8,10,22,26,27],"do":[1,25,27],"final":[12,26,27],"function":[0,1,6,7,8,10,11,12,13,20,22,25,26,27],"import":[5,19,25,26],"new":[4,27],A:[0,1,4,8,9,25,27],And:[25,26,27],In:23,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,18,25,26,27],To:[25,26],With:[4,27],about:[25,26],abov:27,activ:[1,12,27],actual:[],ad:[0,6,17,20,25,26],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],ai:25,aim:[8,9,17,25],aka:[25,26],algebra:[19,25],algorithm:[9,10,11,12,26],algortithm:13,all:8,an:[0,4,10,25],analys:[5,26],analysi:[0,5,6,11,18,20,22,25,26,27],analyt:[0,16,17],ani:13,anoth:[9,27],appli:18,approach:[0,8,14,25],approxim:12,architectur:1,arrai:[19,25],assist:23,assumpt:27,august:26,autocorrel:22,autograd:[2,13],automat:13,b:[17,20],back:[1,11,12],background:[18,20],bag:10,base:13,basic:[0,5,7,9,10,11,19,26,27],batch:1,bay:[5,27],befor:11,beta:27,better:8,bia:[6,20],binari:1,bind:25,binomi:[],bird:10,block:[],boldsymbol:[26,27],boost:10,bootstrap:[6,10],boston:[0,26],breast:1,brief:25,bring:12,build:[1,3,9],c:[20,25],calcul:26,can:25,cancer:[1,7,9,11],cart:9,center:26,central:[13,18,22],chain:12,chang:10,channel:25,chi:[0,25],choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,25,26,27],collect:[1,3],commun:25,compar:[2,10],comparison:27,complet:26,complex:[0,6,20,26],complic:6,compon:11,comput:9,computerlab:25,con:9,concept:22,condit:27,conjug:13,continu:[],contn:25,convex:[8,13],convolut:[3,12],correctli:27,correl:[11,26],cost:[1,10,26,27],cours:[18,24,25],covari:[5,11,22,26],cover:25,cross:[6,20],cumul:[],cython:25,d:20,data:[0,1,3,6,7,9,11,15,16,18,20,22,25,26],dataset:[1,3],deadlin:[20,25],decai:2,decis:[9,10],decomposit:[5,11,17,19,26],deep:[1,2],defin:[1,25],definit:[],degre:[0,26],deliveri:20,demonstr:[],dens:[0,25],deriv:[5,12,26,27],descent:[2,10,13],descript:20,design:26,detail:[3,25],develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,20,26],disadvantag:9,discret:22,disguis:[],distribut:[5,22,27],distrubut:27,doe:[26,27],domain:22,down:1,dropout:1,e:20,economi:26,electron:20,element:[0,22,25],elimin:19,energi:25,ensembl:10,entropi:9,environ:[0,15,25],equat:[0,2,12,25,26,27],error:[0,10,25,26],essenti:25,estim:27,etc:25,euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10,25,26,27],exercis:[0,6,15,16,17,25,26],expect:[22,27],experi:22,explor:[0,15,16,25],exponenti:2,express:[17,25,26],extrapol:4,extrem:[10,25],ey:10,f:20,fall:23,famili:[1,25,26],famou:19,fantast:26,featur:[9,19,26],feed:[1,12],fine:1,first:[4,12,25,26,27],fit:[0,10,25,27],fix:26,forc:3,forest:10,format:[20,25],forward:[1,2,12],fourier:3,frank:[6,20,26],freedom:[0,26],frequent:26,frequentist:[0,25],from:[5,10,12,26,27],full:2,further:[3,5,26],fy:[],g:20,gan:4,gaussian:19,gd:13,gener:[4,9,25],geometr:11,gini:9,good:[0,25],grade:[23,25],gradient:[1,2,10,13],growth:2,ha:18,handl:[19,25,26],happen:27,have:25,heard:25,hessian:26,hidden:2,hous:[0,26],how:[],hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ident:27,ii:25,iid:27,illustr:27,implement:1,implic:[5,26],improv:1,includ:13,increment:11,independ:27,index:9,inform:23,input:2,instal:[18,20,25],instructor:23,intercept:26,interpret:[5,11,25,26,27],introduc:[11,13,26],introduct:[0,6,18,19,20,25],invers:[5,19,27],invert:26,invok:27,iter:10,its:26,jackknif:[],jacobian:26,jax:13,julia:25,jungl:10,kera:[1,3],kernel:[8,11],lagrangian:8,lasso:[5,6,20,26,27],last:26,later:[5,26],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,18,20,25,26,27],least:[5,6,20,25,26,27],lectur:[25,26,27],level:10,librari:[18,25],likelihood:[7,27],limit:[1,13,22],linear:[0,8,13,19,25