From c38c1c3bbb6a7cda65323f34eb0ba940ddd2a9e6 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Tue, 19 Sep 2023 11:52:10 +0200 Subject: [PATCH] small change to project text --- .../_build/.doctrees/environment.pickle | Bin 339361 -> 339365 bytes .../_build/.doctrees/exercisesweek38.doctree | Bin 17282 -> 16685 bytes .../_build/.doctrees/project1.doctree | Bin 194125 -> 194339 bytes .../html/_sources/exercisesweek38.ipynb | 32 +++--- .../_build/html/_sources/project1.ipynb | 104 ++++++++--------- .../_build/html/exercisesweek38.html | 8 +- doc/LectureNotes/_build/html/project1.html | 6 +- doc/LectureNotes/_build/html/searchindex.js | 2 +- .../jupyter_execute/exercisesweek38.ipynb | 32 +++--- .../_build/jupyter_execute/project1.ipynb | 106 +++++++++--------- .../_build/jupyter_execute/project1.py | 4 +- doc/LectureNotes/exercisesweek38.ipynb | 32 +++--- doc/LectureNotes/project1.ipynb | 104 ++++++++--------- doc/src/week38/exercisesweek38.do.txt | 7 +- 14 files changed, 211 insertions(+), 226 deletions(-) diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle index 2252c6c5ddc5d49bf56b2245ac637305a1a24bc1..ffacbd615f630df36e5b23602931a9e1a6b684b5 100644 GIT binary patch literal 339365 zcmd?S37A|*buVt&vi4=PFW#=zwmh=cBU!SHE!)_m)wUKZl57)fGu-LEGu^G8?shL4 zjh9DANU%w>4+OH4K$e$1kdP1vge^eAmV_kaK_EQx4==pOd)f1{zTc^H@2$GGs%LJM zx|Mu?^L<#-y>(BYQ@>NEPMveA>N~D{%gAL5E~Ec-*R~p^a_z!MP&;34)@xHitv%Zv zI?yRsi-(m*Z=T)p%GqaUhr3t!jmGTB?y_RN&~64nvD}>PKDg`QR?uwinkrR-S}UmS zIve-}P@UX$Li`yV5Bz40{*AA89S;iaPBS=JZwIYiW8?HoyGBBCt=aCPRenVa{$v0dS2boPsXtm{t@cbc zAl5`*&32cS+EdlBb}5*`(>45bY`k7S7d=}m8;sQ(?Q*@w)xZfOW2N%%Q z>&}QLUb|Foc|>AlWMsCxs_J)Y)UMNRN8hfkp~u9JlxyvvIpG)Zyxv{0}5 z{C#O#r@Nxzw@YK~`WVn@&6c)xS2cr1y;W}4n=||)4@W;zs82N-r5SM28ksD&L4BlL z&kR5H)-GcI!U+8peX9J>c+*E$p!cWz78pmDP1fs^)nLr8`PG>=esQc^B<@zAL!16s z%|DOso$cOpsy-bwgQ7P+*@)ak z9o^m}`a`AqR4~?na*UO0=$69lbKMP{RxqYAD*!`RuBR6m9&P@BfyDDQ^t{|^b%Iui z?(FlO?na?6t$L?f2&(1Uxv^GfVxoM3esxi;GexTWTz7NBuLafCm|rZCvb9@~wlP*{ zwTNu1(`YnjUhgxg)35YN?(`sXEP5EUgpdaaNxlP)9^Jt?{Eu()9`EB1DrOs?Y z2mM;n3x};2jaziS-)WcX=+*Tn>dkgg^X{+U&r<$DG2mxOa~dQR&J-6bK zkf~aqtj~6r&>tg>8WeCSxKOBeiqw&9bS(IK0%m3X%{Pyf8#A@>u|g>*oNLsf<1hwG zM-H7CI|F?Kze~@SI#c7Vk>WVmVY@LKbgu^JpyFdV)(c}1?J4vy> z8E=7ZhinG=t?jqYRm-h5Bpnj8!Sq-QeKZADh$==!x!Oh-FC^8*SQZ+N<{N_xK|zoi z^Q+bR^cc)sy(x4>z9BshrWz1&2wh+Av>Tl^tR3tKpkCN2)u%BQW%G7ShaQk2^vRA-yA=C#vZjq!yq!cCSuBiI3iRit_at%GSq*0s@PiA?P zDMNOQpFc;uDd>~An(ZENo;P-p4voyf0Cl=owt{v?%ycOj*M;W3U7v&z3deOk3D7Wz zo-G!D)u65`qOKu(Lm-QJgeD7^-R|n}pOGHI!i7&%>1Mkd`RNFrj)*CM{~b?q7*S*& zW=k8pn?nM6p9Q6TrQ1tuPnOn|)|WPvHkLM(HkbC4ww3liSGw)_(jBEcOZ!WAmF_Ox zQ+jdf-qL-g(bAFUOGnY*e*FJ|(u1WF&y`M=9x6RtdZhHy=Sz=0UwXXsMCoP6t}TtB z!OKg2X}nY@6}yWs1dLK?;m!;uojtwKA#xNU>RO z6zkJ9JZ<}vVS1It5Ia-X-FN>d7KZ_q? zw1h^w2s=JihH^stFDLW0WQ^v>GA!?#@sF21o_~7p&S!6!J?4GS?CIIkGxX?X`lDOa zN3WjkF6S{4x*p3zd}-3cPglnIEsa}JWg2+Gcyw0<4fq9^D#j+jftVXs2|Jj0v{F2( zD2-O~loU-z!iEuU!l-qZKh%V!2#SZwg*K$xaT@k$;YbtKsyl?asNL)cPp`Y@$vUQFvmDTl_mPm1p>G-i;7w5#~a8k05lUJUJpB zUD+mci%vaDe~L%T3iV=;AFtL6=$B>3VL)M@=}kv58E|A^#(fygO@{F{;y23pl{08` z0&QZ4@k;iFXp*=Rqp(?@E&W7y$)S3oBYbDkuJm&-&3L@{Y`t(6UNV0@%nz3w0R#`g z>O;J@R4 z&p-cMdv?6^ZaC`Vm)_eQYPJ0~$quJXOs)~l6_{`Q>ZI~8=pHy7oG%B{UVXwl6MyDS z! zJt9m~-w<>avVkiq`o%c8I zP>ACS5}W6tMg&>cgOW!=n(oI^)4s0&%~((<5Jt6)5hQu8 zxQdtGU2=+_M#|2g1t(uUJKkLq8>!MSz`9g!L+s#*S$-9pD}Hr{e5DvJes{Ngr&}g& za-VFHv{C%}kbE5t>PQN1aKGLlQa^5RTyGHRAvZXsH;9yr8=RF5<}f|n_9e1y#BZcw z+~9G&L8MRI;N^OQNPD^r?NsL}4+a*l_Gy9x;og$M&rz_hf%>$EpgM6JLlf-aVwo94} zCi6D=Iz=Xl^bg8*OeXpIN9F4jnWR3vQ?_F=$=5$6U#ATPv-`7g11yrpnutTpmVOa` zn+n=K9JlTY;bKOfTz7G0JTF!~o$>B6j^L03HCy_*?rK{6R{RTl;Tel)9ll;Hqh;M8 z7%Hr|TlXU*bdbVav)$crhW6l-vGCP1A&JDlpJ6Y4%x?z%Y^&8>&0aBnRk&zk-He}K zhB#OWz5+)T`YYB8^@5LB1R|=!>tD?OMldLDvY9<7Zr@aQSV(p}nVPvq~&x5|?-8?;J|zgSTWCVa$ZpqlWiWlwCT zu-OEns>BzT%1uOe5#Ir-&&A&kQJbkc`Qr#9Qiw&qyQbYNPeHBgZJKKl^P9lZ2cev? zR)Zq3&&Nboh~*c@%OHRBoEF?M;A=|=l~pNR7I!;zKjb`?tGh-vlj9;H*j+`T8`A9- z#nMV59Q3ku@MEf6D`QnP8SLE!Ek%re27m0TmdAIo`tKdNa~Cay@{r;jLYu8!;aZ3W zEr+ua7Kwgnw)^sn|AEF#5fMl98zmm}p9tb!S{?oF*f=8e6qAo%tvm;JQN}uDFC)4U zchE*aDWb}>^hRU>RwAIN>Jzguon=_9js;kj*C!QS5l=CGlTX(Q4S*RzkGIDVo0?Sh z1J<%U-jBC>9mbr;fevWVSfq6G(ZD)(M~*=6EC^k%Jmqa=~y*WrgEm@j@XezRPB7)I;(q7GL+Vf?wEpqBVLV7my0wc<+m)Wm|&0ypm12ZhPVuVBEpzkh$Iu`)4){p zW=If6qO;H}iy!of>~U7$*EUP$i~wFg{q^^DOMf- z{k5gn#eaW&=?&4}qo1HSS0UnSxckJ#&u!79rX&Y;A)!LQGuwTvZ}erFK~n#=i>DqY zEF{fGE}mx8Bb4iqgulISgrls9qxLZn+m^c1&5=qF|XB%4FWD^{!x z;vE(%?XgY+ZcYH7Q~2hQtIsj^7EBnD)HLg)K7|J=5+F!u3Ku|au}%MVwv)h z&&34zHMy{j0AY041;mWI>luKNXc`MM?CVG?DNBjub#tsfP7xsvQ^)jp>?*Y6PocN~ zLsY&R6WP`7QErnMuu{**Kg#b&zsK11R|Mo=71od6k%;m= zrLkf<+!^%iu)qkkQrQJ9oRU0{sgIHyu{8;;0}Y{Z+Zet{kOnuUB5zYtK%u6#?+XpIiT-x13?B-;3WSf{*@8NoG_;)|C)9=vueMU|GEB@&Cd*_XT?E>*Ow^Dw#jjQ~OY!xtLE zNI+qx+TlID%)|eh$mcd|9zPs`)>q+Z4)1zwVzX zWYZrPtw}{h_9Ya;Ym@_60?OQoSAr0KS-YuCKZRjX^vX4l10&1g?&6L-2u9C><}iJI zkkqr*-YM8;?oSELq!v3N2s$^o(D3f@Cj4qE*y)k>5e05_oKz1lk^93tRyuwopHjyh zCS^-DCM~01kCf~nbPSZXZQJRQRvoGr4pB~3JR(p9s^`&0tZy23#s3!Q+{N$FhllFk zG*V?$R^mZmkA4Tz$sfYIP@6e|zU}_Qrw`}jaM8AVW6J19;+ePv8`ocNVp(l`Kl3fx zsxrj96%e9o2cZO%fr9!{aU67>tU-t}mG3~41?Pf%dBPixkcjk~bv(qThD2UC3T}GY z@J-$=MmX{KrX9m0H}AM_LK1QIuU<{3|Aoc|fJsuHEIlHxPX5ehgA(@#n2 z)HWf~NTbs#4J)4~+Y&d);kbRf`eSK6h(4Q(;{*~@7vem&=ZPd~O>O8~`k(f_F2b`y z@wmB{=%ui4gIclmD3Z`Zd;&!^4?Dc=WZQ^CdX=C>0@LrIR7TXBwT9IZ7=9Unkoc0g z0bWv@^^w%)Wz|z8fl?Ia`?P= z&x<|$2dvUGkQg`06ob*D_DTgMe>~23L`!y03)clRDje=II%CpAJ{>(rP}<%d!09O~4z$7|c>U{C#~h3PvO-o4Yy-^$w0nj3l*N=tYH zvz^$@WS5oYRD#%7iXgW1mAPJ+3WVTQ!3S$0045zrUQ}?H4yA^XQ`)_J#FHdK=a}n@ z;~0;0YD34B-z(AN$RTDH!un*yEtzI&^E}@isRiv_wZ_!0uscODJOro*uzbG4}hT0-FS4BSi}ZD(#gZMNI4=cRTT_@~ad>dN2Ja z;%ar2d)#!=p#>>G9+DRm)V$EXEAOY?`2ckR^}#Yu`-uYN zFyPKlu!8}*CKk_O#QZ9L0W-&yrCi*Ldfm=cEsV8?NknRL0c%!-t;LUQ;V;|uMm0De zAZo>>YOp+r#S<6nxj}l-F5ZPS#bT1fd6(Df9K&D7pNUr#2S9KgfkN>W_69(U$B-Qq zRm)gNqEr@sB$X1)zJ#*L!swB$zmZD0P|t*wLDa%Sk_o0$EC)C;kXMRC^MbZ_V@$z& z91@4Ap~sFxm1;YWqI&7v6Hj-@YZki?f|i`cmF7=(YKRJ;439>IY;mK9&?gyj5!w^( z7G@vBO5@*r93hN${c&=IDTRo7UWZUu;ytA6JCko=Kq#~mKa>=2M9Eh1B06)nB>>#W04kB5 zDB?`7ORp}mYK1Dmu~TWV1&JXh!SBKtl&Tz9ya;HZ9ASIdYq11M<%+H%L(VUv@OQlM z2~$R0rH!a0$0UHF&vFy0P64d&cVjw~cZfdSBFQ%csv2yMl>#4jKK^ix+5%1v0vE>? z2$IU1sP3GHl=5P_-aJRdj$N7lg!YV3xjXmeX89}O3)v6d%U^c=tS`R5S~hE9kYVaV z2`^&MT=jnRzUGHS`bM-}3N;KvbTIR%Cs@P@Rb)W8F2F-4l7Z0S{)R0!;doz1I~l5hm{sGrVdd@WG`a=`pviHa#Z_Y$jJ&gG$|DBFZy?L5d1q0hWfv%3 z3U9HkCOlUcuytt+`(Q-I1*)&iq-!ZL0h8C`^$=}#p$PQ3U}e3DZ9 ztv&&1kjclEs>S3bR1s_KE~OA0TzP0%cL^nqDKJL62sj-=VW}ocxL35XWy&v(iHZ?; zFOev#3SqSe#2GukS4m%OE{Kf$7&7gVp$OZ^-r7`XG&tz1C*`AGSR>l>>X`NPcJ8i0 z19+dEN$_4jhs@mbrEN49ucI&dh0r(Jz!<&TLV>}?7|Kd&K1E=#MXzuURV=NNBH;Br z#K*`B=+vIhaV0``14apkZBT8%nW`1Tl9E|56uV2~mm&$gF8*iK z7OvUJ%DXUJg%crP7lZQ@1;)gPy*@!LkKq|N+bo-fzZfN+y9;iW%~r`~B5ZH`opa+9 zE2diE*r4Sli6Kb>4QV5lkq8AGU`CVgH_30gI3qIE&&Psnkxfv)f|z)7YOD%B027P+ z9i`7&@V|HvRF08djQUMslk1*llkZo{-{C}KcX?>L?+0vB+^b|e@@Pm&FmT~-prTsg zNa_E$8JCG*Tt_@@l(dBSSkLjkrPaGSt>!N5)!bDoW8W4Ms?jG(kHvKPn>Fz_(F^&N zCw~a*k$6X1xL2-@?6K_dA*dB=YNCXJN|MBLp`>eQ3QD%>F69vcp8?@~p{j8sb8bZ} zQw0&4Yon#CvI2S%P7Mv21S9d9XDECvsd5}U`Or|K?4w$0;_WnM#@LJ@_kQ}rEf z4-#3^Xs%d^w;Vd4nGgjL{0}*MuaynZ!-!&G$Rg_+eNX!y!|xl_4yMIawZ?k+Ud;2D zK@p4SE*0CDkQFM&q-Y;pg6vd)~SA~On!_2PB-d@Nir&Q^Yd*6I-mOd_&Utr^slh$_A4y}tFe^ho?M{{Ss3;3s2K zIQ#uFio_iey>9_z&K$}Xs|1U}!49jKW8&Nakw?mfXS)lYRXnQ=f{>WVD7QX_xv$d>W{-U$Vh39(knybl}tm(X#9$ zzq>|#7pf91R42$eQ$1^JbB&nmZc1*c$5;(_)Jx@9A2y+#lE^leX(CPFyE@+Sd7i7H zV)CV#()Ywab+z(S6Npy$(?N^Q6A&wTWjJk#c5xDRFu9Wmbij?H2xyFW>G{%YV#4tU zQNRRSKgmDFK#ry8p!$9#hZIFM61>J^3n=?eLB{Y2uO}!gzX+i$+J1ksyBI#8s0@Lk z2-rsA2a8XIui~AN(a9a9rBuS*T>__oi>O}@ja-7&m)HV`HAnc@y|C82QA<9%6LCAS z4iUQ+MP!RNE6FDNqR(!}91qa31GBq2-t{C1z9?#fwy9Tm68-*dQ7bf;Tbyu|LCEQD z+4K%tJn&kyFA)H9-SO90$yvVR1C25e?hca zR=zCLx)JLUyo*kgiK*eRm}3j$8l>nk7yY39mej9T{PRACB#4c08+`mrG>Opj4XLl# z2c123h4%Zj7a1R<*}@42cwA~7TTohm?2b-%eYj4d2?S$;E3jZU*Cw7LIRo2>4Gp0f zFkNI>+mvS_i!j_>B|_&|(!+>Sp?UXmEaOlEjJQCUIDsF46EMWTMGYfLZPBaGcQ+I; z+|Qu~2k{L$;Da`$!puB}GgwgPPR=kNxZ*{*j_K*?5tf^R;k)3c??TJgE|_%sLWzW& z?5=1|6cifUBN|kO4~vJgl;%h|XiqRD9MMBlAyK055|mbnSwbeVDqqJm-d%-}F4j+D z7sx}Sj-!wZro80SHBpEQv&#hKh0dYrvXYO@8X|fQJKx3Tx6U3N z{o=hpF}dQ*DLHg^^TQ{P{r+zGFl_nC)z{xHAMW9nulmc^{knX(mmhx5hgbhjJmABI zuRizZBk{Aa-Rpkl=YBSRb{l{DhCAQ)jriHV@Y!Fzr4&EAou9q&uP^&p{Om>i>`nKb z*cCs!BYgJ3@#*;4o&4<0H-7M1v-J~Q^5*~b)psS#pm_S04}aGkxu-Iidsq5ZD8XA_x?wyvXiVq#O1l-iEuMYfgFpR;i3x`QmPQ?;%9 z@XIT_cuo>e-u4qe{V(AY=JAV<PBE#cRq$$@3x_1f3JID8^NII#NQWj7wHJiqX=%kag4$3FYccmH*z75(dT+j9*Z z%!ER8N|)9O6fZBmsk=PfI)tniRdMpB1=uA70n`dMdu<4(mX?J0$2mq1_BK}L6~OotE&HyLdtU7XiIdoh!Q_dW}f@fmDl;Z20Y zwtJ~@Z9Mdj;k?qx4MCGyNMd3#0VBM@ir!(;-1aP%E$`z#scgSe^i5?Lf1appsO-R> z$F6#Tbi!|#I$`4q?u6AZkWP5NsS`fCk~?AT3#1c1VCsZ5OSlu3y+AtQH%*-|c@=j; z?gi2bA2fBsvs<|na44koqW^z9JABC039nuJ!Ws_0W$J{fW!woXUm%+BVN)l3A?$=z zFOW|7h^Z4sma-Z%)dV%!OXY@Wg@u~&fNtdIOK5KaY4(0vlOr7|qTbKZH zT`!3B+vm9xdPO{6f1MKX9DafH$?t`V@yamb`CSz8eA~Lpt0>~Riua>|d|+$<`N$7E*E##REO^F*l^O zkg|VB*i_ybj@+N1k^7I!DnCgh_XQGz=yVr}Vgiwt7a1*4c0h&Ftr0pu1F6m{MGHQ~ zM&!Gi{xlyHLsd;k+u^Dq)Oyk`i=Ri=br+sRYKYRMYmTF&5hqFD$b|4TaB)&P_4&K0 zq2WEY`_S%;_H5;s(4sSr%T<(p9Q5l~l*Oiu@QNPrhgyXzxgZLETY?kAs98U%d;mXD`3(L8*(<+^KdHAqgg^1~ALc(k z%71*E|M&#|@hS1gF_g+weiwhOd>a3OJd}!>N1i=r>ecfk&Y|*zIDE5>qp!Wg*oGnY z33|MjJ#mhBQZ^R?Ea#U6lP+?uPRU8xrg`MN<{&Emu=kXt5-_P~@ht$cX3o==x&NQe z+z+L=r!>(#+~0B<*UmI)XkeSZ;2b-#NzYpQy@!xBrh}LWM7nGs36Is6EZILhOSUE@ z8RdTFk!{w$9=5*MZQ(SG8=ut|0%){x99v4O6G$cjC{W8k_ z=@yT8v|4<}QoYDoswF9@D339ZR9<{R1#OJO1r>7(Gk99UR?7cW=-Zo)dm;M*M@%d^(K1l-N&C*T0E#Lw0&6P?#x>+j_7g zKExh+GUn;YeFuEp=I3GK5{@LJqs6dG{}i?;70L}vN(Zr- zv|b}4A730deCpunj-TjKT>@Q%RZnK#zOjJDq!BajF+6r7%w~ z+;A|y=0;4!57%(f6)9OLGcb=VYYs zSCZk4SUbJ@aaajTL?>x{jy9XvlqK|b3fu0zQ=;e*YcsLqJmo7~6eY&uQ`YiU!qwU3 zDQ%{}{XCKnN2lz1(QQGz9)s}baCT-rzN{z-R`$$-G{@YbqF); zavJx?aqJlG&N^EPa4d(w?+opEp*>14zlYTOQ z^GJCY>+Or?(p$D;ijErB#TP}1`=K(RexQ`pJpGX8ez;?QY`vABl$aaU_ssK~`pI+U7dR0>$*y@AJ`ip__in}M$Ed zhj5M>j^y(0#7WHMVvX+G+OgBa_4Ip_683{2cgeewT~hf0{2Rvehxm^l;XmHNfBd-k zBQ%~YeFvvj)^W}e-FhN3T_VNA86QfxaIS<>5*3k6pzwZ0MCK_RUJ;RO3NTkhY?wm0 z6%l=<5NSn3Hz}-G5fMQO&Q(NQje<)R5f`GsOGU&?D8Nw>u?bq_SH$|9mdF*cx}{}k zMXV)h(N_^GH(FweTBiyvJ}P3}KrXwe?WvF}TM=F;If|l`r9y66Mfh6ev{Z!WK@&I6 zvNRd-j6$Yg1H7)sQOEMfKzdF+@ zryzhbQRSa(cDd)6J!`S}USe?H_T8owy!42_f^Yg@8UhtL}X~zs>?W{FJ z8eHGzN+JzcU{O88Tyzuu3wJROeS2CJ$xi=`_AnPB-FT)@=NQT*$10z7KElC>=JTlO50SS;KT_zxPgtrWF3=x zaxH;(o_O+`c^p?8;?1KIXVwDmd=e2(Jdkg5g+4WYk7J)#q;KH3^L z!UfCum}SLpTBwifzp`dc)2nX@5|_l~4QI23NCT!OD}Kb?y>Th6EW!d~abjI`KqA)? zFM1rSf|u<{&Oy;b72(KGdxBsb^UhFX8+r)~#jjU>oV5R)^q+U(KM(%cD>j9LA>>r7 zd6#<8rGQBzr94-~vl&5IwP{@rNi$r`Q_k(~Kck5(C$arEz(A5^3c*BX^gz2w4a9vRr&F zziPsl=}6pR&4Y%-K35V0M`BNegm)|Issi?%I}MMnlfYyg)qw}K^JRpt`Bu-w;B+Ct z*uLDlQ?g>aC&o5^Yd$;$Ki_HOL!rWhfAa~Ul+n0c*MTRjdDV2_rLH6ft^;?)IJ?almfcapBTs?L==n7=s#{a>vG&I+_A zf!>?1NrvNS+F?HD?-{?{psh5bfhjI$HBL zXF&hfTHvgJDuZ+%*RlwPVSj^W0b3?^vvZ|f)^l7`*P`+TR12_9jx6ubYL28f){uS)KNTvA ztYN&x`d2l58x|ybcJy%ndwT03-1Q_P-xQ!JAnF(|xRdr^u7=#}C#>Z+TLP`uyI19K zLkvf?X%S6a#!F^t1Xh_+Y!6y9rGawP6%^MT#rDG-nBMQu$-4)pkt7BCMWg=JQGB^AYp0?FMWn;HuUfYQU9UNl3dn!PxgZ zH@f~T2HTnXM0?7=&||!rn=pE_)`De4Z-Yoaw3svV7&BEQzR{W?4XoF>l1PK)Fi*;< zmdCmS3CYEwxmCt_P8>aii!G~lx^@&tqS1XsB8gtC(}UDuRlIqf&SfKG(eNjQ;Yb?v zKG0)r{FpUzS+(&1?0zJ3-iO^UhRJo3InOfV4?dtPKaFET@+33am{?}T&KNT8AGYRQ zQ``?S-o0w`de7Oe)5FyV>)8KOK*2h4)!2_q;udh@q9J8HcT;8Qy-+0GmX`fq;6Lkd1A_BpmI-X2Z!BT6UG}IQkk{CE@*9dPp2rIv7{D}hrvCX~R!R@N*a-=&? zTSo9!Yf-ZfzH8ZMM#>3Rvnqg0@S4EUP_;Z_&6$SdEv_U6j^m=^{tS)@Ndguov1{z$pHxwa{5n%;gG# z>tvWf7(mH&0#-v2)el*-r@{LDt|SHy>($}u543QYC+ahIQ-<nx9AsN%DA_xDJVQrUw$w2+3wJ=$MT8;Xr1UHHCWvFWU z3u{(1Xuj@BV&KqhL@9f-e8KakI@NX=^~M~xOU`e-8ZlI>R}RXv-?6>(4y-z6Sfq?wbEsiF=1OAV7;hXcRyv5z zlyEJ4lMcke4e{E#u~#ET@HN)LWkqmP&KKO})7&Y8(y(HAwKYQ;V6So|F>t_EK2mOV zsQSp@6s6uVJilNqN>+GQ<#4XE!i$26VZrgU)_iEF{In~HfunMjS`X-n?e$bAYQSjD zmWVFlXu=WAuNmMahcM!d$s{ ztD5sSEH3`u`qwoq{>GKWz_HjJ-;0#a`O!8;>^iMCC#v;n5v4hX3u{tgHT%yQ(Q8)? zYC&>qZoGr5txOp`+RhkDBqBKHgha|vG^|vvvSw9-f3quzfy2L@DhCcUajiw$J4nj| z-ov`ns{wP$fO-bdvwp--AG8)e>)_qaTN?%U`GVk{%c{XVr*AcU4ZAJwv*u63_a0Xg z1IPE~BXsCmyCX`nk|TU>FVyBk#<^tO30ZNz1^eS;DN=d*xx7`wwu-=-Ne%3AR}upU z`=&=rWt=xhN2;F}&QM$naeoRUop(DwH7}s%s1iqGVq_5{KpkT zdFDS~#&Jo?2G~`{3|k{!W6huj@vB`)3>@OkWUo&jKK`(TcEX=3S5q4pdpBbcf7x2V ztRQX?Hn|y8I}*H*LuHyZ?1A_NYnC+Fe%6)5z+qc=z;9z@MtfNdD-~l42J4Tk#mWlS z`rJ726>nK#z7(8R>1FVLV9kw&)8}1D3>>G$hfwNO@3fOaw)iRI@h{fwXT@Vlt{DEl zf`MTx!vD4AK*QkgT}ccagEiu!6}nCBV71(!`ots}hWCui^{WT9rdXT9$<@U&ctZJc z$diK5kUmPTwdO@b=qgtd14n4bD9*HPcJMzB?~Iq?#9zB%4ti*6P|& zvgTLQhQO6XS{od4k}|EyTZbG-NG@)4t(FZpiHTdVd(}brf9sOVh1hE7vhwwK!`Qp5 zAv9|(^?-51*f&iZ#(vEDS2f-H5kbOX!F@=vIDVi&s@ zwCLj8;(coF)N@C#fTuniqct=*NUKKSw zC|L9!I&?S*)!a=Pw!PMZW*uJFh+t2=k1FI;jIzW*b*oL49=omC(jd&clE@69^Y*%L zCk#V}m|bK{95@=Z(P?|4UVo=YYYyzf#o=V~AiGkzh@)P)1umVZEg|$BLK5+ZNd*|- z@38i~#JZ2OYR^lA_Jn=Jt~O-Fp`#ErFZw7Scad@i9(NHpXmK4jzTzI@r|P6^s91T} zS|UyHP74w}{iL4G>BYNAr|Jzc;bN^l*{n~uOG$N*Zj#=R@qEf!`mA_LH>nXbnGcy% ztofBDM`_xcD-DyjD+y@~o^&N4*G;S$7qxC0kh^xn!{VsgXp79@P8G>s+)YGQI}nBY z+U%0;6V|JrvF^L9dUa!t@5l%_&j-Xg-AW`lH_bMNf~cReW=~VFce#>~3N{b4&a=(V zGm4Wy6GpL&il|n(jw`3UQ}uGI1$z;lES|I&cAqlVpR?|XtXSh1YL6Sb&>M=VK5fmWhWV!iiA!hbucsqPu?quRX+-sfPrgCW6j!U$Rq|7*`t1zu8M42& z?u)FDZNs+gkY}F6eVVM9XB=rKcvj5+Vw3s*-`3n|Nc~S&5^{9@4_6Y>{Ik9c()>Hy zh-**z%{E0>4wWY+f+kjd^pC^gbpxrouK60XQsveRYC(8i4x@k=#Q2xo#sgnDt84W! zL&=_J&6uW7*9a0lM}Gg$VOV_@RpE3haTK6XgNt45EhBK)TF|V+dMMWhKNJ{`_)!M& z64M|)V9krx>G!&lkc0Sc#;xDMuJtE5x#7_biRC5?aV>qig1HIfRIwH;D^447(F!WT zSpqCWd~4F0Aq}jeD~U8%4(3u?Tpp(mBqSGu^2)A@gWD7gAVUU6wx=UDZ)?`1AF%HA zteSLP9Og!-N!VS%ZftZ_Z_7|8`!;LFG>v+TAkow2_I+9XBIW#P3a>@+8nNE+Mmy~~ z<^AvS2)+s2l1-)=Pxz>`w`{#^!DaNnXJ?1`HY;axjO+)jJ1{G4>R z9||gbZjzHszK~O~B1=ss|9#dhYnZ>+m4qC>?{Os|tq5!0AgzdN=x0P-+D-ddsz>WM zULk}P7vc1ja^q}2W<~s#b$@16#9fKy9Z3^g7hXH`ti4!$%uu@hO>0Iq_4|e^38{Yb zOdqbm?>imv-KeO%z^Ukp8yssuO9Y5T?L}0MkzCw6(qJ`Mw{}q8{q5M_AIe4rH>zy0 zK5%GP)Lz80Ddxyf+dX8>uci$vT}h<1!NHP9W5ii_2NIHtA9T$<5*Ik2_x+dlfZl5k z)@$eM)lQouR&&|3%HPCg7ALIHGTSK<)>vloPo^@92d#fqQ?sLjL{C4b|7*)lsUG#t zx4eTVPo`#zo~_s(RILTi*xfiDE@k)g=Ue$gt)?vVhfMBA*_tB_iV0T|a;y~?&3>;q zxA382v}2=4aeA?>&4Ah*?HIQ=T8o$!x2@sPW3(#+w*%Jmf=3NG!}9ZW);wv*eXlEt z%*Z*1+ScL37Q{VK7gG>rllo9IwqUq^)mpBsaIL4aS|Yy0-B76^W+=3Hw>38!P`@Zh zTtaKNOPNh@?|?Wyy0ss9km^jWK1ET_)L}J=NSpQ74BH=DcT`r`b|JtX&yKjRfaO6l zBoe3R**inHL4JW=r1}MGRy9n2&y|E6e4k~t=(pMY_8#CPr&7S-Ng~2}hDv=K^;Vhu z4dFwdLcXG2#Qow&>P;Me>kS{lJw0V4NO7)etwkkdtsP0%dVs&f3iYqnU7S^+9_^t} zQ5VJ4&`}qODhqU(=ps5~5nY5oL=Vvov0)F%01+vk!Rr5$wMd%c{evrswBk9q*V030 zljcA|axoyUVbj^^x|%cf9vZJ;dq&#R>(z=?Z)9D6R(_geO$Pxd`ODWs{^GUWkf~Vg z7Hf_)%^7wjF>uT_pQty*?wLa}YY)?e8)*^~Q}1Ss+8JvBvl@&oxhZhSOZB*}fH_oP zGn87LvSvwx?Sw0dfx~v~kxmot6i!S~VVm(z!}DvNOMy3EV}|g8wXj(sye>Dv+^WU_ z7oXxbE9O=K(ojCrv1UvIvgt}9Gmy^y`WbT2>E3oybL>87`{n9RUT{$*hT?v~cjTpN zlq(RQ&3{hHKz@OB=7+5NHLK2?$lo1^z8ctiA%WL*mM@@p%W(`ICC~ScHhGd8Rc5idiQL_D1Ojd@T@3e%B7ovYh~PW zMEBGq6_jWGlp$}d%6Y#vPZ}7%?n*)q`d?){`@K$Be`coD<~2HU`nYYI)&fb$%uN`t zuUiY26|W7sR?Hc!bHrH!EQ4?TXVwg9VEw5piGhQ4%c&+RmQZ+sC0l@{eD*6#tiEJu zm#!a__j^kYx0XmbU_r&rE4;jtH?O4bGl8KzW{AuzvSw2Q{0dhRX}}#;LUJ+12HSyz zc-%AYRnX(aN{Iw>mNc*k3H@l4>n~vQheslM&eC8E#rq~EW zQQV8H+0hi{Hdhj9s2tFi3d89W2NIHtL#|Mf^(LZ?YZn`!@Z zzxU92oMP83l*m;*Uk;`d3R<~*QFM)E+ZsHxI+E$NCymi1!WFtZ2RdT2~Ts zl)Z+5>$mH+c@&!&E+FoR5V$z9$P82OW(?P_SqqpIt}Qvg2A~uUO|Ti9xL>hmNrUZ| zT}ccawtL{jA;c~=i=PapXg|tApF%`TdDC-

Ekt>OTYsv6KaBYxx zLGiiBo%Yg)RD3P_XN>*j8~WqqYm;GjN3Kp1`tGJz; zrTiCH5^0znoGt0E@%-&TLUM6V2-33v*x9dIb2O;IdlJW2ouHfTQfg&*&po?$VETi@ z#$ulME`?Z8j;-~>ku3eI-PVj~#vm_9TtffqI;Gb~i*R3C*z$(Zs=0`D-qwuB!`2;< z)tY-MBEIA|Dx;3^89uhw!sNTR$lBn=86=j*kmwD+_%s~Y}o2G9C5 zEZ5@WRUFTz^Cymurt1XLFBy;@w3ad}Aggm6y#_b=Nfa9-y4y71-fqo`*5Pk;B_Rjg zn_WrBnUi6^sF{<8y#oo!1Nq zl}w^!opx^}tXE}C99{XEHQHwNCrORbmCdH;%2%v^Rnzn@2@;oZ_TML~BQfVcP{S2S zSS|4>leGW!p(bu`@S8Kqvtw)q;)v@%=TZy06I ztp)0#Y;?pVrj=GGTO7DuXfkL2cJUzpvnvTXg#VHCq?iBTI@5^Fb#yWb-9G8j9b%M$ zry~Wz`n)9Y^EYRVw+{^C>qR~_;y5ojro#Xgjuki!L7tp7YucFgTuBTZ&J73r7Ro58 z(3r+DR>IzyM-C-1?9qmSJ7z6fMmyTwh||u&Tb_8Mu}CSD*7>6JCKj5~Z1-F9qoH-! zmBhf&T5}L<-j;`oPBT)5_l#1*TBNKftwnJvc%mv(6GDb71E;Kc(GaS*k{CEb+X*27 z5QdR(NFJ!sf|&}JF}^UB;&7Ps?3nc<#_}!J!e_@H_0AaKzL$R0wYRW-{xBaI4pUht|#P72fKP$w;ipL|OouO4_ zuvPvQj12{b@3rPo!}vX}BnFQ0zNk_Z`|43fPo=%yFu<)h+deY7WPTB90OWpkriFLN zY6Z>Iegj7ujQ>}xyCy6Cx5ag(QZ~BkkVO+ipQ0#{XgHt|qN!7^;oPn-S#zuD!WUgh z3|tqso(O`rm~9W%&r{eFm#(oHzmW8j=4!~OF5EPzb<9<{DR3#~-$KkKo9hcIc!nyI z1=dVy;QiZwTJY8%FW1gdtWzA$W^``NO&G8p)_s$87;eCA27)tAF&bQ3!-*~1t=Z9_ z%DIvl{5Z=P!s*Tx>tWbVS__#Kw$$~b3r&Yy9JBs)4W;{CNempN(P%)?SZc;Wws0ye zx1v)JTNEB@VLvS*M#-p3(rEU99%J6J?y{_yABcx4jZ!IdI7gP_Dgj02R3u3?!G?n{ z8rHmP8Z+feV&EFH^APqSiUZLfI)28RXx67ZUmTg|kC&_1(1MdvT3A(#i?bw>%3=2@ z>%rTsJ0hzd_LJwZn5!F)tm5x!>KJy{ijE}&wUEvXR1 zS3a9YtkU=Pf5n<#O(VYKN+PWhj_E$`cuq?>kdRz_(KYE2CLKR`X_Jm?ao`tK8`JvY zM9?nPi^-r*#fy`TS8wjm%8w*8CL3=uB^$R`|Ei{28wH6=m~32u{9>~nZK6u-r%t|N zt-H%wMDuXhI<~tq2ftNv5>MyG>k#g+W<%@geXbE+hKWrb-Ij;3SoXuEstf-5yASDH$Ep0H*}1MH=)Br*f$T;io#rYVDE z>Y5rbQr~SYRaT@@Yv(IX$-D2g{&fwOR|pb4EmqIk6W4tB(gXE+8-BmvNG@KK=iIYD zX)RmUo?Vt3k9kn+l<_Q~cUp6y_3%4fNl3;2VOJ8e$cb^jD1T!>_Hrv$J>GcPZ=u#8 zj2A;aia~v1BB>&CHDsOnW9xp(sxw!Ks)z)abTSZgsVI>lfBOY%rZg4$Jy#M^g$4xP z(7|TCMaWgl*nFR^AM5I`8K{4?7APxFYjTA&M+!WK?CU>Sv!cQC53VEz4$sCDbm9m6 z5cuAREt2a^XCx%YRj)=2)wV4I^2NKG;$wGE|Hj;>f> z0x&AJ5}9#q7)urTt;gZz1t(&0l^dVfi?3jMKlM`l%_2c-(7z3@ENcd{Q8)yZ==@EL4MHzYL5uuJ?4)>3F1^?R-) z2Ch*Dq(*TbNN&*SF%x-QN+7#9sYm@F$lCL-)}5ABdq$=9aDGTB9x%^KTn(hioKPCW zTKu1^nb(x&A6!XXN~KBf>bhv9aVE%0vu*337Lkh5q?5}O;Wjukb1RJ@LU5fm^P19J z?Mhmw+nV7%YAtS78$p-2F~4v|sGJz}MB)qz zx=NEG8wm?wh#nlWW=#Wg)RjaUOowQ!4CwMg$$^CAf@6XXBqSG{@N^&{xmf2KJqy#= zAG)+@>~+WMlcH3w=cd_RaUT1%)|z4-2PC2~kA1r-kNq0!U)5Cn)q=z&T!qiut6gIY zHa9~~BhucL?D`=7UFK5OqU z<{gbna(a;|IsF-H1~dSE$Cbpu0oXv`{*><)I?rl)5`jdU%UWr;2U1 z7DZF94Xz{xu3j4+Ew^wiJu)cXLE2b_yBV}>UXL~m^nKQ%Wj6-X5pVf|;4S5kFFIye zTHRyKkA~KMR}yKo9GqC`2eZTEKtgiyDp#u(`oX_-Y5m|GxMhmAL3)qi{vGV_JmJ$3 zy+LcIS62?~^~+O9=b`fA*gJm88acBvlHf+~_^`=4p0@r~P378xgoAhNoGjdYKTcb0 zHmW{4SR@;K+}7PL`Ki;odpG0Z|8{HHGxm6QORgk26lNP7BKiUj;}!W5llS~qYnC)P z-s}p8Yszpl`DCe!p1cBXo=DEty_+!_zhNzUb~GsNmEsU)862u;nDF>DYo;_je#Mo9 zw1vOSkoJ2uvu4yA58BwF?fDI)v|+K5h#B59RA03gDJxWKar8Cwl#h8zU}Q+9ec75D z4WmDCC6UI+Vak)UCXZYP5|WEI3`SFK9`$e?N8ucTJhGVkxIc-!_$2nUdnY>8Hm+O5 z6^hB}t!wik>(-j9`{R6T(_r@&=$4QIF10NBuEtWt7i*FfiqaWWZk08Yn#wJAB{6WY zG3;CQiMCgu3_^JVplW6z{hpz_-C86Yvp~O@S9nqoGUP+|TJxeIwA+=$z!BPVENIqn zda>|*YRK!LlrccHa5`N+M>|IBF>4XCBDOVmj(OxoYl24wIYUzNCDuG?$UW>zV&KRP zA1Y5w;8Gx*0~7X-!0-f;I6)J8URzXFMLR{4LvH(ApWP%sVpPAwTKuf2-jpjw{O47C zrv(4`c%Q3kJ`L;KXRR63Ab!e~#K0k5L+TD}yHc#4Wo zRfG(A!5_2cMMLOETuBTZp}ahV3u)bYqg|dVKgCyzAWlga9R?RtNgyC5|{1B_BTaUj<4$W2q^c;aRhy_4+lgB;?52 zDoFHwE9DU1Ls0dO1b(}ND!3Fp+G~dAertiU!^8IoRPz%NN3rL-)RehBY|V-W&jD8w znc;B`+Fo^_Q?7~m0VvEsySOSYE#y7W<~9)+<3?*&gY>qr6l0w^tsfO%dJ>5 zrQtUzNL)grw(^88j<_>fwA4H9`PW+unYHIv!IvRk!hTP5w#k}xtvS)U`*~Lqa=3gC zBi8TO?6qeK;W@ENVHItQD&UUbW-7EkUt>n@J=VfzMee#>E8Z07gydqL>CxH#ZW#3rh7r92FLut7$B-%Q<|>`5|_~2-tb7d)xpl=r)aASLOr+$F$i|1fJtJK z?GuJ*@wEeT=DRoK&P&ck9l4krlc=dC+jzIdLTmms$QHPgkR$Bh81;Ue>>S@^IPK4f znsKGS1k%)BDW5dc7mVyqYq7Hqz8k_D42f@w87O?mI4k*(rNtKGR1!t4sKtggcC<{J3TAi#T%3qq|OB~K1c}sSr(~zrwvL`7m%l;Xw+7s3|WL32t zIX{+w?+IWD@|_0VsUqSR!ty8d%@9C-sWpq5wmm9HTtd@-BgKUej-Ed2#hoC|f=^D$ zN!y?C8^-Mw)}4|Sx9uW+T=1Lie9XJRuebR(9(4AMHHR8(Gp;1$@I24R_uKqm-veK{ zS22lghW3o>JFP{|itDysxXP`D>XdFg3+)}&+-aEpuq%myW4ieujvm3;!lAQvv|KCW zKRCO}s zm9MtuOH-yTg2W|s-0o5~7kK`p5BpK8PxAo-an?=v-2y&wAH4BM-|j_GVqizDJ20yq zxjUz9RLBcC^N^GGhbO&r0X^S)9~}^?%r?etfiJe^TLbdcs=ZtXO+FpE-`oL4@-l7-r-X!`QUmFIe-Y;rVh`5@|dg zOuC#E*qk_!kX#IER=67Bey;JOT~6Yk?sk+2HH zDMgV)w2LwTiKV=u=495ID@~E!C`k025&E8KUU{h8!oBdg%*~%n2U}9_xaWV}TE?tB zzX}C;Dldu|UTn&l{i-!5T5rGGm4qBHzvxOr4qL{&55v}hgye#2P#j3ezW8U?f+^yn zGhX?~rL8k69Imy3sc|f=!b=PG;}Ae`E6*9MlJS@vAzEsk@M|;TA8f%6Uw}oJ3Ot;5 zjfN{nXy!TAtmxF1VH`1Ub{gHWFvlYA6>(81(>;5jeBYD~v-l}vbI_Xoj6 zXU&0z!9A`dGGpMJJV$Y#=!EF};gtKOzh+oU))Hlfg=+r@>=^9NQd|ASN?_i0xo`rGQ(K6HNB<)z;i=y6`Gj5^}7* z(v^htzgQzL%Kw_jYCBtuRi|-|H5?;^mxES2WiQe%S*d=*xAaUtzMV>M>K2G=dB1?_1KL_Rb>NiH?hzSkLZyBsFTlY~`u<|0O z16lHsiKmkrY2_cD)z}+K(_sG-YeqFN|Hzeu9PEGKN{lvJddO5%c59jr&>;nf#jWevV);k%m>XTj%_)J)v0&H zc%1!3(qd$HTX$kst8q`R9LbuWU|H2#T!@-)siGoJ*lNc+!xGq=tVrIPaSi>OT}enQ zauX|1zvK5K1~o~R<%rDAXwesAH#wedKW0UE*t#>aD#D0C5t4N}B2eoWePIfc$Q#Z& zIBm_ThWtaWBnFQBPGE}tpRf;+UBtn^A!aFRr>v;%@gTqyCh2M`T4Ehg*b_ z(0W0H*l?6QLkvFxa+q?o%Z?dKL#D0S)F5xWl1M}DFyBj;fhQaX5|WE~)(5Ve36CAc zb!lZf2OxrLKdW1d6U%4XLC}D!j>^tf0nK(rlM;3;$DfApl6u)!%B;3OV-03jwLO-@ z88V_Dq}qm?8pX}Xt*{%gz!lvPPgvOO9Dfs)_z2vAE%KH&==G2)s#FGeT z`GBF_x@}O)%Wb&}lVUzYR9Y}CjdV24shBR+Z?xZJ&6|eldRGzy$8@zc!#J_FmD+r# zy=AoSwH7DqKpevD*OQ0`(y2jkHg~#`NMqyR(@D3G^RW&jBo}}0 zniVE4khcHmrA^!KQqU`)g}O^NvP*1xK$UrUg_jbgn_U(RCiylEF}~9s6s4RSO^wN7CY@qj&ivv$n+L#b~S|Gc}8P&Lb`T_mOk4C4o^g~|%!I^-H8PE*WP90y)*O7y?ani&nG_qvkE z43cx&ZqwQNwBIa>BlSGkK&s@`&*SUait+lIwR~Ce+MH`Me`3fr3OJ%9CQG>8nkfyqoGXce19$9D*`KWAQn~U|V$gZw($)aj#SRQl7gX$7A8*sP z7}z4zrbk{S?MxJ2Wy+!HD`i%Xlh)msRXvWQz&h>+VRX44pdnE|y97l|)*j9F|9Ng~gMF0}08+fZVVR9Q7(-*+ZrXbBsQ{_h`eq z_6q9`&Z=u0a~uW(Z}}cmyP;U;8EbwtotbeZF>tgF9u4ZK0d67u$@c35Rl%k=)qAtI93b zRwOsq0^#l>A$R^f$xUT|irk8|G1POs!A2&Enil|HlxzIaE@ko@MpfvYq=>6^-XJzG|;{wNL<1t*Xjpq1=^;Aoo!-z zOhTZ&<*pyPVNeUJAq1IXerQUR$pdt`X)U$Vnis9pm${OVBW1B5(f4}zuxc0%d69gV zBsl4pjLkl4VX_X3sHB*<(V;Qa5$&;NMT2ISD~W+avy5-#&|y(uFeERv79uMo%fmZ2 zbT|x4jYqB7(BL@hN+J!1!#Y7OHP}cxkdRyqXsI#82LiT(LaA1MvXkB_tiNUj`CjX8 z&8i@4!lV8ajugkkkYRt$niWk+zT1^V8XgCPrIK*s$AN_8qTw223p0KnTX@-JJ*V=X zbA_{4wfbbxX<`+gP5d&m%(vbO6R}ylt z{Wk`;-_hu+58`r{dKD+SQDoB#hsa4DB1wO0?xqak(i{8Z`D$Ya5Yp8xF{ddEr5n7` z6qjCP&6Wn?6|N)(4&j#5L7{_`C5jbTvCS5)J4ZVPZ^T-}tmAJh>S{tBQ@|++@Rg=b zy0=*Kq#-x#N@C#1Z3^8X+>9$~P>eHEw`VIx?Toc}Sy9^@IY-1F?W>LXi+!Y(rYqJ@ zS#zXecEXiJX3U)3h>hZE&#FIzTVip5U?FIro~4%bCc3>EF=Q94rOOK0rrZ==JSw=$ ztK2Dw86uw@Ylbw$nu5e7bUwCo#Yp}JlFX~HnS7J)v*u6(Zq}8A9BOZ5?ECGTtRIa#qSxhf<|d5Z z2dxFmir$8t)Gt#h*Gg<6GQ@k{Z_SVf)~~ygNQ33D@RMst9_tPyBp36zv(DC;(wCmJ zfu3Tbz2OtbPbDijyYn|^UHU)P{hn2quH~C3O;$TURc)w_tsxKczpVMvRO&AUiJpeL z=Q`YVpV!^ubS#uXP=aHM&cqV46%O&EY)7Ytt%uDPmLlS|^9yCzNpXjtDJy+(q!`(? z+XuB`xjQ$3bHMVDlu{)mX`Uq&X_Ht`zScbwl-`N-yJGo`$A_-A=37I4g)0d;jF-BS zkj8}d??0t6Idmv!md{6p%9Qk?gC-j|z*OiYl|+dP3w+h$NUsZb-WG#u(gEoYNmkv1 z)}5c#C>_ofL&=4%igceMxhMt`*B$tLMSR-d%(LWgS#a5c%jkcKG8?w1-DfR_rposS z51X$XzEl90ycaR#~HZsxuNC`=P4XO-KSlO_XnPIIR>QEpeiLXK@}56y&6|ei zPrH&BIGQ_@E1}3lA4pH)aglm*p0@ao5&i?~F35`T&AFDm6p9SDHgKg339JpJk)OBb zQp5T)t|Zb}JGgw(Yvc*vfrR9Om!J+LBo~}nVwCfx2Q=vA0adGsko2-9T8xZRSiA(5v4#h{IMCW`YrX>9}ckrFoqM9v~ z*1@=TJ$)*P3|knB(r&kAMeFswt|a8p+s(lB@+X~RP(zec4KDPGS?aGDpO;xnlpP<+ zody?7vC74!NabVJtZ4YWggf`w7GHMRj#th;J3Cx?H%57BTjf3YcrIIq{CfxboVJ&gi&fk!0fwO#cB~`>(JW~Sz(~|31Ylbuko^mB2hsd-m z2{}iyB3#rQInO|KjYMua)5gl3N>?KDvIDPY1Y8S#E$m4lfa#l$2v&&eW@v0Z0Ow{WHe(pRGF} zE3P|G$`VN+HppV@5hPGg7Hx$RC@>px?*C}bq6YKdxsn(-%(pyD`>^ET4DD(-NRjKQ zViCb9?-bHjUozO<@PJkh-CJ@Ul0y#QP>$#pj=U;{0=FSkca1fZ8r)l5No0oG+2y_d zOuLSFGEUhnXooR+!)J~jO66TMv}bG&Tg#kvAbXfvBc64DTa!g~f;D6<4p?)h0eY_> z(R1b4cOUt>Q_VW&OK}80e4a@9c$g+_?!2uTp-Jn0$c_;Fc;Z*2nk2t5S_yS+dAH2&5NceZxSSW4(9%+AeWpzaYp2$ll?6pb2q=wTC}X)yfoLG zYKaVzIuMtb2I70Inb7+8J+36=K>Q_!s8_(pbsf2C^w8)Dug-zdpqYdt{gOfXinTCV zL0L`5UZd(H=0p?)kX#ICxw`69lL`jugpGE& zk#cy`FIho`b_~j=U5%?rLvHed8%043$B(YGW<*nuWv(O!4$PL(PPK6hJSCpW5 zI%RWHFBzkkS__jEBkcTUZu0dem2#`o;d1@d*hj4y(SSMYN@DQ9@XDVC7KP?gz@%O> zFt4x{COa^^ey1TMxKT#T3LThdtQpaOnQ`Edt z{LbsNy*SCF+9^_4ZmwXBxEszqdYve+7JSmWU$Sb!ZFC|E%Y_t46w=V3XU#C#fmOO9 zeB7E_O%XmKNc3C{_C2(7-x&l{>A0`q7EZiEJ!-v)65cokO~ZXhlos_8;~$s%9Muf< z#gk*)ziHi*S#iHNhm0yooM(YC^+Mn{!!4{qmFa&)p3;Z~~n1j$FxEyna=5b^T-0zseKA~M zxPRi(4)-;OFJL!61~=}T3xadr-rJI6`zPbE{T^$<%sNK`rp9)t4YEGdR8 zBzlhM{wF4u#yy$n!LIV02k-A&3zxAYyUTJxgyyW)r=PR_S*=e$?Mgxp(oZog{Z2;g zi8|lAb-$-z$T&YNlPnMc_g0d>O}9Q06Wbk9HxzaQ=gJr(}h5PYh@NR`~nk z-r{_xfir%EQ2B-sDxVNagZ*!<+0$VED_0T&hyAV?_C5QttNI){Ei=X~>3l}E1 z(5TjhL(}^d;ESTfig48}{YhSE2C{pXRD?a)QcYs!Nz8nGx|Sy~#dIBunNNtRX~br0 zJ~fTl;7VfP8nHXph`lfbjVd-b3O%4(3FsPCv1zr5Euf?-^d@Pn?LTMi@3robtVUqB z#C~tSMFKJ6*u+W#@xInjAn``G{C8V3rvZMaD~UAV4!)Ii&v;IEAR)Q<8CP2tuEsw3 zAMBp(OXzFmS7P_B4I}~QbI&@~zojWuQ;@iX?isGnWJi}g1aZ9`r>2A0V@hl% zn!h;@{O_~wij3Xf_2j_66{Fm*&IpEaqh{!^>jQn(ni&n3H@cFLL+o`7ZNFW-i<+Sm z*j^MRhW$6JyD2N|{hjN7&6-b5BYwq|#K1MeezH!ef&J%<{a36zBrEoPnCrh}&721K z7hOrD0e6_FK%+;kF zd6I*UBc-ztVma`yaw|`fJKY<&&6+U{xm#UH$U!*5;P>(doD=)=J7@`GKYw#Z^D%3Q zv!dzX&%MN&84baQx%+!^B;$+~-JI0ekF3Sgu%`?{B zkrkV5IUi#xVp?pxXcE)P{x*Gl%~-Rep>y7qgdATj2DsPwa;@&pjqebrL`D~jdE#O* z6iKNUizP-_rY{)CAGH=cE0DR|xG<0r+s6CQLKtMa;fJjG(UAOpR}yI?9XuZCH1TM6 zAR)P!$6h<@)8T0OjY#ciQ50mcU67k#lXfAOLUM$$nUq&~6d=0HMnvD#IT&iNQtxg8xO@F6%KO)B1?2LNKT<|0~iOV01hnC!E&4$*~+gwS=fp#5( z)o({2{{SvfZQ?kNHjcNV!`np)B|Lt<6b+6B4w&;NQ$wI@`7MKb!n!N6f;y5bN3ukB zHG}`?F#1TAd@PHCy5Ts;2d(+kP(SKQA~WjF%c~6s{1)~Hg^(L9T(?IXhOucaTUHo1 z;v!D)7C|@>SziS%!^tppYkoAis)9sMbJ+LlW`XOggo*Zrvy$*h zy83HYm5*8XNmf-^ldBO&Tu;axDQaRk2k67rtY}K|L01w|Nd^SZHop2unMfbudt4qu ziLKaynRFt%Sw3J0|I%9MtPtkH3z4Sy?iOXrtV^yHPz|U4{Dn1h8mM1)C6O6a=ectI zQNM#|mtXS^)5$nB!&X{z6Gm?J$bgmyDCV6EIm-tMX9`w^BYRd@v!h|PRFJrI6XlNM z4||8y$P^#ZTE^**%@#Jx;&fJ2hmrG|G=~=7F;ur&_f6J8wj)>VV8fmgT@!JvPy~wm zX_nQf57Vpz3CRU7f*nZ6zPQZQc7-vJ-@UXk zkm0j|ILLU?YhhbL5f?k~o>_!J&b9dd8rmS@ColP^d^HYuOj~1b9wsDrD&P^Ss*K&X zt$$0?_9q32OJ}ZDKZ<-^b;dgr_HNQBX>Zx|ywzIHjD6Z2%2EEXI)k!NMq5vHyxIE4 zwN8G6D+xJ_Uh7Ii4rYe>q6TyAVz|Htk56CP!F=~&90^SI?lcYJB(!mVyo@5!8OrX| zo4i!OiLmW5onnWhS`Jaww5X43m6OhB{j_ZQ$+K3t$$V1 z!cPhk_Cwv-H{5avC#{rg95kk#x!nEb^g@1)c0B&SWi5QhF7Iy56`4n|NK5h<`x*;O zp2jz=dC~y+#@vAPKRfWQC^%%>_72_x(Az5*b1j{PC%}CU|5LLzAg#Jov#x?Ypxss5R z!eT+9@3FVFFqK%{wlPqJ;XHICX$-rj1`OyvYoW4^)O9$-D&mTk1dZZ^5_Q86HJx;} z$C@1trd_Ti1`iWTO%Op5D{d}PNW)}kz%aekTBz(Wp_U}#iYpLOFd5?0k6N>%!F1M@ z#K2+NhS3x|9*5v+G|M=RgKoGy(y8H$IPE6sEFUn8udo(6D~vfBZ4uWvg-miCpSO{M z)ez2n#+p41))`k41BZ3Pi6Fq`akyX#bEcSJFqvGRoFjX*VesB*Em~Ia*5{_co0!!k zYcfMYw$c!%e1|nZ8d^W>N@Cz>-HY4+mhI%^lYMHId0BvXE??sqBe>IxE;pi}p#WH1 z&YCFqx@c;w0iU$)uB;kxFJ&HBUaIYjKPWK4yzLba4}>PM`9OVjK#f<({YRsUlp8y~2_>FpHSIBvFFo2WOD zfr77|=+17hMr>s+Sc{#pi@Tdpq8D+OSGm)=zGKaU*7Z$S5^^}#8NGhj=WUOZHKWKu z)4f>;^&au7Rj-A(FP-G&?b*F&ZxXYtA2EhMXf1qJ3~$P{!&Fn=kGaoJfP0*G!rbQt z_Zp^ex8_O1^sTNW29Bvb9359ir6a}ZmyFSetcA&nk#cf6bE9GL0qft^uy~&6F5`bV{X|5HJt=aka-u(zgE1x9M~zqpc+&L3lYQO+OFSq>y5 z7woh+kdS?G>SFo=F6d|HazXp=H7z|GTxgHi>*tc8=*sfN(e=v@TC14ZT99D#`JG3t ze@j#6L#`zLUwK~wCRbJEA0Yd_69NfE3P@+EbQactLRJV_NdiFy+Uly;-BqcsYHCTR zQD$%tV~wJ;3gWIfI^&9{sHg}oxDM{3ckX$wUcGm#y6?H^8|U+% z?@PV+`rUWlIp=roeRnzcoDjlIio}>VCmXO^hh0)I81|0PCWQ>*Vo@~1G*3)kQ_PVQ z7%g~X{d;evP>QxYRus5_Du~r$h+_S`q;j=MRZG}_%5q_$PRW%@^Q302Ar~zKl}IkF zCCiB!)S&ONB@u_-q5+^b1hx0kk!o*Si?aUQZzAU$gu&dH2%Wj4>KEyZuIV2{8YYR}z5{%Bjh{ZBRXMQs9T^kXa$HWY1(0s#|gmY*X?ZT2XZ9`QvUt3E312qi( zccr_dAH4R(7^HFQ$EMq@wNmxdk_DebwFX13&ctB>9QtYwXUqQAR?Uw$n%n=eCE*;Y zg#f1?AMgxM-y?%;vFH_|y~TRFLX6Vc&QLlP0l=HMOEtLDFgi=jgI1fC+LCaN(Tpvs zzm?doCOxB7D0Yt#xl$~OY2!8%h)}PC!jfPDRMr;h$Ok z1+f68>Yu`Ml(Yz{Re_xNt(xY0Y)LrR{IacHnnEAoivr7|G&*^--<3p174F1nx{i3U z^wuU1Fj}{Zg*HX&tYkLeT7~fmxJIyCpJ^S%zZY|(q4;;UB%Gtzn5c|&qZ@x^Jnj>- zZ;HnV)0giRzf@EEyKG4~SNrV!FhdF(f)*RDC$YUUb^SI2@h!1Hra;U=wnoJfZ6jlj zwC3#V;ai4CrXC}%V(NfV!HoS#Bs6b-T^Vn#H`7Tc0=4%v)-Wn>1v zsg}d!X?zVbc8_7%Di+1G-pqt2ZZj_$5SzrW)_{1bEeYp9>^fK)$YmPxB;j+06!Z#k1{c*rl&g?TheR>ePTtLn!&DQRcQiq;Yt(m`hc@0 z;-C8CBRD?<+t@I}fPm>xgqmt-Rs>DoDMe^T9~NtP0X4G^b2iCI0t(6ZnbyYYn`jFuHR<3-Xj*s6s|eReu@X}?TO4>Wq31T$9Jvb_0$U3LSHIicOksjO2uCMxlC~%;EkX4VwuBb zk1~>96Dz_L$<@e6;Y*TYNw7i*Nsxh<1;J`%D2Ud+ep$?z2J)9|NjL|2BS-e(FA=s3 z7I`BzGBJ7B6Qe%I@rs$CHR@|}d!rLu$3ut>;P+xBnHs=GKN65HWvb+7pYo+t-`aR( zrv>X;uEpx~Z^dkC=J0D<63)$Glf5}$_f4r-jXBwl0X;U3GtP50cDmf&IA|9#B-UDt z)5OebCbH0$gmV*_6C~43lxkHpoAEJLi~9`W-Su&(D5fa)!<132I7eaIrX8KTcd3tN1r-AwB}`fJ zZbhU$#FXk#qAz{KOZ357vxyGc!8q85k7-sp=?o?My>#)i*y6+((PZ3@iB)Hc`<7%n zm+CL5PbtZczEvPQrF_KX?NEwjPbt||F%mtMEz!Qkp%jU(H>58R^Q&3Qb8SgDx0cfm z5%!q#hYiAm&IzbFM83=V&h9l-N!y zFJ#%2vUmV$z!VxqUZk08^ow|II|``rQ;g}QV)0FDWe1We^@RMV0{+RJo%lzm#phpx z^lI>sls07;vS*4#GlgtHqkoc45pOBQo8E}t zAm%{B=jpa2oa3{+B|eEQi0eG)A@fxaT%i)VY78;srx?TMi^Vs^@Z6RdB9vPZ3)l!P zOzfv}E!+p6BW6hh^>1uRI0yBt1ErqoU>eDKXp~s=Jj}6U1r?*J0!Pn?x!oF+XCU7u z7TFZYWyy-qvl`wpTSTFZHlm>mtoH`$VK4&od?(UPwNEgnsa`wY?-#3Gr3G&eag zRPDnAcoR<=D4!L-UIXRRwj`W`a_Tj_nB`+r$RS-;S=+7NwiE;OOR;#S04+-TOH@8i zA%7Z7KNB;d!SwI8B%H&vYzH@X zc#&9e(@L0VgCoW9LdI1vtpRzym>CVo^|mCO19>^ZsUba&cQoBU5QH5*j{IuJPmT@X zda=Sx4PcX>{wI)F^=M>S*fa}ynwVS7LawzX;oL&>3{8z(?u8qsI>VQiO<4dk@D49O#6c}yXh9Y&lTV1BfE@+tAlH9Q_tBu>b# z{EqwwCm_k7JS;MYZPo4`{3&G@Nr@5E@QTvE zIdle5*E;=mtiYM0Gh51Z`a7}rl;AkuNihsIoVO-7FjVXw&ff!SSKa%>jByd!Nzr}F zng!`w)?7dmJ;T&q*C#6qSVX-gV4G6i^Xwm7{HXUGK|!V=zOSN`FLNqTQL39Xgo3Ogavo$2 zsXk%6wEi($A{IhxJQv%NaBgbz_Lh6o#oW!*l#JhM#cGO@w{=iK&EGO{}J7mDl6^3G-hQ~>Zp?*NDDpRO0#X8|o zi%uUz#r!IZN}X=91r}9(pjlMCt@x0bQOztqU`xWeS)9{k3xU_d>ICgROqVl#^s!Fo z`eOr6!)F-g$Hk(X!h8<4G6!}H0R7#NO{}LB>pmEvXU%uT9BFud+m?iLJUfi=OzhYZ z?Vy`K#;A_J$W?#4!wA(>E~i)2lf+DE!2ap~EU=Te`BUmq;KDyMFdbqYm{zwb*c-=_ z`nu-N5x-T_{4!e-?yJ-lG{8ew*qAt4NMTzkr5Ua@)|4Y%N`f{ptVZNN?d&+VmH35>ZM@^xU(Bm!8~56h`2W#1{za@T zQ`;Dy%w^Z-FIcI#eI^dt{5oM$_O zb5)X-rIZvZ5GbTT`bf2Ur!7tCmGLYwUs`2cYD>a7zRTNI#*zAH#!oS_SBk|qZ9kW{ zuc)K+ueOPK(oo%OOTsy-Ddem0$_SK4!Lg7~TWxp4ko*wmy&nqA?ujBr7$3R8sF zz-=@liyDlFvW(h1=ftdOK=;^^`0E4ucCji`x^!OX$Z;4f53NqEr4SL=Dy7+|}d|$C8;T*o?-oYZm zZ)GvtiK^Io;WyglHF|>U;~&Lhn?iMVvNTvk5Us4r5z%H9SBLVy#SCds{+BHY=TNTL zlw}XSav4wt3!ti{t(MaWkAP|IiU)U|fheGY=NQ(+Mpq-!mC3Y{A?1+_;UX?M^#n2? zPcGu?4d~!55woR%yV#b5LvVek~#^QCs0d3#!?Y_={W6y<=oSAGXy%D+_wlIp_Ko@6CFM51-`2r}^-RI{3YbRu=T!D?5A(^4XJF5I^L~ zf-cl8XoHEN!iN@gwJiyU7Q~x0&)@Dlj3Iv3HaL>2G}_2QbASTcs`-_zw3QM8EO<*D zwpnA&KRTwfq`?EGmxxtkI$*jW890d{xE2ESDcLCSqzcxnmK(DqTVufyQ=}xDHl}*9 zm_==ne$1AHa|4)6V|1F7ieei6nPIwDEPyFY$lOWeTH-*{{JX_()inPOTN2JSzxu#H z!LNL@nQ$uwjYRN*gTcHPCXf;bk%g_rHbdE?jNmuKiZDemm8=AkG`1g7z=Ou@mzoNL zByCbUeO1hvhVrAfB%Gr>W!q7&oXKI2akPRp{hjgoAF&9g_)LY@d%%NM#eOG#t)~3{ zv?bwO`RfDaC)ObYo5!xvwSmMD#6T<6Dt@4lgjYP0Lv9=uJ2{Gy4FQI8>7}kFoYyzt zOs%7dW%BpN15Cku3@5uwT-Eef>r(-X5k^1cc?set#?+ z(dKBiz<~A7LaD4)7@A{PG|w>CkBbr;!e+6WOzZU}p&_itE`1V{vJaF~w9Z6gs@2|x zn4<)VxJ=BaW)YX#l5lPjYa14^0Sy6tt=JAIOCx<^>029ou3CI=<&QJ=Jz|BJV!t-T zenU!qei?E4?9!Juvij6I9zaISoCf$aZArudmkj58F2eoecdVnP)`CRH#qElO#asz- zfytULkH_@E{gWaKSy-O(!{M|Gd14(@Y5O6Bt4VA)e6h(^9Ym+j@i zy1NkT1lNrnr;%@6emU4@vweLG))lyes6MOskm5rpAJ(ZuYqKS-)TgG4nZ8oF2v6eS zzGVzveM;HuL7G$~T^r_CzDE2?pVAy8Wg19ls$JwY*IP~x^!XI;QWV>Q(vcr?ROaj} zq~Xy=P6-rF2>3)4TyJrog?~^iyrI792!KmGslhJslmbtF{dqTD%CG;Z`1L-C4>U-8 zSdnO}?6$hjKMeC}iYFD;nMc~)P_spgf=tzoT!!pUxiPBo_QhE8?~5fjRs14sK;lI1 zF%EV0|Erh@P5s}oBvGGIK<k?QYt6T8DNXCH6$)OpiwOF(*eJqwdGuz)7wpeq zf&u!VVrR_F=iqS#l30xZQUe~c8TC-(TcB_gRJWq0=jIixm3dEzjx9!4tf|@VKc27? zh#Ey|L0XAYe~Q$iaVcX7Dp?NjNvH4w_F3W*hlq5X9?9sCXR-KVC=FT+AP1 z6Sz>U08q-eVy-k~*V&SAj_g97DXmmH3#AH>ZRrryt`MX4 z46$&gsGaK1qN36fcbbP#__e=I%!7u}HMS(2V|2njd;eCf3R6Taw^xKfKU>V22K10E ziN8Le-z-*zDbSIfrXhT95Wi4^@3pohoWm#BCJ~vB6FkQ)?q|d*Fon%xdqoKDC&g@O z;C{lEgmZAG(}(h^bf(muLz>eFe$iVD(ND#Km_jr|eH8NnC%y_p6n-LpvxdSCZAmys zVc}MB=LGZrQhemCF_JCRgSrc`6UeF)KXF$)?* zQ*22%hX`wcO7O(`C@M{VXCO9+MKG-*v^L1fZ|v|3mA_W}T21*WTM{Qu`5W3Oe}g}b zaY!tJT=|VHT%qz0ieIZK|7u$jCruj6P~h!Z}8#Hgcj|Ng<3;5#d&e9p=&M*0vO*^kcDjrYJ26bENb!fAB6) z{An=#o0tg=rtjO5a1PT6pG=x|nXCSGB!olQ5>6JsP=jxREeYrFEem?rXlA@4=_1x^ zuriDG2ZN!&9WF9BHF<#RUZ+@S)4G>z^v46P8*!0BuC;2oTFj4z;|g06&T%x_ydMG5 z=m|#hfLLr(Bt_f(!z#H?%#a4`i2S(3nqB}DcCF;^P0AF?Ik z9NDvX$2_H#BdPL=O*A%mL{T++gc1FLSa4HB&q12asPl8kIs3+vi@c8J<6@39G{0+0 z!a16V=ANx($h)0-yp+nB^4;}datHZFkQfK2Jvhmh`lG2*j^w<-D9Fb}iLsw_xvPQA zCGfLjIaT;(mXkL5`Et^!FK4Pbt%?#;tKZ|rd}=h%{Pj?t3szE@EiTNH+9JKzD{ zn}V!X<=9&4C}kP3y<$;K5nGxJJfIY>wBfH+7SizJxl7E72HXx?63&5}yPMJ`L~J

p8)0D{|%9YmW4T#^b;nHtQ!Z|KyZ7;)>(JNL9Lo_FzO;j>4S2TZt z@y51g8kA?$UL_XU6t!hZe6W0;X{J1jdZl=7IQ3QZR&iL&jt1h(Y)Lo=@yuW*51kg; z!iV4lNF`owfElf6qn2g>KOz>_6u?Ad4iB9V+KY#P1B%}ONFBcW#ms2%z2BCEbNFWM z#l|CIEUlngV-P#3=DQ- z3AN&9%giRWaTw0fxtWFuThw6xDEcE&;Esb1Lww36SEGWBNg4q{Ml~p)W#USFoj7!n zrXd1P2PheRB*T8oI5C@=G5qiUS!39t_geyAF?fw3ZE`A`!@hXRvx@9-zON8&U`)Ba zoGuX`u00)|>US#Y}6abCxX$ z=k3VigC*EOu6Q`1(pInbQzc^`W^C?nq=F3YPO*@t;4V&9OTY?TrZ~Aa=TBBlYBl{z zF&i3O+iXcVhiita=}Hx77^6*j>>h(s5{qIA%1o|t4PG=L3gTC5K;&#mI0s_pfoiT$ z;Hsk`5x>b$+#wdm6pC3%d?yP9t|G*ZhQ;mTcWYSuy)6mnSZqJkhkcyc5++157$m}J z3`4_?O065y-U#>X&z>q@xg+U9&8w_n$2s`J^m+Knp+{R7x-43o#)>Fo|3R_xOtIgJ z&7Rn^+Ei^{GW%za{pHG_GtEeYoavtWCz4Cu@7*ed1* zYAwC%+LU29zatjS6wZa1kW;*2Y}3q}R-?ZqW$W7E12ppxVn7T~%|(otc-nyY zO@`#pVqr`nnUx&$xq(w^Qv!f+aPdd+yEQES+m?iLEY|MQ;*n6Cztstq1S{hWR1@3NwMp=bnRx7U$0{1uQA&P750wdv1WE-0rBp{#Zygh2 z<}|>U*phG#_?ZVWF5FzIR7=G~9|EjVHKaABVBi?Vchu4h=M`dcO{-@@d69Q3ep5cb z97f3>=<4uo6*Hs3x5<`-bNCis*@PJn^7Y7|?FunihsDB~g0(OiK?on=NYK!*N$nG} zph4u>l5h@D$8N;sE$1*7L(Z%PWFw;-?+5#8}h7k`1wae&&xcj4u@{ zz!b&~IBT#3%CXg#06k5XAeB}Eq#%HgN(gLS%#;S~ZMGzw1A9JzZ44>+1BrDz&Jszp zuqJ7)ENL+0?-Q%W6!HrQ@`h|!CR!zzAC*keog#t4T~?^l5md2v;#SEa7<*?F@YCaGshZ&XNbAc5IoJ6gmVNJ>!ZJYyPvAz48eUJaCE*;eh1+vSgBj1jjI~AIc7+(HUa@edIGu`Q z4#b_Bl5FNq!ze4}LBl9*OTsxu3pS@KxeO&F?xRj2dR2)7*KUpW721?xgkCHb%@m=9 z$!_9}wu<&qrw+WODo3(<&*7Mu1r4AV*phG#&{Fzr0g}~;bYeU993l!L@Y+=9MWpd+ zUw;&-(F!wU?-mPd3fWTrWF5(3??X?(Y%1MgR;yd@5VN8|_jX$n&Y_#VEmJC%`iHO$ zoFg)43ucQshGxr_uEl-E|sNA-N`%m%fHBf$KOTsxQr|&6Y8WuO$l5md2*-hDnsCqFZ38Y`>_OOlTh*z$9*=X<2>=DN8 zMPk8CaXTm3ltPHUXbfKpZgbrp=4yS;H8h_u=14>HIkqI6qj`Sd<$6>>Oj}BnRSOwRf*Kvgc%*_1bVNy??B?aocG!M_AM7|KDYv4*>Ptg~ZBf-(M$STUv;pP$5H zSsy~XaZUy3=@(Eph&3FqjaH3HhLdPWB28P`*{xf+}-!zeOn zSX3{z8OL`0r}<)bG!W<5l5h^@9X~M`jUnb!dgC^kIhg60tH& zt8FLX)$64K8gmDbCe_2zv~8|067!~EeZDOT=U6Xps;~@a!XL@R8s(7+GKO7ZAx$wn zy}62Vl??X&v}jeE_dbj6R@%uGg zZm}id9G9g!E*y(#A8j{|)uqu2GhY877SAi59})AY*}$i4NjSHG_4~a+ ztO^Ee?oD4s)QC>Fcj`709e&ynVC;V(R*EV18{j$SOVw(?QYuHrEbZFu{}A)1;r^s8 z3Fo-ahhvP&Nv#6sQ7zZj@LLyQ?B;EEH7r>`&M+#HnrfJ-hPGV6pDpGaac@ts$}(zZof|>)Si8sd(i|XMbNF(HFd8=Rq%>!8Z2Z&fV(h zseoW~oh@ZLckw;|TA8hMQZCXB=dZ~P3>CYF^Y?(-Rm*A@`3Y57DUzJ5rY72v#8(Tu zo)kc-P{*mG(Tf&gHLtVOSUyZZe2py$hla~`ySOR;_ND^|_O{EvT_33+Th>d(LYjhi zda_Je!d1r%nOiHRrX6m2LsJ*?p*1wO*^+RMSBJ`*6?Dq{?CD|7^u)HCYOPkw%^zbd z-zQdpDV80aTMH7X4j2R5v|+K4+EoYkJz}ObVBcv=!a1-@u}Z)jPXchcW@4v9tx$~* zmq#hgAbwLUtSN|R(#(H@+X#@%t*`iSxcoISFB*1Vwk6>lyZI`3Nkb*ADq!m(jME>) zf|=s9fJ2$YIn&Vjy_f?Ho!{D$aE?x_?b}5kkfzU^VUsz+V~paNSGXGZ#G1_b7cezK zlX-@iDGk`uY)Qm{m2~TTE+!&>C2RMtOG&#HBtkA;sYs;rA450zmf?>4=y~azxTtmK zzcL=o+&?MOUq`R{K9IWs`QX~z=*U0Z=1%^Rb~jY#e*Yo#loJ~+*hm2-t2y%2#_qdl zRVFWceIE;Yy0GsGB~Db|5--zN%pqiF^dpkL1g~f1UU$XVm@a9kJ{A55eWh|S-R}+e zE%Q|veh97+ze}^o{fb0eC_36=VGG5aeFcg`NPC)T_ySO(1H2aZS+Rp+VOzKCnqup7 zlLN$)@`xdxQs7C`byfU&P1iTsk_hWvk>P4rL2N;}3~N2%UUQnKqL@fWJZw8hFlsV< z_&!k#j7s7lY#;m2)wJ~?FI!YsQ3#Kl8Uuc}SY4)oUmo3=PP1PuZz_;C708>avb<`% zG}w?=GmksP%xdQG3R@D+&0}fncCq!Qq|pj9xE~h_YYOht7W@2YzM}0M=L2F^H0VBL zOTsyHt)?)Wr?Tp;3NS=J5DR4rk82fL1cz=^Ndsct`@6A(vLMY(Bqil9B-?yaE9|FTM`b<9E+P6RD5rN7+Y8%R z)e0qXuYKGv6!WAtMd#U)aE|E`hR`Db_hWS-?FV8|V8#;Fj#8EpyiqKwDS}HeRYvCK z(bk}H$ZK2Yx@U-4(SWwNk;6gVlhn-I|E5cO8u!)0TI!$I22th(%Z&2iy6@% zdxI?r=a9vwI~laGUm^OOSOKPB#-=+NO|uoE&xo1Qfc>N`3FpAhS6iFWYiXZ!t922s zeLoiqW(wE>-pq_>qa&x-`l*-$4V|CZl5mdBJW51@-B=X>q&%n4XhvJemL(XQxjP(9 zz}DxZ0~zqe4y|Y;^%ilKm;nu%>9!=CLo=N_{mppE{zfdA zDNd#f+|LqoprLcrmV|S3Vm-bQR;nY2nLoxTzDcYAQxs!8KFI?2>%~lIz`n+ogmYl` z`hhicr6FpexsnY zEWx;}7mHhb#P8Oyc-)qRb1YT_2`mE7j7q6+B-r+X*sXBl^rPHI8#2Lj zjNsIru6oKVgRyAnpTRPyhEBU*pSMJ#v|u!pf)KpGl}?31V8?HZ9ld+SY-#ZBvL)dh-W3tQ_;?Ps z!~vv%^!mFoyuC2ixSBu5;2sgHz#LrowJG2J)>+spfefh&^olXvN56dAY$Q{>uVhZ)zWEkBwDp9JxREE=B z5fiq)Kq~pA4*09Y%xQoR+mdh&_(cc3rg0r_L87GKeMlpW&xS?VF_W4h+;2<5xgl)Aeijv$2OqseIAe~< zO7+(k zf3YRu+(>3`s#I$I11ent(lBLX!(9C~LpX7lt6|cdBs@g}j^OePj(l~7qoGs8Z`TkR zXG_94B1^X&9U!M~g2c}gNLvts@Ve1DIa*;xYo%CN(+YPcvLrOP^>YN$mV*Yj8g|RY zylB{+ZA-!-cK(K^KZgfZX(_2t;tSXvBSMgSK5+rXpy{^ zX>}v|4=sd|&wBzxb|i#Mcjqt;7)oRjC!n0`uIVXAWskCn-YQmvX-ks|qX5xDn)2Sq zxIL646_G@1cWx1LrnNga+mdjOa%x90>!Ej_^^na&ZCIl-3jcuEa$5=E8W8rfNcxe> z#`1aypJkliB36Yd&a1KesUZt*Ukhbnj9HcxMA0kr8^w%iFu%^0gmajayVFN={k48X z@Hp%ha($&zHn9z1J}~z|orR9wySBx^HF|;}eMBs_DWuB~h(Ph3Dm3^`VF>5*o$4>N z=;M7#%#H@+L$)NG137O~qUa4G9&Xb}J=!g3S%QK353yLLK+R94Q{W2`ZJWl|dL4UG z%zy^Xk8DXehi0Xk6;r8S!!SA()u?Vx4|$a*ZoP{lLSUvTmi)A1ln0kL9%C41?{+nW zLVh`#2;=m%jgf9eHKyGp1FbkI0eoD-k<|<_QyR2WZAmzXcK+^kxtHR3CiaEhhG?~G zU4#KUPb`>ey@OA>&slSaMz475#2jeotg$8G9Gyj5O2sT@rb`4+dxY8-W0bBF3uubc zB5aIma5yqh*NBIvO_2^pLGiU>ZZs5MZA-#A zif0FzPl4Vwm2|HPQ_+Ai_*ys5+0>V{eI(w|_@r2DQyiBya-;&k8u4uaHVxdf7nwQKHS1APA54rM{8g~7DD1N_& z%M-RFoa55js7(H6NpffiLUp&>XXP0K0dLP|a zX^NOL4e5!tB%C8XD+E=c7Oj5TUB+sySRB*3H@hhieK++}^j>{R{BjMBm9`|@!@)I+ z>R2l{;&&O2gJN;a;o#~)6{QUvSBqb+!Li4dL>vyuqKVH%7yy}r-dd0dx!7wPT9CLv z9KWxg*Z|0LwjK4#nH*)X=BT?-hqe5UNkRPLzmFlb6L%1jc{d;S^5JSe98ibW7DfWL zj9*-zQucbhvWHB|i1bWpRQ^u-M)Tb1%nA4SmKc;U3_b5tZ9>029P?Hkt zHey#}V~L*~5;(ARshq`RT6u`VCu1JFf;=K{yn`(a;Gn`NM{Qt?Xfg<26>HGcI<{d@ z!&Z=52ZLyc&fX0iKRXbeA}M34+!vinH$?X_56$LLF~^$Oe9@M~7w{nK&5^xqXxPj8 zw)Vmuv(OPOY8_S-Sf<~J)naN3$ne4AL$5ltHdB(^u+OnZ{7N75wtbFO zto?RLEyg~R!gNemmP^?hBK4Pw5!KeCw^+&h#S$ATxjus?EkjQHD!K{p<2UaWzu6~o zWrM^nOA>mwV27eK=G}rhfsH3hwJN%$@gT@8?z3_R#gduAGB=5Du*%+$YVf3CQx(5n z!{#Pi5(9XUmEZ`JGxn7+(736VtDs-VE7jfU%;Da0saDKJYs|<+najJyf|^3LB#G`( z$f>^`-QZM1?M^W#8fvewC1H%3b+#T_Aj2$i4S}AqH=~lM4we!bcx{!j{E3lXJb~Nj z#TmYjizPON?<^HNfjP!r3wRL>mQp^)Ddt#%@BuM58iXHGBu?NcH`SayDcCrm=6p-= zlkd;n%-&WQ`exA=h*mJ+vkckeVkH?u_KM}>P8vu5>T8k>Kag|*70=%dLDOK(LeV%_ z38ew~T``Xukl(f?5!S_TvMr2tVxZYU7cTgeL_yVWGj8MeMQ8ZOtV36y1BVcrW$_xR zdV*<)u)lGV`0W}Ze;O-9!jZt}I$$nZjVidN%W3690~zHLYu#8c*iRqWGW!1qX%l6s zQ0m1N%BY#NDZ{pMz8EdTI$mFh1og~YN^OS>c+;xzdNB){!E`DTC$KG^vu~){2iMkI z5$zX7q2-v)Tij=TUn>^YRNu&>rg*}>u?A0?t`CS`ujzW9Es3x;>}I&ey16_Rsl0n? z@S_i8cbDN5^VdiCkKVx~~bdOf)U zKb^mqgujn|K7b#uJ{eBt*f@ZU^H=>D|LT)6X|=6!xITMRH-?64p@Ms_!}Y1<^k8s5 z{{Wt^kMAv%x`%J8PwdNOvEg9&Sbc{7O8*bH)h8Eg6b8Y|V)J)>YBg5{E2SblJdUwd zglbb6q4ubaP2hLIq1Qv>5YzX!#QNU-<5OBGJpV8W@aDi7D~tarN&7SU`33#_ihh1WKflG# zNEKkE%E_|d>-ASBC@k=S+Q2}mTuodHCnaPl^?SgT7*u}%Wm(nuKMmCd5j|hnM$a>^ zhE8YWXC$4bwt84;rfoL|(NI=aC$<$Uh>}w961zQgS+f3?ffBY-!1pSq)`cMcSESa9 zlv<~vfv!*x7Kq#0fLD-WSB;|BMO$# z!`0jhFWlDnFvy1?K0HeuT902z6^5(1?-#$)AD6UU&AnGqJfZVBl!KmwQZXhG{nqE~ z)9$mn9}~-NsO~!EbLgEMMhZNoHZ(%SJ%X3=>%Sp>y+2X#&kYh^wIrc0?mnt0jrrp4 zQ^Ih56ea?WvQ>7YBqxWmSMZLc5nTX@Wz|TUzLNNCgrA7W?v&%C#Y+E^SYxJ`KNa)q zLAXFl14*(fZ$I{>_hnTkL2iL8Yv>&qOvZ=y@dq)hntlA#?*?vcDaD5B|iG@aTrkGvLNY1b&;oL~{NMRAo_1g^LcCkRFb-aBbu@I3h;jFBaAmEz>|^A$GlDUNr2owj>;4cOn9by+q0FE|AzOE%jO- zkIyo8H_(i3eS0UCnaY*U{=Ph>gS=wrL0TTbhA)ll_k*3m*=D#;oIBKb~-8pcV2X0AbF76s)xi%Fm0<=HT51#Ww>Z4)5De#_;O{_L#Z&>G^Fqwoex?G$1={NjL{` z-tmN++bfqb=CFjK%r4mTH~^C~e18al(aB%GtuK8{=jq4vcXrH_dPG(~CDaC0G0 z9}zR50d>DE3Fkmrg`0aqERHEGZNklkV0=&fY7LBku_fUg42R+7CLVOv$2Si*7ovEI zm>UhnakeC!qv$l;+)A<7rd3Z6ZY~6JxtJXd$g^!pI0v#-G`YyZjf1y7x-4 zIHp*&4L29UafkTj8XULVl5h`4JfK_@j`&@M-IBoS+oUhUyO0QN-Ush8#+Fj%dXScxUUeu zPy=PFEeYqK%x`RigcErXN+SwL>mm$BQ7o7#7zQay7WM_zKl|qE6xYRqME|9 zr1@*)^P0lmbDvdT>0y8HePT{D+}>kL!Z~iIQCzAmejut{h<8+Nq;iSWqY=t6Uf&jr zXo}Zjjzq;gBB>mBjHk2;!TP3{4GpZX*^+P$)|~CgmPjKjY*Rp1Kqw+wv0B_`aQ-9~ z$rPNq$sXoOMO0Sc=q=wL#IM&t`MoU(hoJb*yEFHDgJq<$@^Ohm62HlKEW4J5QkqNd z#Ot$O0YS#{_aXiU0+fFchkEeG=IR*a@Lj3sNVcWb&6MM9{vJBJ2QIi*t*_7V zoo0RZ)a$3DdTPZM;W(TA-Yk;~Pg`oReGMxsQ%VZi@`)0(dxpr~4tnMOc#I_dKI8K=u}J1^KrZA7VX25G4U}ueuh-gu1GXfbgEI3FIynP` z2)>`SSa&CWli|2UEQ~1}vyy{8HZP67z%Mi~vzd zpJ6nI#G;#`c`kazS<1zwcy9#Z2rH-0y9VeHF-sbt6PPZXz-3Nluo5DRIF)#+;TJi=wF!KH@R$HaVSczwi{gmb()HYEnrLlg~l zzn9Lc(dK4C@7e&pgDufBe~hvGp;!T?SguH>Q;;B4Ey0f|omG|36xk=lTxrOD&z6L9 zWS0lo(dkp7K7UbQ8wMX4TN*#bxK6pw)wrXhkyu@Q3K4TFWeV#=F;g0>r`VEk4(sA; zidn=2p{W&`S{>|5SCKnsfLxzq4eSU78N8HONYhGrdJ=h;LM~IpCGzDkms$h6Qp|^j z*K%7D&heUhpw{0{NX2Ksn{O~4SBr%(#ba8s!d$eR`Q9UbucrT>i{Z#&J(xZRl(P9poHXMrSed;7Offe@#T?+8OfSh9i~WjCetiW zI5?o_eHE5RCGSa9@Fi?Wqt&*um^TgWk}V16XrD#>mQt;fPy=4XH%(;9r3!UM3pr$U z(()%7lxIZm5{qn#=&~gBl)-aK@r*@~l*Y3L;w#1MXdvEUOTsybr)`O0MmTmOXGUxY zF+w>8?W1B5O+j0njAKN&F^?Kp9~QHrf%QRK5)Q%gJw47<(=3hF6)~+e_$Yd6v{^NM zh;jVBl3w!+Iq7iJDFoNeec8Ytg@_O z%jm*WD0Nr~VbJ*etF1yqSCa48l5l9x>`JmxEz|fjZxvdBZOpov#yUNi2GrtHISJNwtC#NJ%TQ4Jp-5t+oCI)lWzEQdt(uW!MOU24C{cLrri7%3-(S3w8DM*tdX$4D`hZrZ6vj#j@I6$480MH&A$LS7}zRb9fR>joTTA4KD?L@f6s@PszYn5B;gG+ zH@r&xN+0&NnHz=~fcwE;t9)`DW1byA%gk_5M8A6GhKq(--5(LlZm8}SnHw$&*6aTf zFXh+YFMhpW@88=X@qSAZdgg|E6{Ru9W@8vt*C2C4PYyGv2|xQy6vX2p#Oi)rtSeKr z(QT9DY*13B0x5k=L$mm+3ApYt9EQl9hiEcKQCMzB}kgLVX_`pOhZ0*lwdp#P6bz=5G1-OXT>Eoco zpm&J1Y+9u^Ci~F&#^NPp#N@nMzKqML{6EShqZ)=$ylo1pp*QsBh}qPPVVNxn=QVnS z*}h0k9-$nAxl1gfDVPScf?>_wA!b7ZYr8E8hhUw!S-}A%eSB6h|5HpYMfQrdnHD^1 zsk|}G&~Q;CL&KY1c#{8B^ko~X$wej?j+4gjqcuj8i($3sw}d4hc2@JYBpg-?VeW_Z z>!M#Uv3gmdgBZcbNnnV1_|@JGhtA~Ex(6=+ft zn+xgfn$FJ`zf;rsdRr3Cbv|cTt_W*O1g(cxj#iNt_Zf-n#Uhy^F*k{&6Y!L3;zN9!Z|354wSH7SV0ceOclF$(UcE( z(#Iy?P($h#F&7$AH`|hMj?~NpIkh{;Uo?x>o%l^gd!zW> z8Wyj!CE*;4b0gb(`aMK>gxg+?eb*`RVWPKOihI$TKE&8PA{O2hyXDdCKg2yb9o9TG zc}Lu*n0u{$eM-!ehUr7LB%EWqfV?My!AGKX(40197_t8li)M=0Lgfn)@TNu12}i6? zidoPA`jIUO=K$^7#%|H@bm~bIa)-S_uCG+eHlV5`Y7~e94w!+a5X?9jLaP3GvF4Q# zoTBJe2TSF{u}|FClV`J-eZ8wb{nf#~6L?niAh24Xk%oa(Qlt@b_Y5@BG^kc%0MIVjzu;nI59K#Oxt{lhHg+ER1O-pOu7Frkc3XuvjO4 zw}!rhRE>5cgjLCIkp-eHEhgEFFRa5QKyE@m1->>1a-gAqCs}V zmV|T2&e)wRBDmzuY`<4Yk*b zInhviwJizfsGYVcL7vVkR(v{Bg)8Sk*~2t&DOSx!D93nxQY@k=UW>7TS$Shq#CPzB z(O-i{4XjUy+0elHm@NtCV4bn;DB3@c<1vQ0i3HpdW zr{ub!&}-sUL+yuRPBhe>uqELfwS_y1nLzgXU^60~$1Y zY)LqT#`jlRdjKmInLg^>A=Csr(PLHvzV)>Nw&&i=i^lsJ!`j$>M)~86>QSYUxDQi( z()EROe|I((^t$oaW`DO}m*cIrx_trGf;sB-3+YTny?*W=r}~aa%%BU;p$n6hK;>$V zR4t{Z3pAP1r1GY*JG>s1PBhD`*@_;z43%w3IJ8W58JczlDkqu@vd(B@5xK+W^p9dO zOdE;m$zJe*CPML{LGTaa7i*2fTWm=|F9+D9H29<0XF{BNvT}+3j9UIhL&>fXcVWBi!xjb zZ*(lv)tbI}Voo&FX4{f*j@p@sIi9Iu!lVUs%7`NsY}C?>-A1vv zrd2JG%r^Md0Bl|9E)+AP!FQf53Fq)#x))QGW#k-9S8AB|Qt@yiZia}HgQ2@u+1T7_ zCKBo1bS^eSc6_85_#4HFG6nvUqzdwc{G}`@Ezbq+N9^#4=sHT$<|a7Ba%xrj8Dc&) zo4C%FgmatN)a+ron&-0pR99FhtI|4fx;T{B4VMMDaV1oUEUNzLLT?F9Ox3m6Llh$@iS+U$h6Q4k5GsUjM3O^QR5fzo<%NWACVzejY z(9Z30H7r`0RMG7)J;zc|+!y)S_3r|)D5mvqX0#2} zrx-SfU#$VL)|P~GAkOrixqCf0w_{o%gYgbr(6BPgS>mJ6j9Qw(db(I#Q?L?&yLW?M zj9Mc6`nnIB$wOjhH24nMl5h@RQeXbB_Q46fgi(k}CV>5LQ3#EmU>N^KEVe0(XSZ+$ zAimK+dYlA-_|~9&mY5+8%A>XxC@8e0<15m}@>0MPRo8JYIQ7@<##1vEwIH1-UjUgD@oJuK!zL+U|W z63&sDLfr|Z>P#1+m8R+MjK#l;MKHx;s_I5C4_Y<(vG}!`^8d}2gmdMuAmvw(O968q zN4z3j1!+F4ia#RL5GG2CZCW(Ja}3_hXS(aCgIz4tHpxH}T=d64hW2gXG%;HmxRY&3 zI0tt&lHeZkjy8O*V?KrYZH8*SSRm7SHiwemf}@6abqkNEPVw6{L{{69aE{2V7$VUY zPrJ)_Tq_pG6pz_)JoIkc0rAT!7EhjnzCq+sK0S6xOc%wXLt7S