,26,27],link:[5,11,21,24,26,27],literatur:20,logist:[7,25],loss:26,lu:19,machin:[0,8,13,18,20,25],made:27,mai:25,main:22,make:[0,9,10,15,16,25,26],mani:[10,12],manipul:26,margin:27,mass:25,materi:[21,25,26,27],math:[5,26],mathemat:[3,5,8,26],matric:[5,19,25,27],matrix:[1,5,11,12,19,25,26,27],matter:[0,25],max:26,maximum:27,mean:[0,25,26,27],meet:[5,10,22,25,26],mercer:8,mersenn:[],method:[6,9,10,13,20],midnight:20,min:26,minim:25,ml:25,mle:27,mlp:12,mnist:[3,4],model:[0,1,4,6,12,25],moment:[],momentum:13,moon:[8,9],more:[3,6,19,20,25,26,27],multilay:12,multipl:[1,3],multipli:8,name:[],need:[20,25],network:[1,2,3,4,7,12,25],neural:[1,2,3,4,7,12,25],non:8,normal:[0,1],norwai:[],notat:12,note:[26,27],novemb:[],now:[1,9,13,27],nuclear:[0,25],nueral:[],numba:25,number:[0,2,22,26],numer:[2,20,22],numpi:[19,25],object:3,observ:[],obtain:11,octob:20,od:2,off:[6,20],ol:[5,6,20,27],one:[2,12],oper:19,optim:[1,8,13,18,25,26],order:13,ordinari:[5,6,20,25,26,27],organ:[0,25],oslo:24,other:[4,9,11,12,19,25,26],our:[0,4,5,11,13,25,26],outcom:[18,25],output:2,overarch:[0,4,8,9,17,25,26],overview:[10,25],own:[0,10,11,15,16,25,26],packag:[19,25],panda:[25,26],paper:20,paramet:[25,26],part:[13,18,20,26],partial:2,pass:1,pca:11,pdf:22,pencil:20,perceptron:12,perform:[1,9],period:3,perspect:1,plan:[26,27],point:4,poisson:2,polynomi:[3,27],popul:2,practic:[13,23,25],pre:[1,3],predict:4,preprocess:26,prerequisit:[3,18,25],princip:11,principl:3,pro:9,probabl:[5,22,27],problem:[1,2,13,25,26,27],procedur:[9,25],process:[1,3],program:[2,13,20],project:[6,20,25],prop:13,propag:[1,12],properti:[5,22,26],pseudo:[],python:[0,9,15,18,19,25],quick:8,r:25,ran0:[],random:[10,11,22],read:[9,25,26],real:[6,20,25],recip:[],recommend:[25,26],rectangular:27,recurr:[4,12],reduc:[0,26],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,17,20,25,26,27],regular:1,relat:26,relev:[24,26],relu:1,remark:3,remind:[6,8,25],repeat:26,replac:13,report:20,requir:[2,18],resampl:[6,20,27],rescal:6,residu:26,resourc:2,result:[26,27],revisit:13,rewrit:[25,26],ridg:[0,5,6,17,20,26,27],rm:13,rng:[],rule:12,s:[8,10],same:13,sampl:11,scale:26,schedul:[21,25],schemat:9,scheme:2,scienc:25,scikit:[0,1,11,15,16,25,26,27],second:13,select:[],semest:23,septemb:27,session:27,set:[0,2,3,9,12,15,25,26],sgd:13,should:1,similar:13,simpl:[0,4,9,13,25,26,27],singl:10,singular:[5,11,17,26],situat:[],size:26,soft:8,softmax:1,softwar:[20,25],solv:[2,27],solver:13,some:[13,19,25,26],specifi:2,split:[0,15,16,25,26],squar:[0,5,6,10,20,25,26,27],standard:[13,26],state:[0,25],statement:25,statist:[5,6,18,22,25,27],steepest:[10,13],still:26,stk3155:[],stochast:[13,22],strongli:25,subtract:26,suggest:25,summari:[23,25],superposit:3,supervis:1,support:8,svd:[5,26,27],systemat:3,t:[26,27],teach:[21,23],teacher:[23,25],techniqu:[6,11,20,27],technolog:18,tensorflow:[1,3],tent:25,test:[0,1,15,16,25,26,27],textbook:[24,25],thei:25,theorem:[5,8,11,12,22,27],theori:22,thi:[17,25],think:26,three:[],thursdai:[26,27],tip:13,togeth:12,tool:25,top:1,topic:25,toss:[],toward:11,trade:[6,20],tradeoff:6,train:[0,1,4,15,16,25,26],transform:3,tree:[9,10],tuesdai:27,tune:1,two:[3,8,18,20,26],type:[2,4,12,25],uio:25,uncorrel:[],uniform:[],univers:[12,24],unsupervis:14,up:[0,2,9,12,15,25,26],us:[0,1,2,3,7,13,18,25,26],usag:27,valid:[6,20],valu:[5,11,17,22,26,27],variabl:22,varianc:[6,20,27],variou:[0,15,25],vector:[8,12,19,25,26],view:[0,4,10,26],visual:[1,9],vs:3,wai:9,wave:2,we:25,wednesdai:27,week:[15,16,17,25,26,27],weekli:21,what:[0,25,26,27],which:1,why:[25,26],wisconsin:7,wrap:26,write:[4,11,27],x:[26,27],xgboost:10,yet:27,you:25,your:[0,10,15,16,25,26]}}) \ No newline at end of file diff --git a/doc/LectureNotes/_build/jupyter_execute/exercisesweek36.ipynb b/doc/LectureNotes/_build/jupyter_execute/exercisesweek36.ipynb index c4fd6a7a0..ef36c1f33 100644 --- a/doc/LectureNotes/_build/jupyter_execute/exercisesweek36.ipynb +++ b/doc/LectureNotes/_build/jupyter_execute/exercisesweek36.