%;<@;uUuAMn~#yF&7$AciNJ0 zj?{dP4!|4F8)04|3+b(kFhUQB1v5oxfgcrsH=#E;^Hm$pLVR4zfriclwj`XRvn00k z#i3&RFr!4-ir3QkG8YGYZSblA_X9C28gP%>l5h^(qAOxO^dN3~ z6tnil7_O;lR~_@y;6lk`h@k)7KG4G?F&7$A<84VeN2-GcSy%|k9l=865ib~F(SFFz z0@o^|YFuo!Qu-1%xQ^B@Qy#u*Q%$0_0hb;-`$j&8X zucQrjn73`^+SjT8qqScwlqp*C6k2`ERa-Z{z2f(4xa_he;T)GBk`2D;XoF%7Jn@^1 z#}TnGrg${M+yvbCiVQm#74f?@ECy^zIL9LV0Bz;D@gOr{w6$wrjPZH3SU^*J#wT;x z7J)loC4Qj>%CId7hoJcTf0k`R>Wnmoyl_pf4A8(5E*O4PDBl$$ijTZK`^@cp(V99k^z3tFsoccHGteu@$w zHPn#`vimg`-krrZVCXV@|>f$>v} z04RSG#(x0@nj>GrTu%%^4#7uu3=ZV#(? zn^T~hh6S+WV`ViWG4Hd^#e8W9 zKf{)UbA->?(w8n2ydpBr48gY?F;sbh7~xx}&p7CLhY`diTDc9MVN_or7TpxpbCa2X z_f){UzfFpGPX)YdfIe5uk_PDC+LDL^D(P!77p*b}a`HGit$fJN%WU%|yaYK+mNfMRw4L`hroSD%$Nq;w`@r~(7^udwj@5-Ai?Gn zwgjVFyDvz{#Rraui&}TSa$;M8&FHh{5t=-)j#l~O8~s+J&yvnk2=~NZMBbt>H5Vs3 z`g7T0uD7qcVs&Eu+F00{{5u-TJT(&?fQ+up*5*nY8LjDEpB;rPP?A>)>1+|iJpG<5=q?N-6M_(&u z$PS|Q^Y}=y0X$2rC{qKtD5*9&r&A?gOxom(#mb5jGgT_6JmL^C)uV(Q!61%`nbZuT zW=q1kL0qg1qI<>0#HOrT0^muTu(?xncB5OvanNB?c)eIfrlxQqn?iRgtt8~h*ro{^ zHLGW239k|Js9C~Ywj`WeLP}XeCbWcIlygxc zud2hvyi%0Bsy;^hH!&v~a^JTl;T*Y*3ONtRZO)}DyweWBwGvf0S$XK=P#BX)x4PZxDMhK79>J0 zQtEp)=5xXeHm5U(DZv*$IfWcH@u#Z@xE38DwkgBb@;tGEO|4}i5@QCuVcD+1n^wVZ z6|pl`G#;T+KOx0lNBFjfOHmBtdD zY>4=gMFKM{YYfpOUD+Ez#5(TMvzJC}$=#9$qy2fYYE03-APM&h$fky9p=?-#XW3{1 zk7eT_Kp>lD0FQ`S)C}NLwj`Vzz*z@MJ=H;)q@#X*(ett@PhF*o)p-tZ7HxhF$}_OP z5Q}UI>@sYyVxARn%rk<%H1n*1_#a|+G!UP(B@qYF;?o;`y?L?4f<(y0Oxw{YaZ&58 z)n`>pnJ%=QT@?P267o_r|Do~Y#_e2?|1cev=08G*Ir#_ZFf;#AI!wubj1IH%AE(3Y z{DX9unEwPFrsf}_!@T^%eD9NVn3ew&A3jZo1^Lg=;pF@ybeNF;EFH$@KSzg&`Oni~ zO8yIUI641CI!w)fiSPY0|M5{eT$TSa9d_owLWlMFuhLr-KL)m)`YDYK!3zGXX4dcko1&uj3+Njpz^;c)(} zPCngv(u;=k+k=afad9}fI0YBC2N&aU@&4dq0xrHCTuj8ppM#4@xHx;QPkQo;hHLeS zSoA`qO`nUC!NtWX+&@`yaU-9e42GV^r>Efb9{*JF_6@!mkH7zcPbc6sL6V%jb0SVR z`=?a8R-X(X805Jquk&Ac3SRgJn8(gjSZugyw#XnVV=?gAM1NZU;vGO(lR27;q zMLkTcJjFj%fA0=1=;1r~f|$IYPl?Iz^64a;o;+1inT*rrd^!cEyZCe}PH*DVX*hi) zpH9c=NBDFGP9NvfnK+#=O%a>*!Y0wz`=XDB=yMn1{&*$&g?vh)U(cr`;B)wtWO^%~ z66c@iQ{w!Wd`g@zI8_lN&NuQYao)wJ#QF32lsJDopAzR^;#1=MH+%}tL!>tN>`nl? zyB6UM6BN5Q@hP$UNOtat1D_J_*YPRwehZ%x@2~ey6^%~@ z7lhrD!3CNA%*Bf26MRZ?OgdftmE>5> zr^NczdRHF9q@HW}l+<(7KUFl|&KIPs&-m9AlqDfrXoy|?DtRA z8qFAgq9tOxjlB>6s{62B9dDLQ11tN4_RZXch*=t3DT@@1F? z8QxC!rzsh}#HS>~Z}^mCSddf&@Lj;0HwG8PQ&(`IzJPo|(!HNgNuY1@DRKH|J|#}i zI$M!M4F#3$!3B{#99$5|*YE`ds@10=yBb1bmEjrUGd~^7znE&nbYeaf?qdJ`4BY=M zQJA5GTYQc>CE+gPQxY!Ar^NMbd`evZlYgrCdo;Kp{!ThqQ6YJf{;4W-kS|EMBmSxS z``y6>J^WyBLBjnoxPWQa>QjQx@minznc)6L`e@Bm+~4Y-Dx&uU7ew?Md_i*k-al1^ zmP}U9WK@IkMgA3}bd?UD^zRDkh3-nd;i5WiWDY&?rFG!h3 z_>`1+H=mL+ALLU~*$?@Yv@~_5qCv*m$){wj2lp`N-gBWd`d0kPxzEt z$QiQ~F*J(#^?W)Tr-%4-4o;uVr*p|p8mbPuKC__euTz0pO4a|vr=-v`XRE)GY+L!1 zWXtg>$@XIZRB8MHzEHK2Pf5^I<|rC$>*w(WNqwzXR+@t=fqVn6|f~YK>uSibXNfx)0FH}Wts6Xh>%mKS^p#pOhyPxG#V)y5K zO6<;Cpb8LETj_Kz9_mpi>Y*3&DLwQ~|CCs&`JMirTyNOvug}Ifpj!64E>4Q5hCgZm zaRWv{_wIvF?tS$00s48Ae!fCKKc%0a(a$gF=U4Re8~XVz{mi@?KeOp)1^uj|pRM$> zoqn#QpR4F+7yWqj(@Q@&`Z-KL{q$3!pPT5XLO(V78Kj@v@#9tMvwLy{uhLa5b(OvD zTCR|##zL|DQXFXvbi3j`ydojOE0QL>BC*0Nk}td>LBlJOIJ_d!!z--z!!I4K&tU`gvdw?>F|AKU-Yuje$x^-~ zAYMNyqYl%`rBb!4GSuH)DxgaQ`0Eo7@YNl|zE|c)CyX1n2fJ)@-Q-lcsTXWjiOc5#Uhxe$Aczf!za+UpeaN*%|P zHjXJ}98Ph+|3*$7+G7^^=hmb}5 zE3kHufj9ioq2W8A{m-FveO6Z?ee+NkTr5-p4|lLpUOf-&KpKmCh2i>y9m=Y!!_R@e z;JN%i)6b*y^JV@B2WmfXp!Nd?YCmwG_5%lMKX9P- z0|#n9aG>@B2WmfXp!NeFvF6!S{FRyv9H_~_ftm~)sL8;A+6o+~t-yiW3LL1dcqtsX z=p%8(WgohW{=FJa$HZJeP^%2rr}-9KtL9*Qv$vx=M4zW?;Lx-c3DRMt`0TxO7@wSM zLG_h}^9y@n%`>)^28)GKI!jMfxLAE|shsPjN!Kn#zN=QwkyfWrd*9`MYwOeSVd+As zzAAE^)7@$PLzOE10ewnvpswI{R`JSf=o39$pSe4WPY15IaGBu4Q=g14B!VS*<>9{h z^;z&S=`R)g)8)fmFqxs@+v;;53Sy*psif-UP+uAD+gqQT?N3+xy0Ds48bp;;wfk6o zPV-+Y1L=%6d@Nct3(>Hcd#pZ>i)KqTBAzSKmKMBiW^Di>dR;_4pFWC$v;5PpAT4$N zBPT(1Gm%S9@l_crR#7m&4B*tK)yjpg3hb~S>g>C=KC2JAWzfOE*FV!odFuDn=LCPM z6l%R)O0B0ScNCJKi`Mt*zB_NP&qEPH9gtSK1}RVjlnIO!Q7@y|3T%XzPE^(G zuVOdE@D-aLyX>t!KlgrCpH!|D`A?V6+4+leN{@Y@K9Tpe4A;k}Yt<6Wty0Tm)UqAu zPw~p-Qn{;8f^9v$^BP!DrL(^;j|~=HvGbs(GIRBI`g@gvoMfG720C|P?H;}sd!Wfm zXO|irbds(+d5N^r8B8#s_3uR$qmBlBf3~4|D1L7`|L3>mx6{?-TlY`?{Qs`pk-q|0 z`77yX2YznLUxnZLGu*JX*5`{_t_WYZ{_$^K;q$fknU}p|$%^luP`=jrd{I*x;p_Qd zfA33tzSgWdX+rf=YfmU&>wUhcZIAHv!gsyqWj87p(ve2h8!q)Ap z3afm!PW|^c(0^$BgEvn2;{NzUeg$(Q%lSSo^r4Ti^|Bw7 z7W-_?T>X>8k5)Vwlf@}p7x-*Z$0Nel%h&w+^UT&|Ki_)iJI_9NLbY|F&lYurqHMjV zyv1kh4?mys>B8A@wtzf!n<5Y0vGCcC`49c}JujK^;qSM2h&ox(hrW9Gt9@K1+_~|> zFU`5UH7=f$_PBXr&DRC>{~{c|;=V%{_#B?G;qrT)HvRF|99}=h95xmLe8#9p8e!~} zr)*pF8R(N4eWN?rlDI|Nc*Re>3S=%h z>F7fbUvaPh(C_x;-@1EqTqM{X4cj9Rz3Oulp70;~^Xyr_zTt~4-b8)$$U}D?+i@d5 zboqqcZ~Dl#cJ0A+W2?M~&S=B{rs@;I{?ud7nAp3zxj!}Q=KmVrUU}|F{VC{#1|1|` z0bLjB<~;U{@|Hj4`|0Yk-}HZ`?|UCDY*W_yhLl_*b;W10EJY3A60dXgdU$YomzpuI5>SuJ9N{73!U9sPT1}lhGl))lOcz+I!xXUyTfP6PJ OA|4p-dwZ>W&Hn=yWOcRx literal 339361 zcmd?S378~DbtkT4H1~ba=t@mVnjUGY=aPgpl8|~X9dl@y8A*VSc6L>ESJhNkmFk$D zMhL@#L1K%$xom7>gIQnL*w|ohBajgW3^qPsIgA&tvDrVnzSqX~?*3l9%#6s4sP2rI zsUddtkVSIj&yGt|AbX^l!Yi<490wcbdVmdOK+C7#*W8?HCTpwPw2WTg`%?dW$nv z5GmAaB&?y^w4=->1A^MhEPMfEd5vso?%Eg{~*s$ZMv_!9wST;72+ofOWqzcn$?-^+ETmSXzksxV{)3G4A-0JkmZ$5V;Zl=?Jk(|6cAEZyzAIZHNE-nTXtY z9o^m}`YTKI$zZersTuToyJlgyM1Bu^P(eLF}s}rNwT%8b;J1BmggUbY z9rSBOFC4aBG;Y!Pey3fkqgU4+tvB02&AYpTKTG+0#ekn7&1p2b;qhrC>BQPs#ue)xz+?cM7jTTBl;dG-89fvVk zG<@LX=t<}s_+50W)R`P>4Hw724%>~HpnDlW2NfT~v0fOBXiuVtVQ{+TjN zfY1{0!|0vA?Zp%8%&S3&_|PCg{Wdwl&fuY@jOy(jAfzWXudu;8x#bY zQNLQPPmRLN)tf?Bc>sdFWf#DjqDY0oCoy*kDDZ^5Gh3ox=X7*Y$AGZqFh4{Eo>CW#V<2F z%9J5H%D+EJyea6Dxti(jbDlSLkPZz`!vJ-}2 z_F<;9zPm9bp!Zo&y0LUqY4x$vn$p_Ry3+d6hSJ8;?$Vaho+nE;JXN~6bW3S(>DJP1 zrQ1u-FWphPvoumV^i=6CG`Ji8zo&F>>FATCW2O5__m>_hz4)opLr;|+E zQ8f6Gl3yAt6-veKg0lgmR2qM>G*K#b*Qq@=+6t=h1IVI$VVECm_lEuAWW81<)gLZ4 z>y2W4s)k?N{={erGc>F&)YB`L&kVy#R{5XG^ZXpoL;aQnSl?9&{L3sYM(NAq^XhBy zj~FeXkuJiHPnMya(Ef|ad@UTMIkF7P`xgA;(TDSo@7eyu)iZ~^SI?Z7DZP|_dQ|`E zdiAH*%ygIV7ztgEB_X~vY2nkAF@8$pmQ&5a0*^Bzdgi1E<6MX z?t$4Aia@r!*a7=LHuH*^(uZO3$#*8T34d5by+?L~f5AL3G6pq;!x(r4I1H^|=E-~i zFaGz`Q%|;M#!4TAqb|Pm;qJ;-+i#QXaLUBw8qr*e`NpqKC_e_>eJ6r5O=rHEo9_LjgjSrlHb5s*rj|C zvPM7eHvhcG{PPXTpErfH$<3ZDzXSrqdL*QcK69h;bI`r+P_sS>(I&`i!aH8O?wy1a z1-Hg~K$xb;4QkCP*G&p#MXu*5KL_3XfuK+pUm}%gZTAjhtu#p*do+M=RpcJUP!`HM z=QnRwh~t|p;Z%`(43LxuL3iT;%-O;V@vG(bGz2bUR6^c4KX8je2On4wVYsu$?xelI06WtlKrh?$~o|H~3HT{@+Mb!p~$FHP*OudqV znO{l$n0iH3f%q$_A5*WSfaR~KKL*{aAB51=X%Ds%i2K#;9{F0VKyk-}eU~%~;9+^A zS+79BRlNM}!sGmFr0o1!aO^cRW8HJ1`Y;RYqyK(`Uxq$-<4Y(|5h8#H8tc=$$UfLpW; zEt1fjHMB@#^HM{LBsedZEmDIfiP5WMyQC>#W}lRgQ)H6pbY;7wd0;Ycl#f$nk{Hg& zc1e@LWZoekr^qCcewS>=WRj2HEgz@IB=zCFvK^C2KK^<6IBh7H-CvFyV39Q1L>ywK z^a1>BGHCm7+`3DJiy3)x-367gyjb;g#=46+f=omy!bKD7 zW_*4z;$S8C3LrUCx}`^8qXeJI@6JEtSK;!oUmBWExT41eftl{b2%eHTq?J?U8T1eS zj)edlR0tPEMzBc6Djmy9YKs+CmFZhT>AfhU~{ssJR1cTxx8`-1Anwle@0>7G1q0RM=6TVLj zKOQ}M;&C{mPt3&cdJ_R6BWK%Th+(|*l9x=6A}m#Fq0b=@g&P)xZAj|MZ$jeI`{VZ) z68%sgq903dD!n!OJJ!Y`CWfE@JbH?;bQg8n z*%KQnY&MRlD)EJ-aubnV#CL$|lkvMNsm)}a{BeX4Da0b5UEXe%C!yB$HqEt&`Hf@g zgHXHf&Mf1oj4M8pyOMu`Xg6G7ZdE28g?jv+!%G5Pq>veR%EWvo;7 zGNK!C2dxK`BC1SFZ$uVgB?5}7J~9*2S&Y@{XnshEEhGd}2mCSUTy~D9qdv zL3XLa3lSS>lnbY)XPy%6mWTfyEl<=aL<*mb=&nuv3{{_u|J61QLt2 zYLhSy$+mq_Waosfyr|;C_Ae9}Dq4_JxbwXDTOD5f_TrJILSg@6qJRvK1&dH?uA7W&U*n%>(7vknv^^$F|}Z zm^-AbFkHj9SM;p(pG)0X3hwDBd5~@z_8S6f;SjkvBGP5i=m}!QQjxi%DFTPdADZ`f zP>1*(W(sy_6!rpxTp3DhMR!cXzY&i{r^-bdlJZ@aRZK8Q1W-7vTti$2pNKH#79z<+ z`7|&UJy|J;BhguCmPJZ3g#|x{D+V)%5O%$pdcI1$Kh;Ehwl+btBpigr$O)BSf>-=% z%mPJ~WBa;7gcOB#N0U_aj3UqR-w}6?{*F8we56qb*=&y@6@pn@dB~|(PRPd70fnlg z*C|#V|NV8P*T;WAvQd5!xJCIPJ@62=`>KlETW{}ih zaPHK@goUK}z`4_mdW3QvlJJZAMmWlvNZO~;w5`h#NC9_1FGRXEL{D)`gnnWMK(aY> zykf;#C!S%k(jM(J;N}GIIfZW?x%wPqZ^48iNlmj(>Q#84A_0Pgrf>n&7Hb4?_AikA zD3&Q7`D9FhACn8)2oOexT|msZyOseMj;66N!@h>JlCqRYUN=YUV-ykMFm+6i$F4$4 zehS3}7^3pgsK~B%FM9ezQXWn)sFo<|gK&T&qTD7iV5OdlKg!QYzem~iR|Mp*3hT$u zNJROZ(pWJa?hN`mEHDDCRCYlNrz8(#>Z9aFY)wMzK*aTDOjqzA7k08^V%s$p`Fiph zr=rQglJ`Ifg!OV9(+YO70fR@+uu!~Ie^hRq+Z4()ho_`2)wc=YPWpBUQq(uW>?VzXMAIJ=tw}{h_9Ya;Ym@_60?OQoM}iQ)S=-vCPhl7oy>iXtz{ujbySO9wgV9r< zIYe*oC-tngw+r@}`{P10sl|2(g3b-jHoV)talhIMwtJ*~M1fl!A=Se}T@a3#KC+VF4}TOOd0)1JQJ5-nAe4YIP*7hgj)TsVH3(6r@*QZh;9QU|k9$KA5|Mthj)&OPkjM*1 z!PZBIwtCka;l$5dw+#(nw{7b-LG}p`aKd5l~MU7slah675UU~gBy}Ev#LZs%Qcq=^{~5BX5~a72;xo-*3OEeW zrzCZ1n-FQZ(P@>2l-HAOiJRnby!Kl4V`)B!KAVdp1QJsh;ykqbktAtNZRlP4pZ2~k z!V^OAxVe|;rLb>Xwba&3t6$-VKbp%R63W_}qZS!uw{dRBbR$JxHR62woL@uoePf(sATP1&8TSY8W}C-HV1jNg{NP zxxP4#@kpmObX@tl5>1XAVrC(%Pe$CLDV#eI#0slZDUnbNBNOO;)$>MeSS<2oVr@VL zIHLYWc$BqzR772QjN(7ZkHV~!;M!98GCnFpe8OSAVU$7+_+73M5FZtZBVK)VZ;gt2 z3&q-SrA40SndWdUXz!>sCU=Bw??n8&b>j{Im7kof<_p9m8q5BRvQcWNEn;(d^uaLN zLXp6W9v(sj?cr@R%EB;eRxD%MK%$1*Jw)vuQQF1iFzrxjuLLP#VmG#3PCWAh?b|p?C{>1E9sD z$PS9CWh^97Dhof7N{MD(NZDjz^vKp;W*@{#<8MBU5JtQHFuB5%LPR|?xxiY_HX&JUvS zcf9ZkQ$}5-ji@BYB!HsNaucdf0j%)5F&)Y~M6Yg=_KZ-uJNM;A`IYd2?1%0}k6tz7i}x>+&6*fw zn7UBHix@Olz29|b^S4F%Mzmc7H4H;^F!QJLqc`MW z=h3{Gew_4ABMil+gHrYQ8@AYl<9!Y7WT*yWR*mC^m3OMs=qeb5a&25})JfDhL_CT7 z5HdQCT#PMWSKbHL36ch|1#vQf)mjvWAyIU++@hLh1VHPZ)=VV8>gY4N1zj0EQp}R* zruESSqXmo^m)+7`80FYmv(`lfY7h@KCgm#3UMK9EjnTtGvyS5CI4K|DPV}*%fqRw= z76PIRuDd<|vMtyDh@7;RiB_Rgi5BxnD z_O3w#c%PjK@LoTS%-mC@Ei@Oep*Q(~&^Ow^7(LrWfx*To%1UZJMPRT+uW%YwEUl6v z;8i@tN68E5)E?`gkCF5&j){MhS*(P;J1OsujbMk{K}+yNlw7A_=@E z{%6z{uGz85&tbR}1p(DIVRN=X6@X(N@92n8HqMw8Ds$alFoBQn)b#e!^-O;Eprn0Rw?vq`af>QWg-~Y5l`zSEg?SEbG&b9#g0y^xdVGOca+N5w}pgi^or7BFtGC}E(IB=NgY(p5ACC0lhD@rZ!WfN;K0)wq#4 zw<4CQf(XsE(Nb1f0X+t%hK5Xnk$BCsGJGtmvqa&Qe06E~On5~Y9kn{Pg31NnTJ^DE zl~w zY&Tr`3(b=hY1>ycH_+Cv`0v;X7XKaF!{WccI5v^kJQn?`?lNTCJQi8zRkSG-QK&jq z-_iCUku{Cxie-4pp#z!;Q4qoZkhAw{*#JF^C>Dk+vaZqlwC^!|zftXAT1-`Itd-Bj zJdYU^v54*>v5g5?p>j-$_Q55{P6k*WBh5-{vqY7LNVC&I2K(*(=4pUmg|ipG+iMeP z>Atwh20@}oE30ra#=dRZ`zI$_rlL0CLPgm^CsIU+58W%9Y*fBetfMxFHsO)$sIa?6 zwBc+wJXsN$QAn&6kHgUevsxzziHVGI>!XvAo2u zPWjU<_&+{EJlMby@3vezEE;bYdl+#XK=cH-Vsj;Gnc=a~melZtaL?pScik`tF|qAY zY`)}w$w(({4UMcPZTF1%JR}u+4GbJsYh3q_<*7^ z1d1YH8;*Zia6Ehz?~II2?kFvy67KFoI0alp{RU{{Lae@M3*b#qu6T=**rxS7tU|(v zH^8ulf8B)>1frjBhFOQv!Hz}c`EKR!JJCSULQBNLczYB1`}|D`oudrPe&op)IkN+SeQjW--y4)`>MjX&^dDdXZRa< zi~D4cd>wyHeH#Q*zknQbgGb?B)i**B;@t*hDOQHK^76bjT$nk0QM7$LIyqt({a8b# zVt}3h7eLd?IXo|}L5hCnq93&1l=^zbKjU*qg4hVR!N*^s zNrZl1mwJnR(3!&*Yu~56$ao>m7EU<8&!yJk3rlMc-`wf04cAFDfnZE<1s3e)>csCz z&cHTeLqjMAOczF_tU7sL41P__@GUxFf&i$3>MV6lQYZ*u6R+dV`^$@nB}Hm_zw8#JJ7PV z116o`P$D76x=Wkm1%<}75e+KChs8r#N^`gzw8xnej_9GOkSNi62};YwEFlwFl|RQc z-d&E7F4j+@XURjOj-!wZro7~@tD+DWW|wiw3!O&O#U&q`HAM6rcD}n_EE{lK2}~Z8 z3ZEi_TSQN+QOmZYZ7h$3yKhPtcjwxm(Onj0#egxn3&yJqeh`T8C2n^=1CxEzi<`Nzi&e|4w)F>LvY6<6IPf85P2U-kXhe?m&EP5+2yOr7LS^jMva@lRzk z#J}VeN-dSST5Y+L$fUSUupzz^6BbNGV(+4N<459O(W5vCXUEyRe1i<`WSI^i5-u{@NV+(yf%ai0 z3GaCVB;)hf#G;!Bhi&&zgPx&e8SWTs}^!6 zEPjr3!Y56gFmWk&Lhd=z37;}`!V{ah6L27;^q~KLJUjfhsS{qe;JGy%K5goR$;I3W z%bp{e@U*ED{wVB(<8F&h8M9WEPal2!e>pLu=zRWEIniDgq5MQwCXvc3BP0P zg!MceE_;r2!skq#;9tz0Fz-3i3D253Vf%Be6FzV1gdbk?+|q>K6`ha_C!7uY;NniJ z@&!{T{dl;*TJjtjE??9;>F{@1PcB3seaX~Ee-zHJE1x5M^m}?A9eve>+({RqlfG$l(MPUsc!e8ZJW#B=C5(kFiqD#pvhi06Nzi03=jR9;CD z&rQ#fPWY}k&n4c)j~4)l=(x#rt+R}WVA%d z0ToHNhUx4Kq&Y7UE%*c*k?(5yQ+!AaRWu=GhiisV=Se#(-jA;9&O3$F5T#029YHxG zPLaTI3E@fL;*@mi^IxZihUeJoLpw9tGnEgZMQ02bt0;Ro=<64k#fFUVdLHnHI)zKP z7z%$|h||L4KWL)?iY!E%Mez<3ym9zqztdfS+YhL1EMaF%vL(a?hquLMqPDv^O zlZqDK01#{D9BrBV|KZI2$`tpMCYpo$>rddynI;VlY|$5-V;45*S!=I%AF{@D2or%w z7Y!ugv3ipw`=PUBt5T9t?q?3kHlLsaNcqkKY>=w=G#9fqWWE>8cO5slMJF+CC|xrL z->a3o8;oo*YpoJJN@er^lKlr?-gV;xjz4UbT zn>aIMyLS{tnc}FedpqJq?4LIdp7ZiW?#WZmJ-Im5la$MtqbG0N=i??n51W>792p%e zh8_CHu|26!ZeUW{kBy}D8X5Wc(zv1H`$x7V_1%#MOIvW3c1cQFN?Obz?TXMRisq`M z9NJUnu<6XW@j23LVndeD+evJ>_l}FAN36}n zZu69{a88sMi_crjTM1WZ7p1hB0{3%BJ`|m>>qR?Scs&N;PvhLodVEn)60Gd6u}ojH zmMN+Glw+7flG_f3$LbJf*x@whkKxEM+?#c(6yQh>f!|5m??T&yV15s%cc&($J2z4+ z@n2X=9HDq&3PnmS%pv<)fg(2O2`TStiVc-XnaoX?*MG3)HHi)-H|F4Q5e02{A63G) zR(@w*E?!`}#!B)+iIh2b8KFD4V7K>r_s}hX;jL<4OTY+M5=juY{;P#Sed)|GR=h;lDnnd}AEh#ad$ z6kSBDiZUs4^v((HotyU3>07a-5ZhC+FN`r{<9IR@U3+&8D|(#}pkku8Yr!68A%SK>a`|sX6)~&;4-o z-q?C8K`Ajes>`vY_FBHnvOX~&St->thpgIYyE!S3;W_jCrhf8V`4th%70IqS7~U6d zJNI_soZkW#V|2`q3= zQ@D>;Bn>(7w`8nStp_*}0CqNkUt&V15PBp)$F(~b9AJr;6*xNz{r@Ux<6hME3M+ z_&Bri7uIZqB>pre@m)s}U1gXsGv5)EdLlFA3eBbm>4FU0q>&DD-jT#!MNT<4%Nn(W86cs;LpzqYd-*fVF5@5nLCK zHa}0imnM9dX z@{#IOrQZ?>jyF5v-i;W;U&MXJGu^x0FR6=8$Qs6J2(>XB@Js8RnR}b7E(}dU*d^r9 zl(wis!HE-ca045K$vP%?=UM{qJn`f=^Ej$D#G6Ma&Z`C9`6MFJx4BrK8h^~O&nwcm z`A@7Oy}Zc2+srlhH7ER9`6VLt(`kz7Fsb3j7L3i)*79b>W^E29MTLCjp@w3bQ_ZE( zxBQefKbpDxxGM>1pFZMB;&Hsl9m`r^qx7L5l8gRZNj8#KX`$fl9?twi2}XRJx;l)z z8QQbVe`nooS(WLkoIb(@%lVjP#c!IYkL$m-W=+$p9|#iX#pMlWvw27ZrY0-?iMxB< zB3fC51;*mEy6A93t|gxTFjfVR?oQ4@(T^&^k)gg)5R7Bq8ER}pFJYeedgW(H``<(V zc`yER@6Z0|hHx;1oQgH?A}_iSFlnTe-&OH!Mo?C5T9ZT4443kh^SkpgGphcW{O;9` zoukYQD_luPo3NBI?{^^L#zSRsuppLEahWqEjVPr=7j!jIf`@W9?^vfmYfLPP+jK;z zszhB!8VvSv>#oTP_D#8QmJLg+JQk3mggaj!&(pb^K_0T@akN=0$k$jlx3btRG32b)0>av^6bwrdU~Bo}kcRIaPR?I-CvL^|*icegk zHgWYDB`{CnmKTG|WA`fS;47@*$f|?+oVeJLB#B+2e7TlKO`VVgs#(m_wTqgQbcsHd zz08_TP4OOgB{6WwucRq&A1Y&!ZozG|V!0;bJHc6>R(45~GiPfC_I=jkW(C$0Gs&3X zHy`rL@tlZX#f;3?v3!p;XBw98b|o=zEZ5(y02tPh(ov|1S)*4YM(zvN!evEneJ%l) za0rMw1+N7v*`g{Im_JC2Gw%1^?bLT7ph>8wo;)%%e*O=?4h`#4IIZoo*4_;aAcsg7F zmERe;z1AXR9n_0+@iG6Z316%u@jPoDG$d|tB{6U$c1K8fyHHmZuJNlxi^_i`g>?uvAx%S6DNxsmIG)Neo;)yjVTTv`>Z+B(0q?8iGib;i_yf^fDv4ljRDOi z@V!o$$n*wd`g_)5XT>xpF})#=dNvxoP1^IWr0`T&m+P>8!J0V@)@NNw3>;QD>agoU z?0e-6KtZ&RFX?E_-JAjaJ8OZn0;&ws8@ZN6Fbw+}Gz-`=iF-q3-gSkJ=3iTLrlI)* zR}yJ79YUcpn#whV4kRQOzvWmQS0OHt5TXkQdZwv*rk|ZF<+7gRqPiB9KSZ?v>tudO ze^zrOwXufu8~9YHEV732I_s}$`nFY&=-JUj{qO0`2XN1mhmSgV`E# zuOG3N-)srAUhiI-!|gB})uu%>aTza}r4d+eO0nHz&6EbpAy-gba}?Jes(2s!E%@<BV*CZN-tORLRdqSioue%yxYJtHtb^|g_L-4#g4L`FAQQYMa5Pjc=dC%@aJmPJip+vsmA{^Vz))a%!kPsQg8N)a3><=0bf_zp%85f=8#t0O ziH6}h1M?DVk+K4_IybKHlovcDFfvq5O<8lJVbpddF>s8w>@VR&!Bkj4%vs@u6KWpUYqQi#Ds!v-prh)iLR}upUaXFGPohowhFEOm`(hnJ^zp@r4 zD^M#?|CHb+F}@5{O@Cp{iU!ShT}ccan)N7UZr#0=F&ORPE45L@U1Hvkvg}Ic$n#-tsDMiq;s`5Vu+Lqv^~ot|SJI*4Be( z{3^D7M5{riTj*e)cvYVq_L<*eM2ptqXGL@<7lizWD@29=d>#7;^sNKS4;vOKzBPv$ z#*ey^7&yl3M~amWqBA923*V#zad1Ptwr=dzh!K3sTDYtTZpit9yL_5EWl$PcEU&g^ zNCWJZt|SHy*s=%8tqxTm8JwcjGlu6^tVPKR&+;73byj#$P%$hxe#x2-4V9mFB{6VR zE>-IRJ+Zx>>O>6~&DxR?`>M5=SrNM|r}CLk@u}cvSZjR6nkx;zFS(K!IDV;-lL&LB zo-s!MWGzZojOOLa#a(L7->|s&2kWnESp2OkiGgFWGrkuoo%5q@jM#NrZ;n^%QzA-p z7#G&0!fN)fGoqI-AJl?mS8l9>tF25KJ=)F~OC%yVr-ekyP&BMmHe0i*!N0+k#K7Ud zmMRDKHF2#)+uKje1Kz{B-Kzm}%7A(X(6he8Q17!AKI`DUmbW$v?(+q~J(pF3c~0MI z_!@Rw++oe1hVN~zBnFP}b%*HCwRT68WF<%V>|UtNi;VMxbth!S`FiY+kEKZE>1Xp+ z4cjV;)=X+(`>rGg4))duOJ$rlM@Ook5zbIt3*@!1m9$#)?!oa=LF%xw%x^KwU2E~P z!n_s7mx2Ghr`ClD$50@W}lV+Hrrf zTup6Y?A?q({55L_zDT<@5y)&cP_I-z6Hu7? zSn`(BBytw-F`@^pyCCaGyAFrlMlw(aB9ehZ)$At6g`jG5V3m&aK5HH|r0;MgF>s`B zJW`%4b6`!}d#Kzm7aioxtHfduG*C6nrL#%Y9ci!zRIIxus|MVJ^ZH`h#9>?U-FfjL z)x3x#*^Jt-TGxgNYkoCtD7unJYlA~hQl>R|>yQHp$;H*K)w1CxF>woauR7@dZ(VY^ z5L*phR=yi=7<;cZgl4U!9x!eg`@U(z*w0vhRnxtn5+ocpjJf8hH^+OE4xZ&ZROuS? zVo>l?E1KCFvZ?rtwfGr3y}LQygM_{M;-XhDiL-c!$=D58VcK={+txg3kbJ_GgdB(; zWmNlJbH3?BKt%&69@Q ze{&@Z?Ah1VHi5Z>>^|0z|o+MPTLdp`rAEPb6^)P4kwcb*_Fyg9QDdAaOpg4 z38D88l89eSD!>50!`kzpbsuNdo)-%33Hyj$ZODp4M(wt>_gz-Kx+ceWWQ3gO1LB-+B@&#QW*b96)PJ#NPgAh> zx{{CzHV3rMv(5ICijzPSMzM^Fs8+d-E2q5U^>V8Pdl8*1p0pTtuQJwOw(g0nSmPLK zmV{x2VOJ!{H&~MRjC9q|8;YpDXw9aE`R4_R^JnOMFzCq9wSF6)i z@{_6h?F{W1vcIwJi>#1s!M5y>XP(4;nyi^;9BC(bR?PnblllLj*4$}G{SQ|Xa&-Qs zD+y`-SziWe{+(^a703N%o1!ZR%H!if6RSS@$HDNrfmB`BT#Z?&wyYY|g7C^5MgcL1 z@h`cJ2flJv*NVf2lD#Xf8PoLXGC`u}$nXC-3@c8dDx6Lwjsg^FaIvdBWdsgb3z~IU zugtZ<4+X{}ew0DH&@_lgta;Ho{rRpWU~a-V zm8}KKiqpDWw1P@-mH^8T-x{}ONCT_jN+J!GgSnIzm&d6C3CYEvys|6f;5G#V$dJL2 z?dgck*_t)!$E|xkt0r9;hq)1I5_VUx8yj8K+cMP2zTKKJO`~Q6iJmsM@5}1vDd$g9 zcrA+8i1mgy(rMQz?|-XD@Qve^Y%*fnCynz1q#LN)iX5~zdk^Q)J2WCa~ zc{$}wY63Sh8N9IaLqUblO>&aS7ji0AWRc0_f5e()4f7AVl91!~gRUf`6=BUAq!n=u z{S2#1yD1+_^=KW(D}=D(BAlL5Zk+AQtcX9b?$4}>xFfN=BWYsm!fS_~wHGT68%npo zZ_TKte&2H?A=Ph=>BANH8&3p$H!3PGa4Ndu2FDuE5&>dSdl8jmBp3ING*}H*uO5_l ze-rlihq6(@jVfEL4;$NlWYNyQ+tJ!Q?+)XH%KQJ=R~<)a;NT z(bLcA|Jrgxsz<#uEpPv^W2xDqXDhY`r>zCg*xfiDE@k)gXIl9}t)?vVSDM_9k~K#f z6oD%VIo8G)&3>;qH}Rojv}2=4aeA?>&4Ai0?HIQ=T8o$!x6R?vW3(#+w*%Jmf=3NG z!}9ZW);wv*z1EdPX5^ehZEJ913*w%riz$e*NqwjpTQFR|X)RY)xYp8HEfHVhZm84{ zGZb3-Asm^Dut7{BF8LJs=hWIX%5PFQ<#y4B`2I&%8B zZJX8tNyyAi7_aYI3zikHb-7l|8LV@}SpqDBZ~Yx>hBUCg-kMvzU%?h(Ja za~Gd^MVu)%!cY`)idQ_Dxsj23+G4IShlReGpi%XZcLXg#HT`)k=Ix@ ztiP&h-J~FK9zD91BVJ1!*NHpGMYJ{1rCt3okM}oQi<+^6u|Lw!Ge=SUSB~{nrp(wI ztXa`|z3WOsjaBa%@H2|e>XoAh) z#QlafOB!sy=1OAVu-y(P4k322S^QWqMf*}vL+d?Ar%aAepdE+&6%jp&3|%s3og9Ma zNQ)KVo7P>GRRNw)j$SA$R>o7ba|N zt|deF!L>o&1;ytgciKxIQt`FyuQB!)uIrDJuT6&CZMiy0kf-wb7Nt^pp{!IltTM&C z|Bow1e~R0=S;~KLC6R{N!P%1j8qePjBqSFVAxO^xU}wK-)m=di-jg`K>L}f8mr^Uk zbMD#Q1JfTIHWu^5cPYe*a(J~Lj%4Xy?XYGw zXdV7mR}yl-z1fw7oH-fxbDBAM*gKGrT=4whKtlEf&)*It!g$LkXN$M=-!0gDqFkH^ zL}kzsTqRn^s$>Es>$H0-VZACVPRre;P z!V-IzvF1}`qqRUil#Py<#I({1Ws3v1^GxRK-_9N6AG(r|L->EQp7in`TxS}wxsFaI zq1z`txU0awkktyBsr?3yG#LMHTX#)X{BMZsN~LUc)gg-}hCW46BGGU_BScfDT*J9t z->~LZ(}l0Ok{GxyY(5$UZ86*Kub-i?CoWxMGk!MdCC%25QN4J>pw=;$<|e_Vn12f~ zmu#-js^A%_OfIlyN(1lT{=3Tw~3S2Gtf<5`!OS8ACYT*l%6ILH=Gh2>Us3Sx`GLoMv5MZ_o>RY@AnKG0*#o7P>H74v=ZP^D2SWe(@aa$F^# z$efBKsV3NP5JugacTHoet|SJoG20JdAEG!A{k|h7z42y!((}cUdHz_riVZC|DW!!~ z#h5rtBB>m9ud*Jz-MS;P>OnqN3?<3et61+slDsbt+Y2SZP8~%O#eFthdN^avrUv<& zTuBTZ@*Vs9>7e!BUj9xB{$Ym>5Jz4rt9{Rlx3^|}mtp_7b!TLUeT<|b--<*L>!c=S z8^qtLlxI*e^Y{t)PuQ*up<1Kb@yad z1iFBVUACk`5MTLh8nIlzfa=@U{AwEU4ObFrjc`o&amRC7%7KLB;%lx+k1*-@sq>q3 zT#W<2sM?s;7e|A3sa{M5eJWSR$;L}J_Gjfs5*m|@*P4=z8?C>p>DD?y;yflBmmk67#WT8n5N?pnuom*wEMN>1YG+;|din-e5_0_PVzBz1@mr4# z(&ZYQA3E3WWaQW1b8?BP#OGmahBUxln%dATE^!4bp2RYf6PGrtF=H`fm)R-q&ZUHF=Su=*_ss%o_};D zF>rX+AEgsN;D^BXMr@H>Z#p9(Ij(v&VyLd#G$3ERyCFVy2la2vU21FiC5H{E)GMqR z(g3^EmBhdS+a>^`Vk?mu$A+=QA^Z1;JFX^aCr1)Pi}x7TL)Kl8bp&o>SQQzf-GL(E zhBFRuxC)D)j7&qGbiXx=8qjyTlE@6Sv(vf$;Mt&AC{sS1!hOe^b;Chsy&5rwr>&*S zis1&_l@M|#;&w=WGj|GNhU93;njsCbK#=I^kM`bs?&^@<7U6)M=BCPAZwP_-ZDd0c z()14DG{DnzTSConpvt+CVoYCW-Gx~(-5XkTH#mp;WCKSX_6#T2!Y-!UwR}ur)sC`nSI1eN@==7M0JT4`WU7XaTeh_5s`B&>s%c?yiQhPW*q!bUB z=OwNNQe;jjjbSbR&(_RqO7oAdB+jSOq<3|lv(h*dWTm-k^Pm=yiqfQ$%M{@@I5V>= zjUhsCg*Ee<(p>6FV&F=HYuVV*-|LNt`dkzxq42&Lpb|+B70lV1;XY(7ZdMyXm$)&% za7L({81+Qr3<|nRlOh`l3t)&I?6+o31M^N-5@|3UqOmfd%L^q35|Rs!2|AFFTyVnE zfrR8@wQKY&Ok@A{`AuW5IZ~exrFuO#%?`(T?5?$@n8yK$Xv|~ZXv$+hW&Kr6#a}H* zoX1u8oW0sLwqSGfOV$Es?B;GN2{+%g_WgP5uWQ}?bFL)hDEe7Otlw+j`C`9gDtR6K z$i4p+Yv!}|{sP|7s3fQ7o08LCvSvU7;CEd~3><)UlpU)^CMOQaBq}|6v|)Ju!CJJe z@T?a(v4}TAuxP$1XZ^R<{Ag(XFIN%+N9%ZW9S`|X)$-|}S}xV=#W-Hr;_I$(6noTd z$*S;T`uNM_Dz5+JSw}Ws+8_5^o2R-jfWH=A=mR%R_DHNPExud}hp8H%74BxxvUxq)Fwl2ciqvhblN=}E!yD3+a9161y4iS9;hw+Mh zp~-uGt2Ij+9B+1o!!>2Nk$ke$MNeJ)y>6jgMN3o*fN}d!;ypSq6tH8YVnG zY|WI0$8WfjkhbvG7}9>PW>$@OV?i4`v^~Fplr}6@5;4PbhU!nPMal}*Y8-vdJmq7a z5*QhhY2UQwM#Jdqt|ZbJIZSzS*5r}vKtgiyhQVmcbt4|G<0za)kVh7CAMq!U7oWhM zcJFAX+QxN@xI!^Gy>)F~WZhbMS$~{wZ5r%e58V<{z@?T&-_=-(_+m|xLQy({$}O{I zQd7Cbt|SHyHimtxKHl~UltCzu160i{q@Oc%H(HBiV;1O}d4(qhAwxcNw>2*sLOWbZ z3>=|Nhl6Gfrxy#~r-r-^N*M!G3#ZfNv$SKxUTiI5R>U^vPBV|ZXie~_AZJKQK4{I8 zhTJJv5(7tW=sGK~!(v{qeU+USrtlq$%ulf%R84P5U>Y zX%1m0*Eq*YPX19Y!xz1rv<&)V9{gLZMKuq8t%Gq-lsMv4lzjNue-$Y4j76qs#+BBr zXuW=!D+xKWHVG1a-%7cX?;)sqhXTLdK^0sI9_=y1bCy)da#Ft0Ub|u%Bglg87j9S%N&a9|ini~uG#Q8ilrj!Jn zoIV$sa=B$|rZoJ<1&Q-$)RrCf#SwQViEJa=$CJme0}08+9Mhw-{arWW?GGb*1zzl&B99?i zI%96b`t#@3J)Bj4)*~_-MfR9C&6_alWearMDwp0kTc)CI(J5LF6zj|+?Yg7HQC0yEiSg^PlN0NR}ylB{Trj+ zZz1~{vtb_0B@CHNTn_>nE-!aZgK4j71c_s@! zWX+$3>@}_=(#SfPUunVFBsh?eTnx&B4~WK1}CixPFlStl@9qBaW>YwaMO3Sjp z#;W$PH4a%-ZClQdCE$AkSb}_~L3gT%_=T|i34JpJkY8lYqNZ&R2omSf^j|}9;r$~g zPI+-Bh_m36lXBAbXMBfodzp2oWX0`T5kD^Y&2~QKUEtT-{2LECd)%5s4YsqcB;@ey zF!KF2|5x?ESMF6zVw<5o5Vfra$RQV&Ir=+>fJ2 zaJF#htld?vm2n_-F-RTW-@6$j_^h>nSrOcXJ6A#u#biAJ4)e^RvgR_LmiCM_QyOqj zyOJ0tJAL2KE5IV6m`NP@rp7++{ZCFs{?+Hv{(gxVBJ+& zRp9x#mXI~y5V9iYQ$(>F9V_e?p$ekzSR~;?SyL;m0U zdUibHJCKlE49c^+{2-kc+L#tPNz1}}4(yR`LUP`iqb;l36;}>wA$Ua&#S6r%&?)em zFBkVnw?I`VLtgn(YrZsP+9*hzN5}0}Wpjb&Px!DOwfYnvFc4?mgx@XT6ZgRzkM!-H z6D0=rPU{ZLYDaF%DH|2?Le4zo$WwVy%InjFi*Ih}-0rRV_B;>GV%=<8G9Y{znxCX_6 zgzSqSx)w|k7oD-nXU=b(QQ=^%6-%f0@rDYWkIk~@;8eUij4 z%^pFhWO>cKTx_yxo2@z1All$cLXPCMf<)hEn+5y)350bfl9R^PjD1@@QRR*MGotCoZwM0S&sO9qQ{&@we=oAs2>WwTj<0@WG!B{2uzZ)n z`lfXsWd$oQaypPDADMVMxsg`>;aQEnp)?KluUj*!f%(U-B;;WKsw)XO*jc6iLk{-K z<+8^2_LZAOv6b)Obl^Pzk2X08U7Bu-{d;js)~#h%4a(C-b#u4?LzV3q7{#8wU^+n2 z57<e;*KUSySA>(oO=SYi@-C^B{S*^zHxpE|Hew<}hYjGiJzNLzaJYlOH?+i;|Z?YoW ztr^$Q-{wj}T9Ip6f%+Z4A2z5-vMfhrc1DW67`w^wZ2K}R!YS*{$f^j#21Q8L>4-qB zU-X43NFr}I>)-{}oNCA)b0slwyF5ZIu5r8C870#2(jTPd4?E%1mrN~Xcr$gmWG_MW>bT_VYUTzgsFTAWxu*$#pRTy<1-whCyrBbt=3V>x~`e3sP9zEWnj z{Y7gqv#Rak9L|st{UFsg+|(#;Ms9`OfCaAThIqolX6N|L@R@4K45bJE#aakWso(2L zV&LkuE!K&Bae!Ste6v>(qQ!fx3SYMFf~=~r&7cbEX_=;)#KngV8O1MJv#0_6c~=tu zE^*7cmYC!)_R}upUddmy%5<__} zLe88z(}s8w;VdsOw41gJYI(UOcXmR|XNXD*rlpaNra2YUMf#2Q>#cdyFkRzHV&Isr zkY*Ss*0xfc@3g0k*7L2!$vO~M;`Zwa!~^Nrh}3b2iw`f>vANZn6Ahc2T}h;|aq#J+ zTgdrX2NIHte{jtT6BkI^fA;*Q?Qi6zOt~1~0+!YD z6n)xXZ#IJ}Z^w;Jvrpv;+(@wPc)N9%Wdy2wW3DVE6Zxn@ELm6x7E2a8?MjYvi7Ci5 zW6iFH@S9vo$f5muR+4@PnO3V<;{>W^Ikk(#)PQ09xV2DOVO)b;gT!f)xr*b!OH7IW zk61IKf%G9)5}84APTOrbRiE;kMRBB_2OCJ0y!v^3JzFtee`YOTR=hUm+RUFAa*YCx zC<*yfKrZ_1!toa>L*t4&(n%f&W2 zxigYEH6mlOdKXwTreX7MuJFnM^+SfY-&SwqgV?Z4lV4QBL1T)xC?$N0ZtrFc-jH=4 zWgStQa#PGFQOBin<(G&-=ZQ;O17H_B zFg#sQv1fg(P1|B%i%^>$d6l#?QFxUpho-NTSv`(gcVkxdID!J}xF3Yk<$i#MME#KG zexN;f+z)JE_7 zECDZq+y`Z^ZF1ah=+%l5`+>E5SrOZaO6$UDn%%*l`7*C1rZm*|tvS*_`<@_i9+zAz z?x_`Mn+|riiRm#3f%cTUe#O;;T3D?_kSXSerbL-MK$n}=QcJCQ(K>yRD+xJL<_i*i zuZIt-hT)JG$#+SDlYYq9++ZzC)?pEq6caZ(G=@5&UDm8<&QCWFaXbte_SaamqAAI%TuG$iaX?rq2`7FWNJuW~t}(VS zItT;Vj|^Tyz1CJ*X6 z)@*6We9M)D9BluU!R>c6`m+7F+@)T{iEb3x^ui%>jE6|lpPIcXL%8so{&>FH*a3ue zbxX`?3Pb4zFEhoZFR^AzgYY6(5(9^D(}|$aLCO-v3ar>>3)h{c9fOy*7BTDi+l;!J zkjE5oN&-Sl6q+xc%l|*LDoZX1^;%d*TKaE>rae!bUXrP{@mh>jNy&5rOQ`XXD zg=|A^k}e(<+~rm76vPaX&$cx~8e)$L66ewRxRxtM@@M#Zah%@8VQ>-T^b6R+BL1D6 z!?M1_IK9)lTe9MGE%vliy-UbFj+JBXc_Wf!UWLu%o4n1MLk+mMxRQ`V?Tw6mzkQRn zBXLLcx_r*ugwgw?wP0D%TbGmiWh&)bhD}6b(=UH3uO?L;FzQ{vBYeJL;NV)(WznUVY7v$h`8mCV8&qVrNvHZs4Lzi3g zts%d}m4qC|3tdS_W5W9PAJUi{I1n_;XQD!7N_x>jlMNhTDs+-cqQr#-zG`u#*M&Q8 zi$OK%fb@qXtL{GQ&d+L;4(5uXTg803DtnK$l3VVXEOtK7z%G!dY4 zn%lkcaub`4wLu@?$OyfL#*qdC|CDvtWCi}l+*l}E9wi@$7AS=SxMA;;^|k?WCk7-BG_#Dr1RvgsKe5ffg#-rkmOl z5Nia9^XPl7jE_Qz&iP18 zN%~{%;G3;QHCrgHgK_P8`cx7bwlEf@-Du5<*6X`nNywqMgMsViPddk-R#HwiINK{` zsXu0X9<4bGZkl?zOf$`@O+qT%x(ckYK5TyVj*SIj&yGgSF?jPlZ!$_Mes zBQt#uE3G|=vUra#exg-64rHH9C1uP_xbuJ1TH>sozb@ATXZh$#s))0ArUn3}CD%)> z8PXt_b|oQ)$Qf4>a*kw0IHx&sj)CeLiQIIujg>oRD$izE zR^~Au@faQaq?%ZRSO0!%o;3aWMOPA1e+GpdENrENFkIk8XI^=HFn+?j=x*xWj*}2b;@0$|GMw9+k0g@X`OknkNmpFT0W$IC4WL0$isoH^3f&mxxVD$}un}>s87C zB!SHS8sqvy>ki0@>o%0KL=uP%ve+h$1 zSaNWNb~PNN$n{jQh~SiW3Tdl18SE>E2DEbMUZ3lb9C84MazwXqvJB-mAI(gTDRNgg1d&c&Fwai%uvWKZP;#mi{HBnS2 zSVPug#F{e=(B}&hJy(u>_mQtW-mGK36i4vG=ZU0`hiTI0&e@s~8n^C;>H`i(=hrGR}ym2J>p72I?=2tgLI;uhyJRgSl-myok@huTiAzn*MX!O z8J@G^yxqE6vMSE%++@fT9rTM5_2ghSZ0ne@=0#JKHwh9w2Xp^ZkPA;7Jt^|h$^Mo< zb2op)TC}X)yeQY4Y>5n#IuI9{2I7aTnb7+8gRUgxK>Pqh)GOfQx{h2va$w}BSLeWJ z&`iRSe#oGF+gg~cpsb){uTgapbECK=3r(?}Z&K6hJSCpW5I%RWH4;iBuSqqaDBkcTUZu0dem2#`o;S&AS*axf`(SSMWN@DQ9 z@XDVC7KP?gz@#2BFfX$fCOa^^ey1TMxKT#TQXQDbtr^jPIqOPd;K1xW=_5fRY8J;j z*eX_^;)8-BS2uQRysvF?zp;O@%d;4zf3p~x~1i7@b{_z0j#qIjKX3Yjm{ z;eWR^s~Y@2=}ICq{LbsNJvhmv+9^_4Znj{JxEszqdYve+7CdX+FIlzV209UizWe$xhn~24gSoPgj^S~D*ne>7Y$WDgff8cQuQ$Kq^pp8#M*S}b+jnrS1-PI z{Fa zS)cj=>u+fa^?pI3=ZNlqVq#I;lZhVeD!=pK{R3;^GInHlaW06^oYDI9%hsRO`t*yg zB;+9dJj2rOWW?^M^SxbrJ!SI)oy}eEw7lcf?Gi2m4{B%1IJSZ^cd2-^3jv1nAFVqj zE1bJyIP<&U?~8kj^PL9H_!UCs8$zgjLMRRPzq4jfgZ-~vNemqJTVvRF@5Qd_)8w>F zM>h-<{kAV$nBZ)qS{DvY?^A%!i4rTq=Ii^DywD6}_g1M0yRoI3#LSbJ`TA5XPhyJc zIuU6yJu6@2$?mI1f0t~Yg>OyQ>e!TiSy{5;rdK=bjd>y z*V}PwI*2`{#CD>&oAbbbn{`)Y?DnoF2mUUMa=$t)7{-m7p~J2Z^tV_uqv7&KR}ylF zy^f*nw~Kd9GjsymbE3qsf7H60vclfqx&Fh}d}+N+J!o!$d9TdY&L0NJuVfu7ZSf{qO!e&-FJY=lZAPxqid;{;V`e zz`5r7wbtL#6l#?qaUSRT>+i!}8ox=Ku@S^BPsUf>#&ahQt|@cGE78YYt2fyk++^KB zW^pTpSd3qFkH^JbA}> za>!+Qfw6hqx;wIBvnA(aOhrtKjTcQ~TG`*GkFT@V>}cq8TuI3B)ntHsjW5^g?%dcm zaY|%#v6v?=7DJJgda+nygk^ezf&6J}v9ki1%Z&*G8L@4=4=sd2rW@X6&5wrUJ6%bn zk#z8Qq|?Ns-GPMUVh(%ltWO7{fs4Wsv&Bo|^*+$;EP4K|&||3+LAfzct*NJyM+r#+v?i z?`}klvDq0H7ms@*&89!iS^G)4gF4JA9SZz*2NPaGe=A>!-Svg}{}A)AqUzO3|7A#f&4wVK(&eEINCVgiVklVDU|T|`BF4E8aQCipGXaXuI0N7>JjU% z$O`Ikt{lk{-PH{Kqr>PUS@N+g3hIXAAn&o}Q$zibD~ZggJ1?)+?ekmM9~44vv~b-X zZ5YPKtYymz<9b}g3Ema{6LZEm5N9d?rZTZNS~H|U@H$r#a>TsWm4tMQSP{<2EgF!uUU{rD z*_ak4+854B!YAqKk6BedYuzVVRb^GKMjUZHA# z>LX<$eSq(Axeq0_Vh3i@iR@;1fg$`WYoW73mB5y%C&d-9YnkQns<;+#;F;$(wdtva?6JYv^+pD??lL1K2SJQureIkv&5Pm z4XcHM#QB>jw;j3PJD^6U_=wgrPJe8+uvr$Tv!XhToY$l|w0Mu9+G*W4SqIs+T(yG@ zdrEXo#IZsVDDIC-2Ur9ZKGQUtw`NiU@H$r#aP2Nqfqs=dIRqX6)1M${ghntJ5eO zWwiBF$D6G`u66PoTuI1b)O95x2Qx!`PJ?;!T)4mnk1w6y!F=0690^SI?lcYJB(yPq ztc)VkY0B=@o4i!OiLmW5onnWhS`JXvw5X43m6OhBQusJBTi#_vSmCsY8r^Ri-py7lw+hVw zXYLkos9MrgpCc^>cEyhVxc}N%>fWxN^%%>_72_x(Az5*b1j{PC%}CU|5LLzAg#J=% z#x?X8xss5R!hAuZ@3FVlFqK%{wlPqJ;XH6CX$-rj1`Oy8)H!-V8)?|i)Y^5Pi`EF}|G_-!wmBhf&x&yfZEZfP+C;QYa^RfW(T)xIJMsT|q zU2a4{Ljkb3oHbGIb_+uB;kx2W1{uUaIYjzcAW?Mh-Bh7+k* zSTm&ox73wH8aRh2kqk8Py4Hb&VK?c{XI1}y`4fE z$IX^&BL+txg2UH_OX2|1i=j9$O% z^RA7PH6zGD)4f>;^&ax8Rj-A(FP-G&?cTY2PZG1NFENHcVJ&=C47cXmVX7(b$K2<~ z!9C79Vea#SdkxcfSo5S|`c_vG1IJVzj*cs%(vjlyL&oS+*1}}PNI5y3xzVurxb?R+ zEI#5&A~P1w5&Q+FNu(S9%H986YyPu#|H2%d+ewp{*6-i3{;1aP-x4HxPAPp4t1iB$ z=CwMLlYVnLX_3?i+@zMX%6k(yIj-V<+=uS__AQS!wzZNqT3PZb8*H7ntkaTgao8-gGrhYrnw?qC zv8y$hJ0Oz@2D}DiZg3J35`w|tfVpfAbA*`7fC-7g;c!SeLJ0iA`Ty3dKBoK4?7n*1 zC-TW(pO2=yw_jIR)wka3chsvAze_XcEw&^g2(MNoCcQb?fZaOml7hjoH%yxpa)^sX z(G0UZF?mC|Ku%z^;Ena~y|q#$-tJgY;0EfjSS^MqHZMvmSDQ?|f(@uF7Z&Q2T$wCS zYBoZ-Xd$RVa%nBufS5rIde4?b5_*dUfZ7n$-Y<<;dplZ`_2+&QIp-h@=EhVIrCF_0 z)GPiZDWR|?wX4#v942^}878{XyKBW$!&-m0SeNbXg%mPTt-nkBE)DwEDiR&L29w`z zE~BUo!v$}IYHDAhifC;rut99vxln(FVf zB@xxS_b_^sJ=$Cx_^fpVsBH;G=byx4nWD2K9r&(|3(Ysh3~10iW=q03G^g&uk~3{X zRWn~(DuY7}4E}dzd*dIx&czs{KZpf11?jYO$>&h5!H}ynaaaO}zM7-ivfqli(2)8c zTN2KZS_W_i@d3~A^gS}jmdjo#-dk*TD#R$I*H6yiNc)zcp#v}xcbSko4WpEp2MwdM zY)LrBXzmu(-%4#)lb-P^l(@%;Tq736wBF1EBGl`kuq2p()ho+Z@vAi;HrbMJ4#bRL zLO+f{^k-K8VX*+F>YvGTl(Yz{Re=HVTQ$vlwj`Wue#KTVOQ8?&MS#> z4tHWSUBg}?y|u{$jMg1up-s^`C!G(tR$+Vst`RKPXIe+GDdt8)@pfAh&QS~}Dr4Q~ z@UM)=`^D^=;xW$j<$J|1)ztpCwj`XZeZhX1A%zV=iw)P4#9o=Eew%^#hFBm|AQmE9 zqvD9RkugVFbM`gy+ciYKY)is9A|0mXnk|2441OaP!4!j8_>=@wgPQXHpZK+!^8eeG zgmdMe5mbj-qaR^Hl*eb=gd@#yOEN%bZ*bN5Ju|E%EqtnReg=tAG|0{rGonFunk@p!MP}ez8U;+ACf6Vn_ZXHfVo^-%%{+MGw(_C@akco>8W2yjCE*;1T?Z>egCuY zl9#Pg-WB~r`ZwaYYl!@nEeYp{tl4&?UWGRkc6>K#USFexE%cQVb{E2Xty1pCpQ{x2 z0p9p|FOfN1_9!FyRk0#Wkz9j}6uu-GmIN!5kOUcsSrDvNMuKSV>zBlgX&`^mmV|SV zH*#bj{t{u!V3{{kBNLN{Ju&KYoUE8BTBE+9us1%jbu5I~0DdJ_lBoe~^dkZJQf4ZC z_9j@{@NubBZamGci#!gq; z8wc$|hQwNnajKYE%|w>kl5lP!3xj03sY;`cW-~d)YIC0J;apiXlfuk?4<@^t@%_J?O+@kz{fPNoODK0gI>0LRbp{sl4vsS zuMn%w6!$IZY#}pPQlCOlvwsW%&}ty6{D&W zN6$#O-5Qi^!K7a}E7M?UvJ}Z8`2Fj;xNjL}PlpA<4%g3fvK)S4|wp+bpDF*1L zV)0A?IyLPtQTaGU{An=#hnNWsrhl^~;T)zFJGikUU&Q@uQd=FJtbW?EZy{=Iz zWaIrvlLr{Q#h17m7M!hOd!UI1*O_W2mtl@Gm1?G_IMy&+Am&BGaIP&0=NO*b5yLeq zKvy>9)pKza%^qPKFBJ=JS_xAfaHKe1$hZooH6Sk%Got}{p)CpLKwgb-YDmxH9mx(3 z1!0GeA-~$OlVbyTwpd}N2C&Ib{}V{8dNi^uY?_5UL(HvaAvf5PaBd-bhNjpelzy8L ze4$t%Qv};2aMBQYzWD7LBBQn>oFlSmH>F)celv2sNk7 zLI*U%T^zkFeVh3G8ZK|PC1H$<^-lfyVf5L37~5qN13B$3L-L4N9#cpbL=k6)m>;d4 zd`kRs4UdNuiQ}>>zpMDcsfaXi-T}1NNC87T!LrqsH10fs1)nzRTE?q{;WG@$Q!LVJ z5bj~si^pyo>ngsF-a7|gMTZM@_8J^3z8`_+4*WE? zcVo0ut#uC$6umN*9J+(3Yu)}jR^ZIhov-A&{hio*DsY_drWghrE?Qd{8ZGyZ74HSL z>)!X|+!JE5lcEP!vaL6aTq;F$+2@XaBU#|jwDTyIR38#!{3N%a=WYIm1c_Nx6D^sY^9 z#@M$HMX`R7N6bAq01hIg9ljbg@02VauPqMW!$x%WrLG2Q&wxule1*t*vL&9~_f?ef zWzGaD%Jh?l5&V#HW)hA4r)<0%viiOY`&(my4I5)M$d#nA~a^Y5LO3CEZ4u#hC zpxL$r!@ET+mT4QYBwY#lQZOsNv{vA1F#{SjPqQWA9Gdes1@1-JUU8h*C}8*u!`Cks-4s4rUCn2d>xtssZ_=6fOu)Nd)$(GFG(5AmB$9YaK7BqH zQSdqLEm@F=xNsCmXZ|KXf=&>JFjm>MyKE`17c14&QWnsfErnd_92ap+{Bq4GUSmtb zIUG+rG%%Xl#Xa2pUO%Gf)F?YiSN3o=wYQ2-JpxwJjv6e-AGoD~Rf)(J=3bowAF=2ux%>U5JWu&C+-&7$gU#ovn=)y(1pwj`XJ#d$5Z z5O^)DNzv}ZY&ADPAM0#kFfs5ne1>6uLM*x|%;#Y%b702+(BBQ&!g@xr?t>9|)_hyc zk%s5vwj`Y6*=2-hYR8Uv2i^QJM)l;&T=loRj8M%K3VKC7LCll}?C<{90y|@yKcyZA zF8VVAvr?=B)9N-8d*gUgU)TJ(;O{T|ka zr{|Sc$QfJRnwe~OS4PSRqLo)UB08+% z>QMeaF+&=Z|7}acIh3n5<=I28S_PEB0;p(wm6BVby)=E0q3C=RILIfnJ@jjo0; ztJ7H}L&hT+qD5SC>Iq~(o?OJ&8`8l&Q_PkI?rF9p9D?gRB~LksL1`Q~{u5)eMR8tS zJ~Qr8Jnbed+COJ~+?hD|V{2O+c;D`{)j$SsR-VJfKfpJYy?#%6>$$$yug{)xub!Fe zYm{?(TJ4sEZ)3xlGrLz{5hZb45?k_G+DRs-!U=%fWJgRLygp3H(+CRY}8 ziEcsPw-r9JpeJof{LwAw>?^3NdhFezm5NTb_)%%XCvZU@LrNLHle;IJ6+%qafikbN=x$oh1z(F#VZWHKqfmOVWXp7=mjdP@j^G0#B-7 zy=u8JPqKvzj+i1P*|ag$E5$5ogY;L}l5lPSGiZ!XlTvX^qdzlD_lX5Cg$bEEX}@P(@=iYmV|SZXKp*{U#oNQQih!{E*zb>pBibCT78tPpS*ldk3PWoQi`E(D<}p!XL)au%lWD!aA~J;a z*riWmQucvrhSr%#Otsn@ia9}$h^LGB)GXo(TN2JKVqItv8_*EY*NW|cvNX~smcF&Y z=c>*3R{l6+?}-&+iv79>`wbcO`DMiEvrAvv*y>aJcmTa(<}|>2Y)K>mmkj58E~5S8 zuf33(S_={p7k4NU7IP)U1tx30JO$GS4}@He9?B zA;>F(Elc3q-e^Q4-(Sf0b70+Fh;@SNaK~xvTUR_k4EFMt1gu@SgQz~M`LKo$Yx%HF z9om~MX{9+UTh0wss%3Z*j}5F~@R~ELULVq=BI()~*OWJkU+Gg?h@?zI*<8Jcyyp6= z*`WcS;@yg3M^L(ola9*5eWffs`p7AP!U+MNn1Y*a?z8Y87YlEw?INdOFU)3 zlV5+{gO~E_KO%m;PvQe1i4Q3f9hKct*TsinK5gsFBb{!j*`iZ}Ox0m7Lw2X!7}t2` zVl4T0#FCpT{#0y0;zaHV4t4eavzQ4@{ok@A(VSUA?t&hqjvn-D%{Oc*&F*cKN?yH( z2>P_xD57?G;%3Ab?Dt@T0s5d~XVT5*;4uY~Sc3pkLmsjj^-<$nqHq&bx8kPf<`t}! zMNf;5Ehbj1soCy7mar3u8bxYBT8YYFhSZ{Rvg-yvU(CK{@N;ZQI5({>nokR68~I}p z#Op|@cpWJ}UPs(q%pYSDxJ0Y~QxjOF=Ho&M)TbkmARciESxE7r}(p|sC2}g<{=b)?GK50&@eh^OTsxu$KA8{1!7g0 zB5Jw4A_Dq(V%9XEkJys)&&OTsxsSOZjor`E?&Y56+?v0f~KX%(ThK~{da!!J^PxA?W1 z^4HjsIDX3C&_Ved{Ar9E#UjX+A8z4_lz%|{T21-;Y)KqH3f^k< zWhWW@@Td83`&Az46Kjax6w2Tu6M_3iFnUfnvDVw8R$ z7S9x=Q==Ry1I!=13lx7EO#dooLWAi$wj`XxblfMCW?ki~za0zV5VeHU#V^$0n_^4C zIeaUE-Zh#TZ#Y}VdJR@)(f(jC6u8612B#(uaNS!g7TUD#rNjPsz;zfGDdJkIh8KwW z(QxdtCE*-Lqs{vCE*-RM03wKa^&4kJzh%XO!@BmFu8+#BS?&c(>|Q!D}(V=DZ>SC zBo6X1QDW?;UF~XMa|QhDSWXqbndPKSe!iS^>dTpFO{=2B)av)iVm>vCIKh^LbBkEE z5B^ycE+114Fbmobp&Y|wU*b-M7{}FO;Y{oBDQN_wi?|E-k?FN|rI-f|qjPOZILGL$ z?Y>u07F!fXX*=Kn-kXA~R@KB>>I7vOu{~l@O%Yq34m_X~ue9N>T^7>lL{7G(K29&oon>N4-)!hfaMpy;ZzZ%#H@) zt8Ga*2l4D+CJ&t!+QNt61V|-b4Z)1pv`9W+D3^6hao;`ldDm|#x#up zA)^`;&@yo?xlSCpNYfC3rvsFXK9W(tA7 zUp(bmMfNz~R|q#Srrci5mJcIFOj|$rNuYyv z1K7uzuV6wnhe0Bo#xOMOsx^8s?Tv8H{_Lspl^f2M8eVM`JI=u$X28Qw0X^E%=vDFB zG+9I$`wxnhXNvt+Z1%)6M6i_5MX%=^U*YXa60DpzR8I|HW`yVC3RMISh^@N=XWEi*4*1yzF)rL(snsjx)BpmkQ8lDBreNS0$9KZg4Ci*S zxTe)JrM$>{6~7suUk;<>4|H|-wuqV0;JezEgmd_oUE6{g5AyZMpq&aaSVggLreG~g z#}L9tI2JTCYEt{fENBqrZAmzXsB1Uk@>UC&iy>#$60(s|j`xEDjcP5Q9bJ>!)aY*@ z9?6EpK0ouv7{*tL6<`Wu7o0U%0_E81OMspxOOVMb0WuK4MTmFRto94l#wA_y|b`=48 zG5-MHHCm^s)Czhcu8E5?Sj)G#8XKIWI+Fp%JYxbcv{sHa1kVt2qak>zEeYocp01Dn z_EjsrC2ug{b1_~)Ms2fLNYg5IMw<~G+|Zay4X>-jd}w%GX-mR6Udy%@js!EFff;Ly zzMTp&PJLqGOmR8|$sC9~H6_`~orY0P%!7u}b8SgD$7t#1Y^{)^gv0~XDMYU-b>POW z@xDTbGK|nG#iE%av@G3AywO(C0qWF&w@hs~ulF2YA!b1X=w-GfoCCC+K3jlfO)8t( zjy;Enf(X1emHH8Bygo1(M{1(N4B30c!kR+1oIhE^dF*}Y3z*GhLuR$Q^=>gM8g%cn zCE*;p1>16!a%FH7+dyt@Q?2yd49{1@0-3_IFpb_r$Wi;s^r-ml8Y2H-OTsxK3%6jl zm}6+RZRy(FXH0%67ReNoMQNH5EvfaZ55#r*C!D9X~T&2A{su2fjlYtkgz)YAxF-Vn#H`me`VT4%y0RZb@zY@hcMt ze8E5$tJpN6N_5MOpJFJVE*9Uk&Z#LwfBvY}(zQ@Y4rrhr@~^>qg_tP~*2`>3IEQs! z;1&&dwdf(qn+#H~SQt}~=7&zt=l~Ko8Wug`cWYSOWJ|(17U#BP7ozILkfe})q1VGU zo?)+A_ww=HpV=df+snm*o8op}x+R4WebE@c4BX~=J+u0YiYUfL=%!TAE4~p8Om~gtpIR;S)QG%wC8Ak16d{ad<6hFy4PHR*fm%7lmFT zk!+bzG>-O-6heV$h~o~?^ve8~Vg@z%@3kf29RAb8_)J?WlvN8EOoAF6$9TMg4CFtG zg){~7j3`P|F67d$y*gfB5c8qo^;ugI&hfek{v_2(%Xa4$*x+A+9SqeV)L7`Qp6Kk@ zkzkB}E>?^w#uultSQbd8W>i|BhGbX)4B{i4gLSHCE*ET5Y=luU;<|(3m@bG?_k@rekw`shBqn>x*njILG?*mI}*oru>mi zqEQ~NAY=F(v5=-1p3z!Gxk?6mf7&##&ldBc;q?q#63+2j)LJ*&)xUNH7@wDjg)+rw zajcFpKzg_5h2r;XxIEvMgmYY$>$q?%rhT;CI8m1-D$IEOg;-cqyv}ZeS4PEM8e(pJ z#YgU5?-cW*VfQv$63(%^WPI$@myhNV#@%FTON6ohyjVG=SYJ8;*6K@0a}5)2pnOEk zqhTf=W(gt1$+-PN#UDLKQaNNTEKrW)FI z1%JMn0}Y)ywj`XRvnbjUh#f?<<1MkhuU!E~<`S_`rnPEO%T_(?BqFZ#&dvt$>or)` z*^+PwOIJ~)e4V=qGdX<)Ot~VIPb%IJChjpB&r-4!m(Pr4m~Ae8fS-o_k!maz2kni~;Q<1o|*HVYgDQFFmz4#qSDc#)OeM8Nw*187=iip18 zmAemm*&Md9_jm7BM^6O=qw9Pn*S(AP0no~9t($U@Zn$`DVQ946J660G)UI36xXe$e z%1V*sWHmL>t~9<{*!83U%0xQO9Eo4F39EU?Qe(v^!p1>c5)KWQ?e_GR{M(xj9N60_ z|8{e{f^1o@5({Yx-WlmCWeHauGh}Y9Ra$nq=?%@FiuuqQnxnQPoa5D{@@55{GCzBI zlrufG?UqKn)pGO47|ZvG6<~^G7w6W31gZnZz_x5y3{$)6!2X?>DGk`au_fUg*yUIy z;Eg8%xLh-_)1gtSCx^=u6lM^=E*91l#ItGUKjbzBBy;O4J{m56Rm_Wq-Ir`hILB^@ z3SJVbq+JDUUxab`wOBAyoR)GZlO$&vI=>QgprP{%TN2LENwj^t=mXO7nKNuM$9arV zTz-wKfls2zOnw0~<20FPh?&xWJ=K;(5?D#M&gWt(@>jBU@4k|>Ye6F7;x0uZTl^@x z!MBZd6(`P1-@-+sxA>JQVCI48vHm)G)$a$nn~@K$!;P-u!yWDvAL(>Mb?)~cLQgrh z;gXFMP_kYiPi^eJi&tgxve);qpr;G_u2JGd^)2yo1LXojcE&#<#f^A9EBDYflViH1 zq2?_3BMelkor{u*^-Fr-5|r&se;&oauwEkqP^xc zPen12hCOUMM=)wKeE2?542)XpAZ#D|&(*Z`AunH6S8)iBnHmFrk62x%fL|TonNG7` zEN>=|HxtO4sk6LlyfhNZtC`2^#ms8vF=k7`xp^#a-!8V_lr&Lc2KQrPVNJnZ-e#X4 z%~y1s<9txeiU!@^+mdh&UArmF)~T#!y8;Z+lVYJvAu^idd_w$s4VG`)l5hx%?HuQ{ zYpGvx{O365srOp+^oB5qnVcEUOJXyeo9CYFcePk0l76hIfgZyQ=gGGEie@-ZuqENp zYKK+1Cp zjb^-sY+Hh{S-8W|1Z;B&I*Nc@prZ|}{aNjECKtpH5mV|S35t3%A)HOXOGi>pJtKQigm*-SnyR;Q_% z>ae9-Z!Es#&9~SejS<}aDNjSHr1<9dc+#K}VjOV|J1v15Rq3_li zjqUV~=?}zj*AV$vTN3UONjB99M6}zC$lU8(jTRQBlWnh#$Sm>OHAJS{l5md5;%9nw ztPxbO@LCPF{l-CQTY_=9P%M^dO<9s2_3D`YS9}E zA;A-b?XegZzgxqiW=q037N;GG?axGFjUY5dyvZ7;93%8*v52M!osJY!Y7eP$Wyv9z zO&AD9Z@%skv!Q|YdRr3C!J5S%bG_2E-e5Q$5({Ap$87)m-oCPYO#EI={}0-daISyV zHmR&vhzVLtF5KZ9jZ4V{u96Ug8r6V3BZ6SJj(d$KJF=in|q zgizusZRir4dg@SyLCc6mGp%;Z(rV}U#ABS*Viq)jR@#zq4$$gN@$t=?RJk(3YgXCR zP^C1Apx!ElS0Rz{Q1T!{dA(Q(rckcNe%=a=(t^=Y214)xS2hy~fgQhXcJ%HMv!%hi z)0TvDcvr>z;*&YpQU{O*(i`l>@b=O~<7)mKgWC|Rz#LrowJG2J_F33!fee{T^F~aM$e!!@SnjwjS&WLjT&UZA_^>h**5a&L8@tpW8ByvHWp{`VC@*m_ofS z9YuGIOOzR`RN*vN#)PdekV<~31O7TOa~j}x+LCY%_+d6%%o-r57?4$ZU~#O zpGAe`!ACC@&6s1dlD!Fn4|uKPX2G~cOaeVNjqi$8W@;Ln!+<}KxnNVU1RXh{kmK>sK^D|Ta1}0|P#RjGg6Ih?>8ni@iBHie%$#u43 zM|+vBu_fWqB6%;ip?9D6kj+DFSfeuv|A5$X zTM6L?5ccv&`ccRy@_GoLWt`tBR)s0fYq0w%l!dpiMY1r)EK3HW=#}|xV#YL>-)u|5 zIn3$Z*&~I)#vmei9QI0ufl4Kx+J-P6nERm4Lf7tH+Y;a!J;9JZA{N^e(iI3qp!m*| zLcTK?!ufn>21{-Fc%KrpqXGGlEeYp9F5Z+Xdn1U4+cHv*cMIBQpRO;6#j8088s++T;UhT;jy@4V^V5TXN{IqL= z2UmuVF^uzfyBb0vzZ^}3ar)YDq+3&sX)nn@D^5xPAD3ukHAl>p2JK8+63(GrvO8Pt zr+A*JeNnd|UhUc!VZb(s1v9O8@JaVMYwghJ6>puG0}Y*wEeYr7oVuk_&SPe}LI8C} zsB5y1JQK2P*TK5*T1fuVyev00!Un73G z2FEH}67J#PnniW29URHK495YnIOcG0^`MH<0gip*muqnBwk45-L$YY%a}fnV=AgG0 zBqA>M*oGD)E)d7>tH(D0^1^LLylSpM8LT<#Zrow5c( zMe#UBHNIdk;*w>nDsM|FTNtd-Xal{|lo#r~K2Tug$J<@elPuleiuGj(QFBci{^Efg z8Ips#t&jtrp}zg#s!+?25e4n_o4^h;_Sa&@{HpoRki=hFl4#B>VKJwt0Dny12JTgq zCOv-jwxA}ZF5HM+jo}hMJ0x&m>q<3`$+YSyg-^yjb`5z%;CKgH7{Wn?QI6ZdB++CL zz9QD3sda3_poXm=b0G{O6rH^rIDU2@Iz>{(RJkuYl@3MsF^|mVQ8CAw+5Ceoi7((m z)|(@H*$~>x`i}O(9ka+0Ep8oF6j-KTiq&Fj3*=zn+rs)zw!l5_7O^zs|4YoDhWyWL zNhFbvx&sq`@|cU}?A}JH4|-LpGjd3rYozJd;^jCE9IDKoAFz$-XngqPvV-8#7;{Rdbi+OMQPHz1q%ZkPgNRqbW4*#klWm6PzbJEg zk62JssLo2GdlYf%uSbWRYN)+l%!!8Dm@Nro)U31h&;l7|i5m#?jJ+APRDGn9%E4=^ zises?^pXkOCN9qKeM~H|DSYRs*a^%r_FBM;V5E}qInFT08iWsuxzQl}dqv_nj&d`t z*^`2e18UB<0zdh|!maFWg`saAeSvrd6F$q3Jt0<-A!K*0JmJI>=wEYfI`jj{mQeBh z-4HYl)+!W@gOyMkklz;br~&!7Es3Zuew}S$vJ(R>2)b~=rz8%lew%SSd0%{nf6_X1 z&4q9Xp;;C$Ow|)iLqz?J6U1-V5c%C?Arg%QCe{IS(QZ`1HC;}t7#YX}pIGb0dg*@p zz*f=!KS-M>E2T<5wot~+q(d3Dm5an^8P@UUG9;*H-ZE-CWWbwNg)bDdpc%|sMdCQN z#S8b1)(7C)S}3Fa!YH(w(0QBttnVAd!kX$EdDIk7*f$pPr0IIU`1P8u_u7((YQrvu zYqFcmQ;^ELuK_PQ#->#0#bl~h9Xgg`fJVjQnF4fbx}o^X_&7!UX)q0onb2UW*^)@Y zWYO-e#JgFWTrn+3L|phy=O-}p(41bcBV_kciGitd3FW-Rs_shp{Ri~8jRK@9PX5Bkd@2yl0)1}v( zQz++3jl9=aDDl(9`$+ir)6WO+<27f%$s8L8ka7OHKj2?;dM>NBHI6kGZ0g0(P%Tt& z?{%y>tC}4N?iU}#^UW#!rAqJE?agTeg*-MKj2&&x^R_c(hKI*dwu(q?DkIb$wGnC$1LSM>UcAbsMrVcHJl5j068XFKcTnM@q`faspuNre zz2O3!)zRNQ5bPB8caiUpQiiI}qDmR6ddj=dcga>$n@as28i$0wzaiH5?jN4qPT|Fe zNq~3EIN^jphOTGiu;Cm*CoW{`^{>{)t~SK3E>c&E{gSO6?^v;man;V^e?-#$2mSnn zett$jKc}Bx;AgxFuv+D0+3)rHs}mF!_&{T5s8X$`ZiJH(vXuHg;93HzUxTu&YW%N; z>XMkAFYTb`xz|Id^YJsDPBU9QtTfZMn}cX5Yim;5$~8nuDS4^g9=a@ff6G7xTPfgs zl~C(a5dS}<*2|PyXQ6?vQ4ki0+une?NU^IYQ0%E&3xkMLq5QyUgW`UCA$amP-fFM= zzoo;=l@4bHZOXd%CATr*U2bH;OKN4>H5gk+-`nWt8v5BmKRfX=o?S29>Ul%qT1H^Z z3H!YsME(!h@BCnOuSP5V8@PF%)^eUGKn?SrCKurIL;-GJxB#Cg3Q&_1P~h`K0j^3+ zfzI2(nkO9l=x2a_iu6;WpECUn(NC3r>hv>=pYiZM_Yg$KF3})<62wm^$b3DZ% zjE=ZN{{V1q^hT?>RbIHQ^I@0|NBD57IWbMF_w(jS*}T+O{tQ9Q2mIh2E* zgHkajG5t0d?$hqGy1yxw-B8_4%;(TMIgAu|%4`Tj#65zS^6MWHzuuoH_{WgMS1d{B zi@T31N|V00`?M&WABBm4qimhsD9Op8>Xp3VETRh_v8)oC z6Kl*A^QU8eJqQ;_X&^~fAr9%O|% zGK@(G{1r2fNubB_p0nRk8{C}4Kw^=REElt@8Oa&8B%B+G9w{t_xqh1=+$I*tw2pTU zBo-mES^Rblk*jP;I7ein*kCbyCMwKm6~w}tqGcLLEW)l&%!`Iy&X$Bj?2bnuu|HFC zy9*?Cm!)2tQ}9{F?gpCCZEo+zGE=qIJvdOrbdXo>K1j<0m|W`i=PCnVwC;Q**S!lv zu}0O~Lu1!&`d)9ibZud1wA?$!;m8)g=LS@PqroD9A=~7aWQa>o?u8bVzEuDt{~i81mtQl zI~tHHZAmx>a`CZ*o4Z~tmMKuab@457}&7^RPj z1vEuz!fvXSUQB8i@^97@vAj3{>hevb1)o+o11#j zRUh9x++2j>Nn&m^6#wwQ7DcDw=2nR{XIk|H;pQSB&lj_!0hzWX;k-JwizXNQe6=gU zAFkbEp-f>KFWg*&%XQ-SYq(rvOTsxWe}r&zw}_Qtil<$;xd`d9m@^IO!?q-xBdrCL zi&a1EF4w)g#NwD@)iK;$1jlQ|FW2C>!4~k!|!SQ}u63*dRc4%M}u0yr#AcChLF6tn=#>ba-Iu&AY{#h)XDLAL3M+QbI zSESEfCg9FjaD>sf#5`yieZ!W7bBq?X_&f$0h}D{Q1sIzXZ*bLRUyMzy6XWuGTct)z zrN6Ny;T)GsT5v(?&T54=$JJ7~Y&q3Sfg=Wo8tl2MlKfDhGHjX{PUP>iCBpcg=M3LV zTk(yg%RstJuZJ+jG3iw3EtXEJn=8aTYIXB$TN2J~;MDf*XX>hW3);CD*JP4%`2c&%w24hexm?;=b+Xng2(J6{K(9r3( zCE*;Mc3&&Q&)I9lLYX2%)nvU6#H++F)PVR?TN2KJIIHFR<@YN#rZ!h9b!4N<4#n%s z1ZBD6d_XL!DLiMjevN!yGuV6Xv+657>JPq8%!!8E-`SFIj@xMzmuib2h-w$&9o55B zF0pzvPC3Twaj}S|c%9CXsF+72l>?8-lvWW~Ul+5Xf%R2e63)R|xEy$2_Ts$_gC4<@>ex^%^L@vL)dV6yJGw-hOYSid0rUE^$bb zHyMv}Zls}<=8`+@ro2}|kg?+X5q|>#%0GxhGx%d`bqsR&u2OU)+tPf+z7yVN%JH^% zFP+^B7u@UCHy8R&vp#$3^)oYljdGiCoGpKEmC1#tEj8G_hLx2mB}HucB1LV$a$BuL z1I06JNjNk&Hiv~fRD#sLQL?v#UUe`TBT2u{_&h@_l6f0Yh?-AUeLIG!&S#uSeE=@FkB$^is!G%QBN@7Aywwk6>lizUb` z*hdDL^HM7L*>JX$s3Yx*FfMNs3ucPTQpzakbB1tYs3(du4V^cOIndC#$CiY1bk<`y zUCw8#`4mEIt68oTGM6IK9zv^7uVzoBI*5U`%3|F%Pq_^NM)p%;rI;eSfrjErs!TAu zMfq4ggxf5uFIHJe)i!5&^x1ky%%6t)$81SB$GvOZ@gZy=3=G`b&uN-J#uz^(R)8tS zUE_`#0e2{XR-wNyW=aG0Nm~-mfz7l7RwYLcNBk8qU*fNjS&({B}4;5C`pEeDq`b5F@)zEWByuJ-;2Y;gnC{N&$dy`l=Q^-z13?1f9b#9S6&F4l$nOTsxur_zKDUtb)j@d`3lpAZXaiq#ov@;t_6Cgf7X>!V^mG`v1+OTsx` zU7J!P*-?syy5Gy@)o61wp?70|-odu$nLox@eow3bQ!H1dvl&Q`saN2~l+CNkXNv51 z#awB~{);UM=g6)MvZK?dM1B6^z=j4N8(SJb#kkIRhO2Q$SD08`eF_nCD`N`lR54Q; ztS8x$a1QI~H3Oz?acRX@q0D>UuR3g zx&GH}LNHf^)JF`hp`Tz;^#d1qBqp=^&6@nd03@78m~obCwzQm>|sW- zE>?#rlHKVn%M%R_D0*LwMcLH1(9hb4KxuMUaffvj*Z_Vsb*R6foz#rr(Tivzu2YK!1PV@aie5RB?$TCdP zl=7P3F?O1r3bo4U!c*kw`ec%3yg(>(SP5a!`24f2LL*m_Z`qP?XwU3QvQaJ5_%m-c zT7eB`-Benar0Ucky=t|R%*%BwgxDlbd8Vtu)fH*Af)hwdE3%=KYNu9GO7%xyO09ic zBIZ+T-xk`EaBdH4X+jJ8aH5&yUL;Z~S4L7Jh5En*-3#f%jQbU0Wte`py4A!NNfUM- zAx#F-WJnr=x__CNHx28HZAm!Cdbx_7Np-%KLx+)u*MxCUP2$b@M1>j49-~E}68Bq@&@(sOrzlN2HXEa;x(1mW`U;pqP5Iex;vgOi zAy)SjVqKY{jc%JHXM>V56G-V}8kxnn#e8aJ@whFCZ{k7LmLq#GnAm9@D>e#1G!q9Ob$%c!q)ymzTcyPST|-L zRDg?kojwLS4Ejp3mQAbl#`FL>-&nkajF_BP%a=(RmH$VTWK_d2inmQ6HS~u5Trr!P zF`Q#d!g-AzXSOd^lgBB?VD1!)XbPsmtYB1guNAYQfwj$+ghQ~7->hIoNuQh*EdB^n zOR>FT9i|0GER{E@85%B&WoUTE%TM&bioR@=uZ5(Xg9qOTsyJ(>7;ogGEZ zqSMkfaELhv=8!%%0f!n=&lhu{AvJ1C!Z}j&4iwbxAb-&;UU!l=8I^a6g)v2Ce!8Z( z3D#!yrtEFvcWYR@*_MQJEY6Q@?-}$EXs4fb89#D}T=Y9;AKYx)pl_lQ_{Q|wm8 zxBn3LO>Pa38V*^+RM=~D8Z2nHXi_Ca$xlwrjFT`Za@V#|~- zM8KOCIVT#iJ|$*B1L*s!dG*DPwLEeYoqHSgd^B{h`A#!L^yvb;85DQ~k$>*nG zm6;Z9G%VJM->qShu_fUgi$%M$M+$?D!IqjG@8Yy8z?d8o3uTJQVyt2-u3BoB-qkrM ze!qsx^|mCO<8lUl7IPK&AOxR8w5k-%t?rfM0F7Ick$Rq3OjD%J42EeYq4ow>VEMsUen$tw{1iP-ToMe#Q)Ly0{@;}>Pn-YOQ<6tuI_gCVCa z%gF(!8ftG6bE2X423r!&Q9Er@iaecFtoUrM4p+{hs)uRdN}`&LQ;zZaq*z2#yiUgk zX621d5#PZhMt>oX8d#qYv!Q|YQCkwu!8&u>5ww3C%eBI|K@<5x4%_k){fP04GGsp# z3u+44S?DABoRaH?La&8W4YluyInhx2t}O}Ys4d%3&XpPpHLhy3j**<|>Qso4ntijY z-ux-)LcpD0$$aiKjAn>=&@h^6OTsxub9SpnupKh-TZ~7ySP;{iGnY4>sF`8dh=#%% z@tZXiR@stpj>6*YaN$p8Rd^N zsv}AxNgt->^qWfA!QOl#=ymwlR)4o(m*Wd}gLFGh~LDm^> zEMj-qoc>BIhG`=)C*2P|&_pOcGzk7e{9>(fc&9B1=MXI057*)f#(tOx?TALFLJZ6o z#lo2ab4t1za)%{`aWMM4m5+gpO6~>TG6+SH)xWSm5woBH^zXJLoC9>`4Zy~qI;m8vUWvb`*w9if z9EsyJeo=;N>2q8S8O};Kh*O?Ai8#&poN7(qA~7c#YV&PLI7jVl#2n8xFk#XLI%UMM z3N~SB#_n>lxTaMtmClF!Y5=ycbeD*k(cs%)OTsyPSMJ4BWfeI`v$Y21y;MA$n42Nu zIHELNGRb!>|JX`)VKa(?D45}6iyAu?KcC35J#nQ0MOvym5wxz%js zdA1~++sMlO-f#io&^0A2Yl%#&#!oTce=Zi^6mLpP5b&P?|7}<575^Hn z?+`Pk!TMHP63$^=M$3-gEe+N6s;Qlol~OWaZl^*F+ULZ=nSyqTT5JrtQ+py6cN#{Y z5%Zv7^hsM1&M{hf076r}Q@zmC9&eLh z49|yOsp1|!GLQi-Fp7I*ULx)hm@poRm+ zU&avDRTDj#gmz(%t6|aVw2E$r={c5y;?5YuJ5S7(2JdWJ63*eB8*5eLL)pYVu74Mc zMKP^^^Wtr&KE<$J{Avw|Zd(%0fjHZD=I;04+>U959L76vLBq-{XNiwPGht~4>zQJ4 zO~Fb9?%pB47`4Rs^>rULlQ)W)(cn8^OTsyPX?^*>J^&~13PvF+nE>{~#UV6$f?>Q( zEVe0(=eBVMAimK+dYlA-_|~AjRm_kE<%lf_=TI&L*y;uw`+*J(UydBL{3#60O)y)k4)!cjL@gW0-7Rp8hZv%FL6So z9u{+dcnnm8RwIjK#l+MKHx;mg+_@4_Y<(f%vtW^8eMAgmdMu zBIVbRO968q!(JJ#f;1mi#~+bt2ot5{4lSDCIRxtUCow+bL_&N+xVz;F2;DhSuCI_UQq{cVx;a7 zbD<&idRr3Cky^sh0eIti80ICmklwxsBlM71FjIt<`cVOR6MD#*ui9u9;$vbCG;|)c zCE*;Mvl2^R94dAIGfK3*HU5E`pe*C{eX*#fcr8yZb8*1ekXH@3C&jF2z&&A0!Z~oK zUX$pd2XWium~}43aLvrR>X@Gf7fK#O1pV*MfgYxbxzLb0*_MQJq`GL3g@us9Fcu<* zyfl@MixU}xF*+zXkZB!3_mKA?}`z}$K(M< z>Z3~P;%jEa@>DeEwB~G#Co+rQij557xA+C0wp43#S`E9`5vDM?{b$i@PW89{_`Fjb z;(-;dj0D?`xPXiOL6qq-pUGle-vUX{WAgn=Vk*>{kq=wyr6rW`1GXd_S}gAiI$i7T zLS3o-6eT`xsN)r6`}u`fNYkd|486-spkkK_xYY3aPca`_3-c3O63+2jsdtT9au;Bq zVcWO_#!oSlr}nxUymYncM7884h+;zNur3udrNO$$mV|RyH}2yuRrsx--J`)cFIfHN zG-9f5wq$FHSJPu5#Nb~kR+4Eoz9Q{+)xzeN(y<3phND@PLQd7~mWWuoJzOs4Q?rLl zY)Lq`hYNU{Q=psB0@(4fwg!=y1`F(tlvsWeJ;{haSF8q8#4qqSK?QPz82fS{bW
Zd-iV-`nw#}RL zE~Sd%3yyE*z=hk6c-341p;?rTrZ&X0*A?$Z9z8a|k0qeGhZ6z5i4Sk#!`t}q4s~d6 zfFxks?1073;3%qdaAh#_6{TBr5`LJTNn&oM7&VJ^??Fw zIo=G2o@D*}vsgcdSTxt9E0G)-k|UVL4CO%EP^hU^A^3_%z1m{L3N~IdviYK32T#kUYpu z$Hij(7-G@901J=7cojP*Sqc^UHj={M>Jxf2MJ>mAF<%;P-L|;d!nTs;YO4jL)wuUk4Xu5)B%&5} zHv|5WPIb$&HeQK~YNK;DQ}M;5P0m=XtSK=wm6FOM4k0srO2}~x zVnocOW)O8-63z|ca%B*`t2U-K<<$}ZPufJyotm?o*cy(34x7ST#40j1g-h8KdNWxi zAy3A(OxUPdJtIqaqnJm{67IGo;oK53$`W#sCG4V{s|x-J+XCUUjQGQ1RhS~ah7r#N zh*JcRiaE?57c-{8{1ICc&S74zV9o>PeOaWyQC+biubeBCD29Dv-_k^d8OR@qg*658 zECw=YuR48nvDQx6u#^ro^SMCGv}QhCwj`XJ54Y_7^tBHL z+8hT@Y7x5a4D;QP$y<$!@7|3WOiDTZl;v5(lN&`2Tsl)I7H*8qK|m>&($x7m_#4(P?(D^++H zs{xrxV+l_-MEuAjff<%HMro3+>J1@c9e3&3OCz!5Zb^gD{=8Ty)NP=kb>5abLyx3wvBI07M z?P!#^X!JIk^Xrvd58BQi3jat6d8wKI(3BHS*txX$VLB`?K1hd!#gEWoUh$)Jm|6T7 z9p)E5PKO1>Ptajn@gX|QDn3ky#l=tZy-(3$e(}?M_zWGE79XL*NyX37VQTSnbeK~7 zJRPPLzd(nX#ebl~NyRVHVOH@U`QD@a$1l<0y5g7Vu(S9TI;<~#l@3#iU!%jU;$w8U zr1*6@T%}wKK#W$=cFt=w=aJMkF9*S~oTr3t&Vtd^3$;3>%!U#MR_r|SPsWPBUyCPB z+E}M#S~oJA6!hu#pA)nG+g{XxR{QM^g5sP zj8}{`n$xi8g-Dw|7bk&>%QCoslH%fKK0OHxy@XFs#_7HOsp9Q1zL^zyphMP7{>4ls9Q}veq;DR)8A72nF zU-eH_p(!)f!^Fy!{;B$VHn^aNU&|N70F#X!Kd?ZI%T#ZHvi=mtz{__z0DlrsVi8pOPHY z&QO0PIWFK+VtpT-dz^a|54}dPe+HMdMw3LAv_9f2#ie)8K-1m0G1pk_BwzQ?h^}pOOXK z!KY*a_wy-Pz~g*Mw)-3ZRMEb0wIUZYthd&5~EJ5#;;8GK4_xQ$Qg4R7^N z6-S>6E{LQ5<_miFDa#cVR7U*$%HV3li%=z931y!>7dW)D?;jnd53cC8OKRr!cxm zhRb{zW3mAU<@l7iKFX)W^%(@Ht-Rb3YH<-%KB^d5ZfN`lpKMy}<<$eT*+i zu3!15s?eEp)Waw3q(Ym53wm>3a6y&gPlF3;u-_Y8P+#S-;DY)pzYZ?YS1F!7*C#y_ z7yI~vl-b}@QszB;O3M5=pOVVH$ET#Fne!A4GS;H2N~6Dr*FT*v zNYWgilB7rZl!W_RJ|*EE^-mR*Uj!FK<+LS=q@GgZ|7yu=`Fbuu!r4 zSw1Cpf6S-E?xLlt05P?NP8Z=JPo1cTUdgBQ(BJr{#8SiW^!F9|qfUQw0mcFKs^|4^ zQbaZUQ3HsZF$%hGAAEA(Pd^`^pGWEE%k=Xj`uPv~`3e2}jDCJjKfj=#x!2=oKK*pj z&uaSFLO|p^fN#|MfxexPnmv(=%-3Qb@~~mpF8m5)tU?X3MH@B zQ?K+?z1~Kll&8i*v3v)PGzNOL;yt<|A)+giCb}ZAqAQXwx*|cNE0Q?6BGIEO(m`}Z z%80H=E729HC%Pg%MOUP-=!!HKU6Bf-E7E0jMM{mXNW0M$sX4kLeMeWM_~?odh^`2V z=!!6jt_YmyicpHK2(IXgaEq=8!0@WkoZDZj^a4j^hqbXg#+nP+K)rnHUwurQvygWS zsYvpaFA0b@Pt2*q>}sV_@2QOr_Et*hvjP6*v;%x~=a}!6`H`t7oUjMGYzw{QRJo}a z-p*su^=7YB8Nu~bL^(uw(ml=Dc@GIgFmF$uU3;3-^Oal~DeTAgsEl}fn)3^_{g`5k z%G}6Kodo4swU_$qL@^8{|Suz95B)s-mI z@%^JqT!cktC4_T#!(QI8I(UrH0Wr+5p_ zZ!cEyd-GVat`2Z#{vgD@T=5jw+qpu2gbVY2G;l_HKRJsfQWqBc)Ly7WlY;{8e~;oXy~HB~QsWkr9l z)m59{oK0I1Y4nRAb)-RGsnbf?UazF|+?>(xmD%Qsp9S@S70tP|AtbXovbI#gf{%wb zr{^Ht9BZ(4kbyV+kX{>_8fed!@1F)E&yI z>tip5+2Fb2Khn>m^z$YBykhL-W4*5!Yt8`J%nLY2ikaXF`{%!aVqJ-6n@Gn?#*ykw z{hKY+r}_C9i~oW@b|N{OlSjhA37f9l@%uyz#Tb)GmYa+Bjn)Tf&p<1a)Qg`*ZC?a| z(z~yG^h~~v7ZkstSi}|a>NAY1@6*)}{Ck0wG^b*~gEokowJH6jhDR3DoSH*|9y)DK zL+d=4<<^cW#vR;#;6UvM4%B|&K*xacEs%~ccs{(wFuI8aw`JF9uswe*P|YtGx9$EO3=TewW{;c3pm7ZSme zyz1D%lIDE)m<(3RgW2lg9+=GN*zL`Q5Ct*PdsI?&a;UG34eV_$$`5Ai13g&Hsf?gX zs@i?Dxv=%GwV`az8#@{=nulmu%stv%%tiB+1`#imX-f;y@O8WnaE%*?GddNC_s2hgO5 z;yNlj4}a{TgzEB8W`l#?BOD(vOT z^$bB&)z>-|x0FJIJGDk%U*QNOK^JY{o`Jhx-CT?!ggPLt^^8!U1}GC4DWYCZu@%?| zFP*5WIatSTh_P!nJ$}_+^!>#9adUdLQRY8gy>RDG&#OHC!R9pH*D}_el5Ny0Ft=JG zms87jpg+^ARx8z>QU$j4tnM3NMYZn1fg(0oc;)Vcp32PC-|g>J3UZQlqZ#Plg|&P5 zTI_))Yu!C+aL`SY@0(<>H^*Uff1kS8v@v;|srA zy`#7tSH)}S=UV*SUfhA-=Cj?fwa({@TCNyhFZ%5Z?(+HC``oMk=B!o!d|dgu(C3Sq z(imSad+fef`FyRt;KZr*Pp>1eCk8l{`M639ZI z${1U(zMyo0&(F}7a2_UB(ottC}$Wyl|_RyWnp8vT2(0{-8RWm>Q-8K(VCoBHYSFgUu z$7Sl>8!!FGg;%%7#dFdgw=S&tx}g4FjKjO`KXi%D;h7t*{_|(f`A&NdZ<=Hd!-W8! zG3t@V7<=8xn{vLse|FYOpE^`}QG3R+lgn7RVVnX;Y`DnhjylS5?zW!rE}y#}z59*d z$o#yGHBf&#{?I3{d7uB#ul5!HV)y2xNU%E^w#OcN{pY7X=|A*`1@nJ?^B3E^iTdcV zhweVQ<2n4$)l+xBt|j_LA}X zQ_u+wI!L_3=(bJ{g&HRT4=Y|XqWRF{y-1k}ayO@pUY1-%lQ>!#Bny1kn zZt@7SXQ*1h&=os0x|&_tA?%jVsTrK^;c|X$u`x7?!O>bCvt)(~-pB<-WStyqE^94X z%noOHE3_K$9;vIr0wz?|P`JA`+<(E5K@72H^7Rl_U7NG`yg20HVlEAcyJ`HI$Iu!# z)iq6=9tkcmjfw$reXO|z0~8uXVH~RlVs#o%s!4B^>5a$qJ>j&*($>EgkQt<0uT*Ka zta(Q39UA!OF`#X^zi231#`ITDu7>}<=5BAE*;}a`?!k7&K@S?NAzD!mizw0kg*4)> U(mVk2-Oz}5Xl&rG8og`(KS$OJLI3~& diff --git a/doc/LectureNotes/_build/.doctrees/exercisesweek38.doctree b/doc/LectureNotes/_build/.doctrees/exercisesweek38.doctree index eeb9614524f4c6a033d753bad3e355d63acfa14c..3d03c00293fd152e93b3787f2a8ad0733ea0415e 100644 GIT binary patch delta 800 zcmZo_XI$IF$lAa|`fpvB{s5+$Jwj<=cE!nVFHri3w;-B9F}EA1bk& zAwW)sSXL0ziYs%0RCQ%-?PLQDJ^q-Y%=C;B%{U_nW3r$|Fh>S^?34__9`dv& zveY5FZmWju3Q0n={NxMwUiXph3?JVz*9doKibQBZD=A4d|n3AkB$9B9q@a z$TLov%;zYlGZiSL302d>Xb95`WT9$Z2Gg43s0h^B=V&T587R~vSe{>$lAK?fSE8Gn znO9npT0A9d>EyePT6QKt=`4K^p#>t;fkbH!XI^4%YDr}QP#Mr!Ss*ojV0pjN3`vj( PNJEBAmilH_CtF4U75M?9 delta 1167 zcmc&zT}TvB6y7`I)~Z>lA?DBSt-TAWY3y)%z^fqVMhfrZ{V98tX3R?`$8o+8cU&DI8a1(j~dV^;9})CXR(kf zr30ROJ#f}tRFo`7mZiEn^Oe9Ou8#vGRl!!Z4K^D_Z6jIma1LzFHZ~$o-U$-m^O1lp znFZ=OAdEOMiohjj4g7Kr=d)ALB<|&|Z1c~E-7{~8h>Sy1T2hYVgo+a+qG9=>9G{42 zGS-NyN5gnr#*wLss2-NXG@%%oJ!*U!$3pQ0Rwpy1xExdCiDrz43N)x*D5|Li(4;J% zi%zpXm6=8w(_ls1>TfQAyJF9biwEDzx$ksE9GIX#sy{mlG-xfV$q3HDW-4Y?k`}++UmJK*1@~`y83Xwl_F3osZ<4`ZbCH45s_f NW;(K6W)72K6aXS&Q|$l% delta 150 zcmZ4dj{EEz?hVOdECyx=4%TL%dF*2G@Kk2}9gU4KNO6!!yDYa8HGFYbzIxcfhEV_u>o+U_ diff --git a/doc/LectureNotes/_build/html/_sources/exercisesweek38.ipynb b/doc/LectureNotes/_build/html/_sources/exercisesweek38.ipynb index 5f82b3d79..9f34b9108 100644 --- a/doc/LectureNotes/_build/html/_sources/exercisesweek38.ipynb +++ b/doc/LectureNotes/_build/html/_sources/exercisesweek38.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "b2cf4bdf", + "id": "d8f7704f", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "43316fd6", + "id": "9e388b87", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "1f8db1a6", + "id": "80d7df2a", "metadata": { "editable": true }, @@ -45,7 +45,7 @@ }, { "cell_type": "markdown", - "id": "41067a3c", + "id": "80e18e80", "metadata": { "editable": true }, @@ -57,7 +57,7 @@ }, { "cell_type": "markdown", - "id": "68997f6b", + "id": "3a74059f", "metadata": { "editable": true }, @@ -76,7 +76,7 @@ }, { "cell_type": "markdown", - "id": "f7e45184", + "id": "1f92f219", "metadata": { "editable": true }, @@ -88,7 +88,7 @@ }, { "cell_type": "markdown", - "id": "4c15509e", + "id": "416cd63a", "metadata": { "editable": true }, @@ -97,13 +97,12 @@ "\n", "Show that you can rewrite this in terms of a term which contains the variance of the model itself (the so-called variance term), a\n", "term which measures the deviation from the true data and the mean value of the model (the bias term) and finally the variance of the noise.\n", - "\n", "That is, show that" ] }, { "cell_type": "markdown", - "id": "046ec084", + "id": "d65d4905", "metadata": { "editable": true }, @@ -115,7 +114,7 @@ }, { "cell_type": "markdown", - "id": "b2cc33db", + "id": "d102dec2", "metadata": { "editable": true }, @@ -125,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "7ab1bc0e", + "id": "869dc9d9", "metadata": { "editable": true }, @@ -137,7 +136,7 @@ }, { "cell_type": "markdown", - "id": "a8da71db", + "id": "fee09cce", "metadata": { "editable": true }, @@ -147,26 +146,23 @@ }, { "cell_type": "markdown", - "id": "b74aa5e4", + "id": "b6fb6522", "metadata": { "editable": true }, "source": [ "$$\n", - "\\mathrm{var}[\\tilde{y}]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n", + "\\mathrm{var}[\\tilde{y}]=\\mathbb{E}\\left[\\left(\\tilde{\\boldsymbol{y}}-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right]\\right)^2\\right]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n", "$$" ] }, { "cell_type": "markdown", - "id": "de559d80", + "id": "6fa010b9", "metadata": { "editable": true }, "source": [ - "The answer to this exercise should be included in the theory part of the report. This exercise is also part of the weekly exercises of week 37.\n", - "Explain what the terms mean and discuss their interpretations.\n", - "\n", "Explain what the terms mean and discuss their interpretations.\n", "\n", "Perform then a bias-variance analysis of a simple one-dimensional (or other models of your choice) function by\n", diff --git a/doc/LectureNotes/_build/html/_sources/project1.ipynb b/doc/LectureNotes/_build/html/_sources/project1.ipynb index 467bad587..e28db853b 100644 --- a/doc/LectureNotes/_build/html/_sources/project1.ipynb +++ b/doc/LectureNotes/_build/html/_sources/project1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "7424fea1", + "id": "ee871b85", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "c9ca1d90", + "id": "de647a13", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "3e4164b6", + "id": "f0094ea8", "metadata": { "editable": true }, @@ -63,7 +63,7 @@ }, { "cell_type": "markdown", - "id": "dd4dcdf5", + "id": "9d47e07f", "metadata": { "editable": true }, @@ -85,7 +85,7 @@ }, { "cell_type": "markdown", - "id": "71ddc478", + "id": "13b3c63c", "metadata": { "editable": true }, @@ -100,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "d4184afb", + "id": "588eb391", "metadata": { "editable": true }, @@ -133,7 +133,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "62880fe6", + "id": "2b565e88", "metadata": { "collapsed": false, "editable": true @@ -185,7 +185,7 @@ }, { "cell_type": "markdown", - "id": "6f7e7c97", + "id": "5a80d8fa", "metadata": { "editable": true }, @@ -207,7 +207,7 @@ }, { "cell_type": "markdown", - "id": "7377112f", + "id": "2b8a75d3", "metadata": { "editable": true }, @@ -220,7 +220,7 @@ }, { "cell_type": "markdown", - "id": "72f83fe7", + "id": "de8e68ca", "metadata": { "editable": true }, @@ -232,7 +232,7 @@ }, { "cell_type": "markdown", - "id": "7a3578ff", + "id": "70a2795e", "metadata": { "editable": true }, @@ -244,7 +244,7 @@ }, { "cell_type": "markdown", - "id": "e0aef819", + "id": "07d74c94", "metadata": { "editable": true }, @@ -254,7 +254,7 @@ }, { "cell_type": "markdown", - "id": "c7f751af", + "id": "cb7a1688", "metadata": { "editable": true }, @@ -266,7 +266,7 @@ }, { "cell_type": "markdown", - "id": "c026a4bd", + "id": "0c273378", "metadata": { "editable": true }, @@ -295,7 +295,7 @@ }, { "cell_type": "markdown", - "id": "2635bcbd", + "id": "b6aa07e9", "metadata": { "editable": true }, @@ -313,7 +313,7 @@ }, { "cell_type": "markdown", - "id": "92892df2", + "id": "4c297a7f", "metadata": { "editable": true }, @@ -330,7 +330,7 @@ }, { "cell_type": "markdown", - "id": "35987aab", + "id": "9b65abbd", "metadata": { "editable": true }, @@ -346,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "e61048c2", + "id": "9f2c97bc", "metadata": { "editable": true }, @@ -358,7 +358,7 @@ }, { "cell_type": "markdown", - "id": "5ef456d4", + "id": "1390caea", "metadata": { "editable": true }, @@ -369,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "52e6fbad", + "id": "757a87d4", "metadata": { "editable": true }, @@ -381,7 +381,7 @@ }, { "cell_type": "markdown", - "id": "db6028a0", + "id": "cf182a2a", "metadata": { "editable": true }, @@ -393,7 +393,7 @@ }, { "cell_type": "markdown", - "id": "9477ad5e", + "id": "c7f15f3d", "metadata": { "editable": true }, @@ -405,7 +405,7 @@ }, { "cell_type": "markdown", - "id": "8c2aeccd", + "id": "70c8c4e9", "metadata": { "editable": true }, @@ -416,7 +416,7 @@ }, { "cell_type": "markdown", - "id": "6a774b74", + "id": "3879a5b4", "metadata": { "editable": true }, @@ -428,7 +428,7 @@ }, { "cell_type": "markdown", - "id": "98fde9b7", + "id": "17191387", "metadata": { "editable": true }, @@ -441,7 +441,7 @@ }, { "cell_type": "markdown", - "id": "87a4d11d", + "id": "a7e3a698", "metadata": { "editable": true }, @@ -453,7 +453,7 @@ }, { "cell_type": "markdown", - "id": "b4844f1e", + "id": "93fc4a12", "metadata": { "editable": true }, @@ -463,7 +463,7 @@ }, { "cell_type": "markdown", - "id": "f7662ade", + "id": "85d336ad", "metadata": { "editable": true }, @@ -475,7 +475,7 @@ }, { "cell_type": "markdown", - "id": "1d61362e", + "id": "869ed780", "metadata": { "editable": true }, @@ -486,7 +486,7 @@ }, { "cell_type": "markdown", - "id": "74bbb4ab", + "id": "88502fe8", "metadata": { "editable": true }, @@ -519,7 +519,7 @@ }, { "cell_type": "markdown", - "id": "ac939724", + "id": "db4583da", "metadata": { "editable": true }, @@ -531,7 +531,7 @@ }, { "cell_type": "markdown", - "id": "4066d012", + "id": "da3a0dfc", "metadata": { "editable": true }, @@ -550,7 +550,7 @@ }, { "cell_type": "markdown", - "id": "7e5c5ef4", + "id": "07b53a45", "metadata": { "editable": true }, @@ -562,7 +562,7 @@ }, { "cell_type": "markdown", - "id": "690337b9", + "id": "1d8bc8d4", "metadata": { "editable": true }, @@ -576,7 +576,7 @@ }, { "cell_type": "markdown", - "id": "92dabf3c", + "id": "7f06bfd3", "metadata": { "editable": true }, @@ -588,7 +588,7 @@ }, { "cell_type": "markdown", - "id": "7da90966", + "id": "5624047e", "metadata": { "editable": true }, @@ -598,7 +598,7 @@ }, { "cell_type": "markdown", - "id": "33a81d54", + "id": "1b26ef35", "metadata": { "editable": true }, @@ -610,7 +610,7 @@ }, { "cell_type": "markdown", - "id": "abb9bd28", + "id": "6319fcec", "metadata": { "editable": true }, @@ -620,24 +620,24 @@ }, { "cell_type": "markdown", - "id": "5b4668fd", + "id": "2253bb98", "metadata": { "editable": true }, "source": [ "$$\n", - "\\mathrm{var}[\\tilde{y}]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n", + "\\mathrm{var}[\\tilde{y}]=\\mathbb{E}\\left[\\left(\\tilde{\\boldsymbol{y}}-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right]\\right)^2\\right]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n", "$$" ] }, { "cell_type": "markdown", - "id": "b453f8fc", + "id": "d08baf03", "metadata": { "editable": true }, "source": [ - "The answer to this exercise should be included in the theory part of the report. This exercise is also part of the weekly exercises of week 37.\n", + "The answer to this exercise should be included in the theory part of the report. This exercise is also part of the weekly exercises of week 38.\n", "Explain what the terms mean and discuss their interpretations.\n", "\n", "Perform then a bias-variance analysis of the Franke function by\n", @@ -651,7 +651,7 @@ }, { "cell_type": "markdown", - "id": "6fe323b0", + "id": "d06c2f80", "metadata": { "editable": true }, @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "5fd2f486", + "id": "2a957aee", "metadata": { "editable": true }, @@ -704,7 +704,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "e88e39ea", + "id": "1c0d6323", "metadata": { "collapsed": false, "editable": true @@ -716,7 +716,7 @@ }, { "cell_type": "markdown", - "id": "29817da1", + "id": "183f2666", "metadata": { "editable": true }, @@ -728,7 +728,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "560fc9f4", + "id": "3ccf3ab9", "metadata": { "collapsed": false, "editable": true @@ -754,7 +754,7 @@ }, { "cell_type": "markdown", - "id": "3fc05383", + "id": "cf6cdda9", "metadata": { "editable": true }, @@ -779,7 +779,7 @@ }, { "cell_type": "markdown", - "id": "bb21261e", + "id": "f28a3bdf", "metadata": { "editable": true }, @@ -793,7 +793,7 @@ }, { "cell_type": "markdown", - "id": "c5ab9dbf", + "id": "ed920879", "metadata": { "editable": true }, @@ -823,7 +823,7 @@ }, { "cell_type": "markdown", - "id": "7d0dbb14", + "id": "f2bef519", "metadata": { "editable": true }, @@ -845,7 +845,7 @@ }, { "cell_type": "markdown", - "id": "e301049d", + "id": "e1891d3f", "metadata": { "editable": true }, diff --git a/doc/LectureNotes/_build/html/exercisesweek38.html b/doc/LectureNotes/_build/html/exercisesweek38.html index e79780177..f19a0b429 100644 --- a/doc/LectureNotes/_build/html/exercisesweek38.html +++ b/doc/LectureNotes/_build/html/exercisesweek38.html @@ -451,8 +451,8 @@ C(\boldsymbol{X},\boldsymbol{\beta}) =\frac{1}{n}\sum_{i=0}^{n-1}(y_i-\tilde{y}_ \]