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "50b2fbbe", + "id": "97f6a138", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "da488c0c", + "id": "824d5177", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "b84d6b13", + "id": "6838dbb2", "metadata": { "editable": true }, @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "96c9c28e", + "id": "1ca16d7e", "metadata": { "editable": true }, @@ -62,7 +62,7 @@ }, { "cell_type": "markdown", - "id": "439f1456", + "id": "eee8a021", "metadata": { "editable": true }, @@ -74,7 +74,7 @@ }, { "cell_type": "markdown", - "id": "b51e09f7", + "id": "d30d8361", "metadata": { "editable": true }, @@ -84,7 +84,7 @@ }, { "cell_type": "markdown", - "id": "02c45981", + "id": "a37286a2", "metadata": { "editable": true }, @@ -97,7 +97,7 @@ }, { "cell_type": "markdown", - "id": "cc0e91ea", + "id": "361813c1", "metadata": { "editable": true }, @@ -107,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "b5805f35", + "id": "c660b483", "metadata": { "editable": true }, @@ -119,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "6e3095bf", + "id": "31ff8521", "metadata": { "editable": true }, @@ -134,7 +134,7 @@ }, { "cell_type": "markdown", - "id": "da90fe04", + "id": "c8c6d90e", "metadata": { "editable": true }, @@ -147,7 +147,7 @@ }, { "cell_type": "markdown", - "id": "1a106e07", + "id": "87935b80", "metadata": { "editable": true }, @@ -159,7 +159,7 @@ }, { "cell_type": "markdown", - "id": "3917877b", + "id": "21bb793c", "metadata": { "editable": true }, @@ -171,7 +171,7 @@ }, { "cell_type": "markdown", - "id": "78226f28", + "id": "53c548e7", "metadata": { "editable": true }, @@ -183,7 +183,7 @@ }, { "cell_type": "markdown", - "id": "951dfffa", + "id": "c00f35c8", "metadata": { "editable": true }, @@ -193,7 +193,7 @@ }, { "cell_type": "markdown", - "id": "21d2770e", + "id": "21ed3292", "metadata": { "editable": true }, @@ -205,7 +205,7 @@ }, { "cell_type": "markdown", - "id": "ec212498", + "id": "509e6b16", "metadata": { "editable": true }, @@ -217,7 +217,7 @@ }, { "cell_type": "markdown", - "id": "4ffabf6c", + "id": "5357343f", "metadata": { "editable": true }, @@ -229,19 +229,19 @@ }, { "cell_type": "markdown", - "id": "f97a6f45", + "id": "1e9ace16", "metadata": { "editable": true }, "source": [ "### b) The singular value decomposition\n", "\n", - "Use the singular value decomposition of an n\\times p$ matrix $\\boldsymbol{X}$ (our design matrix)" + "Use the singular value decomposition of an $n\\times p$ matrix $\\boldsymbol{X}$ (our design matrix)" ] }, { "cell_type": "markdown", - "id": "8761ed23", + "id": "40651a93", "metadata": { "editable": true }, @@ -253,14 +253,14 @@ }, { "cell_type": "markdown", - "id": "92f8479e", + "id": "9c32138e", "metadata": { "editable": true }, "source": [ "where $\\boldsymbol{U}$ and $\\boldsymbol{V}$ are orthogonal matrices of dimensions\n", "$n\\times n$ and $p\\times p$, respectively, and $\\boldsymbol{\\Sigma}$ is an\n", - "$n\\times p$ matrix which contains the ingular values only. This material was discussed during the lectures of week 35.\n", + "$n\\times p$ matrix which contains the singular values only. This material was discussed during the lectures of week 35.