Here the expected value \(\mathbb{E}\) is the sample value.

Show that you can rewrite this in terms of a term which contains the variance of the model itself (the so-called variance term), a -term which measures the deviation from the true data and the mean value of the model (the bias term) and finally the variance of the noise.

-

That is, show that

+term which measures the deviation from the true data and the mean value of the model (the bias term) and finally the variance of the noise. +That is, show that

\[ \mathbb{E}\left[(\boldsymbol{y}-\boldsymbol{\tilde{y}})^2\right]=\mathrm{Bias}[y]+\mathrm{var}[\tilde{y}]+\sigma^2, @@ -465,10 +465,8 @@ term which measures the deviation from the true data and the mean value of the m

and

\[ -\mathrm{var}[\tilde{y}]=\frac{1}{n}\sum_i(\tilde{y}_i-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right])^2. +\mathrm{var}[\tilde{y}]=\mathbb{E}\left[\left(\tilde{\boldsymbol{y}}-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right]\right)^2\right]=\frac{1}{n}\sum_i(\tilde{y}_i-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right])^2. \]
-

The answer to this exercise should be included in the theory part of the report. This exercise is also part of the weekly exercises of week 37. -Explain what the terms mean and discuss their interpretations.

Explain what the terms mean and discuss their interpretations.

Perform then a bias-variance analysis of a simple one-dimensional (or other models of your choice) function by studying the MSE value as function of the complexity of your model. Use ordinary least squares only.

diff --git a/doc/LectureNotes/_build/html/project1.html b/doc/LectureNotes/_build/html/project1.html index 80bd90f13..a43675e36 100644 --- a/doc/LectureNotes/_build/html/project1.html +++ b/doc/LectureNotes/_build/html/project1.html @@ -659,7 +659,7 @@ which polynomial fits the data best.

-
/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_20604/39730396.py:11: MatplotlibDeprecationWarning: Calling gca() with keyword arguments was deprecated in Matplotlib 3.4. Starting two minor releases later, gca() will take no keyword arguments. The gca() function should only be used to get the current axes, or if no axes exist, create new axes with default keyword arguments. To create a new axes with non-default arguments, use plt.axes() or plt.subplot().
+
/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_21682/39730396.py:11: MatplotlibDeprecationWarning: Calling gca() with keyword arguments was deprecated in Matplotlib 3.4. Starting two minor releases later, gca() will take no keyword arguments. The gca() function should only be used to get the current axes, or if no axes exist, create new axes with default keyword arguments. To create a new axes with non-default arguments, use plt.axes() or plt.subplot().
   ax = fig.gca(projection='3d')
 

 

@@ -825,9 +825,9 @@ That is, show that

 
and

 

 \[
-\mathrm{var}[\tilde{y}]=\frac{1}{n}\sum_i(\tilde{y}_i-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right])^2.
+\mathrm{var}[\tilde{y}]=\mathbb{E}\left[\left(\tilde{\boldsymbol{y}}-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right]\right)^2\right]=\frac{1}{n}\sum_i(\tilde{y}_i-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right])^2.
 \]

-
The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 37.
+
The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 38.
 Explain what the terms mean and discuss their interpretations.

 
Perform then a bias-variance analysis of the Franke function by
 studying the MSE value as function of the complexity of your model.

diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js
index 222f46284..8b97b0498 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","exercisesweek37","exercisesweek38","intro","linalg","project1","schedule","statistics","teachers","textbooks","week34","week35","week36","week37","week38"],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","exercisesweek37.ipynb","exercisesweek38.ipynb","intro.md","linalg.ipynb","project1.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb","week38.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,25,27,28,29,30,31],"00":[0,1,5,6,9,11,27,28,31],"000":[1,3],"0000":9,"00000":[9,11],"000000":[5,11,27,28],"00000000e":[5,28,31],"000054":27,"0000e":[],"0001":[1,17],"00010403373827253124":[],"00011551":[],"000148":[],"00017471":[],"00018425":[],"00019998":5,"0002382102844775691":31,"00024087":5,"00025531":[],"00028369228101198006":[],"00029012":5,"0003043256065368937":[],"0003153514830957865":6,"00031535148309580783":6,"0003153514830958081":[],"0003153514830958126":[],"0003153514830958235":[],"00033779":[],"00034944":5,"00040953":[],"000417932":2,"00042089":5,"000464088":2,"00046714":[],"00050694":5,"00054144":[],"00054272":[],"00057106":[],"00058016":6,"000599":[],"00060705":6,"00060708":[],"00061058":5,"00062582":[],"00062595":6,"00063364":30,"00063862":30,"00066668":6,"00068088":30,"00068734":6,"00068941":[],"00068946":6,"00069103":[],"00071305":[],"00072037":[],"00073541":5,"00074389":[],"0007480407244119591":[],"00075315":[],"000755":[],"00075534":[],"00075597":30,"00076495":6,"00076905":6,"00076919":[],"00076925":[],"0007698473260556325":6,"0007698473260556334":[],"0007698473260556339":[],"0007698473260556344":6,"0007790285013223805":[],"00079123":[],"00079129":6,"00079130":[],"00079910":30,"00079968":5,"00083346":30,"00084705":6,"00084711":[],"000854409696581":[],"00085883":[],"00085884":[],"00085889":6,"00086553":[],"00087697":6,"00088573":5,"00089187":30,"00089459":[],"00092645":[],"00092646":[],"00092647":6,"00092904":30,"00096314":5,"001":[1,2,8,13,17,31],"00100519":6,"0010059":[],"00102864":[],"0010479245355337968":[],"0010479245887943952":[],"0010479245926411787":[6,30],"00105081":6,"001060":11,"00106025":11,"00106677":5,"00107405":6,"00111756":6,"00112431":[],"0011526":6,"00115999":5,"0011828302640124":[],"00118368":[],"00118504":[],"00118508":6,"00118527":[],"00119699":30,"001263":[],"00128479":5,"00128634":[],"00129543e":[],"00131939":[],"001323":6,"00137818":6,"00137823":[],"00137835":[],"00139198":[],"00139705":5,"00140849":30,"00143188":[],"00145838":[],"00147197":[],"00149311":6,"0014937":[],"00149956":6,"00152117":6,"00152188":[],"00154733":5,"00154860":30,"00156376":6,"00156379":[],"00156382":[],"00158723":[],"00162091":[],"00168141":[],"00168251":5,"00174276":6,"00174508":[],"00175331":6,"00183687e":[],"00186347":5,"00187154":[],"001880":5,"00191249":[],"001988":[],"00198806":[],"00200":8,"00201915":[],"00202464":[],"00202624":5,"00202756":6,"00207627":[],"00217499":6,"0021877":[],"00219194":30,"00220229":[],"00224413":5,"00226569":[],"00228741":[],"00228742":6,"00228986":[],"00229179":21,"00232255":[],"00233155":[],"00233441":[],"0023548":6,"002381316302584885":[],"002381316302584886":6,"0023813163025848865":6,"00242954":30,"00242999":6,"00243186":6,"0024401":5,"00249435":6,"0025074":[],"0025125":[],"00252344":[],"002526":[],"0026081":[],"00266858":2,"00267599":[],"00270244":5,"00274989":6,"00275135":[],"00281835":[],"00283636":[],"00287154":[],"00289406e":[],"00289724":6,"00293838":5,"002948":[],"0030828":[],"003083":[],"003100":27,"00310113":2,"00310568":11,"003106":11,"00312361":6,"00315593":6,"003215318065760509":[],"0032153180657605116":[6,30],"0032153180657605125":[],"00321694":[],"00323332":6,"0032542":5,"00325450":30,"00327082":[],"00329264":[],"003301":6,"00330907":[],"0033955154592040923":[6,30],"003395515459204093":[],"0033955154592040944":[],"00353655":[],"00353823":5,"0035417":[],"00355118":[],"00355175":[],"003620":27,"0036237":6,"0036367":6,"00363986":[],"00369758":6,"003704":[],"003717":[],"00373019":[],"003738":[],"003759":[],"003774":[],"003788":[],"003788445263115483":5,"0038332550504751595":31,"0038335":6,"00388494":[],"00390021":[],"00390805":[],"003909404072811217":[],"003909404072811221":[6,30],"003909404072811231":[],"00391839":5,"00393128":[],"00393744":[],"00397836":[],"00399247":[],"0039987":6,"004":[5,29,30],"00403785":[],"00406231":[],"00407056":[],"004091940707753925":[6,30],"004091940707753948":[],"0040919407077539514":[],"00410387":6,"00410478":6,"004113634617443116":[],"0041136346174431284":[],"004113634617443131":[6,28],"004113634617443135":[],"004113634617443139":[6,28],"00411363461744314":[6,28],"004113634617443141":[],"004113634617443147":[6,28],"00415473":[],"0041559863458613296":[6,30],"004155986345861364":[],"004155986345861374":[],"00415763":[],"00416461":[],"00420072":30,"00424909":2,"00424967":6,"00426027":5,"00427039":[],"00431511":[],"00432302":[],"00433417":11,"004339135748752641":9,"00437363":[],"00440346":6,"00443743":6,"00444561":[],"00445655":11,"00449439":[],"00452742":[],"004579219539673834":[6,30],"004579219539673836":[],"00458014":[],"00458671":[],"00458878":6,"004610275230656182":[6,30],"004610275230656187":[],"004610275230656294":[],"00462287":6,"00465099":30,"00465403":[],"00471782":5,"00471966":[],"00472199":6,"00472303":[],"00472512":6,"00477722":[],"00478786":[],"004788":[],"0049544":6,"004999999999999984":[],"0049999999999999845":0,"00499999999999999":[],"004999999999999994":[],"004999999999999996":[],"004999999999999997":[],"005":[],"0050000000000000044":[],"005000000000000011":[],"00503218":[],"00506501":[],"00506765":[],"00509527":[],"00512927":5,"00514913":[],"00517074":[],"00517114":6,"00523269":[],"00526348":6,"0053018":6,"00534085":24,"00537912e":[],"00538287":[],"00546438":[],"00548686":[],"0055043":[],"00554475":[],"00554552":6,"00556826":6,"00563446":[],"00564956":[],"0056799":5,"00569317":[],"00577016":[],"00577441":[],"00578738":[],"00578776":[],"00579953":6,"0058263":24,"00588657":6,"00605451":[],"00607783":6,"00611932":[],"006158537606875468":[],"006162":6,"00617499":5,"00620642e":28,"00622755":[],"00625843":[],"00626339":[],"006275173922218319":[],"00628788":[],"00630331":6,"00634741e":[],"00642221":6,"00645183":[],"00654702":[],"00658717":[],"00659545":[],"00660427":6,"00660801":[],"00661104":[],"0066916":[],"00672607":6,"00673393":[],"00673407":6,"00676387":6,"0068011":6,"0068094":[],"00681644":[],"00683748":5,"00683964":6,"00684221":[],"00689391":[],"00695357":[],"00695738":[],"00700232":[],"007012403613997257":[],"007024126888936694":[],"007024126888938144":[6,30],"0070241268889382116":[],"0070381":[],"00704468":[],"00706459":[],"00708794":[],"007098683295819775":[],"00712899":[],"00715835":[],"00719176":6,"00721135e":28,"0072559952738542694":[],"00727646693":[0,27],"007315":[27,28],"00732273":[],"007334080205654388":[],"00733497":[],"00740173378493795":[],"0074331":5,"00749579":[],"00751823":[],"00754532":[],"00758025":[],"00759119":6,"00770648":[],"00771046":[],"0077750600806588575":[],"00779538":[],"00779804":[],"00780259":[],"00781035":[],"00781918":30,"007839875253055148":[],"00784393":6,"00791019":[],"00791291":[],"00801078":[],"00803064":6,"00805074":30,"00806407":[],"00808144":[],"0080866254785146":[],"008089688732934681":[],"00813803":6,"00817056":[],"00817631":6,"00819724":[],"00820764":[],"00823002":5,"00827728":6,"008278885543361304":[],"00831018":6,"008334493024006613":[],"00834567":6,"00839839":[],"008435888964550838":[],"0084603":[],"00848904":6,"00850988":[],"00851638e":[],"00852965":[],"008550594684081035":[],"00857688":[],"008653750612762521":28,"0086649156":[0,27],"008675369724975977":5,"008675369724976501":[],"00867698":[],"00868337":[],"008754614401844201":[],"00877989":[],"008818897251043893":[],"008823125370709272":[],"00882596":[],"00886682":[],"00894639":5,"008947823579448178":[],"00895315":[],"009039197557276654":28,"00905423":6,"00910241":[],"00911938":[],"009163":[],"00916336":[],"009163470508352211":[],"009163470508352218":5,"009164545680330616":[6,30],"00917248":6,"00918914":[],"00928016":[],"009290411029763584":[],"00934327e":28,"00934499":6,"00934728":[],"00943261":[],"009450756365829578":[],"00950269957492606":[],"00953728":[],"00954257":[],"0096208":6,"00963223":[],"00965032":[],"0097018":[],"009710035292693498":[],"0097577":[],"0098629":[],"00990475":5,"00992331":6,"00996754":6,"009981":[],"00998135":[],"00it":[],"01":[0,1,2,5,6,9,11,13,17,26,27,28,30,31],"010018312644139205":[],"010018312644139219":[6,30],"010018312644139347":[],"01003763":[],"01006893":[],"0100706":6,"01011376":[],"0101339":[],"010154":[],"01023891":[],"010239":[],"01028231":[],"01028255":[],"01028995427580139":[],"01029589":[],"010331721306655144":[],"01033172130665515":[],"010331721306655165":[6,30],"01037947":[],"01039549":[],"01049472":[],"010516485576646504":[6,30],"010516485576646513":[],"010516485576652856":[],"010530":[],"01053024":[],"01056549":[],"010596520060222926":[],"01066519":6,"010687707010849668":21,"01072866":[],"01073921":[],"01073938":[],"010751622516868333":[],"01076611":5,"010902":27,"01097227":[],"0110":24,"0110407067093945":[],"01104071":[],"011076219011339788":[],"01107621901137465":[],"01107621901137467":[6,30],"01121347":[],"011225":2,"01122997":[],"0113104":6,"01132947":[],"01133171":[],"01135107":[],"0113975":[],"01152107":[],"0116726":[],"01167264":[],"01176895":[],"01178253":[],"01179792":6,"01191824":5,"01194406":[],"01199624e":[],"01199845":[],"012":[],"01200342":[],"01205286":[],"0120561":24,"0120561022775605":24,"01206708":[],"012073649439965807":[],"012073649469946107":[6,30],"012073649472576395":[],"01207435":[],"01212754811385597":[],"01219292":6,"01222822":28,"01223198":6,"01224109":[],"01227458":[],"01231917":6,"0123679":[],"01242273":[],"01242803":[],"01244295e":[],"01247056":[],"01248731":[],"012501013881387798":[],"01256189":[],"01257962":[],"012580":[],"012633802944855959":[],"01265755":28,"012658":28,"01285424":[],"01290947":6,"01294617":[],"01295356":5,"013121573975499602":[],"013121573975499604":[],"01312157406137079":[],"013121574061370796":[],"013121574062587286":[6,30],"01317074":[],"01318643":6,"01322099":[],"01322543":[],"01323884":[],"01326608":[],"01347916":6,"01348565":6,"013537225644261203":[],"01354598394614281":[],"0136671":[],"01367553":6,"01374437":[],"01381723":[],"01397146":6,"01400329":[],"01405935":6,"01406736":[],"01416528":6,"014209325470380275":[],"01422494":[],"01422853":[],"0143088":[],"01433809":5,"014436800088896274":[],"014436800088896381":[6,30],"014436800088969727":[],"01448144":[],"01449782":6,"01458337":6,"014586":28,"01458611":28,"014599964106338128":[],"0146081":6,"01463049":6,"01471878":[],"01472766":[],"01479194":[],"01487742":[],"01489692":[],"01491299":[],"01492855":[],"01494533":[],"01497781":[],"01505087e":28,"015072388895177088":[],"0150723888951771":6,"015072388895177109":[],"015072388895177157":6,"015072388895177239":[],"01509543":[],"01510929":[],"01515966":[],"01525206":[],"01530715721129232":[],"01531845":6,"01538461538462":[],"01539":[],"01542292":30,"01542944":[],"01547992":[],"01549377":6,"01549939":30,"01550546":30,"01550656":[],"01551946":[],"01558197":5,"01558461":[],"0156548":[],"01572164":[],"01574091":[],"01574375":[],"01586048":[],"01588614":[],"01588619":[],"01591355407242949":[],"01594452":30,"01610677e":28,"01614046":[],"01619802":[],"016285782696017055":[],"016285782696017142":[6,30],"016285782696075054":[],"01628823":[],"01631138":[],"01633913":6,"01637147":[],"01640891":6,"0164286":[],"01644452":[],"01646892":[],"01654471":[],"01655318":6,"01655455":[],"0165866":[],"016587414993037307":[],"016587414993045335":[6,30],"016587414993045405":[],"01667873":[],"01678286":[],"01691985":6,"01693":[],"01693278":[],"0169643":5,"016970019460234076":28,"01708781":6,"01708852":6,"01710429":21,"01713366":6,"0171347":[],"01724499":5,"01725808":[],"01735584819559184":[],"017355848195591845":[],"01735584819559331":[6,30],"017355848195593312":[6,30],"017355848195593354":[],"01742183":[],"01751529":[],"01752962e":[],"01756972":[],"01761413":[],"017665":5,"01770163":[],"0177181":[],"01780471":[],"017805":[],"01783414e":28,"01788423":[],"01799917e":[],"01801774":[],"01816821":[],"01817152":[],"01817919":[],"018232":[27,28],"01826743":[],"01831036e":[],"01831130e":[],"01831200e":[],"01831207e":6,"01831251e":6,"0183718":[],"01840062":[],"01844381":[],"01844727":24,"01852793":[],"01854824":[],"01855624":[],"01866537":6,"01869785e":[],"01871582":[],"01873344":11,"01873409":[],"01873869":5,"01885351":[],"01889099091713886":[],"0189082":[],"01898855":6,"01904583":[],"01905883":6,"01907538":[],"01908936":6,"01923991":[],"01927709":[],"01929643":[],"01933058":[],"0193453":[],"01943082":[],"01944669":[],"01950574":[],"01957153":[],"019587":[],"01960258":[],"01963611":6,"01969004537138309":[],"01969145":6,"01975416527168255":[6,30],"019754165271682844":[],"01975416527179247":[],"01975848":6,"01990155":[],"02":[0,4,6,7,12,27,28,31],"02002781":[],"02008059":[],"0202458":[],"020246":[],"02024962":6,"0202731":[],"02035804":[],"02054837e":6,"02055673":21,"02058701":[],"020634":[],"02063403":[],"02068067":6,"02073509":5,"02082761":[],"02086933":[],"02090061":[],"0209518407597062":[],"020964":[],"02098261":6,"0211496":[],"02123176":6,"021250026482402":[],"02126934":[],"02129803":[],"02143332":[],"0214539":[],"02151219":[],"02158709":[],"02159270458799264":[],"021592704587992645":[],"021592704588021164":[],"021592704588021167":[],"021592704588021174":[6,30],"021592704588021178":[6,30],"02160095e":[],"02166269":[],"02185737":21,"02193035":[],"02195273":[],"02198702e":6,"02198703e":6,"022":[],"02200044":[],"022022882954618364":[],"02206138":[],"022075":[],"02207532":[],"02208512":6,"02212776":[],"02212893":[],"02226654":[],"02228115":6,"02229529":6,"02232779":[],"02233576":[],"02237669":[],"02251524":[],"02252765":5,"02255062":[],"022556":[],"02255619":[],"02259051":[],"02263868":[],"02283536":[],"02291121":[],"02298589":[],"02299949826036602":[],"022999498260366198":[6,30],"0229994982603662":[],"02335522":[],"02341603":[],"02344111":[],"02344605":[],"0234505":[],"02348765":6,"02354476":[],"023545":[],"02365049":6,"02376036":[],"02377668":[],"02383034":[],"02401344":[],"024023115996453476":[],"02408959":[],"0242106":[],"02421521":[],"02422503":[],"02424794":30,"02430520e":[],"02442398":[],"0245528":6,"02480935":[],"02492265":5,"02493054":[],"02498832":6,"02502101":[],"02503753":6,"02511518":6,"02521356":[],"02521597":[],"02522069":6,"025325212488352":21,"02533184":[],"02539993":[],"02541796":[],"02546675":30,"02551463":[],"02566258":[],"02568505":[],"025709":[11,28],"02586427":6,"02596838":[],"0260906":6,"02609885":[],"026121042099059435":24,"02612167":[],"02625193":8,"02625928":[],"026408391362671896":[],"02642055e":[],"02644748":[],"02649453":[],"026605727637176654":[],"026605727637184554":[6,30],"026605727637184558":[6,30],"02660572763718461":[],"026605727637184613":[],"02670606":[],"02697521163514974":[],"026986":[],"02698605":[],"02699523":[],"02701924":[],"02705154":[],"02707227":5,"02708158":[],"02712723":[],"02723445":6,"02724253":[],"0272773":24,"02747522":[],"027609773491022314":[],"02760977349102238":[6,30],"027609773491022387":[],"027609773491022394":[6,30],"027609773491022407":[],"02762405215108776":[],"02766489e":[],"02766981":[],"02768957":[],"02775293":[],"02783644":[],"02786488":[],"027865":[],"02803041":[],"02808201":[],"02818883":[],"0283589":[],"02840224":[],"02840884":[],"02857":4,"02862254":[],"02868501":[],"02897168":[],"02900131":[],"02903947":[],"02917662":[],"029177":[],"02917931":[],"02925853":[],"02926396":[],"02928941":[],"02944194":[],"029483":5,"02951554e":[],"029574060388349064":[],"029613363972682966":[],"02970592":[],"02971158":[],"029733":[27,28],"02976145":6,"02979908":[],"02994311":5,"02f":[6,22],"02it":[],"03":[1,6,28,31],"03012368":[],"030169":[],"03016916":[],"03026672":[],"03028379":[],"03032441e":6,"030407120354722424":[],"03054765":[],"03056589":[],"030566":[],"030693":[],"03069324":[],"03071040e":[],"03076923076924":[],"03077640549":4,"03078597":[],"03079528":[],"03080664":[],"03099776":5,"031":[5,29,30],"03105744e":28,"03123832":[],"03168642":[],"0317159":[],"03173163":[],"031846":[],"03184647":[],"03187054":[],"03187339273559067":[],"03192893":[],"03196357":6,"032":[],"03206303":[],"03224523":[],"03232013":[],"03232719":[],"03235599":[],"03251863":5,"03255258":[],"03256632e":1,"03260201":[],"03265139":[],"03267527":6,"03278964":[],"032790":[],"03279636":6,"03286166":5,"032862":5,"033":[],"0330308045180234":[],"0330308045183163":[],"0330308045183219":6,"0330308045188872":6,"0330308045190182":[],"03308408":5,"03324117":[],"03326365":[],"033264":[],"03330335":[],"03352185":[],"03352725":[],"033657685071527485":[],"033657685071527624":[],"03365768507152769":[6,30],"03371334":[],"03382304823545749":[],"03393764":11,"033938":11,"03399521":[],"034047":27,"03413302":[],"03416188":21,"0341899":[],"03423556":[],"03437582":[],"03447512":6,"034557":28,"0348171":[],"03483677":[],"03499693245669077":[],"03500198":[],"03507211":[],"03509912":[],"03510756":[],"03523311":[],"03533092":[],"03536062":[],"03536673":[],"03546779":[],"03562355":6,"03568439":6,"03570747":[],"03583342":[],"0358909447132981":[],"035909":27,"0359565":5,"03608726":21,"03610331":[],"03613949":[],"03617972":[],"03630548":6,"03634298":[],"0365416391166":24,"03654164":24,"03707133":11,"03718926":[],"03724642":[],"03739357":[],"03739417":[],"037503978471253":[],"037559":[],"03755944":[],"03761519":[],"03781367141738885":[],"03781367141738886":[],"037813671417388985":[],"03781367141738899":[],"03781367141738902":[6,30],"03791967":[],"03794112":[],"03807267":[],"038073":[],"03814292":6,"03815288":6,"03822007730337899":11,"038300":[11,28],"03850557":[],"038506":[],"03859372":[],"03893106":[],"039039":5,"0391902":[],"03932541e":[],"03952093":[],"03981057":[],"03995478":[],"0399676689527966":6,"0399676689527968":[],"0399676689527975":6,"04":[1,6,11,28,31],"04008203e":[],"040102":5,"04010697":6,"0402861":21,"04028979":[],"04038959":28,"04039087":[],"04046799":[],"04063602":6,"04075841e":[],"040863":[],"04086326":[],"04087592":[],"041":9,"04100738":[],"04101587":[],"041129694365319464":21,"041148729430502":[],"041148729430523":6,"0411487294305246":[],"0411487294305746":[],"041148729430595":6,"04117184":[],"04120281":[],"04179719":[],"041797190646905":[],"04184636":[],"04184782":[],"04193203":28,"04208001":[],"04208274":[],"04220758":6,"04234339":[],"042708":[],"04273116":[],"04279651270127165":[],"04284519":[],"04295757":30,"043":9,"04315108":5,"04316854":27,"04331431":[],"0433816":[],"04346721":5,"04355837":6,"04362":9,"04368707":[],"0437499":2,"04389027":6,"043927769551648":[],"04413933503955871":[],"04419696":[],"04423486":6,"04426744e":28,"04426816":[],"044334":[27,28],"0443659":[],"0444119":[],"044613":6,"04481443e":[],"04483457":[],"04495095":[],"04496448":[],"04516608":[],"04531375":[],"045314":[],"04537385":6,"04543942":6,"04554454":[],"045603":[],"0456042":[],"04566103":[],"04566964":6,"04573057":[],"04573105":[],"0457893":27,"0458":9,"0459682":[],"04615384615386":[],"04621521":[],"04637311":[],"04648335":5,"046491":[],"04649105":[],"0466":[],"04670006":[],"04673082":[],"046731":[],"04674926":27,"046785461905835435":[],"04678736":[],"04683565":5,"04691549":[],"04735806":[],"04771105":[],"047737":[],"04775904":[],"04784395":6,"04785727":[],"04787099":[],"047953":[],"04800573":27,"04818727730430286":[6,30],"04818727730430296":[],"048187277304303056":[],"04825655":5,"048257":5,"04826413e":28,"048547423739546604":[],"04860436":[],"048653428302840175":[],"048762":[],"048818":[],"048920":27,"04892055":6,"04909093":6,"04912436":6,"04926746":30,"04930820e":[],"049318":[],"049462":27,"0495569966278238":[],"0495569966278269":6,"0495569966278295":6,"0495569966278315":[],"04965397e":[],"049747":[],"04983109":21,"049858":[],"0499586":[],"049960":[],"04996008":[],"04it":[],"05":[1,4,6,9,13,22,28],"05004617":[],"05009826":6,"05023564":[],"05029894":[],"05069808":[],"05087958":[],"050910":[],"05100875":6,"051043":[],"05110883":[],"0511284278960114":11,"0512238":[],"051391":[],"051418":5,"051451":[],"05150928":[],"051649":[11,28],"051662":[],"0517473":5,"05177021":[],"05177092":[],"05177527":[],"05177695":[],"052206":[],"052227":[],"05227921801205679":[6,30],"05227921801205691":[],"05227921801205692":[],"052279218012057004":[],"052305":28,"052330":[],"05236797e":[],"052372":[],"0525063":[],"0525221":[],"05255759":[],"052581":[],"05263":9,"05268304":[],"0527437":[],"05279147850537411":[],"05288681":[],"05290417684691035":[],"05302":9,"053417":28,"05358851":[],"0536097":[],"05363779":[],"05364854":8,"05367466":[],"053678":[],"05383795":6,"053849":5,"053994":[],"05402365":[],"054182":[],"05421908":[],"054244842835462305":[],"054305":[],"054335":[],"054340":[],"05434571":[],"0543653729690416":24,"054411":[],"05447415":6,"054491":[],"05454172":[],"054582":[],"054585":[],"054617":28,"054650":[],"054655":28,"054774":[],"054785":[],"05480098":[],"05483267":[],"05491301":[],"05491655":[],"054963":[],"05505310046362":[],"05505310046363":2,"055137":[],"055153":[],"055302":[],"055320":[],"05533":9,"055337":[],"055344":[],"055369":[],"05554042":[],"055676":[27,28],"055684":[],"055734":28,"055859":[],"05587489":[],"055875":[],"055910":28,"055958":[],"055987":28,"056127":[],"056131":[],"05614483":5,"056165":[],"056169":[],"05622775":[],"05623":9,"056233":[],"056235":[],"05635863":[],"056468":[],"05648":9,"05651951":6,"056528":[],"05667":9,"056683":28,"05698425":[],"057088709963182":[],"057163681553428394":[],"05716368155342902":[6,30],"05716368155351588":[],"0572":[],"057300":28,"057393":28,"057418":28,"057457":28,"057463":5,"057469":[],"05748797":[],"05751737":[],"05756733":[],"057587":[],"057588":[],"05763394":[],"057648":[],"057686":[],"057722":28,"057835":28,"05785343":6,"057877":[],"05789007":6,"057899":[],"05796251":6,"058033":[],"058035":[],"058038":[],"058040":[],"058058":[],"05807125":6,"058088":[],"05833369":[],"058343":[],"05834332":[],"05835037":24,"058416":[],"05850532":[],"05851756":21,"058552":28,"05855607":[],"058585":[],"058596":[],"058645":28,"058663":[],"058715":[],"058732":[],"058740":[],"058816":[],"05881845":21,"05883":9,"05884":9,"058854":28,"05886306e":28,"058890":[],"05892262":[],"058948":[],"058952":28,"058955":[],"058957":[],"058974":[],"058996":28,"059013":[],"059031":28,"0590702":[],"05911793":[],"059118":[],"059180":[],"059245":5,"059272":[],"059278":[],"059294":[],"059378":[],"059437":[],"059453":[],"059601":[],"05971574":[],"059783":[],"059795":[],"059807":28,"059824":[],"059933":[],"059951":28,"059952":[],"05999":9,"059993":28,"06":[6,28],"060016":[],"060048":[],"0600658":[],"060080":[],"060083":28,"06008452":[],"060146":[],"060183":[],"06020587":6,"06021285":[],"060213":[],"060228":[],"060254":28,"060288":[],"060291":[],"060309":[],"06031681":[],"060349":27,"060369":[],"06038053":[],"060381":[],"060394":[],"060401":[],"060425":5,"06043581":6,"060441":[],"060502":[],"060507":[],"060534":[],"060550":[],"060603":[],"060649":[],"060655":[],"060711":[],"060716":28,"060756":28,"060781":[],"060822":11,"060841":[],"060863":[],"060872":28,"060875":[],"060924":[],"060963":[],"061025":[],"061028":[],"061037":[],"061048":[],"061054":[],"0610602":[],"061113":5,"061133":[],"061144":[],"061149":[],"061163":28,"061188":[],"061209":[],"06121384":[],"061272":[],"061297":[],"061308":[],"061321":[],"061359":28,"06136773":[],"061390":[],"061443":28,"061452":28,"061468":[],"06150169":[],"061502":[],"061505":[],"061509":[],"061529":11,"061538":[],"061604":[],"06160438":[],"061614":28,"061646":[],"061679":27,"061685":[],"06168748":[],"061701":[],"0617129312534124":24,"061716":[],"061725":[],"061745":[],"061765":[],"061821":[],"0618352118150005":9,"061898":[],"061917":[],"061923":[],"061966":[],"06200174":5,"062016":28,"062061":[],"062062":[],"062064":[],"06208238634231944":[],"062082386342319454":[6,30],"06208238634231953":[],"062089":[],"062097":[],"062136":[],"062142":[],"062195":[],"062197":5,"0622197":[],"062220":[],"062292565":4,"062294":[],"062295":11,"062298":[],"06229862e":[],"062305":[],"062333":[],"062337":28,"062370":[],"062391":[],"062409":[],"062411":[],"062424":[],"062435":[],"06243748":24,"062451":[],"062498":[],"062517":[],"062534":[],"062551":[],"062563":[],"062599":28,"0626202708457115":[],"062624":28,"062640":[],"062665":[],"062676":[],"062706":[],"062719":[],"062721":[],"06273487":[],"062734874360835":[],"062742":[],"062773":[],"062777":[],"06282378894371":5,"062827":[],"062834":[],"062874":28,"06287717":[],"062881":[],"062884":[],"062888":[],"062920":[],"06292011":[],"06293056":21,"062983":[],"063014":[],"063019":28,"063024":[],"063052":[],"063061":28,"063066":5,"063070":[],"063078":[],"063080":28,"063084":[],"063115":11,"063125":[],"063155":[],"063173":[],"063192":[],"06319374":[],"063241":[],"063250":[],"063260":28,"063287":[],"063343":[],"063353":[],"063364":[],"063371":[],"063375":[],"063401":[],"063443":27,"063493":[],"063513":[],"063524":[],"06353697":[],"063600":[],"063612":[],"063619":[],"063631":[],"063653":28,"063657":[],"063661":[],"063724":27,"063750":[],"063752":[],"063766":[],"063781":[],"063851":[],"063857":[],"063872":[],"063874":[],"063876":5,"06388888888888888":[],"063894":28,"063977":11,"063979":[],"064041":[],"064048":5,"064052":[],"064057":[],"064062":[],"064074":28,"064081":[],"064108":[],"064110":[],"064176":[],"064184":[],"064232":[],"064274":[],"064284":[],"06432223":[],"064329":[],"064384":[],"064388":[],"064390":[],"064431":[],"06444":9,"064442":[],"064459":[],"064461":[],"064469":[],"064483":[],"064501":28,"064526":[],"06453579006728315":[],"06453579006728322":[6,30],"064538":[],"064573":[],"064577":[],"064604":[],"064606":28,"064609":28,"064618":[],"064623":[],"064634":[],"064637":[],"064648":[],"064658":[],"064681":[],"064684":[],"064699":28,"064701":[],"064753":[],"064759":[],"064787":[],"064793":28,"064823":[],"064838":[],"064859":[],"06486061":[],"064880":[],"064896":[],"06491736":6,"064918":[],"064931":[],"064937":[],"064964":[],"06497046":[],"064974":[],"065020":[],"065026":27,"065030":[],"065032":[],"065077":28,"065095":[],"065101":5,"065106":5,"065110":[],"065118":[],"065165":[],"065168":[],"065175":[],"065183":[],"065228":[],"065237":[],"065249":[],"065252":[],"065268":5,"065282":[],"065314":[],"065348":[],"065349":[],"065350":[],"065378":28,"065389":[],"06538944":[],"065390":28,"065410":28,"06547790180152352":[6,30],"06547790180152353":[],"06547790180152355":[6,30],"06547790180152357":[],"06547790180152363":[],"065514":[],"065537":[],"065557":[],"065575":[],"065641":[],"065657":[],"065680":[],"065730":[],"065761":[],"065796":[],"065826":[],"065846":[],"065869":[],"065892":[],"065942":[],"065952":[],"065973":[],"065974":5,"065983":[],"066006":[],"06602663":[],"066051":[],"066056":[],"066064":[],"066066":28,"066093":[],"066110":[],"066189":[],"066194":[],"066209":[],"066220":[],"066223":[],"066228":[],"066241":[],"066270":[],"066284":[],"066309":[],"066317":[],"066340":[],"066348":[],"066356":[],"06637":9,"066388":[],"066449":[],"066474":28,"066500":28,"066519":[],"066528":[],"066553":[],"066556":[],"066558":[],"066569":[],"066580":[],"066590":[],"066609":[],"066612":28,"06662062":[],"066647":28,"066651":[],"066654":[],"066656":[],"066670":[],"066672":[],"066675":[],"0666807":2,"066700":5,"066714":[],"066728":[],"066729":[],"066741":[],"066742":5,"066753":[],"066787":28,"066789":[],"066808":[],"066828":[],"066837":[11,28],"066850":[],"066854":28,"066870":[],"066873":[],"066919":[],"066934":[],"06695337":[],"066954":[],"066969":[],"066999":28,"067011":[],"067079":[],"067089":[],"067110":[],"067141":[],"067162":[],"067183":5,"067191":[],"067213":[],"067224":[],"067233":[],"067236":[],"067240":[],"06724062":5,"067282":[],"067288":[],"067392":[],"067400":[],"067402":[],"067432":[],"067437":[],"067443":[],"067449":[],"067484":[],"067489":[],"067499":[],"067506":[],"067515":5,"067525":[],"067527":[],"067544":[],"067547":[],"067560":[],"067585":[],"067593":[],"067597":[],"067599":[],"067612":[],"067615":[],"067620":[],"067622":[],"067628":[],"067637":28,"067675":[],"067693":[],"067707":28,"067709":[],"067710":[],"067712":[],"067714":[],"067719":[],"067720":[],"067723":[],"067767":[],"067769":[],"067775":[],"067787":[],"067854":[],"067856":[],"067864":[],"06786925114666595":[],"067873":[],"067905":[],"067907":[],"067908":[],"067934":[],"067956":[],"067967":5,"067984":11,"067990":[],"068007":[],"068019":[],"068059":[],"068075":[],"068087":[],"068093":[],"068094":[],"068098":[],"068103":[],"068104":[],"068110":[],"068120":[],"068136":[],"068163":[],"068168":[],"068170":5,"068197":[],"068201":[],"068206":[],"068210":[],"068215":[],"068239":[],"06826023e":[],"068261":5,"068264":28,"068297":[],"068307":28,"068318":[],"068339":[],"068345":[],"068358":[],"068363":[],"068365":[],"068375":[],"068376":[],"068391":[],"068417":[],"068418":[],"068441":28,"06844519414009438":[],"06844519414009442":[],"06844519414009444":[6,30],"06844519414009445":[6,30],"068461":[],"06848116e":28,"068500":[],"068505":[],"068517":[],"068521":11,"068524":[],"068525":[],"068538":[],"068541":[],"068546":5,"068573":[],"06858699":[],"068593":[],"068608":[],"06861085":[],"068619":[],"068622":[],"068629":28,"068642":[],"068643":[],"068654":[],"068659":[],"068664":[],"068676":5,"068689":[],"068701":11,"068724":[],"068727":28,"068735":[],"06875458":27,"068776":[],"068782":[],"068792":[],"068799":[],"068806":[],"068809":[],"068831":[],"068832":[],"068841":[],"068852":[],"068867":[],"068876":[],"068906":28,"068912":5,"068920":[],"068937":[],"068953":[],"068965":[],"068991":[],"068992":[],"068999":[],"069010":[],"069013":[],"069015":[],"069028":28,"069036":[],"069042":[],"069044":[],"069065":[],"069072":11,"069080":[],"069085":[],"069091":[],"069125":[],"069129":5,"069181":[],"069187":[],"069190":[],"069202":[],"069203":[],"069231":[],"069233":11,"069242":[],"069265":[],"069268":[],"069275":[],"069276":[],"069281":[],"069283":[],"069285":[],"069291":[],"069312":11,"069315":5,"069320":[],"069343":[],"069355":[],"069386":[],"069408":[],"069409":[],"069421":[],"06942103":[],"069436":[],"069441":[],"069452":28,"069454":[],"069455":[],"069465":[],"069475":[],"069476":[],"069494":[],"069506":[],"069522":[],"069534":[],"0695405":[],"069578":[],"069583":5,"069584":[27,28],"069612":[],"069617":11,"069621":11,"069626":[],"069640":[],"069651":[],"069654":[],"069667":[],"069669":5,"069672":[],"069681":[],"069685":[],"06969872":[],"069738":[],"069748":[],"069754":[],"069782":[],"069796":[],"069801":[],"069816":[],"069823":5,"069838":[],"069845":[],"069847":[],"069855":[],"069873":5,"069877":[],"069884":[],"069886":11,"069888":[],"069903":[],"069907":[],"069911":11,"069912":[],"069977":[],"06it":6,"07":[6,28],"070018":[],"070028":[],"070034":[],"07003926":[],"070043":[27,28],"070056":[],"070071":[],"070074":[],"070092":[],"070096":[],"070105":[],"070119":11,"070127":[],"070139":11,"070141":[],"070146":28,"070150":[],"07016":9,"070161":5,"070163":[],"07017":9,"07019610e":[],"070213":28,"070216":[],"070222":[],"070241":[],"070245":[],"070276":[],"070288":[],"070302":11,"070305":5,"070333":[],"070339":[],"070343":[],"070364":[],"070370":[],"070379":[],"070381":11,"07039":9,"070419":[],"070428":[],"070429":[],"070443":[],"070450":[],"070453":[],"070457":28,"070466":[],"070486":5,"070491":[],"070492":[],"070494":[],"070518":[],"070562":[],"070576":[],"070577":5,"070582":28,"070585":[],"070601":[],"070612":[],"070618":[],"07062318":6,"070625":5,"070630":[],"070635":[],"070671":[],"070700":[],"070737":28,"070769":11,"070775":[],"070794":[],"070797":5,"070810":[],"070835":[],"070860":[],"070871":[],"07087395e":[],"070874":[],"070887":[],"070889":[11,28],"070911":[],"070936":[],"07093644":[],"070945":[],"070950":[],"070959":[],"070961":[],"070972":[],"070975":11,"070986":28,"07099747918547346":[],"071003":[],"071006":[],"071009":[],"071022":[],"071044":[],"071051":[],"071071":[],"071084":[],"071086":11,"071105":[],"071106":[],"071112":[],"071115":[],"071120":[],"071122":[],"071136":[],"07115":9,"071164":[],"071185":[],"071239":[],"071243":[],"071284":[],"07128434":[],"07129539":[],"0712953943627344":[],"0713":[0,27],"071314":5,"071321":11,"071326":[],"071329":[],"071387":[],"071388":[],"071392":[],"071394":[],"071420":5,"071421":[],"071437":[],"071438":[],"07143876":[],"071441":[],"071445":[],"07145103":11,"071453":11,"071455":5,"071460":[],"071467":[],"071476":[],"071480":[],"0714956":[],"071501":5,"071505":[],"071510":[],"071515":[],"071523":[],"071529":[],"071534":5,"071547":[],"071552":[],"071567":[],"071569":[],"071585":[],"071600":[],"07160048164232467":[],"07160048164232538":[6,30],"0716004816423254":[6,30],"07160048164248561":[],"071604":[],"071614":[],"071619":11,"071632":[],"071641":[],"071659":5,"071666":[],"071698":[],"071705":[],"071741":[],"071751":[],"071767":[],"071804":[],"071836":[],"071852":[],"071853":11,"071897":[],"071901":[],"071906":[],"071908":[],"071920625289855":[],"071921":[],"071922":[],"071935":[],"071942":[],"071946":[],"071949":[],"07195822":[],"071982":11,"071991":[],"072000":28,"072008":[],"072011":[],"072016":11,"07201957":[],"072021":[],"072041":[],"072084":[],"072091":[],"072111":28,"072122":5,"07212695":[],"072127":[],"072132":28,"072145":[],"072147":[],"072150":[],"072176":11,"072183":5,"072184":[],"072186":[],"072198":[],"072216":[],"072222":[],"072240":[],"072242":[],"072254":[],"072290":[],"072334":11,"072342":[],"072344":11,"072348":[],"072352":[],"072361":[],"072364":[],"072365":5,"072370":[],"072384":11,"072398":5,"072435":[],"072442":[],"072452":[],"072468":11,"072471":[],"072474":11,"072476":28,"072483":[],"072492":11,"072493":11,"072515":5,"072521":[],"072522":5,"072523":[],"072529":[],"072530":[],"072554":[],"072558":[],"072569":[],"072575":[],"072597":[],"072598":[],"072611":[],"072617":[],"072618":[],"072620":[],"072621":28,"072638":5,"07264063e":[],"072647":[],"072651":[],"072652":[],"072682":11,"072705":[],"072750":[],"072751":[],"072783":[],"072798":[],"072813":[],"072824":[],"072828":[],"072839":[],"07285":3,"0728785":[],"072898":[],"07291729":[],"072918":[],"072928":[],"072955":[],"072958":[],"072959":11,"072970":[],"072974":[],"07297557":[],"072994":[],"073013":[],"073016":[],"073038":[],"073044":[],"073045":11,"073052":[],"073062":[],"073080":[],"073105":[],"073120":[],"073127":5,"073134":[],"073136":[],"073159":[],"073163":[],"073183":[],"07319349":[],"073206":[],"073225":[],"073230":[],"073236":5,"073238":[],"07325301":[],"073280":[],"073298":[],"073299":[],"073300":5,"073303":[],"073320":[],"073325":[],"073337":11,"07333967":27,"073344":[],"073362":[],"073363":[],"073368":[],"073369":[],"07337358":[],"073374":[],"073380":[],"073388":[],"073391":[],"07339251":[],"073398":[],"073400":[],"073423":[],"073433":[],"073436":[],"073449":[],"07345504":[],"073465":[],"073477":[],"073489":[],"073497":5,"073506":[],"073520":[],"073531":[],"073548":[],"073567":[],"073575":[],"073583":[],"073585":5,"073597":[],"073598":[11,28],"073601":[],"073624":[],"073629":[],"073630":[],"073634":[],"073644":28,"073647":[],"073657":[],"073668":[],"073684":[],"073695":[],"073699":[],"073716":[],"073717":11,"073719":[],"073750":[],"073761":[],"073764":[],"073768":[],"073777":[],"073810":[],"073811":[],"073816":[],"073827":[],"073831":[],"073904":[],"073907":[],"073925":[],"073938":[],"073949":[],"073955":11,"073959":[],"073985":[],"0739975":[],"074004":[],"074006":[],"074007":5,"074019":[],"074034":[],"074046":[],"074050":[],"074061":[],"074067":[11,28],"074084":28,"074102":11,"074111":[],"07413172":[],"074144":[],"074149":[],"074161":11,"074180":[],"074183":[],"074187":[],"074193":11,"074203":5,"074210":28,"07421084":5,"074230":5,"074237":[],"074258":[],"074276":5,"074293":5,"07430684":[],"074310":5,"074323":28,"074336":[],"074346":[],"074375":[],"074401":[],"074418":[],"074420":[],"074453":[],"074480":[],"074488":[],"074495":[],"074513":[],"074530":[],"074552":[],"07456491":5,"074569":[],"074573":[],"074592":[],"074613":[],"074653":[],"074666":[],"074671":5,"074684":[],"074692":11,"074693":[],"074708":[],"074715":[],"074729":[],"074732":[],"074743":[],"074752":11,"074760":[],"074763":[],"074773":[],"074818":[],"074819":[],"074833":[],"074838":[],"074839":[],"074845":[],"074868":[],"074881":[],"074905":[],"07490892":6,"074922":[],"074945":[],"074951":[],"074969":[],"074971":[],"074980":[],"074983":5,"074984":[],"074986":[],"074992":[],"075012":[],"075014":[],"075017":[],"075020":[],"075028":[],"075035":5,"075043":[],"075045":11,"075047":[],"075050":[],"075058":[],"075061":[],"075064":11,"075079":[],"075102":[],"075115":5,"075121":[],"075136":[],"075138":[],"075145":[],"075149":[],"075181":[],"075188":[],"075192":[],"075195":[],"075201":[],"075222":[],"075224":[],"075225":[],"075227":[],"075228":[],"075241":[],"075262":[],"075263":11,"075277":[],"075302":[],"07532297":[],"075330":11,"075335":[],"075356":[],"07535606":[],"075389":[],"075400":[],"075418":11,"075422":5,"075433":[],"075455":11,"075498":[],"075529":11,"075569":5,"07557024":[],"075573":[],"075586":[],"075587":5,"075590":11,"075594":[],"075612":[],"075618":[],"075620":11,"075629":[],"07565581":[],"075727":[],"075728":[],"075760":[],"075770":[],"075779":[],"075782":[],"075797":[],"075816":28,"075820":[],"075829":[],"075840":[],"075863":[],"075887":5,"075889":28,"075899":[],"075911":11,"075952":[],"075958":5,"075959":[],"075982":[],"075987":[],"075996":[],"076007":5,"076022":[],"07602623":[],"076055":[],"076066":[],"076079":[],"07608141":[],"076096":[],"076097":[],"076112":5,"076121":[],"076130":[],"076150":28,"076173":[],"076204":[],"076216":[],"076248":[],"076259":[],"076264":[],"076270":[],"076282":[],"076288":11,"076306":[],"076313":5,"076315":[],"076324":[],"076329":[],"076338":[],"076349":[],"076371":[],"076389":[],"076403":[],"076408":11,"07641937":30,"076454":[],"076491":5,"0764924":6,"076518":[],"076519":5,"076525":[],"076532":[],"07656896":[],"076570":[],"076573":[],"07657669":[],"076588":11,"076589":[],"076604":[],"076612":5,"076619":[],"076628":[],"076632":[],"076637":[],"076665":[],"076697":[],"076726":[],"076729":[],"076760":[],"076775":[],"07678":9,"076780":[],"076783":[],"076795":[],"076804":[],"076818":[],"076819":[],"076821":[],"076843":[],"076862":[],"076866":[],"076867":[],"07687896":27,"076886":[],"076895":[],"076905":[],"07692307692307693":9,"076927":[],"076935":[],"076938":[11,28],"076942":[],"076955":[],"076958":[],"076990":[],"077003":[],"077004":[],"077009":[],"077012":11,"077013":[],"077015":[],"077022":[],"077033":[],"077050":5,"077062":[],"0770789":[],"077079":[],"077083":[],"077091":[],"077107":[],"0771079":[],"077108":[],"077131":[],"077140":[],"077144":[],"077158":[],"077164":[],"077168":28,"077182":11,"077200":[],"077203":[],"077210":[],"077211":[],"077219":[],"077228":[],"077280":5,"077291":[],"077338":[],"077349":[],"07735703":[],"077359":[],"077372":[],"077375":[],"077387":5,"077397":[],"077402":[],"077411":5,"077419":[],"077425":[],"077428":[],"077452":[],"07745809e":28,"077460":28,"077467":[],"077491":11,"077499":[],"077511":[],"077521":11,"07752967":27,"077536":5,"077604":[],"077606":[],"077607":[],"077611":11,"077620":[],"077644":[],"077663":[],"077666":5,"077676":11,"077688":[],"077690":11,"077706":[],"077711":5,"077713":[],"077724":11,"07777777777777778":1,"077785":[],"077793":[],"077822":[],"077825":5,"07783152589039466":5,"077846":[],"077849":11,"07789772e":[],"077910":11,"077921":[],"077930":[],"077948":[],"077949":[],"077954":[],"077970":5,"077978":[],"077986":[],"078033":[],"078040":[],"078042":[],"078082":[],"078101":[],"078110":28,"078133":[],"078143":[],"078157":[],"078158":[],"078165":[],"078167":[],"0782":[],"07820":9,"078211":[],"078253":[],"078254":[],"07826171e":[],"078265":[],"078269":[],"078293":[],"07829878":[],"078299":[],"078300":[],"078314":[],"078323":[],"078326":[],"078333":11,"078336":28,"078426":[],"078432":[],"078436":[],"07844310540708652":[],"078484":[],"078508":[],"078521":[],"078540":28,"078542":[],"078548":[],"078555":11,"07858099596662704":[],"078582":[],"078587":[],"078609":[],"07864":9,"07864140367329474":11,"078646":[],"078651":[],"078652":[],"078667":[],"078672":[],"078697":[],"078704":[],"078707":[],"07871":9,"078710":[],"078715":[],"078719":[],"078725":5,"078749":[],"078759":[],"078768":[],"078771":5,"078776":[],"07878641":[],"078795":[],"078812":[],"078845":[],"078860":[],"078880":[],"078899":[],"078901":11,"078908":[],"078911":[],"078926":[],"078942":[],"078962":[],"078974":28,"07897647347778382":[],"07898165660100093":[],"078986":28,"078987":11,"078992":[],"078995":5,"078999":[],"079001":[],"079021":[],"07903849":[],"079043":[],"079056":[],"079110":[],"079142":[],"079152":[],"079157":[],"079158":[],"079179":[],"079214":[],"079218":[],"079224":[],"079225":[],"079242":[],"07925220e":28,"079260":[],"079264":[],"079268":[],"079273":[],"079278":[],"079281":[],"079298":[],"079306":[],"079319":11,"079333":[],"079347":[],"079368":5,"079379":[],"079383":[],"079389":[],"079405":[],"079406":[],"079424":[],"07943621":[],"079437":[],"079438":[],"07944154":[21,27],"079443":[],"079447":[],"079448":[],"079476":[],"079483":[],"079486":[],"079489":[],"079493":[],"079495":[],"079499":[],"0795449":[],"079546":11,"079553":[],"079558":[],"079580":[],"079609":[],"079615":5,"079618":[],"079622":[],"079631":[],"079649":11,"079671":5,"079676":[],"079680":[],"07968918676726029":[],"0796891867672603":[6,30],"079704":[],"079719":[],"079729":5,"079741":[],"079745":[],"07978179":[],"079786":5,"079814":5,"079819":[],"079823":[],"079827":[],"079839":[],"079847":[],"079856":[],"079858":11,"079860":11,"079882":[],"079893":[],"07989327":[],"079901":[],"079944":[],"079946":28,"079948":[],"07995375":[],"079958":11,"079991":[],"07999999999998":[],"07e":[],"08":[9,24,28],"080026":[],"080028":11,"080048":[],"080056":[],"080060":[],"080061":[],"080070":[],"080098":[],"080106":[],"080120":[],"080137":[],"080168":5,"080200":[],"080249":[],"080256":[],"080288":[],"080295":[],"080297":[],"080305":[],"080312":[],"080319":[],"080332":[],"080334":[],"080343":[],"080347":[],"080370":[],"080374":[],"080384":11,"080395":[],"080406":[],"080407":[],"080410":[],"08041015":[],"080434":[],"08043851":5,"080455":[],"080479":[],"080502":[],"080517":[],"080518":[],"080548":[],"080555":[],"080571":[],"080582":[],"080588":[],"080593":[],"080616":28,"080630":[],"080635":[],"080641":[],"080642":[],"080647":[],"08066746e":[],"080699":[],"080706":[],"080738":[],"080764":28,"080780":[],"080801":[],"080821":[],"080839":[],"08084392":[],"080847":[],"08085812":[],"08086066":[],"080863":11,"080867":5,"080914":[],"080916":[],"080922":[],"080965":11,"080973":[],"080979":5,"080984":[],"080998":[],"081007":[],"081022":[],"081046":[],"081072":[],"081100":[],"081140":[],"081144":[],"081163":[],"081194":[],"081198":[],"081211":[],"081216":[],"081223":[],"081233":[],"081253":[],"081258":[],"081262":[],"081276":28,"08131003":6,"081311":[],"081315":5,"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":28,"081655":28,"081699":11,"081707":[],"081728":5,"081773":[],"0818000034712947":[],"081827":[],"081832":[],"081837":[],"081848":[],"08188077":[],"081881":[],"081932":[],"081953":[],"081970":11,"081977":5,"081988":[],"081989":[],"081990":[],"082014":[],"082027":[],"082040":[],"082089":[],"082105":[],"082122":[],"082139":[],"082140":[],"082145":[],"082158":[],"082166":[],"082174":[],"082183":[],"082189":[],"082204":[],"082232":11,"082267":[],"082269":[],"082282":[],"082285":[],"082286":[],"082288":[],"082295":[],"082315":[],"0823185":[],"082322":[],"082339":11,"0823594":27,"08237141":[],"082385":11,"082424":[],"082426":[],"082431":[],"082449":11,"082451":[],"082487":5,"082501":[],"082503":[],"082509":11,"08251519":6,"082525":[],"082527":[],"082536":[],"082553":[],"082569":[],"0825971":[],"082604":[],"082620":[],"082642":[],"082653":28,"082683":[],"08271198519070039":[],"082716":[],"082756":[],"082779":[],"082786":[],"082791":[],"08281969e":[],"082839":[],"082846":[],"082852":[],"082874":[],"082875":27,"082877":[],"082896":[],"082900":[],"082921":[],"082939":[],"082990":[],"082991":5,"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":[],"083319":11,"083320":[],"083321":[],"08333333333333333":[1,9],"083348":[],"083361":[],"08336233266":4,"083380":[],"083399":[],"083404":[],"083417":[],"08343519179767796":[],"083441":[],"083446":[],"083485":[],"083495":[],"083506":[],"083517":5,"083527":[27,28],"08352721390288316":27,"083555":[],"08356774001062162":[],"083573":[],"083579":[],"083600":[],"083627":[],"083629":[],"08363087":[],"083648":[],"083681":[],"083685":[],"083691":[],"083692":[],"083694":[],"08370888":[],"08373167e":[],"08374032367704139":[],"08376632":[6,28],"083766322923899":[6,28],"0837663229239016":[],"0837663229239025":[],"0837663229239043":[6,28],"083772":[],"083779":[],"083799":[],"083829":[],"083832":[],"083834":5,"083849":[],"083859":[],"083899":[],"083913":[],"083935":[],"083977":[],"084000":[],"084006":[],"084008":[],"084017":[],"084018":[],"084019":[],"084024":[],"084028":[],"084032":[],"084076":28,"084079":11,"084086":[],"084092":[],"084096":[],"084101":[],"084107":[],"084124":[],"084147":[],"084151":[],"084157":[],"084184":[],"084187":[],"084199":5,"084223":[],"084224":[],"084226":[],"084230":[],"08426840630693411":[],"08426840630693412":[6,30],"08426840630693413":[6,30],"084269":[],"084277":[],"084278":[],"08428156":[],"084282":5,"084286":[],"084364":[],"084391":[],"084400":[],"084408":[],"084414":[],"084422":[],"084426":[],"084434":[],"084438":[],"084444":[],"084476":[],"084477":[],"084484":[],"08448544e":[],"084487":11,"084523":[],"084536":[],"084541":[],"084549":[],"08455":9,"084570":[],"084604":[],"084624":[],"084629":[],"084636":11,"084645":[],"08464758160254343":[],"084657":[],"084663":[],"084666":11,"084670":[],"084682":[],"084683":[],"084685":[],"084702":[],"084728":[],"08474":9,"084777":[],"084809":28,"084846":[],"084862":[],"084904":[],"084906":[],"084909":[],"084912":[],"084920":[],"084927":[],"084936":[],"084965":[],"084977":[],"084979":[],"085010":[],"085018":[],"08502083":[],"08502185":24,"085027":[],"085044":[],"085104":11,"085105":[],"085108":[],"085113":[],"085154":11,"085163":[],"085165":[],"085167":[],"085184":[],"085185":[],"085210":[],"085224":[],"085242":[],"085249":[],"085252":[],"08526352":[],"085264":[],"085272":[],"085290":11,"08529655":24,"085298":11,"0853136633465326":31,"085345":[],"085361":[],"085368":[],"085384":[],"085405":[],"085410":[],"085416":[],"085447":5,"085456":[],"085484":[],"08549564e":[],"08549632935144091":[],"08551306":6,"085571":[],"085603":[],"085655":[],"085716":[],"085764":[],"08576932":6,"085776":[],"085778":[],"085876":[],"085879":[],"08593216":6,"085936":[],"086021":[],"086074":[],"086076":[],"086109":[],"08611111111111111":1,"086112":[],"08612280083325631":[],"086154":[],"086174":[],"086178":[],"086203":[],"086249":[],"086250":[],"086257":[],"086262":[],"086290":11,"086303":[],"08630331":[],"086322":[],"086358":[],"086409":[],"086420":[],"086440":[],"086460":[],"086518":[],"086524":[],"086567":[],"08657894597048958":[],"086608":[],"086610":[],"086624":[],"086647":[],"086665":[],"086679":[],"086690":11,"086705":[],"08673755293381497":[],"086802":[],"086807":[],"086809":[],"086841":[],"08684675":[],"086872":[],"086877":[],"086888":[],"086890":[],"08690":9,"086904":[],"086925":[],"086942":5,"086951":[],"086956":[],"086994":[],"086997":[],"086999":[],"087081":[],"087208":[],"087224":[],"087235":[],"087315":[],"08732305":[],"08734015":[],"087372":[],"087377":[],"087386":[],"087387":[],"08741274":[],"087419":[],"08743287e":[],"087470":[],"087501":[],"087520":[],"087573":[],"08758":9,"08759":[],"087615":[],"087689":[],"087746":[],"087833":[],"087834":[],"087848":[],"087860":[],"087878":[],"087887":27,"087891":[],"087894":[],"087910":[],"08791994":21,"088026":11,"088029":[],"088037":[],"088074":[],"088104":[],"088119":[],"088164":[],"08816688":[],"088176":[],"0881981":5,"088201":[],"088212":[],"08821204":[],"088238":[],"088261":[],"088271":[],"088275":[],"088317":[],"088348":[],"088361":[],"088425":[],"088460":[],"088476":[],"088488":[],"088502":[],"088506":[],"088519":[],"088526":[],"088560":[],"088606":[],"088611":[],"088631":[],"08871404":5,"08873443359350565":[],"08874264":[],"088754":[],"088758":[],"088760":[],"088765":[],"088778":[],"088809":[],"08881497884574564":28,"088816":[],"088825":[],"088853":[],"08887708":[],"08888888888888889":1,"08889302":[],"08891672":5,"088917":5,"088926":[],"088946":[],"088974":[],"088982":[],"088995":11,"08902":9,"089040":[],"089041":[],"089059":[],"089063":[],"089082":[],"08910476e":[],"08917679":[],"089177":[],"08918584":[],"089206":[],"089212":[],"0892144853354966":31,"08923158":[],"089233":[],"089240":[],"08924325e":[],"089246":[],"089306":[],"089310":[],"089329":[],"089355":[],"0893679":[],"089369":[],"089374":[],"089425":[],"089441":[],"08945041":[],"089501":[],"089505":[],"089524":[],"0895387":28,"089539":28,"089551":[],"089614":[],"089641":[],"08966600e":[],"089683":[],"0896981":[],"089744":[],"089758":[],"089775":[],"089857":[],"089924":[],"08994018e":28,"08996":9,"089982":[],"08it":6,"09":[1,28],"090014704675496":[],"090028":[],"090039":[],"090128":[],"090174":[],"090229":[],"09023660662586945":[],"090241":[],"090268":[],"090270":[],"09030825":[],"090337":[],"090349":[],"09034902":[],"0903549":[],"090356":[],"090358":[],"090424":11,"090451":[],"090503":[],"090564":[],"090620":[],"090630":[],"090649":[],"090694":[],"090730":[],"090755":[],"090768":[],"0907788":[],"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":[],"091996":[],"092007":[],"092066":[],"092126":[],"09216046":[],"09218919":21,"092249":[],"092290":[],"0923":[],"092409":[],"092478":[],"09251":9,"09252364":[],"092524":[],"092621":[],"092724":[],"092769":[],"092879":[],"09289204":[],"09297039":[],"092998":[],"093078":[],"09309965420717024":[],"09318696260700278":[],"09322328e":28,"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":[],"09497154":27,"095171":[],"095184":[],"095313":[],"095315":[],"09533574":[],"095510":[],"095522":[],"095617":[],"095702":[],"0957156":[],"09575221":[],"095871":[],"095902":[],"095935":[],"09609807":5,"096173":[],"09631112":[],"09634375e":[],"096472":[],"096516":[],"09652672":[],"096623":[],"09662862":[],"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":[],"09848429e":28,"09849763":[],"098498":[],"09856879":[],"09861229":[21,27],"09862064":21,"09873132":[],"098802859381565":[],"099":[],"09903804":8,"0991919894927399":[],"09919198949274803":[6,30],"099191989493334":[],"09951287404314545":1,"09963157":13,"099648":[],"09964817":[],"099777":[],"09989861":[],"0n":[0,27],"0s":[],"0x11da42d90":[],"0x11db14850":[],"0x11e02eaf0":[],"0x11e031e50":[],"0x11e09b370":[],"0x11e77b070":13,"0x11ecf9850":13,"0x128a2b580":[],"0x128ee8850":[],"0x12946f2e0":[],"0x130057e80":[],"0x1309f4ca0":31,"0x1336a6040":[],"0x133c2e1c0":[],"0x138098070":[],"0x1387541c0":[],"0x13b240850":[],"0x13b8c72e0":[],"0x7fad10f9a280":[],"0x7fad20f69be0":[],"0x7fd098df3280":[],"0x7fd0a9063be0":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,23,24,25,26,29,30,31],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,22,23,24,25,27,28,29,30,31],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,21,24,25,27,28,29,30,31],"1000":[0,1,2,4,5,8,11,13,14,20,24,27,28,31],"10000":[2,5,6,10,11,13,24,29,30],"100000":8,"10001":10,"1001":[9,24],"1002":24,"1003":24,"10030":9,"100303":[],"100358":[],"10044225464078282":[],"1005":24,"10056192":21,"100670":[],"1007":29,"10077114273548984":[6,30],"1009":24,"10097956":[],"1011":24,"101292":6,"1013":24,"1013904243":24,"10141413e":6,"10148978":21,"1015":24,"10188442":[],"102":28,"10207647":[],"1022233262115424":[],"10222333":[],"10222868":[],"1023":24,"10230":9,"1023111":[],"10235180e":[],"1023858":[],"1024":3,"102401":[],"102449":[],"10254846":21,"1026":24,"1027":24,"1028":[],"103":1,"1030":24,"10302062":[],"10308387":[],"103257":[],"10326551":21,"10340":9,"1037":24,"10378326e":1,"1038":24,"103822":[],"10391807":6,"10398646080125035":[],"10398646080125036":[6,30],"10398646080125037":[6,30],"1040":24,"10405456":11,"10427270e":[],"10430":9,"104411":[27,28],"10441496e":[],"10453697e":28,"10455924":[],"1047":24,"10486183":[],"104862":[],"10505137":[],"105161":[],"105169":[],"10516924":[],"10520":9,"10555555555555556":1,"1056":[],"10572":30,"10589577":5,"106":[],"106095":[11,28],"10620135":[],"10635754":27,"106431":27,"10659682":[],"10686259":[],"106971":[],"107":[],"10712245e":[],"1078":30,"10790125813226321":28,"108":[6,9],"108359":[],"10835935":[],"10880921":[],"109":[],"10913":6,"10931453":6,"10950766":[],"10951119":27,"10960":9,"1096767776832326":[],"10967678":[],"1098906":[],"10it":[],"10th":9,"10x":[0,27],"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,21,22,23,24,25,26,27,28,29,30,31],"110":[],"1100":24,"1101":24,"11022302e":[],"11029323":[],"11033412":27,"11046407e":28,"11046771":[],"111":[1,7,12,31],"11100":9,"11167579":[],"11202337":30,"1122558214":[],"112319":[],"11231934":[],"112383":[11,28],"1124":9,"1125":[],"11276576e":[],"11279984e":28,"11283168":[],"11297834":[],"1133":[],"11341291":27,"11352543":[],"1136":[],"11362930e":[],"11366595":[],"11388888888888889":1,"1139":[],"11390":9,"114":[3,4,14],"11402309":[],"11430166e":28,"114437":[],"114550":30,"11462415":5,"11470382":21,"11481199":[],"11482289e":6,"11499517":[],"115":[3,4,14],"11507992e":1,"11520281":[],"11547777218875695":[],"11547777218875696":[],"11547777218876518":[6,30],"11547777218940905":[],"11547777218940906":[],"11551515":21,"115822":6,"11582635":24,"11590":9,"11598862":[],"11598862273198":[],"116":[3,4,14],"11604844":[],"116048442683864":[],"11660":9,"11666666666666667":1,"11674401539815678":[],"117":[3,4,8,14],"117430":27,"11744554e":6,"11780":9,"11790868":[],"11793498e":[],"117986":[],"118":2,"1180677":[],"118068":[],"1182":30,"1183":[],"118318":[27,28],"1184":[],"11840":9,"1185":[],"11850274":[],"1186":[],"11868087":[],"118681":[],"11890":9,"119":[2,3,4,14],"11909685e":[],"119625":[],"11962537":[],"1199":[],"119936":2,"119999999999976":[],"11it":[],"12":[0,1,2,3,4,5,6,8,9,11,12,13,21,24,26,27,28,30],"120":[2,3,4,14],"1203":9,"1203284":8,"12044974":28,"120450":28,"1206":8,"12069773":[],"12086283":[],"121":[8,9,10],"12107137e":[],"12152272":[],"1215pm":[25,27],"12160173":[],"12167821":[],"12178678":[],"121787":[],"12182967":6,"12196674":[],"122":[2,8,9,10],"12211324e":[],"12222222222222222":1,"122282":27,"122439":[],"1224392":[],"12288563":[],"122886":[],"12289498e":[],"123":2,"12302855":[],"12318726e":6,"12330033":28,"12330280229368":[],"12333649":6,"12345260617257443":[],"123459876":[],"123711":6,"12380":9,"12387751":[],"12394241e":[],"124":[0,27],"12400":9,"12427889":[],"12434807":[],"12446443":21,"1245596497124075":[],"12455965":[],"125":[],"1250":[],"125000":[],"12539459":[],"12552073e":6,"12591227":28,"126":9,"1261":9,"12611267":21,"12618549":5,"12630042":[],"1265":9,"12669602e":28,"127":4,"1270":[],"127043":[],"1271":6,"1277":6,"127773":[],"12777777777777777":1,"127812":27,"12788968":[],"12790":9,"128":[3,4,13],"12803365e":[],"12804129e":28,"1280756":27,"128664":6,"12871842":28,"12885048":[],"12890007e":[],"12898627064868978":[],"129":2,"129099":[],"12909917":[],"12933164":[],"129332":[],"12934015":[],"12937662":[],"12945452":[],"1297":9,"1297300314822336":[],"1298":9,"129963":30,"12adb44b1c20":[],"12it":[],"12m":[],"12pm":[25,27],"13":[0,2,5,6,9,11,12,13,21,24,27,28,30,31],"130":9,"13003291":6,"13006658e":[],"13019959":[],"130200":[],"13030182":[],"13055555555555556":1,"130694":28,"13069442":28,"13083543199018746":[],"131":9,"13117061":[],"13120126":21,"13131825":[],"1314":[],"13151043e":28,"132":9,"13208672e":[],"13220608e":6,"13228567":[],"13229545716505003":[],"132360":[],"1323603":[],"1326":9,"13260331":[],"13261136":[],"1326197715":27,"13280":9,"13281267":[],"13288373":[],"133":[7,31],"13314597157635316":27,"13320535":[],"13333333333333333":[],"13375152e":[],"13392097":[],"13393141":[],"1345":30,"1346":30,"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":28,"137652":[11,28],"1378":[],"1382":[],"1383":[],"1384":[],"13847924":[],"1385":[],"1386":[],"13865173":5,"13876586436927824":[],"138775":[11,28],"1388888888888889":1,"13890":9,"1392559581788775e":[],"1392559584983597e":[],"1392559585048734e":6,"1392559591206444e":6,"13925595925919e":[],"1394311129039245":30,"13943111290393":30,"1395084586525954":30,"1395235273363686":30,"13it":[],"14":[0,2,3,4,5,6,8,9,10,11,12,13,14,21,24,26,27,28],"140":[2,9],"14010994":27,"14021063":6,"1404":[],"14042769":[],"140428":[],"14045566":[],"140525":[],"14052537":[],"14061742":[],"14072037":[],"141":2,"14100":9,"1416398":6,"14174062":[],"14174745":6,"1418":9,"142":9,"14231548":[],"14248744":[],"14250":9,"14252712":[],"14266332e":[],"14277718e":28,"142857":[],"14298603":[],"143":[2,3,4,7,14,31],"1435666":[],"14360598":[],"1437":1,"144":[3,4,14],"14400":9,"1440501043841336":1,"14432948":[],"14440":9,"14451625":[],"1446729567":4,"14484695":[],"14491591":21,"144993":27,"145":[2,3,4,14],"14561980e":[],"1457774":[],"146":2,"14617985":[],"14623399":27,"14629156":30,"14648477":[],"146489":5,"14648903":5,"147":2,"14710":9,"1472032":[],"14722222222222223":1,"14724135e":[],"147400":[11,28],"14741468":[],"147420":[11,28],"14783702":[],"1479":9,"147934":6,"14793475":27,"148":2,"14812206":6,"14818":[],"14822021080294":[],"1484256":[],"148463":[],"14846308":[],"148564":[],"14859":6,"14868784":5,"148688":5,"148734":[],"148768":[],"148771":6,"148854":[],"148895":[],"149":[],"14900336":[],"149213":[],"14932651":[],"149452":[],"149583":[],"149655":[],"149864":[],"14988578":[],"149886":[],"14995486":[],"149955":[],"149991":[],"14g":[6,30],"14it":[],"15":[0,2,3,4,6,7,8,9,12,13,14,15,16,17,18,24,27,30,31],"150":[4,8,9],"15005476":5,"150184":[],"15060311":[],"15084741":[],"15089627":[],"150920":[],"15092012":[],"1509778":[],"15098090e":6,"151":[],"15130074e":6,"151348":[],"15172236":13,"151986":[],"1519922":24,"152":9,"15200":9,"15254784":21,"15258907":[],"152696":[],"15269628":[],"15273101":24,"1527777777777778":1,"152907":30,"153036":[27,28],"153106":[],"15313054":30,"15320771e":[],"15321987":[],"1533795":[],"153760":[],"15384615384615385":9,"15384615384616":[],"154":[],"15410688":[],"154107":[],"15442554":[],"15443469e":31,"15454301":[],"15456415e":[],"154720":[],"15483121":[],"15484848":27,"15485374225770068":[],"154911":[],"1549258803307933":27,"15499979":5,"155":9,"155000":5,"15503141":[],"15508406":[],"15545946e":28,"155491":[],"15550086":[],"155687":[],"155883":[],"156":[],"1562":[],"15626984":[],"156270":[],"15629539":[],"15680777":[],"156956":5,"15696119":27,"157":[],"15714797":[],"15717291":[],"15746031e":[],"1575":9,"15752533e":[],"158":9,"1582408":[],"158241":[],"1583767":[],"15843769515580663":[],"1586300629904382":[],"1587":9,"15891336":[],"15899253":[],"159":[],"1590":9,"15939618":21,"15990":9,"15g":[6,30],"15it":[],"15pm":27,"16":[1,2,3,4,5,6,8,9,10,14,24,27,28,29,30],"160":[],"16006961":[],"16026316":21,"1603":3,"1604":[],"16049171e":[],"1605":[],"160539":[],"16054190e":[],"1606":[],"16061448":[],"1607":[],"16105443":[],"16111111111111112":1,"1612":[],"1614891":[],"16167387":[],"16171326":27,"16211139":5,"16220":9,"162246":5,"16231451":4,"16232481":[],"1625":9,"1628":9,"162999":27,"163":[],"16304863":28,"163049":28,"1630775253":1,"16342407":5,"16343471":6,"16350368":[],"163504":[],"16356503":30,"16384":3,"16397496":[],"16499193":27,"16500":9,"1655226":[],"16575256":[],"166":9,"16660817":[],"166667":[],"167":[],"16740002":[],"16749353e":28,"16754123":27,"167787":5,"168":9,"168044":[],"16804444":[],"16805821e":6,"16807":[],"16827044":[],"16832385":[],"16840081":[],"16961682":[],"16981204":[],"16b8e3cda33a":[],"17":[1,2,3,4,5,6,8,9,14,18,24,27,28,30],"17001895":[],"170019":[],"17009925":27,"17012048":[],"17074761":27,"17084902":[],"1709":9,"171525":28,"1715252":28,"17174962e":1,"17222222222222222":1,"172405":[],"17240522":[],"1726":9,"17297886491529482":[],"17300":9,"1731":9,"17339342":[],"173439546289586":[],"17428293":[],"17446471":6,"1752":9,"175300":[27,28],"175652":11,"17565241":11,"17606773":[],"17641709":6,"17647619":6,"17676228":[],"176880142835407":[],"17709473":[],"17764878e":[],"17774184e":[],"17777777777777778":1,"17796101e":[],"17801022":5,"17826349":[],"17861098":6,"17897671":[],"17917768":5,"17928538":[],"17930649":[],"17938393":[],"17942122":[],"17949575":5,"17953942":11,"1797":[1,3],"17983246":24,"18":[2,3,4,6,7,8,9,10,13,14,19,24,30,31],"180":[],"18029127":5,"18036103":[],"1807":4,"1809":9,"181":9,"1810":[],"1812":9,"18156717":[],"18166474":[],"1821":9,"18217743e":[],"18221254":[],"18264218":[],"18266178":[],"182662":[],"18276924":[],"18306165":[],"183062":[],"18327677":[],"18333333333333332":1,"1836":30,"18383522":28,"18393678":[],"184":9,"18409479":24,"184094793957168":24,"184519":[27,28],"18460525e":28,"184895":[],"185":[],"1851":[],"1852":[],"18526":[],"185278747229417":[],"1853":[],"1854":[],"1855":[],"185584177293881":11,"18573652":21,"186":[],"1860":9,"18603611e":[],"1861":[],"18611111111111112":1,"18613217e":6,"18632646":21,"18655084":5,"186551":5,"18657863":[],"18660":9,"18670072e":28,"18673098":11,"18682538":[],"18695705":[],"187268182169147":[],"18780801":27,"18790439176058887":[],"188":[],"18826299":[],"188263":[],"188499":[],"18849928":[],"1887":6,"18906854":[],"18912963":[],"18931988":[],"189367":27,"189377":[],"1893772":[],"189496":[27,28],"189622":[27,28],"1897755":21,"18998208":[],"18it":[],"19":[2,3,4,6,9,13,14,24,30],"19003":6,"19023414e":[],"19032152e":[],"19096968":[],"190970":[],"19105386":[],"19121744":21,"191262820314401":[],"19144544":[],"19158446":[],"19166666666666668":1,"191963":27,"19207979":5,"19213479":[],"19220":9,"19237495":[],"19264104e":[],"19284552e":[],"193":[],"19322111":27,"19354258":[],"19379506":[],"19394283":[],"194":[],"1940":[0,28],"19404282648955e":[],"194042826653172e":[],"194042826815498e":[],"1940428268204826e":6,"194042827197027e":6,"19425617":[],"1943":12,"194325":[],"19432526":[],"1944":[],"19444444444444445":[],"19466812":[],"19468989":21,"1950915150":[],"19528375":[],"1954":[],"19542686939553625":[],"1956":9,"19569961":[6,28],"1961":[],"1962":[],"19627430151896047":[],"1963":[],"1964":[],"1965":[],"19650622e":[],"19677483e":[],"19696497e":28,"1970":[21,27],"197104":[],"19710439":[],"1973":9,"197370":[11,28],"19740":9,"197738983259782":[],"1979":[6,30],"19800":9,"19853775e":[],"19866124":[],"1989":[],"19890453":[],"199":[],"19910037e":[],"19937":[],"19983530":6,"1999":30,"19994371":[],"1999902359008225":24,"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,24,27],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":21,"1n":[0,27],"1s":[],"1x":[0,27],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,22,23,24,26,29,30,31],"20":[0,1,2,3,4,6,7,8,9,13,14,21,24,25,27,28,29,30,31],"200":[0,2,3,4,8,9,10],"2000":[0,28],"200000":[],"20015436":6,"20038136":[],"2004":[13,31],"2006":26,"2008":27,"20098424e":[],"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,27],"20174121":[],"2018":[0,3,4,6,14,28,30],"2018906331":[],"2019":[8,9],"2020":[3,4,14],"2021":[6,14,28,29,31],"2022":27,"2023":[15,16,17,18,19,27,29,30,31],"20255857":[],"2027":9,"20277777777777778":1,"20299677":[],"203":[],"20313883":[],"20316225":[],"20320502":[],"2034747":24,"20355156":30,"20375361":[],"203753611274545":[],"20436207e":[],"20461136":[],"20500":9,"20509391":[],"20517254e":[],"205231":27,"20561803":[],"206":[],"2060":9,"20609082":[],"206091":[],"20661216":[],"206640":[],"20664007":[],"20669787e":[],"2069":9,"20708879":[],"207089":[],"207545":[11,28],"20756638":[],"207888":27,"20793824":[],"20833333333333334":1,"2086376":[],"20867052175003364":[6,30],"20867052175006306":[],"20867052175109335":[],"20893188":[],"20893514":[],"20916295":28,"20965182":[],"209789":27,"20980":9,"20999563":[],"21":[0,1,2,3,4,5,6,7,9,12,13,14,15,21,27,28,30],"210151":[],"2101511":[],"210340":[11,28],"21037404":27,"21058097":5,"21089449":21,"21110005":30,"21130":9,"2116753732":4,"21169159e":6,"21171751e":[],"21186069":27,"21265216":[],"21266166e":[],"21296315":[],"213":[],"213103":[11,28],"21328866":[],"21350883":[],"213509":[],"21369083e":[],"213743":[11,28],"214241":11,"21424133":11,"21435514e":[],"21467644":[],"21472683":[],"2147483647":[],"21493572":[],"21503438e":[],"21519063":[],"21561586":21,"21576737e":[],"21582995e":[],"21596432":6,"21601417":27,"216290":[11,28],"21639245":13,"21654926":[],"216683":[11,28],"21692581":24,"21786964":[],"2188":[],"21909039":[],"21913656":[],"21919813":[],"21922061":[],"219222942590059":[],"219249":[],"21924917":[],"21927988":[],"21944444444444444":[],"2195":[],"21985165":[],"21997099":[],"22":[0,1,2,3,4,5,6,9,12,13,14,19,21,27,28,30,31],"22014758":[],"220148":[],"22016672":[],"22044605e":[5,28],"220506557673408":[],"22090974":[],"22094791":[],"220968":[],"221":8,"22105472e":28,"221180":[27,28],"22134069":[],"22138768e":28,"2216":9,"2218":9,"221805":2,"221921":5,"2223808":[],"222400":[27,28],"2225":[],"2232822462117919":[],"22335823":[],"22403397554517984":[],"22442417":[],"2246674023625205":[],"22467274":30,"225":4,"22519792e":28,"22524236":27,"22566121":[],"22567203":[],"2259440937":[],"226124657522696":[],"22612466":[],"226856":[],"22685646":[],"22690428":5,"22722021":[],"22772039":[],"22821344":[],"22828694":[],"2284246870217162":[6,30],"2284246870217459":[],"22842468702288576":[],"22842468702288582":[],"22847924":5,"22887861":[],"22893751":[],"22929905e":[],"2299":[],"22it":[],"23":[1,2,3,4,6,7,9,12,13,14,21,27,30],"23002365e":6,"23014274e":[],"23056012":[],"23076923076923078":9,"23095558e":[],"231":[],"23103285":[],"23106527":27,"231224729143838":[],"2315033":[],"23167717":5,"23168292":[],"231683":[],"232":[],"2321528":[],"232153":[],"232435":[27,28],"23297056":[],"23309661":27,"23319332":21,"23333333333333334":1,"23333773e":28,"233528":[],"23365145e":[],"2338675":28,"233868":28,"23399553e":28,"234":6,"23405814":21,"23408962e":5,"23470374":[],"234723":[],"23472346":[],"23477043":[],"23483916":[],"23496851":[],"234969":[],"23522201":[],"23528337":30,"2357089093":[],"23593659":24,"2360682191515046":[],"2361111111111111":[],"2364":9,"23643365":30,"23659936":[],"2369833":27,"237038":[],"23703839":[],"23732849":[],"2379":6,"23792491":[],"237925":[],"238":30,"23816792":[],"238168":[],"238574":[],"23857423":[],"23875722":[],"23962594":[],"2397":9,"23971032":28,"24":[0,1,2,3,4,6,9,13,14,19,21,24,27,30],"240670854503034":[],"24085321":30,"241252":[],"24125217":[],"24140":9,"24159785":28,"2416":9,"24175744e":6,"24181044e":[],"2419":9,"24276315":[],"24279008":[],"2430":9,"24382528e":28,"24390":9,"24444444444444444":1,"24479698":27,"244858":[],"24485843":[],"24501973e":[],"24512498":[],"24533566":[],"24566623":21,"246":2,"2460037":[],"24611674":[],"24629107e":[],"24672263":24,"24688732":[],"2470":[],"24712854":[],"2476536":[],"247654":[],"24770094":[],"24782786":[],"24784064":[],"24801014":[],"24829908":5,"24844778e":[],"24848907":[],"24906604e":6,"24908246":[],"24924624":[],"24929083":[],"249302":[],"2493023":[],"2495":[],"25":[2,3,4,5,6,7,8,9,11,13,14,15,22,27,28,30,31],"250":[2,4,7,9,31],"2500":[],"25000":[0,28],"250000":[],"25006757":[],"250154":[],"25028968":[],"25033968":27,"250636":27,"25070907":[],"25115233":[],"25116851":[],"25137033":27,"2517560119":[],"25186426":27,"251879":[27,28],"25201286e":[],"25216021":[],"252436":[27,28],"25253892":[],"25259666":[],"2526":[],"252866":[],"25286618":[],"25328924":[],"25366775":[],"253668":[],"253775":[],"25385387":[],"253854":[],"2544356":11,"254436":11,"25455904":[],"25485457":[],"255":3,"255001":[27,28],"25522012":[],"25580178e":28,"256":[2,4],"25617654e":6,"25617657e":[],"25617658e":6,"256962":[],"257":[],"2572":9,"25724702e":[],"2572495066":[],"2572e3a4b38d":[],"2575":9,"25781559":[],"257816":[],"25789255":[],"25792767":[],"25845e8df859":[],"25881631":[],"25902112":[],"259153":[11,28],"2597":9,"25976336":[],"26":[2,3,4,6,9,13,14,24,30],"26015755":[],"26022420e":28,"260225":[],"26022531":[],"26079358":[],"26115367":[],"261154":[],"26153846153846":[],"26181254":[],"261813":[],"26185107":[],"26186844":[],"2619":28,"26193455e":[],"26223899":[],"26265627":[],"26290036":[],"26291585":[],"262916":[],"26292364":30,"26294938":[],"2629493813057833":[],"26297455":28,"26301436":5,"26306244":[],"26350283":24,"264":[],"26409315307910025":6,"2640931530791003":[],"26409315307910036":6,"2640931530791005":[],"26409315307910053":[],"264421":27,"264540221699101":[],"264666":[],"26466619":[],"265":[],"2650":9,"26506981e":[],"265109911":4,"26512016":0,"26521761e":[],"26531223e":[],"2654":9,"26549135":[],"266":[],"26610075":[],"26624267e":28,"26662339374864535":[],"26666667":13,"26678445":[],"26710969":5,"26780278":5,"268":9,"26804287":[],"268043":[],"268227":[],"26822717":[],"268484":[],"26848435":[],"26896710e":[],"269":[],"26995402":28,"27":[0,1,2,3,4,6,13,14,28,30],"270":[],"27011455":[],"2703":[],"27050214":[],"27090196":[],"27091656":[],"270917":[],"27092897":[],"27092910":6,"271082":5,"27108228":5,"273817":[],"27381733":[],"27404277":[],"27412395":[],"2745333":[],"27498198":[],"2750":9,"27524966e":[],"27525917":[],"275341":[],"27547877":[],"27552531e":[],"27562809e":[],"27580794":[],"27621662e":[],"27625974":[],"276263":[11,28],"27660123":[],"27674224":21,"27692307692308":[],"27700":9,"2772":[],"2775623201":[],"27760":9,"27801122":[],"278036":[],"27803645":[],"27809912":[],"27865175":24,"2789":30,"27898999":21,"27924636":5,"27932015e":[],"27961873e":[],"27n_":24,"28":[1,2,3,4,6,9,13,14,16,28,30],"28001319":[],"280179":27,"28047021":[],"280573":5,"280647":[11,28],"28065343":[],"28067036":[],"28097861":[],"280979":[],"28102554":[],"2812":[],"28186376":[],"281930":27,"28205578e":28,"28213741":[],"28219089":[],"282191":[],"282259":27,"28230186":27,"28266792e":[],"282727":[11,28],"28284417e":[],"283":[],"2830637392":4,"2831603":[],"28336218e":6,"2836":[],"28390":9,"28391978":28,"28443039":30,"28457442":[],"28475098":8,"28500583e":[],"28506507":[],"28587856":21,"28590743":[],"2861":24,"28634473":[],"286345":[],"2871":9,"2873":9,"28744729":[],"2882":24,"28836053":[],"288455813429108":[],"2886":24,"2886847885377843":[],"28868479":[],"28875373":[],"2890":[0,27],"2891298":[],"2892":24,"28948521":[],"2895238":[],"28967287":[],"28it":[],"29":[3,4,6,7,9,14,30,31],"29082851":[],"290829":[],"29083183":[],"290832":[],"29115152e":[],"29148545e":[],"29149329":[],"2915":24,"29167186":5,"29229741":[],"2923076923077":[],"29238177":27,"29276615":[],"29294618e":[],"2931":27,"294277":[],"2942772":[],"29512284":[],"295123":[],"2954":[],"29546690e":[],"2955":[],"2956":[],"2957":[],"2958":[],"29588901":[],"29592539":[],"296247":[],"296414":27,"29650918":[],"29661191":[],"29662593e":[],"29672381":[],"2968":27,"297":[],"2971492148":[],"2972":[],"297248":[],"29724806":[],"2980":27,"29822833":6,"298273":[],"29830651":13,"298375":[],"298836":[],"29883607":[],"299":[3,4,14],"2990":27,"299267190588216":[],"29938171e":[],"29972182":[],"299748":[27,28],"29it":[],"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,24,30],"2_t":13,"2_x":24,"2b":24,"2cm":8,"2d":[1,3,11,12,20,27],"2e":[6,30],"2f":[0,7,9,10,11,12,27,28,31],"2ff97f4bf03b":[],"2g":2,"2g_i":2,"2k":3,"2m":[6,30],"2n":[0,2,3,27,28],"2nd":9,"2p":24,"2pm":[25,27],"2pt":4,"2s":[],"2x":[0,3,8,13,27],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,21,22,23,24,25,29,30,31],"30":[0,1,3,4,6,7,9,10,13,14,21,24,25,27,28,30,31],"300":[3,4,14],"30000":[0,27],"30006341e":28,"30010":9,"30035718":[],"3005849":[],"301":[3,4,14],"30119421":8,"301475":[],"3014751":[],"3017":[],"3018":[],"3019":[],"301927":[],"302":30,"3020":[],"3021":[],"30232456e":[],"30258509":[21,27],"302m":[],"303":6,"30313128":[],"30337713":[],"3037":[],"3038":[],"30384239":[],"3039":[],"303m":[],"3040":[],"3041":[],"30442964":28,"30466214e":6,"304m":[],"305":[0,27],"30535506":[],"30552077":[],"30559547":[],"30577095":27,"305m":[],"306":[0,3,4,14,27],"30626515e":28,"3063":[],"30638512e":[],"306m":[],"307":[0,3,4,14,27],"30700873e":[],"30702075":[],"3072":3,"3073":30,"30761405e":[],"3076923076923077":9,"30787294":6,"3079975":[],"307m":[],"308":[0,3,4,14,27],"30813073":[],"30839676":[],"30844205":[],"308763":[],"30891693":[],"308917":[],"308m":[],"309":[0,3,4,14,27],"30936179":[],"309362":[],"30940":9,"30984244e":[],"30993886e":[],"30b53504a633":[],"30it":[],"31":[3,4,6,12,14,21,24],"310":[0,3,4,14,27,29],"310579":28,"3105791":28,"311":[0,27,29],"31120247":[],"31138734e":[],"31193395e":[],"311m":[],"312":[],"3120271598582915":[],"31211671":[],"31228042":[],"31229747":[],"3123314713548606":[6,30],"31276579e":6,"312m":[],"313":29,"31311243":[],"31318084":5,"31331481":[],"313315":[],"31347523":[],"31377492":[],"314":29,"3141149":[],"31424359":[],"314244":[],"31447174":[],"31457796":5,"315":[6,29],"31507591":[],"31519573":[],"31531613":[],"3155":[0,5,6,29,30,31],"315746":[],"31574634":[],"315977":[],"31597731":[],"316":[],"31605061":[],"31614188e":[],"31644071":[],"31650694":6,"31658671e":[],"31681097":[],"316811":[],"317":[],"31718909":11,"31719317":[],"317367":11,"31768693":[],"31782593":[],"317825933186352":[],"3178411477108273":[],"317m":[],"31816439":27,"31835835":[],"31866499":[],"3189":30,"31896852":8,"319803":[],"31980301":[],"31988705":[],"319m":[],"31it":[],"32":[3,4,6,12,13,14,21,24,30],"3200":1,"32039227e":[],"32047562":[],"32066545e":5,"32068012":[],"3208":2,"320m":[],"3211480515121596":24,"32149601703519115":[6,30],"3214960170351912":[6,30],"3215":9,"32158804":[],"32179365":[],"32183101":[],"32183405":[],"32190363":[],"32305813":[],"32309075":[],"32320052":[],"32360769":[],"323608":[],"324":2,"32450054":28,"32458459":[],"32459186":[],"32474290e":[],"324m":[],"3250":[1,6],"32512":[],"32541271":[],"32542732":27,"32566092":[],"32609560e":[],"32611807":[],"326238":[27,28],"3263505":[],"3267061":[],"32695433e":28,"326m":[],"32714903e":5,"32721178":[],"327212":[],"32750531e":[],"32766274":[],"32784259e":[],"327883798133277":[],"32816737":[],"32903042":[],"32946226e":28,"329492":27,"32968167":24,"3297":[],"32992274":[],"329923":[],"32it":[],"33":[2,3,4,9,12,14,21,25,30],"330":[3,4,14],"3303":[],"33066907e":[5,28],"33078983":[],"33079801":[],"331":[3,4,14],"3310":[],"33113182":27,"3313155":[],"33135331":[],"33142087e":28,"33166055e":[],"33174939e":28,"3318361":[],"331939":[27,28],"33196524":13,"33199489":27,"331m":[],"332":[3,4,14],"332018":[],"33201844":[],"3322326":[],"332331":[],"333":[3,4,7,14,31],"3331":[],"33327369":[],"333274":[],"33333333":13,"3337":[],"33370315e":[],"334":[3,4,14],"335":[3,4,14],"33589475":[],"336":[3,4,14],"33611111111111114":[],"33645986e":[],"33646268e":[],"336801":[],"33680101":[],"33697405":[],"337":[3,4,14],"33711888":[],"33736485":[],"338":[3,4,14],"33819480e":[],"33823452e":[],"33829607":27,"3384":[],"33874172":21,"33900713":[],"33939645e":[],"33941551":[],"33956555":[],"33it":6,"33m":[],"34":[2,3,4,9,14,21,30],"340071371496255":28,"3403":9,"34037032e":[],"34040204e":[],"340583":27,"340782":[11,28],"34114547":5,"34158665":[],"341m":[],"34212496":[],"342680":[27,28],"34270689":24,"34305928":[],"3431023":27,"3435384":27,"3436":[0,27],"3437":[0,27],"34378387e":[],"34412923":28,"34442654e":28,"34498451":[],"34498455e":28,"3456":[],"34561469":[],"345687771875474":[],"34568872":[],"34569596":5,"3457":[],"34578026":[],"3458":[],"34585355":[],"3459":[],"34591885":[],"345919":[],"3460":[],"34626037":[],"34652523":[],"34678929":[],"346810":[],"34695383":[],"346954":[],"3469819128513336":[],"3473884":[],"34740615":[],"34852463e":[],"34914442e":[],"3498":[],"34989509":[],"34it":6,"35":[0,2,3,4,6,9,14,17,22,25,27,30],"35030572":[],"35074881":[],"350749":[],"35123041":[],"35128114":21,"3514":[],"35140":9,"35147135":[],"35147532":[],"351636":[11,28],"35182854":5,"35203688":[],"35207264":[],"352073":[],"3521478":27,"3522":[],"3525":[],"3528556":[],"352856":[],"3529":[],"3530606977":[],"35309734":[],"35319678":[],"35346808":[],"3538":[],"35396404e":[],"35401056e":[],"35412147":30,"3543":[],"35438626":[],"3544313922":6,"3546":[],"35470445e":[5,28],"35473061":[],"3548":[],"355":[3,4,14],"3551":[],"35533773":6,"35533774":[],"35559283":21,"3556":[],"35562617e":[],"35568525":[],"3558":[],"355906":[],"35590603":[],"356":[3,4,14],"3560":[],"356399":[27,28],"35665906e":28,"3567":[],"357":[3,4,14],"35700089":27,"35704388":[],"357044":[],"3572":[],"35724288e":[],"3575":[],"357508":[27,28],"35759569e":[],"3576":[],"3577":[],"35770742":[],"35771826":6,"35771842":[],"35776087e":[],"35793003441520066":[],"358":[3,4,14],"3581341341":4,"3581571":[],"35819312":[],"35821426":[],"35846425":30,"3585":[],"3587":[],"35892474":[],"35894575":[],"359":[3,4,5,14,29],"3593":[],"35947075":[],"3594821":[],"3595":[],"3598":[],"359999999999985":[],"36":[0,2,3,4,5,6,14,22,24,30],"360":1,"36028477e":28,"3604":[],"3605":[],"3606":[],"360688":[],"36074377":27,"3609":[],"36102113":[],"36117602":[],"3613":9,"3615":[],"361556":[27,28],"3617":[],"3621311":5,"36227629e":[],"3624":[],"3627":[],"3628":[],"363295916323784e":6,"363295916414895e":[],"3632959170548605e":[],"3632959215700067e":6,"363295924430451e":[],"36336962":21,"363834":[],"36383443":[],"363936":[],"36393643":[],"364244035362507":[],"36424404":[],"3643":[],"3644017":[],"364402":[],"364418e97433":[],"3645":[],"36452684":27,"3646":[],"36462687e":[],"3647":[],"365350":[],"36535019":[],"3655":[],"3655222":5,"36570403":[],"3659":[],"36593124":13,"3665263":[],"3668":[],"36689784":[],"366898":[],"3669":[],"36692356":[],"367":2,"3672":[],"3673":[],"3674":[],"3679":[],"36809474":[],"3684":[],"368537":[],"36853738":[],"3687":[],"3688":[],"368m":[],"36904006e":[],"369139":[11,28],"36it":[],"37":[3,4,6,9,14,19,22,27,31],"3702755":27,"3704":[],"37071826e":28,"370782966":4,"3711":[],"37114298":[],"37126183":24,"3713":[],"37157712":[],"3718":[],"3721":[],"3722":[],"37239927e":28,"3725":[],"3729":[],"37307168":[],"3739":[],"37396662":6,"37415316":[],"37419664":[],"374197":[],"374291":[],"37429133":[],"3744637":5,"374464":5,"3748":[],"3749":[],"3753":[],"375351":[],"37535105":[],"375694":27,"37585988":[],"3759":[],"3760":[],"37622356":27,"37624303":[],"3765":[],"376547":27,"376559":[],"37655936":[],"376834":[],"37683438":[],"37692363":[],"37703055":[],"37713991":[],"3772":[],"3773":[],"37732":[],"377372":28,"37737221":28,"3776":[],"3777801602":6,"3779":[],"37816901":[],"37835429e":[],"3784":[],"378664":[],"37866422":[],"37885034":[],"37900111":6,"3791":[],"379203":[],"3794":[],"379647":[],"37964744":[],"37992857":[],"37it":[],"38":[3,4,9,14,24],"380":9,"38019139":[],"3802":[],"3803":[],"3804":[],"3805":[],"380739":[],"38073947":[],"38098948":27,"3811":[],"38135733e":6,"3815":[],"381627865854956":[],"38162787":[],"38168549":[],"3817475779":[6,30],"3818":[],"3819":[],"3820":[],"382187":27,"38222896":[],"3823886":[],"382389":[],"38246359":[],"382672":[],"38267217":[],"3827":[],"382951":[],"38295101":[],"38299798":[],"3830":[],"38302314":[],"3833":[],"38336316":[],"3834":[],"3837":[],"3838":[],"383878":[],"3838783":[],"3839":[],"383942":[],"38394242":[],"3842":[],"38432672e":[],"38461538461538464":9,"38469441":[],"3850":[],"3851":[],"38533184":[],"38533185":6,"3854":[],"3858":[],"386":9,"38605872":[],"386059":[],"3861":[],"3862":[],"386294":[],"38629412":[],"38629436":[21,27],"38629844":[],"38636467":[],"38637915":[],"3864":[],"38644889":[],"3867":[],"3869":[],"387":29,"3871":[],"3872":[],"38730917e":[],"387482":[],"38748219":[],"3876":[],"38763091":[],"38788697":[],"388":[],"3881":[],"38816656":[],"388167":[],"3882":[],"3885":[],"3886":30,"3886211842840971":[],"38868469":[],"3888":[],"3889":[],"389":[],"38901478":[],"38906684":[],"389067":[],"3891":[],"38916861e":6,"38962192e":6,"3898":[],"39":[0,3,4,9,14,25,27],"390":[],"3906":[],"39074222e":[],"39095416":[],"39116042":[],"3914":[],"3915":[],"3916":[],"391602":[],"3917":[],"39197698":28,"391977":28,"39214397":28,"392144":28,"3922":[],"3925515884752442":[],"39272691":[],"3928":[],"3929303193461995":[],"3931":[],"39311435":[],"39340081":[],"39384255":[],"393843":[],"39417707e":[],"3943":[],"3944":[],"39444293":[],"39456996":[],"39493843":[],"3950":[],"39548035e":[],"3955":[],"39550083":[],"395501":[],"39560937":[],"3957482":[],"39579407":5,"3958":[],"39595799":[],"3960":[],"39600607":[],"39614347e":[],"3962":[],"39626502":[],"3970":[],"39706038":5,"39707147":[],"39724390e":[],"39730396":22,"3975":[],"39769983":27,"397700":[11,28],"39789527":[21,27],"3979":[],"39794864e":[],"3980313467":6,"3983":[],"39864527":[],"39892216e":[],"39920034":[],"39924562":[],"399246":[],"39931051e":28,"3994":[],"39943328":[],"3996":[],"39969826":24,"399836":[27,28],"39it":[],"3bdkrb":[],"3d":[2,3,4,6,13,22,30],"3f":[1,3,9],"3n":21,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,22,27,30],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,22,24,27,29,30,31],"40":[1,3,4,6,9,14,22,25,27,30],"400":4,"4000":[9,27],"40026896":13,"4005":[],"40062254e":[],"4011":[],"40116777":[],"401168":[],"4012":[],"4017":[],"4017308":[],"40183706":[],"401842":[11,28],"40214433":[],"4022":[],"40236659e":[],"40236901e":[],"40264255":[],"4027":[],"4030":[],"40340043":[],"4034668048":[],"40355028":24,"4038":[],"40389922":[],"4039":[],"404":28,"4045":[],"40474117e":28,"4048":[],"4050":[26,27],"40506137":[],"4055":[],"405890":[11,28],"4059":[],"40599799":[],"40620066":28,"406201":28,"40672425":[],"4068":[],"40684484e":28,"4069":[],"4075":[],"40754621":[],"40768645e":[],"4077":[],"40789038":24,"408":2,"40805354":27,"4082":6,"40828861e":[],"40829683":[],"408297":[],"40837841":27,"4084":[],"4087":9,"4087793":5,"4088":[],"4089":[],"40893740e":28,"409":2,"40927184e":6,"40947888":21,"40961677":[],"40980089":[],"409801":[],"40984037":21,"40a38ad763f1":[],"41":[0,2,3,4,9,14,21],"410":2,"4100":[],"41050604":21,"4107":9,"410815":[],"41081513":[],"41083418e":[],"41091395e":[],"411":2,"4115":[],"41165766":13,"4117":[],"41170104":[],"412":2,"41211579":[],"412116":[],"4128":[],"4131":[],"41335011":[],"41340248":[],"41351287":[],"413513":[],"41357064":[],"41369795e":[],"41386599":[],"4143":[],"41433969":5,"4144":[],"41446721":[],"4146":[],"41486312e":[],"41511965e":1,"415201":27,"41542567":[],"4155":[2,15],"415534701258823":[],"41566661":[],"4162706317":6,"41646135":[],"4166666666666667":9,"4167":[],"41718305":21,"4176":[],"4177":[],"41816468e":[],"418506":[11,28],"4185877":27,"4186":[],"41876267":[],"418763":[],"41882036e":[],"41882037e":6,"41923956":[],"4192423635":[],"41958102e":[],"4198":[],"41990268":[],"41it":[],"42":[1,3,4,8,9,10,14,21],"420":2,"42028578":[],"42037468e":[],"420543":[],"42054337":[],"42078103":[],"42090072":27,"42092776e":28,"421":2,"4212":[],"42130182":[],"42190899e":[],"422":2,"422275":[],"4224":[],"422480":[],"4224801":[],"4229538":11,"422954":11,"423":2,"4230769230769231":9,"42340403e":[],"42352791":[],"42394972":[],"424":[],"42441033":5,"42449643":[],"42450":9,"42451192":[],"425":[],"4255":[],"4258989918":[],"426":[6,7,31],"42615374e":[],"42619859":[],"42631342":[],"42694395":[],"427017":[],"42729886e":[],"42732954":[],"42745728579187":27,"4275":[],"42790075e":[],"42794448":[],"4284066":[],"42882114e":[],"429":30,"42902155":[],"42915006":[],"42976761":[],"43":[0,1,2,3,4,7,9,14,21,31],"43001767":[],"43007002e":[],"4300745":[],"43012535e":[],"43036842":[],"4304167":[],"43054282":5,"4310":27,"43113284e":[],"43135183":[],"43185254":[],"43294696e":[],"433":30,"43330971e":6,"43333886":[],"43379387":24,"43459933e":28,"43471448":21,"43482628":[],"43490889":24,"434932":[],"43493232":[],"435163":[27,28],"43525003e":28,"43533824":21,"43552433":[],"435567":[],"43556723":[],"43560678":[],"43570786e":28,"43579948e":6,"43639284e":28,"436462435":4,"43656628":[],"43693489":[],"43761347":[],"43766686":11,"437731":11,"43773101":11,"4378299":21,"4379":[],"43794243e":[],"43795846":[],"438060758":6,"438111004052204":[],"438136":[27,28],"43876695":[],"438767":[],"439230":6,"43975616":27,"4399427":[],"439943":[],"44":[0,1,2,3,4,14,21],"44021223":[],"44065609":[],"44089210e":[5,28],"4410":[],"4411":[],"441264":27,"44152248":[],"44190304":[],"44198566":[],"4421034379901165":[],"44210344":[],"44214614":27,"442600":[11,28],"442701":[],"44270138":[],"443217":[27,28],"443538568902246":[],"44353857":[],"444":9,"44463741":[],"446033":30,"44624525e":28,"446453":27,"44651551":[],"44688507e":[],"44792888":21,"44830642":[],"44838453e":[],"44879019":24,"44894073":[],"44906236e":[],"44970586e":1,"44993812":27,"44997121":[],"44it":[],"45":[2,3,4,9,14,25,27],"450":9,"45020332":24,"450257":[11,28],"4504":9,"45112054":[],"45112450e":[],"45143018":[],"45146007e":[],"45220770e":[],"45241645e":[],"4524458":24,"452553":27,"45268835e":[],"45290829":[],"4533029":5,"453303":5,"45359479":27,"45372697":[],"453727":[],"45393214e":[],"454027":[],"45402701":[],"4543859":[],"45464765":[],"45494697":21,"455173":30,"45571233e":[],"4557763":11,"455947":[27,28],"456":9,"456418966187335":[],"45643708e":[],"457":2,"45720968e":[],"45739087":[],"45741697":[],"457770268480242":[],"45797073":[],"458027":[27,28],"458078":[11,28],"45840226e":[],"45865699e":[],"45915671e":28,"45917334":21,"45951629e":[],"45960079":5,"45979894":[],"45985488":[],"459855":[],"46":[2,3,4,9,14,25,27],"4601":9,"46023985":[],"461":[],"461175":[],"46153846153846156":9,"46164895":27,"46184816e":28,"462":[7,31],"46284227":[],"46312791":[],"46369869":[],"46383925e":6,"463861":27,"46400080e":[],"464424":[],"4644244":[],"46508305":[],"46543658e":28,"46567887":[],"46573851":[],"46575843e":[],"466":[],"46602982":[],"46650488":[],"466505":[],"46696223":[],"4676059":28,"467606":28,"46794929":[],"469":[],"46932688":[],"4694":[],"46984697e":6,"469868":[],"46986815":[],"47":[2,3,4,9,14,25,27],"47008799e":[],"4703":[],"47042744":5,"47057708":24,"470714":[27,28],"47075725":6,"47082726e":[],"47099765e":[],"47116868e":6,"47125748":5,"47132891":5,"47158029e":[],"47176716":30,"47176783":30,"47179152":30,"47202234":21,"47202442":30,"47245463":[],"472455":[],"47248297":[],"47313680":30,"47355725e":[],"47356208":27,"47387858":[],"47400238":[],"47432993":[],"4744":[],"4744219":[],"47478057":[],"47482507":[],"47485224":[],"47513129":21,"475311":[],"47531107":[],"4756968":21,"47610036":6,"47649841":[],"47726407e":[],"47732343e":[],"47756853":21,"47815203":11,"47920156":[],"47942814":[],"479465113":4,"47977394e":[],"48":[3,4,9,14,30],"480":27,"48005485":11,"480055":11,"48089797":[],"48133064":[],"48179077":24,"481979":6,"48212873":[],"48217977":[],"48241947":[],"48257387":[25,27],"48259891e":[],"48316523e":[],"483257001":13,"4837":[],"48420165":[],"48442336":[],"48442771":[],"48476997":11,"48574149":[],"486873":[],"48687342":[],"487000566129411":24,"48739546":[],"48783291":11,"487833":11,"48783370e":[],"48802709":27,"48871288":[],"488713":[],"48877744e":[],"489":[],"489522":[],"48952201":[],"48971452":[],"48974963":[],"48994188":5,"48it":[],"49":[3,4,5,6,9,11,14,22,28],"490":[],"49001938e":[],"49052317e":[],"491":[],"49152":3,"49197115":21,"492":[],"49242688":[],"49282737":[],"493":[],"49352496":[],"493525":[],"49372893":[],"49385454e":[],"4940954":[0,27],"49468927e":[],"49545491":[],"495708":[],"49570819":[],"4959161509356135e":[],"495916150936645e":6,"495916150936654e":[],"4959161509377256e":6,"495916150938325e":[],"49614357":[],"496337":[],"49633743":[],"49636583":[],"49666527e":[],"49672291":[],"49680475019226":[],"497":[],"49730046e":[],"498":[],"49838167e":[],"49862065e":[],"49887949e":[],"499":[],"4990":24,"499012":[],"49901244":[],"4992":24,"49932184":27,"49932427e":5,"4997":24,"49974854":[],"49992743e":[],"4b5d3mupqma":[],"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[25,27],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,21,22,24,27,28,29,30,31],"50":[1,2,3,4,6,7,8,9,10,13,14,27,28,30,31],"500":[1,3,4,6,9,10,13,30,31],"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,"50032818e":28,"501":[],"501049":[],"50104946":[],"50105159":[],"50173752e":[],"5018":24,"50219982":[],"50227564e":6,"5031474174499113":[],"50314742":[],"50321091":5,"504167":[],"50416731":[],"50427787":30,"50453066":27,"50456256":5,"504563":5,"504881":[],"50488131":[],"50504743":[],"50584526":[],"506":[0,28],"506553":28,"50655336":28,"50680321e":[],"50727059":[],"50733669e":[],"50754416":[],"50769230769231":[],"50799086":[],"507d50":[9,10],"50812169":[],"50835355":[],"508354":[],"50846111e":[],"50846112e":6,"50894343":[],"50931378":[],"50it":[],"50j":13,"50x10":1,"51":[3,4,10,14],"510":1,"51000420e":28,"51004249":[],"51013506":27,"51054961e":[],"51075117":[],"51108791":[],"51126895e":[],"51131471":[],"511315":[],"51146442":[],"51150176":[],"51174395":[],"51178587":24,"511888":5,"51190686e":28,"51191552":6,"511977":[],"51197747":[],"512132":[],"51214899":[],"51220693":27,"51265232":[],"51289697":[],"512897":[],"51374050":30,"5138":[],"51389553":[],"51400374e":[],"514219":[27,28],"5146617":27,"51507839":[],"51508374":[],"51561271":[],"51578522e":[],"51656406":[],"51664729":[],"51719273":5,"517193":5,"51732028":[],"517350858882083":[],"5174581":[],"51749473":[],"5177783846":4,"517823":[],"51782322":[],"517931":5,"51793145":5,"518030":[],"51803019":[],"51850390e":[],"5188328":[],"518833":[],"518895":27,"51900727e":[],"51905011":[],"51933924":[],"519750":5,"51975002":5,"519842":[],"52":[3,4,14],"52033394e":28,"520931":[],"52093124":[],"52113415":[],"5216048821598704":[],"521719":[],"52171908":[],"52191849":[],"521986":[],"5222222222222223":1,"522758":[],"522836":27,"52307692307693":[],"52362157e":28,"52428467":[],"52512084":[],"52580392":[],"525804":[],"5260627":[],"52606351e":[],"52606392":11,"526744":[11,28],"52678301":[],"52713812":[],"52723079":[],"52744746":[],"52773051":[],"52773891":[],"52775466":30,"52799362":[],"528115":[],"52811546":[],"52812155":24,"52819229":[],"52839842":[],"52872817":21,"52874252":5,"529":[],"52902847e":[],"52911941":[],"52945186e":28,"52945798e":[],"53":[3,4,9,14],"5303329":11,"5305555555555556":1,"5312":[],"531280":[27,28],"5316382":27,"53189647":[],"53219937":[],"53254035":[],"532643":[],"53264317":[],"53312754":[],"533142":21,"5333734":[],"533941":[],"53394148":[],"53423784":[],"5342745":27,"534362":27,"53462883":27,"53476918":21,"53479276":[],"534793":[],"53502096e":[],"53603432":[],"53611562":[],"53617977":11,"536180":11,"53623614":[],"53697476":[],"53703498":6,"53738247":30,"53752634":[],"5378811":11,"53794784":[],"537948":[],"53815559":[],"53822787":[],"5384615384615384":9,"53846153846155":[],"53861506e":28,"539261":[11,28],"5393681":21,"53938383":[],"539384":[],"53952479":[],"539525":[],"53952664e":[],"539683":[],"53968309":[],"53971260e":[],"53it":[],"54":[3,4,6,9,14,24],"540":9,"54016188":[],"540162":[],"54039921":5,"54041041e":[],"54041662":[],"54078623":[],"541605":[27,28],"54163136":[],"54219245":[],"5424657":13,"54302039":[],"543939":28,"54393936":28,"544439":[27,28],"54445121":[],"54526769":[],"54537329":[],"546166676":[],"54632096":27,"54637219":30,"54644646e":[],"546712":[],"54671213":[],"5472246386316972":[],"54722464":[],"54780216":[],"548110376991839":[],"54845458":[],"548455":[],"54861905":21,"54886137":[],"54894095":[],"54956992":[],"54957609e":[],"54969168":[],"54it":6,"55":[1,3,4,9,14],"5501":[3,4,14],"55026099":[],"550321":[],"55051175":[],"55070893e":[],"55141095":[],"55202922":[],"55220861":[],"55229041":24,"552731":[],"55273102":[],"5538822":21,"5539":[],"55505907":[],"555187":[],"55518724":[],"555496":[],"5554964":[],"55553537":[],"5555555555555556":1,"55571665":[],"55578041":[],"55626454":[],"55640013":[],"55640387e":[],"5566":[],"55687658":13,"55765644e":[],"557795":[11,28],"55805262":27,"558080":[],"55808001":[],"558241":[],"55824107":[],"55854694":11,"55907387e":[],"55914617e":[],"55936475e":[],"5594":6,"55965719":[],"56":[1,9],"56033697":5,"56071752e":[],"561":[],"5611":[],"5615":[],"56183518":[],"56198284":5,"5625":[],"56302854":[],"563167":27,"56343926":[],"56383695":24,"5639":[],"564":9,"564374":[11,28],"56437897":[],"564379":[],"56447742e":[],"56481272":[],"565":9,"565006":[],"56500639":[],"56536":[0,27],"56542321e":[],"56556315":[],"565651":[],"56565106":[],"56589683":30,"566":9,"566074":[],"56607416":[],"56636616e":6,"567":9,"568":[9,30],"56807589e":[],"56821272":21,"56848886":[],"569":[1,9],"56912044e":6,"56939714":5,"56953559":27,"56965674":30,"56992937":[],"57":[0,8,9,25,27],"570":9,"5700":[],"57031517e":28,"57081718e":28,"571":[5,29],"571092":[],"57109235":[],"571105947979336e":[],"571105947979352e":6,"571105947979394e":6,"571105947979395e":[],"571105947979439e":[],"57113133":24,"57154252":[],"57174058":[],"57201944e":6,"572069":27,"57266138":[],"57286194":[],"57350724":[],"57361898":[],"57403561":[],"57445493":[],"574465":[11,28],"57488231":24,"57505712":[],"576":30,"576431":[],"57643113":[],"57673618":[],"5769230769230769":9,"57776818e":[],"57807896e":[],"57810065":[],"57810898e":[],"5783575":[],"57842073e":[],"57867898":[],"578889":[],"57888946":[],"57947706":[],"57it":[],"58":[2,9,10,25,27],"58039072":[],"58042237":[],"58084359":[],"58104393":[],"581044":[],"58112299":[],"581123":[],"58171189":[],"58187211":24,"58187347":[],"58312967":[],"5833333333333334":9,"583595":[27,28],"58395707":[],"58428804":[],"58474054":[],"584804":[],"58492636e":28,"58574143":[],"58590795":[],"58666142":[],"58671946":[],"58738148":[],"5888888888888889":1,"589":[],"58908017":27,"58912508e":[],"58986647":[],"59":[2,9],"590":[],"59095724":21,"591":[],"59118929":[],"591317992":4,"591594":[],"59159438":[],"59164202":27,"5916751":21,"59182949":[],"59190877":[],"592":[],"59203799":21,"59277468":[],"593":[],"593040":[],"59304008":[],"59323905":[],"59366475":21,"59367954":[],"59428035e":28,"5944444444444444":1,"59445979":[],"594460":[],"59468796":[],"59567145e":[],"59591979":[],"595920":[],"59592669":[],"59609892":[],"59616454":[],"596165":[],"59648068e":28,"59654302":[],"597084":11,"5970842":11,"59766":[],"597660":[],"59813773":[],"59833875":[],"598392":[],"59839245":[],"59914165":[],"599142":[],"59950055":[],"59955801":[],"59981487e":[],"59990347":24,"59it":6,"5cm":24,"5dd54edf2138":[],"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,24,25,27,28,29,30,31],"60":[1,2,3,6,9],"60000":4,"60056803e":[],"60081665":[],"60083846e":[],"60133562":[],"60158334":[],"601583341274718":[],"60164827e":[],"60176806":[],"6019067271":4,"601942":[],"60194224":[],"60236782":[],"60236938":[],"60268567e":[],"60293962":5,"603494":[],"60349429":[],"603636":27,"60378214":27,"60420593":5,"60515083":[],"6052136":[],"60522226":[],"60538875":[],"60543038":28,"60619654":[],"6063219":[],"606439":[],"60651016":[],"60673226":11,"606760":5,"60685864":[],"60707801":[],"60715594":[],"607384":11,"60738434":11,"60791699":[],"6079169911277265":[],"608028":[],"60802823":[],"60815105":6,"60820168e":28,"60826013":[],"6084611325305795":[],"60938882":[],"609389":[],"60943791":[21,27],"60975366":[],"60980325":[],"60it":6,"61":[2,7,31],"61018347e":28,"61031939":[],"61033524":[],"6111111111111112":1,"61123608":[],"612939":[27,28],"613579":[27,28],"61399851":[],"613999":[],"61406871":[],"614133":[],"61413333":[],"61463451":[],"614808":[11,28],"6149274949460215":[],"61520194e":[],"61536670e":[],"6153846153846154":9,"61576236e":[],"61605739":[],"61634314":[],"61702282":6,"617572":[],"61757228":[],"61775176":30,"618":[],"61808351":[],"61885405":24,"61893735":[],"618982":[27,28],"61899355e":[],"61970354":21,"6199381169260247":[],"62":[],"62083489":21,"621102":27,"62123034":[],"62168613":[],"62170669":[],"621707":[],"62223681":5,"622237":5,"62249103":[],"62364974":[],"62373464":11,"62389761":[],"62405149":[],"62420578":21,"624220":[],"62422045":[],"62432074":[],"62451626e":[],"62470815e":[],"625":[7,31],"62535124e":28,"62571673e":[],"6257439":27,"62620724":[],"626635268":[6,30],"62683307":[],"62686358":27,"62759057":[],"62761922":[],"62767384":[],"62769765":[],"62806444":[],"62818572e":28,"62819534":21,"62894215":5,"62896882":[],"62914124":[],"629961":[],"63":[0,1,6,7,28,30,31],"6300745149331701":28,"63012429":[],"630224":[],"63025821e":6,"63112036":[],"63115792":[],"63162342":28,"63180447":30,"63207808":[],"63249532e":6,"63258368e":[],"63262164":[],"63264564":[],"63270833":[],"63281351":[],"63332882e":[],"63367582":[],"633676":[],"633949":27,"63395187":[],"63430285":[],"6343356":[],"63498144":5,"63550707":[],"6367311":[],"63675140":[],"637104":[],"63710438":[],"637129335071195":28,"6371293350711955":[],"63734811e":[],"637545":[],"63754524":[],"63860687":[],"63862189":[],"63901111":[],"63933182":[],"63it":[],"64":[1,2,3,4,7,13,21,27,31],"64008343":5,"64012627":5,"64033527":[],"64064128":[],"64113381e":[],"64141716e":[],"64158883e":31,"642380":[],"64238022":[],"64293754":[],"64295978e":28,"64298419":[],"6431453":[],"64316192":30,"64316482":30,"64425009":[],"64452882":[],"645":[],"64507671e":28,"64528459":[],"645285":[],"64615384615385":[],"646283":[11,28],"647":6,"64736858":[],"64741194":24,"64742912e":6,"647473":[11,28],"64858537":[],"6489862":[],"649339":[],"64933923":[],"649382":[11,28],"64972151":[],"64x50":1,"65":[1,2,7,8,9,31],"65011691":21,"65045925":27,"65136857":[],"65246006":[],"65280103":[],"6530742540053943":[],"65335632":[],"653578701904388":[],"65359027e":[],"6536392":28,"65442354":28,"654424":28,"65444431":[],"6546329613199204":[],"65522261":[],"65534935e":[],"65554133":[],"65571174e":28,"65578316":[],"65599456":28,"6562":[],"65626043":[],"65628853":[],"65643756e":[],"65693278e":[],"657041":27,"65743689":28,"65746064":[],"6577093":[],"65795279":[],"658":[],"65833132":28,"65885453":5,"65891389":28,"658914":28,"659":[],"65907898":[],"659306":[],"65it":[],"66":2,"660":[],"66001778":[],"66054752":[],"66064822":28,"66080313":28,"66087937":[],"66111673":[],"66124684":5,"66204648":6,"66219404":6,"66226149":[],"66247212":[],"66250644":[],"662854":[],"66285417":[],"66285434":[],"6628996975186953":28,"66292841":[],"66294408":28,"66295776":[],"662958":[],"66310422":[],"66351927":[],"6638":9,"66410989":[],"66443521":[],"6652177":28,"66560":9,"66599246":[],"66614025":[],"66619972":[],"666200":[],"66620847":[],"66638078":[],"666597":27,"66665241":[],"6669838269597004":[],"667":9,"667239":27,"66726905":[],"66758934":[],"668172":[27,28],"668186":[],"66818635":[],"66934291":[],"66950317e":[],"66973261":[],"66981186":[],"66it":[],"67":[2,9],"67047975e":6,"67054028":[],"671089":[],"67142502":21,"67148008e":28,"67160204":[],"67177934":[],"67180442e":28,"67236038e":[],"67258699":[],"672721":[27,28],"67314874e":[],"673457751724773":[],"67354673":[],"67392051":5,"673921":5,"67442363":[],"67554302":[],"67588315":[],"67591