\n", "\n", "Show that you can write the \n", "OLS solutions in terms of the eigenvectors (the columns) of the orthogonal matrix $\\boldsymbol{U}$ as" @@ -268,7 +268,7 @@ }, { "cell_type": "markdown", - "id": "9df91bda", + "id": "b9051ac7", "metadata": { "editable": true }, @@ -280,7 +280,7 @@ }, { "cell_type": "markdown", - "id": "e6de0312", + "id": "31ef228e", "metadata": { "editable": true }, @@ -290,7 +290,7 @@ }, { "cell_type": "markdown", - "id": "8e09d132", + "id": "c17ec408", "metadata": { "editable": true }, @@ -302,7 +302,7 @@ }, { "cell_type": "markdown", - "id": "a9c924ab", + "id": "2a1ccfae", "metadata": { "editable": true }, @@ -314,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "3b9328a1", + "id": "ab9f7ef5", "metadata": { "editable": true }, @@ -338,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "5b54b7b4", + "id": "4fc66d38", "metadata": { "editable": true }, @@ -350,7 +350,7 @@ }, { "cell_type": "markdown", - "id": "a7ebe31b", + "id": "897303d0", "metadata": { "editable": true }, @@ -360,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "874e0dd3", + "id": "86e099db", "metadata": { "editable": true }, @@ -372,7 +372,7 @@ }, { "cell_type": "markdown", - "id": "9adcc39f", + "id": "16458ef3", "metadata": { "editable": true }, diff --git a/doc/LectureNotes/exercisesweek36.ipynb b/doc/LectureNotes/exercisesweek36.ipynb index cb2d7d2ce..781e1efe1 100644 --- a/doc/LectureNotes/exercisesweek36.ipynb +++ b/doc/LectureNotes/exercisesweek36.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "50b2fbbe", + "id": "97f6a138", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "da488c0c", + "id": "824d5177", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "b84d6b13", + "id": "6838dbb2", "metadata": { "editable": true }, @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "96c9c28e", + "id": "1ca16d7e", "metadata": { "editable": true }, @@ -62,7 +62,7 @@ }, { "cell_type": "markdown", - "id": "439f1456", + "id": "eee8a021", "metadata": { "editable": true }, @@ -74,7 +74,7 @@ }, { "cell_type": "markdown", - "id": "b51e09f7", + "id": "d30d8361", "metadata": { "editable": true }, @@ -84,7 +84,7 @@ }, { "cell_type": "markdown", - "id": "02c45981", + "id": "a37286a2", "metadata": { "editable": true }, @@ -97,7 +97,7 @@ }, { "cell_type": "markdown", - "id": "cc0e91ea", + "id": "361813c1", "metadata": { "editable": true }, @@ -107,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "b5805f35", + "id": "c660b483", "metadata": { "editable": true }, @@ -119,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "6e3095bf", + "id": "31ff8521", "metadata": { "editable": true }, @@ -134,7 +134,7 @@ }, { "cell_type": "markdown", - "id": "da90fe04", + "id": "c8c6d90e", "metadata": { "editable": true }, @@ -147,7 +147,7 @@ }, { "cell_type": "markdown", - "id": "1a106e07", + "id": "87935b80", "metadata": { "editable": true }, @@ -159,7 +159,7 @@ }, { "cell_type": "markdown", - "id": "3917877b", + "id": "21bb793c", "metadata": { "editable": true }, @@ -171,7 +171,7 @@ }, { "cell_type": "markdown", - "id": "78226f28", + "id": "53c548e7", "metadata": { "editable": true }, @@ -183,7 +183,7 @@ }, { "cell_type": "markdown", - "id": "951dfffa", + "id": "c00f35c8", "metadata": { "editable": true }, @@ -193,7 +193,7 @@ }, { "cell_type": "markdown", - "id": "21d2770e", + "id": "21ed3292", "metadata": { "editable": true }, @@ -205,7 +205,7 @@ }, { "cell_type": "markdown", - "id": "ec212498", + "id": "509e6b16", "metadata": { "editable": true }, @@ -217,7 +217,7 @@ }, { "cell_type": "markdown", - "id": "4ffabf6c", + "id": "5357343f", "metadata": { "editable": true }, @@ -229,19 +229,19 @@ }, { "cell_type": "markdown", - "id": "f97a6f45", + "id": "1e9ace16", "metadata": { "editable": true }, "source": [ "### b) The singular value decomposition\n", "\n", - "Use the singular value decomposition of an n\\times p$ matrix $\\boldsymbol{X}$ (our design matrix)" + "Use the singular value decomposition of an $n\\times p$ matrix $\\boldsymbol{X}$ (our design matrix)" ] }, { "cell_type": "markdown", - "id": "8761ed23", + "id": "40651a93", "metadata": { "editable": true }, @@ -253,14 +253,14 @@ }, { "cell_type": "markdown", - "id": "92f8479e", + "id": "9c32138e", "metadata": { "editable": true }, "source": [ "where $\\boldsymbol{U}$ and $\\boldsymbol{V}$ are orthogonal matrices of dimensions\n", "$n\\times n$ and $p\\times p$, respectively, and $\\boldsymbol{\\Sigma}$ is an\n", - "$n\\times p$ matrix which contains the ingular values only. This material was discussed during the lectures of week 35.\n", + "$n\\times p$ matrix which contains the singular values only. This material was discussed during the lectures of week 35.\n", "\n", "Show that you can write the \n", "OLS solutions in terms of the eigenvectors (the columns) of the orthogonal matrix $\\boldsymbol{U}$ as" @@ -268,7 +268,7 @@ }, { "cell_type": "markdown", - "id": "9df91bda", + "id": "b9051ac7", "metadata": { "editable": true }, @@ -280,7 +280,7 @@ }, { "cell_type": "markdown", - "id": "e6de0312", + "id": "31ef228e", "metadata": { "editable": true }, @@ -290,7 +290,7 @@ }, { "cell_type": "markdown", - "id": "8e09d132", + "id": "c17ec408", "metadata": { "editable": true }, @@ -302,7 +302,7 @@ }, { "cell_type": "markdown", - "id": "a9c924ab", + "id": "2a1ccfae", "metadata": { "editable": true }, @@ -314,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "3b9328a1", + "id": "ab9f7ef5", "metadata": { "editable": true }, @@ -338,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "5b54b7b4", + "id": "4fc66d38", "metadata": { "editable": true }, @@ -350,7 +350,7 @@ }, { "cell_type": "markdown", - "id": "a7ebe31b", + "id": "897303d0", "metadata": { "editable": true }, @@ -360,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "874e0dd3", + "id": "86e099db", "metadata": { "editable": true }, @@ -372,7 +372,7 @@ }, { "cell_type": "markdown", - "id": "9adcc39f", + "id": "16458ef3", "metadata": { "editable": true }, diff --git a/doc/src/week36/exercisesweek36.do.txt b/doc/src/week36/exercisesweek36.do.txt index 8bc30c848..7963295f4 100644 --- a/doc/src/week36/exercisesweek36.do.txt +++ b/doc/src/week36/exercisesweek36.do.txt @@ -85,7 +85,7 @@ The ordinary least squares result is === b) The singular value decomposition === -Use the singular value decomposition of an n\times p$ matrix $\bm{X}$ (our design matrix) +Use the singular value decomposition of an $n\times p$ matrix $\bm{X}$ (our design matrix) !bt \[ \bm{X}=\bm{U}\bm{\Sigma}\bm{V}^T, @@ -94,7 +94,7 @@ Use the singular value decomposition of an n\times p$ matrix $\bm{X}$ (our desig where $\bm{U}$ and $\bm{V}$ are orthogonal matrices of dimensions $n\times n$ and $p\times p$, respectively, and $\bm{\Sigma}$ is an -$n\times p$ matrix which contains the ingular values only. This material was discussed during the lectures of week 35. +$n\times p$ matrix which contains the singular values only. This material was discussed during the lectures of week 35. Show that you can write the OLS solutions in terms of the eigenvectors (the columns) of the orthogonal matrix $\bm{U}$ as