616":[],"67655635":[],"67697934":[],"67743788":24,"67783138":[],"67838309":[],"67882608":[],"67970864":[],"679709":[],"67973263":[],"68":2,"68029036":[],"68040392e":[],"68075712":[],"6808538439837775":[],"68127341":[],"68176047e":[],"68192193":5,"68232235":24,"68246089":[],"682464":[],"68246434":[],"68279358":[],"68282072":11,"68282653":[],"68286725":28,"68322599":[],"6834195":[],"68347072":[],"68372271":[],"68415876e":28,"68485505":[],"68534263e":6,"68542204":5,"68545647e":[],"68592431":30,"68626148e":[],"68650491":[],"68664664":[],"6869":9,"68719389":[],"687194":[],"68731669e":[],"6887363571":4,"68886089e":[],"689230294669661":[],"68929213e":6,"689345":27,"68944595":[],"689519":[11,28],"68965135":[],"68996179":[],"68it":[],"69":[2,7,9,24,31],"690":9,"69023787":[],"69051742":21,"690569639355314":[],"69061276":[],"690617":[27,28],"69069n_":24,"69106251e":28,"69115646":[],"6914791":[],"69154964":[],"69178261e":28,"692":[1,30],"6923076923076923":9,"6924788":5,"692479":5,"69295955":[],"69313663e":[],"69356940e":[],"69363975e":[],"6943316601792833":[],"69481746":[],"69484813e":[],"69487891e":[],"69493539":[],"69504801":6,"6960326":[],"69634577e":6,"69695259":5,"69764852":[],"69826476e":[],"6984511994530214":[],"69871367e":28,"69896355":[],"698964":[],"69908626":6,"69915639":[],"69965466":27,"69981939e":[],"69985355":[],"69987647":24,"6999536":11,"69it":[],"6e75736fdab1":[],"6f7a6bd7d79f":[],"6m":[],"6n_":24,"6pm":27,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,21,22,23,24,26,27,28,30,31],"70":[1,6,7,9,31],"70037324e":28,"70073443":28,"70127680":[],"701370":5,"70179437":[],"70205195":[],"70208087e":[],"70233292":[],"70244042":[],"70311568":[],"70354373":[],"703716d317a7":[],"70421972e":[],"70434005":[],"70465373e":[],"70473799e":[],"70482138":[],"70493970e":28,"7050":[],"70501534":[],"705698":[],"70569833":[],"70598996":[],"70653767":4,"70710678":[5,28],"70721787":[],"707218":[],"70727837":[],"70761641":21,"70769586":[],"70827971e":[],"70831425":[],"70832814":5,"70850263":21,"70856363":27,"7086067479626619":28,"70911476":27,"709698":27,"70980493":[],"70it":[],"71":1,"71075825e":[],"71112140e":28,"71131626":[],"71135895":21,"71142161":28,"711422":28,"7119":9,"712018":[11,28],"71287025":[],"713163":27,"71316703e":28,"7133574":21,"71335815":24,"7134":[],"713487":[],"71348713":[],"71350226":[],"71441535":[],"7151":[],"71721168":[],"71737253":28,"71760245":[],"71761101":28,"718165":5,"71822416":[],"71846708":27,"718697":[],"71869727":[],"71921767e":[],"72":[],"72057967":[],"72097126":[],"72101205":[],"72117282":11,"721173":11,"72139847e":28,"72174172":11,"72199579e":[],"72201591":[],"722047011333792":[],"7221662":[],"72228205":27,"7225597":[],"72261919":[],"72271878e":6,"72299619":27,"72347283":[],"7236674":5,"72373129":[],"72394787":[],"724":3,"72509099":[],"72522848":[],"72567956":[],"725680":[],"72594302":[],"7265799":[],"72671218":[],"72706640e":28,"72855434":[],"72859758":5,"72904541e":[],"7293182":[],"72981762":8,"72986500e":[],"73":[6,30],"7300372":[],"73005463":[],"7306310662842432":[],"731000":[27,28],"73133982":27,"7316348":[],"73174557":[],"73185363e":[],"73287103e":[],"733096":[27,28],"73406033e":[],"734540":[],"73454039":[],"73484667":[],"73509675":21,"73565195":[],"735738558766299":[],"73573856":[],"736115211426478":[],"73628359e":[],"73667253":11,"73704762":21,"737386":[],"73738602":[],"73752910":[],"73772319":27,"7386068":[],"73947737":[],"73it":[],"74":[2,6,30],"740":9,"74081822":8,"741264":[],"74126425":[],"74199799":21,"74260356":27,"742975":[],"74297504":[],"74368436":[],"74384949":28,"743u":[],"74409239":27,"74433499":[],"7448615806559786":[],"74577306":21,"74592114e":[],"74607851":28,"7469898175164704":[],"747224":[],"74722409":[],"74829661":28,"74840212":5,"7484669886413582":[],"74935095":[],"74943449":[],"749765":[27,28],"74997869e":[],"75":[2,5,6,8,9,11,22,27,28,30],"7501749450963715":[],"750445":[27,28],"75050135":28,"7506246":27,"750u":[],"75106135":[],"75118364":[],"751275":[],"75127504":[],"751699":[11,28],"75170092":5,"7522":[],"7525":[],"75269037":28,"75320666e":[],"75350216":[],"75352505":24,"75357263":[],"753573":[],"75357959e":[],"75361646":[],"753846153846155":[],"75390337":[],"75408649":[],"75453081":[],"75460639":[],"7546383166870465":[],"75492292":[],"75505597":[],"75517445":[],"75576555":28,"75621895":[],"756232":[],"75623206":[],"75628425":[],"756352":[27,28],"75638425e":28,"75670484":[],"756705":[],"75703556e":28,"75703965":[],"757040":[],"75747652":21,"75770568":28,"758193":[],"75819326":[],"75838233":[],"75853556e":[],"75934097e":28,"75it":6,"76":[2,9,25,27],"7600498":21,"7601030735620569":[],"76060096":[],"76063234":[],"76066069":[],"76196895e":28,"763u":[],"76400155":[],"7643536":[],"765":[7,31],"7651899":[],"76529528":[],"76598941e":[],"76674796":[],"76707201":[],"76731400e":[],"76802186":[],"76834212e":[],"768813":[],"76881337":[],"76892410e":28,"7692307692307693":9,"76923076923077":[],"76936315":5,"7694444444444445":1,"7696835316227453":[],"7697":30,"77":[2,9,25,27],"77034458":[],"770345":[],"770356":21,"7705527590466072":[],"77070756":[],"770708":[],"77081499e":28,"77085375":[],"77144798e":[],"77152076":5,"77176703":24,"7718":9,"77288474":21,"773329728649545":[],"77332973":[],"77333117e":[],"774300":[],"77494715":[],"775":[],"77533038e":[],"7754499790100834":[],"77553346e":[],"77559332":[],"77618224":[],"77627886":[],"77632220e":[],"77636e":13,"77640601":[],"77662945":[],"7767978193240488":[],"77711437":[],"77714169":8,"77754132e":[],"77756468":21,"7780841853755783":11,"77816763e":[],"7782028952":4,"77836133e":[],"77859437":[],"77865169":[],"77954956e":5,"77it":[],"78":2,"78009660e":28,"78011544":[],"78018374e":[],"78027207":21,"7803076":27,"78035464":[],"78104004e":28,"78156479e":[],"78184120e":6,"78263078":27,"78272242e":[],"78286771":[],"78329097":[],"7843182645426894":[],"78459267":[],"7846153846154":[],"785061":27,"7851533175757255":[],"78515702":24,"785157020098348":24,"78561443":[],"78596961":[],"7860324":[],"7866024":[],"78674758":[],"787349":[],"7873493":[],"78738205e":28,"78752269":[],"78941903":5,"78972773":[],"78980112":[],"78988962e":[],"78990036":[],"79":2,"79000942e":[],"79009329":[],"790818":[],"79081838":[],"79093776":[],"79106527e":[],"79111643":5,"791123":[],"79135075":[],"79145214e":[],"79190435e":[],"79224555":[],"7923086060375724":[],"79230861":[],"79285683e":[],"79313278":27,"793167":[27,28],"79339933e":28,"79345488":[],"79394867":[],"7939646":[],"79419162":[],"794282":[11,28],"79441434":[],"79449156":[],"79512696":[],"79544237":27,"79552752":[],"79559972":[],"79577619":[],"79589065":13,"79602861":[],"79700882":27,"79725436":27,"79754246":[],"797e":6,"79827506e":[],"79856831e":[],"798761":[],"79876149":[],"79909592":30,"7993408651198877":30,"79934087":30,"79934594":24,"7995707762668065":30,"79974359":[],"79994469":27,"79it":6,"7bsq":[],"7c394b1e8b71":[],"7d7d58":[9,10],"7f2b3a6174c2":[],"7jexgh5soo":[],"7m":[],"7odqolophta":[],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,22,24,27,28,29,30,31],"80":[0,1,2,5,6,8,9,28,29,30],"800":[4,7,31],"800615":[],"80088524":21,"80108096":[],"80162359":[],"802796":[],"80279641":[],"80280228":[],"80315282":[],"803153":[],"80320028e":28,"80344720e":[],"80354994":6,"803804":[],"80380438":[],"80413812e":28,"80422999":[],"80460179":30,"80462258":[],"80469739":5,"8049181":[],"80515205":21,"8055555555555556":1,"80561191":[],"80609615e":6,"80609616e":6,"80638926e":[],"8064":[],"80659468":11,"80661365":[],"806614":[],"80728853":[],"80734875":[],"807349":[],"80738685":[],"8074242":[],"80747253":[],"80763641":24,"80768431":[],"80788856":27,"80842254":[],"808423":[],"80847477e":6,"80947943":[],"80961969e":[],"80994952":[],"80it":[],"81":1,"81007682":[],"8104687":[],"810479":11,"8104791":11,"81048318e":6,"81051173":[],"81065392":[],"8108619":[],"81160425":5,"81168086":[],"81187794":[],"81333804":6,"81333805":[],"81343612":28,"81388724e":[],"814":[7,11,31],"81409445":21,"8143782":5,"81447915":[],"814860456269878":[],"81486046":[],"815563":[],"81592628":[],"81597834":30,"815am":[25,27],"81633628":11,"816454":[27,28],"81656508":[],"81671821":[],"81681019":[],"816847":[27,28],"81709481":21,"8175":[],"8177581":24,"81784072":21,"818059":[],"81805914":[],"81874188e":[],"81912272":[],"8192798":[],"81955926":[],"81974332":[],"82":2,"82027884":[],"82045496":[],"82073684":[],"82092612e":[],"82113506":21,"82187419":27,"8219235992494145":[],"8219236":[],"82198978":5,"82202765":[],"82250097e":[],"82253259":[],"8225325933960339":[],"82358522":[],"823585220707946":[],"82365318":21,"82404007e":[],"82454365":[],"82484316":[],"82592":[],"8260149":21,"82650876":[],"826509":[],"8265786":5,"82747653":[],"827477":[],"82750687":[],"82771329e":[],"82773778":[],"828190347382744":[],"82819035":[],"828940":[],"82894017":[],"82949718e":[],"829648415811072":[],"82964842":[],"82975422e":[],"82985482":13,"82997013e":5,"83":[2,27],"8305555555555556":1,"83146596":30,"83170827":24,"83303886":27,"83320794":[],"833208":[],"8338786":[],"834027":[],"83402742":[],"83512277":5,"83516719e":[],"83632853":[],"836874":[],"83687444":[],"83698677":[],"83723539":[],"83724637":[],"83757843":[],"83760781":[],"83770135":28,"83858458":24,"838584583553216":24,"839818":27,"83982725":[],"83999999999999":[],"83it":6,"84":2,"84031027e":[],"84062065":[],"84150451":[],"84203538":[],"84228957e":[],"84232163":[],"842436":[27,28],"84291049e":28,"84292394":[],"842u":[],"84310736":[],"84317815":[],"84355903e":1,"8437169762110144":[],"84371698":[],"84443254e":1,"84569271":[],"84614066":[],"8461538461538461":9,"84643086":11,"846431":11,"846471":21,"84653115":[],"84696315e":[],"84708672":[],"84723978":21,"84780262":6,"84854738":[],"84858":29,"848618":[],"84861838":[],"84886051":[],"848861":[],"84923989e":6,"84924359":21,"84924834":[],"84942942":[],"84955363":11,"849554":11,"84977962":[],"84994524":5,"85":[1,2,9],"850164":5,"8503720991789538":[],"85044503":11,"85051211":[],"85065653":[],"85071429e":[],"85086629":[],"85091337":[],"85097049":[],"85102768":[],"85104809":[],"85120833":[],"85212606":[],"85263220":6,"8527777777777777":[],"85278920e":[],"85299536":[],"853241":[],"85324115":[],"853835":27,"853u":[],"8548082":[],"8557822":[],"85581869":[],"85595734":[],"85601992":5,"85630009":[],"85688243e":[],"85694362":[],"85714286":31,"85754328":27,"85758696":[],"85785878e":[],"858":9,"858185":27,"8583333333333333":1,"85834701":[],"85843684":[],"85895314":21,"85902603":[],"85953586":[],"85959007":[],"859628021353642":5,"85979474e":[],"85982436":[],"85it":[],"86":2,"86014003e":[],"86058560e":[],"8608479":[],"860848":[],"861":[],"86117291":5,"86134827":5,"86144422":[],"86145244":11,"861676":27,"86171505":[],"8617319":21,"86181269":[],"8620652":[],"86208133":[],"86252988":6,"86265211":24,"8634474":21,"86361743":[],"86387759e":[],"8638888888888889":1,"86416637e":[],"86425056":[],"864251":[],"86478158":[],"865158":[],"86515815":[],"86546962":[],"86550074":[],"86572911":[],"86597540e":[],"86623151":[],"86630":9,"86635201e":[],"8666666666666667":1,"86666667":31,"86810":9,"86811137":[],"86858926":[],"86879198":[],"868792":[],"86893619":[],"869":[0,27],"86905621":[],"86925797":[],"869258":[],"87":[0,9,28],"870":[0,27],"8702784034":4,"8705211":[],"87072815e":28,"87099757":[],"871":[0,27],"87131961e":[],"87136737":[],"87191952":[],"871920":[],"872":[],"8722222222222222":1,"87243817":[],"873":[0,6,27],"87327414":[],"87327422":[],"87379129":[],"87381451":5,"874":[0,27],"874951":[],"87495119":[],"875":1,"87532289e":[],"87556429":27,"8759":13,"876":6,"87602519":21,"87618586":[],"87625493":[],"87627342":30,"87647541":[],"876664":[],"87666423":[],"87667593906086":[],"87667594":[],"8768":[],"878123":27,"878297":[],"87836018":[],"87849647":[],"878891":11,"87889126":11,"87890188e":[],"87902877":[],"8792323":[],"879271":[],"87927126":[],"87927601":[],"87940752":[],"87it":[],"88":[2,13],"88001352":[],"88017651":[],"880177":[],"88029792e":28,"88031314":[],"88046261":5,"8805555555555555":1,"88063413":[],"88118231":[],"88137798":[],"88168312e":6,"881788":[],"88182591":28,"8826033":[],"88274486":[],"883":[],"88323026":28,"88335933":[],"88336879":5,"88352503e":[],"884":[],"88450476":[],"884669":28,"88477619":[],"885":[],"8850944":[],"88512489":[],"88529063e":6,"8855417382991412":[],"88554174":[],"88560514":[],"88595926":[],"886":[],"88613493":28,"8866190885623907":[],"88661909":[],"88679947":[],"88690267e":28,"887":[],"887366":[],"88736621":[],"88739247":[],"887392472315955":[],"88746795":[],"88778045":21,"88778091":[],"8879":[],"88871662":[],"8888888888888888":1,"889080":[],"88908038":[],"8894":[],"889686":[],"88981061":21,"88it":[],"89":2,"89045167":[],"89126914e":28,"8916666666666667":[],"89249454":[],"89261458":[],"89274639":[],"89288636":11,"89298533":[],"89335182":[],"893352":[],"893489":[],"89348922":[],"89396164e":[],"89410423":5,"89421873":[],"8944444444444445":1,"89482188":27,"89543736":[],"89545727":[],"89550839":[],"89563529":0,"89565264":[],"89582298":[],"89591553e":[],"8962476":[],"896248":[],"89658408":13,"8970168":21,"89778737":24,"89779302":21,"89842298":[],"89869600e":[],"89873772":[],"89876748":[],"89881026":27,"8990231":27,"8991514":[],"89944994":[],"899450":[],"899734":[],"8f":[6,30],"8g":[6,30],"8n":21,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,23,24,25,27,28,29,30,31],"90":[1,2,6,9],"90034533":[],"90044211":11,"900449":[],"9005135872087155":[],"90054363":[],"90066122":[],"9007164":[],"90075537":5,"90092179":27,"9011":6,"90189742":[],"90220243":5,"90252116":[],"90266948":5,"90268858":[],"9027777777777778":1,"9033":[],"90342093e":[],"903824":[],"90382431":[],"90383424":[],"904":[],"9040":9,"904221":[],"90475506e":6,"90491568e":[],"9054":30,"90540529":[],"9055555555555556":1,"90559087":[],"905591":[],"90595152":[],"906298":[],"90629812":[],"90643349":[],"9067362":[],"906747":5,"90694878":[],"90699099":[],"90793026":21,"90813514":[],"9083333333333333":[],"90884627":[],"90886410e":28,"90895045":[],"90940378":[],"9096305360355206":[],"90999452e":[],"91":[25,27],"910":9,"91094169e":[],"9111111111111111":1,"91124889":[],"91128596":5,"91236018":27,"912u":[],"913":[],"91346044":[],"91379157":[],"913791573406831":[],"91383439":[],"91396388":[],"914":[],"91410101":[],"91416375":[],"91479093":[],"91492986e":6,"915":[],"91511388":[],"91549644":[],"915549":[],"916":[],"91616374":[],"916164":[],"9166666666666666":9,"91682433":[],"9169":6,"917":[],"91760278":5,"918":[],"91811160e":[],"91812702":5,"918992":[27,28],"919":[],"91936525":[],"9196398947631166":[],"91it":[],"92":[6,9,25,27],"92087142":[],"9212905":[],"921291":[],"92143477":[],"921435":[],"92169784e":[],"92173899":27,"92208477":[],"922085":[],"92250132":27,"92272314":[],"92275042":[],"922u":[],"9230769230769231":9,"92322465e":[],"92337385e":[],"92343595":[],"923602":27,"92373266":[],"924018":[],"92461411":[],"92463154e":[],"92472578":11,"924726":11,"92477093":[],"924e":6,"925":1,"92507116e":1,"9252772":[],"92578916":5,"92603747":[],"92626212":[],"92631966":[],"926320":[],"92651068":30,"926583":[],"92658312":[],"92738529e":[],"92754397":[],"927544":[],"9277777777777778":1,"92811987":[],"92817032":[],"92819235":[],"92857143":[7,31],"92863147":[],"92888885":[],"92916438e":[],"9292":[],"92921648":[],"929612":5,"92968793":[],"92995253e":[],"92it":[],"93":[],"93023603":[],"93034176e":[],"93037171":[],"930372":[],"9305555555555556":1,"930583":[],"930683":[],"93082503":[],"931":[0,27],"93155188":5,"93158979":5,"93166184":27,"93188452":[],"931885":[],"93229640e":[],"93248252":[],"932483":[],"93265898":21,"932u":[],"933":[5,29],"93325497":[],"93371943e":[],"93386901":[],"93414191":[],"93492130e":6,"93503":11,"93518534":[],"93522293":[],"93579127":[],"93586895":[],"935u":[],"93601008e":28,"9361111111111111":[],"936762":[],"93676229":[],"936856":[],"93685631":[],"937":24,"937082":[27,28],"93725291":5,"93792215e":[],"93799826":5,"938":24,"9383327":[],"9387":9,"939":[0,24,27],"93969474":21,"93it":6,"94":[7,24,31],"9400":[],"94015598":13,"94054854":[],"940549":[],"94073014":21,"94076632":[],"940776":[],"94077605":[],"94107596":[],"9410965":24,"94117118":[],"941866404575299":[],"94212937":[],"94226022e":6,"94227931":[],"9424":[],"9426":[],"94271589":[],"94273542":28,"94284104":5,"943":[],"94304103":28,"94320205":5,"94321297":[],"94390673":24,"94404545":21,"9440887":[],"94413158":[],"9444444444444444":1,"945":[],"94506946":24,"94548496":[],"94591015":[21,27],"946":[],"94639099":11,"946393":[],"94640767":[],"94659383":[],"946957":5,"947":[],"9472222222222222":1,"94735055":[],"9474044318317307":[],"947903":[],"94790323":[],"948":[],"94822514":6,"9482527":5,"94861749e":[],"948641":[],"94867516":[],"948675162607389":[],"949":[],"94905663":[],"949087":[],"949107":11,"94910711":11,"94915262":[],"94917559e":[],"94925462":13,"9492866":[],"94966662e":28,"94986593":[],"95":[1,7,9,11,30,31],"95008046":6,"95011994e":[],"95054046":[],"95079224":[],"95079764":[],"95136998":[],"9518":6,"95231424":5,"952387":28,"9524":[],"9527777777777777":1,"95284275":5,"95302":[],"953065564":1,"95324615":[],"95351665":5,"9538239":[],"954":24,"9543538503067644e":9,"95446837":[],"95456434e":28,"9549351910143222":[],"954988":[],"954u":[],"95511792":28,"955118":28,"95539206":27,"9555555555555556":1,"95569422":[],"955820c21e8b":4,"95594445e":[],"95604667":21,"95645365":[],"956454":[],"956563":[11,28],"95684892":5,"95703":13,"95714723":[],"957147232685324":[],"957421":[],"95742107":[],"9577775794806141":[],"958194":[],"95819409":[],"958228616652075":[],"9582286166520774":5,"95824108":[],"958476":[],"95911004":[],"95921014e":28,"95927495":[],"9594":[],"959533":[],"95953339":[],"95976303":[],"95994091":[],"95it":[],"96":[6,7,11,30,31],"960":24,"9601304850018328e":[],"960130485007504e":6,"960130485007934e":[],"9601304850213484e":[],"96013048502692e":6,"96024953":5,"96032148":[],"96081861":[],"96084663":5,"961":24,"9618":6,"962":24,"96251494":[],"96257580e":[],"96261297":[],"9626883":[],"962990":27,"9631064":[],"96317459":[],"9635449873404844":[],"9637117593816477":6,"96390357":[],"9640435":5,"964268":[],"96426825":[],"96431281":[],"964735":[],"96473528":[],"96489434":[],"9649652536":4,"96496641":[],"96504592":[],"96514849":[],"96527903":[],"96534137":[],"96542994e":[],"96551427e":[],"96552318":[],"965548":[27,28],"96562567":21,"965838":11,"96583833":11,"96601782":[],"96606158":[],"96620033":[],"96631321":28,"96653373":[],"96667129":[],"96670977":[],"96686324e":[],"96688672":5,"966899":27,"96735081e":[],"9674916":5,"967536":[],"9675364":[],"96769675":[],"9678":[],"967809":[11,28],"96793569e":28,"96804878":24,"96810393":[],"96812218":[],"96863851":[],"96941962":[],"9698377974429513":[],"96987657":[],"96992454":[],"96995249":[],"96it":[],"97":[7,31],"97005689":5,"970057":[],"970477":[],"97047717":[],"97065296":[],"97087408":13,"971":30,"97108e":13,"97117751":[],"9713":[],"9715":30,"971688":[],"97186457":11,"971865":11,"972":[],"97200305e":[],"97202":[],"9722222222222222":1,"972286":[],"97228638":[],"97230501":[],"97243128":5,"972643":5,"97264311":5,"97300836":5,"97305528e":[],"97409408":24,"9740940821517547":24,"97421755":5,"974218":5,"97434186":[],"97467734e":[],"97477238":[],"97497404e":6,"975":1,"97507735":5,"97509292":[],"97533203":[],"97547354":[],"97547354476579":[],"975510299261579":[],"97558913":27,"9760832":[],"97656972":[],"97665553e":[],"97690235":30,"97705827":5,"97708897":[],"977089":[],"97713364":[],"97731700e":[],"977418":[],"97758848":5,"9777777777777777":1,"977880":[],"97788031":[],"978":29,"9780387310732":26,"9780387848570":26,"9781492032632":26,"97840267e":[],"97840468":[],"978553":5,"97898392":[6,28],"97906022e":28,"97926491":5,"97926642":[],"97936584":21,"97952271":[],"97955570e":[],"97980332":[],"97it":[],"98":[0,1,7,9,31],"980":9,"98005862e":[],"98017611":[],"98018358":[],"98036405":[],"9805555555555555":1,"98060869":[],"98091621":5,"98129668":[],"981321":[27,28],"98139097":5,"98153145":[],"98248312":[],"98248681":5,"982487":5,"98249059":[],"982491":[],"98266587":[],"98275501":5,"982758":[],"98275836":[],"98316352":[],"983164":[],"98328759":[],"983310":[27,28],"98346748":[],"9835443722554817":[],"98399675":[],"98400474":[],"98413059":5,"984525":[],"98453971":[],"98454786":5,"98467494":[],"98496212":27,"9849967686928113":31,"985":24,"98566191":5,"98581925":[],"9859105":27,"986":24,"98604688e":[],"9861111111111112":1,"986699":5,"98680716":5,"98699753":[],"98716878":5,"98740124":[],"98750794e":28,"98756882":[],"98794823":[],"9879924":[],"98808176":5,"98822371":6,"98842948e":[],"98880065e":[],"9888888888888889":1,"989":24,"9890348":5,"98919197":13,"9893149172528393":[],"9893405":[],"9893447":5,"989393825676568":11,"98947894":28,"98950411":[],"989645675273948":[],"9898254753574576":[],"98982548":[],"9898ff":[9,10],"99":[6,7,9,11,13,30,31],"990":9,"99009525":5,"9902552771282336":[],"99035178":27,"99049330":[],"99051150":6,"9906601091977738":[],"99088801":5,"9909606":[],"991":24,"99115119":5,"99157584":[],"99176998":5,"99180856e":[],"992":24,"9920084":27,"9920099299023244":[],"99218609":21,"99242921":5,"992504":[],"99255249100346":28,"99265097":5,"99274513":[],"993":24,"99316252":5,"99353454":[],"993535":[],"993537":[],"99353748":[],"99371056":5,"99374388":[],"993865":[],"99389612":5,"99397049":[],"993972":[],"99397245":[],"9940672992288855":[],"9943201":5,"99435648":[],"9947613223847728":[],"9947756":5,"99492986":5,"9949347794612255":[],"99498108":[],"99519225":[],"9952495547161103":[],"9952714635635723":28,"99528218":5,"99539415":5,"99541140030306":[],"9954205504035075":[],"9954441212986554":28,"9954911579937146":[],"9955282554647219":[],"9956582":[],"99566069":5,"9957763445154583":[],"99578809":5,"9959033816551833":[],"9959293935368551":[],"99594988":[],"995950":[],"9959898232423614":[],"996":[5,29,30],"9960039497353536":[],"99608161":5,"9960913291755783":[],"9962074631757628":[],"9963202597920238":[],"9963525271588923":[],"9963864072152893":[],"9963961":5,"99650061":5,"9965048209369255":[],"996535469511469":[],"9966080206050006":[],"996694948530336":[],"9967458":5,"9967912002709148":[],"99700706":5,"99709215":5,"99724883":[],"99729756":5,"9973102337301051":[],"99751458":5,"99758326":5,"99760425":13,"99775587":5,"99775949":[],"997830":11,"99783004":11,"99793613":5,"99799099":5,"99813653":5,"99820454":[],"99828624":5,"99829953":[],"9983295":5,"99845267":5,"99854557":28,"998577":5,"99861053":5,"99862019":28,"99869482":28,"99871521":5,"99876945":28,"99881845":5,"99883628":28,"99884384":5,"99884409":28,"99891093":28,"99891873":28,"99893323":5,"99898558":28,"999":[9,24],"99901131e":[],"99901896":5,"99903755":5,"99906023":28,"99911427":5,"99912709":28,"99913489":28,"99918546":5,"99919837":5,"99920175":28,"99926459":5,"99927642":28,"9993237":5,"99933188":5,"9993511":28,"99938942":5,"99941797":28,"9994385":5,"99944272":5,"99948754e":[],"99949266":28,"99949306":5,"99952195":24,"99953381":5,"99953475":5,"99956735":28,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":28,"99970988":5,"9997332":5,"99975913":5,"99977416":[],"99977849":5,"99978365":28,"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":[6,22],"9y":[6,22],"\u00f8yvind":[6,28,29],"abstract":1,"boolean":4,"break":[0,4,6,11,14,27],"byte":[21,27],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,20,21,22,27,30],"catch":[0,27],"char":[],"class":[0,1,3,4,6,7,8,9,11,12,13,24,27,30],"const":[],"default":[0,1,2,4,6,7,13,16,21,22,27,28,29,31],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,21,22,28,31],"ekstr\u00f8m":4,"eng\u00f8i":[],"enum":[3,4,14],"export":9,"f\u00f8470":[25,27],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19,22,23,24,25,27,30,31],"float":[0,3,4,5,9,11,13,14,21,27,28],"function":[2,3,4,5,9,14,15,16,17,18,19,20,21],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,17,22,24,30,31],"int":[0,1,2,3,4,5,6,11,13,14,21,24,28,30],"long":[0,1,3,4,12,13,27,31],"m\u00f8svatn":[6,22],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,21,22,27,28,31],"null":27,"public":[0,3,4,14,20,27],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,21,22,24,27,28,29,30,31],"s\u00f8rli":[],"s\u00f8rlie":[],"sch\u00f8yen":[6,28,29],"short":[4,5,22,29,30],"steinsv\u00e5g":[],"super":[5,28,29],"switch":0,"throw":[3,6,24,30],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,21,22,24,27,28,29,30,31],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,20,21,22,24,27,28,29,30,31],"var":[1,5,6,10,11,13,18,19,22,24,27,28,29,30],"while":[0,1,3,4,5,6,7,8,9,11,12,13,24,27,28,29,30,31],A:[2,3,5,6,7,10,11,12,13,16,18,20,21,22,23,24,25,26,28],AND:2,And:[0,3,4,5,6,9,13,20,22,24],As:[0,1,2,3,4,5,6,8,10,12,13,16,21,22,24,27,28,29,30,31],At:[0,4,6,13,22,27],BE:[0,27],Be:[2,20,27],Being:13,But:[0,1,2,3,5,6,9,10,24,28,29,30],By:[0,3,5,6,12,13,17,21,27,28,29,30,31],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,26,27,28,29,30,31],IF:[6,29,30],IN:26,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,20,21,22,24,27,28,29,30,31],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,24,26,27,28,29,30,31],Is:11,Ising:[5,12,28],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,22,24,27,28,29,30,31],Its:[1,2,4,11],NO:[7,11,31],No:[6,9,27,29,31],Not:[0,1,5,6,27,28,29,30],OR:24,Of:24,On:[0,3,15,23,24,25,26,27],One:[0,1,3,4,5,6,7,8,11,12,13,17,22,24,28,30,31],Or:[0,1,6,22,27,31],Such:[0,6,12,16,24,30,31],That:[0,5,7,10,11,12,14,19,22,24,27,29,30,31],The:[4,10,13,14,15,16,18,19,21,22,23,24,25,26],Then:[0,1,6,8,9,10,11,12,13,14,21,22,27,28,30,31],There:[0,3,4,5,6,8,9,11,12,14,21,22,23,24,25,27,28,29,31],These:[0,3,4,5,8,9,10,11,12,13,14,15,16,21,22,24,25,27,28,29],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,22,24,29,30,31],With:[0,5,6,8,9,10,11,12,14,18,21,22,24,27,28,30],_0:[5,8,10,11,13,28,31],_1:[2,5,6,8,10,11,12,13,14,21,28,29,30,31],_2:[2,5,8,11,12,13,21,28],_3:21,_4:21,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,18,19,21,22,27,28,29,30,31],_________________________________________________________________:[],__call__:[],__class__:10,__doc__:[6,30],__future__:[8,9],__getattr__:29,__getitem__:[],__init__:[1,2,3,4,14,29],__main__:2,__mosek:[],__mul__:[],__name__:[2,10,29],__rmul__:[],__traceback__:[],__version__:[3,4,14],_api:[3,4,14],_asarrai:[],_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,21,24,28,31],_auto2:[2,3,4,5,6,12,13,21,24],_auto3:[3,4,5,6,12,13,21],_auto4:[4,6,12,13,21],_auto5:[4,6,12,13,21],_auto6:[4,6,12,21],_auto7:[4,6,12,21],_auto8:[6,12],_auto9:[6,12],_ax:[],_base:8,_broadcasting_shape_rul:[3,4,14],_build:[0,17,19,20,22,26,27],_build_call_output:[],_c:1,_call:[],_call_flat:[],_check_1d:[],_check_optimize_result:[7,11,31],_compon:11,_config_pb2:[],_coordinate_desc:6,_copy_docstring_and_deprec:[],_cpgg0jyh8m:[],_decor:[0,27],_delta:[3,4,14],_depth:9,_dilate_shap:[3,4,14],_distn_infrastructur:31,_ey:[3,4,14],_fraction:9,_get_lin:[],_getitem_multilevel:[],_handl:[],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,19,22,27,28,29,30,31],_inference_funct:[],_interpolatefunctionerror:[],_is_primit:[],_j:[0,1,2,3,5,6,8,13,17,19,22,28,29,30],_jit_compil:[],_k:[13,31],_l:12,_lambda:[6,27],_leaf:9,_logist:[7,11,31],_m:10,_make_vjp:[2,13],_maybe_define_funct:[],_multilayer_perceptron:1,_n:[2,5,8,11,13,28,31],_node:[2,9,13],_not_impl:[3,4,14],_notokstatusexcept:[],_np:2,_num_output:[],_one:[3,4,14],_p:[5,8,28],_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:[6,9,22],_src:[3,4,14],_stateful_fn:[],_stateless_fn:[],_sy:[3,4,14],_t:13,_test:[6,22],_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:[0,27],a2:[0,27],a3:[0,27],a4:[0,27],a_0:[0,27],a_1a:[0,27],a_2a:[0,27],a_3:[0,27],a_3a:[0,27],a_4:[0,27],a_4a:[0,27],a_:[0,1,16,21,27,28],a_h:1,a_i:[0,1,2,12,27],a_j:[1,12],a_k:[0,1,12],a_ndim:2,aaron:26,ab:[0,2,5,13,14,27,28,29],ab_channel:20,abandon:1,abbrevi:23,abid:24,abil:[0,10,27],abl:[0,1,4,5,6,7,10,12,13,16,22,28,31],abort:[],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,22,25,29,30,31],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,24,26,27,28,30,31],abovement:[6,30],abscissa:[13,31],absolut:[0,2,5,6,13,27,28,29,30],absorb:[28,29],acceler:13,accept:[0,3,6,9,22,27,28],access:[0,3,11,24,28],accid:[4,6,30,31],accident:[3,4,14],accmod:[],accompani:[0,27,28],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,24,27,29,30,31],accordingli:11,account:[0,3,5,13,15,24,27,29,30],accumul:[12,13,24],accur:[0,3,4,6,10,13,30],accuraci:[0,1,3,4,5,6,7,9,10,11,12,27,28,31],accuracy_scor:[0,1,10,27],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,21,27,29,30],aco:24,acquaint:[20,27],acquir:[1,20,27],acr:[0,28],across:[1,3,6,9,20,27,30],act:[1,3,21],action:24,activ:[0,2,3,4,9,23,25,27,30,31],actual:[0,1,4,5,6,8,11,16,21,24,27,28,29,30],ad:[1,3,4,5,8,13,14,15,16,21,29,30,31],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,25,27],adapt:[4,6,13,26,28,30,31],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,22,24,27,28,29,30],add_lin:[],add_outgrad:2,add_subplot:[1,7,12,14,31],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,20,21,22,24,25,26,27,28,29,30,31],addition:[12,13,31],address:[1,9,11,13,27],adjac:[3,12],adjoint:[5,28,29],adjust:[0,5,12,13,31],admir:[0,27],advanc:[4,6,12,26,27,30],advantag:[1,3,5,6,10,13,21,29,30,31],adversari:27,afecionado:27,affect:3,affin:[0,3,8,11,28],afford:3,aficionado:27,aforement:14,african:[0,28],after:[0,1,2,4,5,6,9,11,12,13,15,20,21,22,24,27,28,29,30],afterward:[0,27],ag:[0,7,23,27,28,31],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,22,24,27,28,29,30],against:[1,4,7,10,31],agegroup:[7,31],agegroupmean:[7,31],aggreg:[9,10],agorithm:10,agre:[5,6,24,29,30],agreement:13,ahead:9,ai:[0,26],aid:11,aim:[0,1,4,6,7,11,14,15,16,20,21,22,28,30,31],ainv:5,airplan:3,aka:[5,29,30],al:[0,2,4,15,16,17,26,27,28,29,30,31],alarm:[5,7,29,30],algebra:[0,3,5,13,20,28,29,30],algo:[],algorithm:[0,1,2,4,5,6,7,8,13,14,20,21,22,24,26,27,29,30,31],align:[0,2,5,6,7,8,13,22,24,27,28,29,30,31],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,20,21,22,23,24,25,26,27,28,29,30,31],all_gath:[3,4,14],all_to_al:[3,4,14],allevi:[1,13,31],alloc:[3,21],allow:[0,1,2,3,5,6,8,10,13,15,16,20,21,22,27,28,29,30,31],almost:[0,1,6,8,11,13,24,27,30,31],alon:[2,9],along:[2,3,4,5,6,9,10,11,20,21,27,28,29,30,31],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,24,27,28,30,31],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:[2,3,4,5,6,10,12,20,21,24,27,28,29,30],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,27,28,29,30,31],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,21,22,27,28,29,30,31],although:[0,1,5,6,8,10,13,16,27,29,30],alwai:[0,3,5,6,12,13,16,24,27,28,29,30,31],am:[4,28],ame2016:[0,27],american:[0,28],among:[0,3,5,9,10,12,21,27,28,29],amongst:[5,29,30],amount:[0,1,3,4,6,8,10,14,20,30],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,19,20,21,22,24,25,26,28,29,30,31],an_:24,anaconda3:[],anaconda:[0,1,15,20,22,27],analog:13,analys:[6,29,30],analysi:[1,3,4,7,14,15,16,17,19,21,26,31],analyt:[2,3,5,6,7,12,13,15,20,22,27,28,29,30,31],analyz:[0,1,3,4,5,6,14,16,17,22,24,27,28,29],andrew:1,angl:[0,3,9,28],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18,24,27,28,29,30],anim:[4,12],ann:12,annot:[0,1,3,7,8,27,28,31],announc:27,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,21,22,24,27,28,31],anp:2,ans_vspac:2,ansatz:[0,27],answer:[0,1,3,5,6,19,21,22,25,27,29,30],antialias:[2,6,22],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,24],anytim:[25,27],apach:[1,3,4,14],apart:[11,13,31],api:[1,3,4,14,20,27],appar:2,appear:[0,1,3,13,16,21,24,27],append:[1,3,4,8,9,13,27],appendcon:[],appendix:22,appendvar:[],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,22,24,26,27,28,29,30,31],applic:[0,1,3,4,5,6,7,9,12,13,21,22,24,26,27,28,30,31],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,20,24,26,28,31],appropri:[2,6,9,12,13,20,24,30],approv:27,approx:[0,2,3,6,10,11,13,24,27,30,31],approxim:[0,1,2,3,4,5,6,7,10,11,13,18,19,22,24,27,28,29,30,31],apt:[0,15,20,22,27],aq:24,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,28,29,30,31],aragorn:27,arang:[1,3,4,6,7,9,10,12,13,22,27,31],arbitrari:[1,4,6,8,12,13,24,30,31],arbitrarili:[0,1,11,27],arc:[6,22],architectur:[3,4,12],area:[0,3,6,9,22,26,27],arg:[0,2,13,27],argc:[],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,22,27,28,29,30],argv:[],argval:2,aris:[0,6,12,13,24,27,30,31],arithmet:[0,13,21,27],arm:[3,4,6,14,29],arma:[],armadillo:21,around:[0,1,4,5,6,11,24,27,29,30],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,20,22,24,28,29,30,31],arrang:[3,27],arraybox:13,arriv:[0,6,9,11,21,24,27,30],arrow:12,arrowprop:8,art3d:13,art:[0,1,15,20,27],articl:[0,3,4,6,10,18,27,28,29,30],artifici:[0,2,7,12,26,27,31],artificialneuron:12,arug:13,arxiv:[3,4],as_fram:28,asap:27,asarrai:[0,2,6,9,28,29],asc:[],ascii:[],ashrafi:[],asid:28,ask:[5,6,11,12,29,30],aspect:[0,6,20,22,27,28,29],assembl:[0,3,27],assert:4,assess:[0,6,22,27,28,29,30],assici:4,assign:[0,7,8,9,12,13,14,23,25,26,27,28,31],associ:[0,6,9,12,14,24,27,30],associative_scan:[3,4,14],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,22,24,27,28,29,30,31],assumpt:[0,3,5,6,9,11,18,22,24,27,28],ast:[0,5,6,18,22,27,29,30,31],astronomi:[27,28,29,30,31],astyp:[4,9,10],asymmetri:[0,27],asymptot:[4,6,30],async_wait:[],athbf:[],atla:27,atoi:[],atom:[0,27],attempt:[0,4,6,7,8,10,27,29,31],attend:23,attent:[0,21,27],attr:29,attract:[0,10,27],attribut:[0,3,4,9,13,14,27,29,30],attributeerror:[3,4,13,14,29],audi:[0,27],audio:[3,4],august:[15,16,27],aurelien:[0,15,23,26,27],austfjel:[6,22],author:[0,1,3,4,10,14,24,27],authour:27,auto:[6,9,10,24],autocor:24,autocorrelation_tim:24,autocorrelform:24,autocovari:24,autoencod:[4,20,27],autoencond:20,autograd:[20,27],autograph:[3,4,14],autom:[0,20,26,27],automac:21,automag:27,automat:[0,1,2,3,4,11,16,20,21,27],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,20,21,22,23,25,26,27,30],averag:[0,1,3,6,9,10,13,14,24,25,27,28,29,30,31],avg:[],avoid:[0,3,4,5,6,9,11,13,14,21,27,28,30,31],avx2:[],avx:[],awai:[2,3,6,28,29,30],awar:[2,10],award:[25,27],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,21,22,27,28,30,31],axes3d:[2,6,13,22,31],axes_grid1:6,axessubplot:28,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,30,31],axiom:[5,29,30],axlabel:[0,27],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,2,3,4,5,6,8,9,10,12,13,14,15,16,24,25,27,28,29,30,31],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,21],b_group:9,b_i:[0,1,2,12,27],b_ia_:[0,27],b_ia_i:0,b_index:9,b_is_vec:2,b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_meta:2,b_score:9,b_valu:9,bachelor:[23,25],back:[0,3,4,5,6,8,9,10,15,21,24,27,28,29,31],backbon:21,backend:[1,4],backend_specific_transl:[3,4,14],background:[26,27,28],backpropag:1,backtrack:9,backup:21,backward:[1,2,4,12,21],backward_pass:2,bad:[6,28,29],badli:24,bag:[9,20,27],bag_clf:10,baggin:27,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:[6,30,31],band:21,bandwidth:21,bar:[0,6,11,15,16,22,27],barber:26,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,20,24,25,26,27,28,29,31],basi:[5,7,8,10,11,12,13,21,28,29,31],basic:[2,6,8,12,13,14,20,22,24,27],batch:[3,4,11,12,13,14,31],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:[7,31],bayesian:[5,20,26,27,29,30],bbupeevmxtg:[],bc298b802fe2:[],beam:[27,30,31],becattini:25,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,27,29,30,31],beccatini:27,becom:[0,1,2,5,6,7,9,12,13,24,27,28,29,30,31],been:[0,1,2,3,4,5,6,11,12,13,20,21,22,27,28,29,30],befor:[0,1,2,3,4,5,6,7,8,12,13,14,21,22,24,27,28,29,30,31],beforehand:[0,24,27],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,22,24,25,27,28,29,30,31],behav:[1,6,13,30,31],behavior:[0,1,13,27,31],behaviour:12,behind:[0,1,6,8,13,27,31],behnoosh:[],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,24,27,28,29,30,31],believ:[9,21],belong:[7,8,9,13,14,31],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,22,24,27,28,29,30,31],benchmark:10,bendik:[],benefici:[1,13],benefit:[0,1,4,11,13,15,20,27,31],bengio:[1,23,26,27,28],benign:[1,7,9,31],bennosh:[],besid:[4,5,29],bessel:[5,28,29,30],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,22,25,27,28,30,31],best_estimator_:31,beta:[0,1,3,5,6,7,10,11,13,16,17,18,19,22,27,28,31],beta_0:[0,1,3,5,6,7,13,27,28,29,30,31],beta_0x_:[0,27,28],beta_1:[0,1,3,5,6,7,10,13,27,28,29,30,31],beta_1x_0:[0,27],beta_1x_1:[0,7,27,31],beta_1x_2:[0,27],beta_1x_:[0,27,28],beta_1x_i:[7,13,28,31],beta_2:[0,3,13,27,28],beta_2x_0:[0,27],beta_2x_1:[0,27],beta_2x_2:[0,7,27,31],beta_2x_:[0,27,28],beta_2x_i:28,beta_3:3,beta_3x_i:28,beta_4x_i:28,beta_:[0,3,6,7,13,27,28,29,30,31],beta_i:[0,3,5,17,27,28,29],beta_j:[0,5,6,13,18,22,27,28,29,30],beta_k:[13,31],beta_linreg:[13,31],beta_m:10,beta_mg_m:10,beta_n:3,beta_ol:30,beta_p:[7,31],beta_px_p:[7,31],beta_ridg:30,betaol:30,betaridg:30,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,27,28,29,30],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,22,24,27,28,29,30,31],beyond:[0,1,5,6,8,13,22,27,28,31],bf:[13,14,21,24,31],bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,19,27,28,29,31],bias:[1,2,3,5,6,9,12,29],big:[0,1,2,5,6,14,18,27,29,30],bigger:[1,6,28,29],bigr:12,bike:9,bilbo:27,bilek:[],billion:[3,12,20],bin:[0,7,24,28,31],binari:[0,3,5,7,9,10,12,27,29,30,31],binarycrossentropi:4,bind:[0,28],binomi:[20,24,27],binsboot:[6,30],bioinformat:[0,27],biolog:[1,12],bios1100:[20,27],bird:[0,3,27],birth:27,bishop:[23,26,27],bit:[1,4,21,24,27],bitwis:[3,4,14,24],bivari:2,bk:[0,13,28],bla:[21,27],black:[8,9,14],bledso:27,blob:[19,22,27,31],block:[6,10,20,21,24,27,30],blockingavg:[],blockingstd:[],blockingvar:[],blocksiz:[],blocksizemax:[],blocksizemin:[],blogpost:4,blue:[0,3],bluntli:27,bm:28,bmatrix:[0,1,3,5,7,8,11,13,21,27,28,29,31],bmi:1,bodi:[0,1,4,12,27],bold:1,boldfac:[0,5,16,28,29],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,18,19,22,27,31],boltzmann:[12,20,27],book1:26,book:[19,22,26,27,29],boost:[1,9,20,27],boostrap:10,bootavg:[],bootstd:[],bootstrap:[1,13,19,20,22,27,31],bootvar:[],bootvec:[],borrow:27,boston_dataset:[0,28],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,20,21,22,24,25,27,28,29,30,31],bottl:[7,31],bound:[0,8,12,28],boundari:[2,4,8,11,12],boundkei:[],box:[4,9],boxed_arg:2,boyd:[8,13,31],bracket:[4,24],brain:[1,7,12,31],branch:9,breast:[5,7,11,29,30,31],breviti:13,brew:[0,15,20,22,27],brg:8,brief:[22,28],briefli:[0,27],bring:[0,5,6,10,27,28,29],broad:[0,27],brought:[13,20,27],brownle:4,browser:27,brunton:[],brute:[3,5,11,28,29,31],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,21,24,27,29,30,31],built:[0,1,3,4,6,28,30],bunch:11,busi:[0,28],bx:[],bzl:[],c1:[8,11],c2:[8,11],c95af3df0cdd:[],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,24,25,26,28,29,30,31],c_0:24,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,24,28,31],c_i:[12,13],c_k:24,ca:[1,27],cabc613b8702:[],cach:10,cal:[0,8,10,12,13,15,16,27,31],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,21,24,27,29,30,31],california:28,call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,24,25,27,28,29,30,31],callabl:[],callback:[],calor:[0,28],cambridg:[13,26,31],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,25,26,28,29,31],cancel:[0,13,27,28],cancellation_manag:[],cancer:[5,10,29,30],cancerpd:[7,31],candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,23,24,27,28,29,31],canopi:[0,15,20,22,27],canva:[22,27],cap:[5,29,30],capabl:[0,1,8,13,20,27],capac:[2,25],capita:[0,28],caption:22,captur:[4,11,12],captured_input:[],car:[3,4],card:[0,7,27,31],cardin:1,care:[11,31],carefulli:13,carlo:[0,6,20,24,26,27,30],carri:[2,6,7,22,30,31],cart:10,carvalho:[],casella:26,cast:1,cat:[3,4],categor:[0,1,3,9,11,27],categori:[0,1,3,7,10,12,14,27,28,31],categorical_crossentropi:[1,3],caus:[0,5,6,24,27,28,29,30],causal:0,causat:[0,27],cax:1,cb:[6,27],cbar:1,cbook:[],cc:[0,1,5,13,27,28,29,30,31],ccc:[5,12,29],cd_fast:6,cdf:24,cdot:[0,2,6,12,13,14,21,24,27,30,31],celebr:[13,31],cell:[0,2,3,4,6,9,10,13,14,15,22,27,29,30,31],center:[0,1,6,7,8,9,11,14,22,24,27,29,30,31],centr:[],central:[0,3,5,6,8,16,21,27,28,29],centroid:[14,24],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,24,27,28,30,31],certainti:30,cg:13,cha:[0,28],chain:[0,1,13,20,24,27],chanc:[1,5,13,24,29,30],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,21,22,24,27,28,29,30,31],channel:3,chapter3:[0,19,22],chapter:[0,6,10,11,18,21,22,26,27,28,29,30,31],charact:[0,3,5,8,27,28],character:[8,9,10,12,24],characterist:[0,1,3,10,13,27],charg:[0,27],charl:[0,28],chase:4,chat:27,chd:[7,31],chddata:[7,31],cheap:[5,28],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,21,27,28],checkmark:3,checkpoint:[3,4,14],checkpoint_dir:4,checkpoint_prefix:4,chemic:[],chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,19,21,27,28,30,31],choleski:[5,21,28],choos:[2,3,6,9,10,11,13,14,22,30,31],chosen:[0,1,2,6,8,9,10,13,16,24,27,30,31],chosen_datapoint:1,christian:26,christoph:[23,26,27],cifar10:3,cifar:3,cin:[],circ:[1,12],circl:[0,8,12,28],circuit:3,circumfer:9,circumv:[1,5,13,28],ckpt:4,clariti:24,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[],classic:[7,9,13,31],classif:[0,3,5,6,7,8,11,12,20,22,26,27,28,29,30],classifi:[0,1,4,7,9,10,11,27],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,18,24,28,29,30,31],clever:[1,10],clf3:0,clf:[0,6,8,9,10,27,28],clf_lasso:6,clf_ridg:[6,27],clip:[3,24],clone:25,close:[0,1,2,4,6,8,9,11,12,13,14,22,24,26,27,30,31],closer:[3,5,13,28],closest:[8,11,13,14],closur:[20,27],cloud:[20,27],cluster:[0,1,4,6,11,20,27,30],cluster_label:14,cm:[1,2,3,6,8,9,13,22,31],cmap:[0,1,2,3,4,6,8,9,10,22,27],cmap_arg:6,cmath:[],cmb:23,cmd:9,cmu:28,cn_:24,cnn:12,cnn_kera:3,cntk:[20,27],co:[0,2,3,6,9,13,27,30],code:[3,4,6,7,8,15,16,17,19,20,21,22,24,26],coef0:8,coef:[0,27],coef_:[0,5,6,8,9,13,27,28,29,30,31],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,21,27,28,29,30,31],coerc:[0,6,27,30],coin:[10,24],coin_toss:10,col:[0,11,27,28],colab:[20,27],cold:9,colinear:[0,28],collabor:22,collaps:8,collect:[0,2,6,10,11,20,24,26,27,30],collinear:[5,28,29],color:[0,3,4,6,8,9,10,22,24],color_channel:3,color_cod:6,colorbar:[1,6,22],colsample_bytre:10,colsaobject:10,colspec:[0,27],column:[0,1,2,5,6,7,8,9,11,12,17,21,27,28,29,30,31],columntransform:9,com:[3,4,6,14,19,20,22,26,27,29,31],combin:[1,2,5,6,7,10,24,29,30,31],come:[0,1,3,4,5,12,13,14,15,27,28,29,30],command:[0,1,27],comment:[0,4,5,6,15,16,22,27,28],commerci:[0,15,20,22,27],commod:[0,27],common:[0,1,3,5,6,7,9,11,13,14,22,24,27,28,30,31],commonli:[0,1,4,6,7,9,13,14,28,30,31],commun:[0,12,22],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,27,28,29,30],compair:0,compar:[0,3,4,5,6,11,13,15,16,21,22,27,28,29,30,31],comparison:[2,4,13],compat:[3,4,7,14,31],compet:[0,27],competit:10,compil:[0,1,3,4,13,15,20,21,27],complet:[0,2,3,4,9,12,27],completenn:12,complex:[1,5,8,9,11,12,13,15,16,19,27,30],complic:[0,1,9,13,27,30,31],compoment:28,compon:[0,1,3,4,5,6,7,9,14,16,20,27,28,29,30,31],components_:11,compos:[9,12,13,14,20,27],compphys:[0,6,17,19,20,22,23,25,26,27,28,31],compress:[0,27,28],compris:[6,31],compromis:[5,28],compulsori:[20,27],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,20,21,22,23,24,26,27,28,29,30,31],computation:[0,3,6,9,13,24,27,31],computationalscienceuio:27,computerlab:22,con:[],concat:27,concaten:[2,4,6,14],concav:[1,9,13,28,31],concentr:[0,10,28],concept:[0,2,20,27,28],conceptu:[12,13,31],concern:[0,1,4,7,27,31],concic:27,conclud:[0,5,13,29,30],conclus:1,cond:[2,3,4,14],conda:[0,1,15,20,22,27],condis:28,condit:[0,2,4,5,6,8,9,11,13,24,27,28],conduct:[20,27],condwav:2,coneqp:[],confid:[0,5,6,7,8,18,22,27,28,29,31],config:[3,4,14],config_pb2:[],configur:3,confirm:[5,12,29,30],confus:[5,6,7,10,21,28,29,30],confusion_matrix:9,congruenti:24,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,21,27,28,31],consequ:[5,6,8,10,12,13,28,29,30,31],conserv:[5,14,28],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,19,21,22,24,27,28,29,30,31],consider:[0,1,5,13,27,28,29,30,31],consist:[0,1,2,3,4,6,12,13,19,22,24,28,30,31],constant:[0,2,3,4,5,6,8,12,13,14,24,27,28,29,30,31],constitu:[0,27],constitut:[2,6,30,31],constrain:[1,3,5,7,11,29,31],constraint:[5,6,8,13,17,28,29,30],construct:[0,1,2,3,5,6,7,8,9,10,11,21,24,27,28,29,30,31],contact:[0,27],contain:[0,2,3,4,5,6,7,8,9,11,12,13,14,17,19,21,22,24,26,27,28,29,30,31],contemporari:27,content:[1,20,21,27],context:[6,10,13,22,30,31],contigu:21,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,18,21,22,24,27,28,29,30,31],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,24,27,28,29],contributor:[0,22,27],control:[0,1,3,9,13,15,20,27],control_flow:[3,4,14],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],conv_general_dilated_patch:[3,4,14],convei:27,conveni:[0,5,6,12,13,21,22,27,29,30,31],convent:[12,28],converg:[1,2,4,5,6,7,8,11,13,14,28,29,31],convergencewarn:[1,6,7,8,11,31],convert:[0,1,3,4,5,9,11,13,14,21,27,28],convert_phas:[3,4,14],converter_error_data_pb2:[3,4,14],converttomatrix:4,convex:[4,5,7,28],convinc:[13,31],convolut:[1,4,20,27],cool:[4,9],coolwarm:[6,22],coordin:[5,12,14,28,29],coorel:[0,28],copi:[0,1,2,14,28],copyright:[3,4,14,30],core:[2,3,4,10,13,14,27],corel:27,coronari:[7,31],corr:[0,5,7,11,28,31],correalt:[11,20],correct:[0,1,2,3,4,5,7,13,21,24,27,28,29,30],correctli:[1,2,6,7,10],correl:[0,1,3,5,6,7,10,12,13,20,24,27,29,30],correlation_matrix:[0,5,7,11,28,31],correspond:[0,3,5,6,8,9,11,12,15,16,17,20,21,22,24,27,28,29,30],cortex:12,cosin:[3,6,30],cost:[0,2,3,5,6,7,8,9,12,13,16,17,19,22,27],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:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,21,22,24,27,28,29,30,31],coulomb:[0,27],count:[0,9,23,24,25,27],countor:13,coupl:[4,5,6,29,30],cours:[0,1,3,5,11,22,23,25,28,30],courvil:[23,26,27,28],cout:[],cov:[5,6,11,21,24,27,28,29,30],cov_xi:[5,11,28],cov_xx:[5,11,28],cov_yi:[5,11,28],covari:[0,7,20,21,27,29,31],covariance_matrix:[5,11,14,28],cover:[0,5,17,20,25,26,28,29],covert:[0,27],covxi:24,covxx:24,covxz:24,covyi:24,covyz:24,covzz:24,cpj4mh7m9no:[],cpu:[1,3,4,14],cpu_feature_guard:[],craft:3,crawford:27,creat:[1,2,3,4,5,6,9,10,11,12,13,20,22,27,29,31],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,28],credit:[0,7,25,27,31],crim:[0,28],crime:[0,28],criteria:[0,4,9,10,14,24,27],criterion:[9,10,13,31],critic:[6,22,27,28,29],critiqu:22,cross:[0,1,3,7,9,10,13,20,24,27,28,29],cross_entropi:4,cross_val_scor:[6,30,31],cross_valid:[7,10,31],crossvalid:[6,30],crucial:[1,24],cs231:3,cs:[23,25],csr_matrix:[21,27],cstdlib:[],csv:[0,4,6,7,9,27,30,31],ctnk:1,ctx:[],cubic:0,cumbersom:[5,29,30],cumsum:[10,11,27],cumul:[7,10,24],cumulative_heads_ratio:10,cup:[5,29,30],current:[1,2,3,4,6,13,14,22,26,31],curs:[0,28],curv:[6,7,10,12,22,31],curvatur:[13,31],custom:[6,14,22],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10,30,31],cvxbook:[13,31],cvxopt:[5,8,28],cyber:[],cycl:[1,3,4,12,14],cyclotron:[28,29],d1:[],d2:[],d2_g_t:2,d3:[],d670a873ab0c:[],d985fb40c43d:[],d:[1,2,3,4,5,6,7,8,9,10,11,13,14,21,24,25,27,28,29,30,31],d_f:[13,31],d_g_t:2,d_net_out:2,da:3,dagger:[5,21,28],dai:[1,9,20],dalen:[],damp:3,daniel:[25,27],darget:9,darkr:24,dat:[0,27],dat_id:[0,6,7,9,27,28,30,31],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,18,19,21,26,30],data_handl:[],data_id:[0,6,7,9,27,28,30,31],data_indic:1,data_modul:28,data_panda:27,data_path:[0,6,7,9,27,28,30,31],data_url:28,databas:1,databookuw:[],datafil:[0,6,7,9,22,27,28,30,31],datafram:[0,4,5,7,9,11,27,28,31],datapoint:[1,5,6,7,11,13,28,30,31],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,19,22,27,28,30,31],datatyp:4,date:[15,16,17,18,19,22,27,28,29,30,31],daughter:10,david:26,davison:30,dbh:1,dbo:1,dcomposit:21,ddot:2,dead:1,deadlin:[16,17,18,19,23],deal:[0,1,3,5,6,8,11,13,14,17,18,21,22,24,27,28,29,30,31],dealt:0,debt:[7,31],debug:[0,5,6,29,30,31],decad:[0,3,27],decai:[0,13,24,27],decemb:[23,25,27],decent:10,decid:[0,2,3,5,6,9,22,29,30,31],decim:[0,27],decis:[0,1,8,11,20,26,27],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,21,27],decompos:[5,6,21,28],decomposit:[0,6,12,22,27,29],decompost:[5,28],deconvolut:3,decor:[0,27],decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13,29,30,31],deduc:[0,27],deep:[3,7,12,13,20,23,26,27,28],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,20,27],deeper:[0,3,4,27],deeplearningbook:26,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,22,24,27,28,29,30,31],def_covari:24,def_funct:[],default_tim:4,defect:[5,28],defici:[5,28],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,28,29,30,31],definit:[1,2,5,6,7,8,10,11,12,13,17,21,24,28,29,30,31],defint:24,defun:[],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,19,22,24,27,29,30,31],del:1,delet:6,delimit:4,deliv:[23,27],delta:[0,2,3,6,8,12,13,14,27],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,21],delta_h:[0,1,27],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,27],delug:20,delv:[0,27],demand:[13,31],demonstr:[0,3,5,6,7,11,12,20,27,28,29,30,31],den:4,denomin:[1,5,29,30],denot:[1,2,6,7,13,24,31],dens:[1,3,4],dense_1:[],densiti:[0,2,6,24,27,30],depart:[25,27,28,29,30,31],depend:[0,1,2,4,5,6,7,8,11,12,13,15,20,21,22,24,27,28,29,30,31],depict:24,deploy:[0,15,20,22,27],deprec:[2,6,13,22,27,28],deprecate_nonkeyword_argu:[0,27],depth:[0,3,9,10,21,30],deriv:[0,1,2,6,7,8,10,11,13,16,17,19,20,22,27],derivati:13,derivative_fn:13,descend:[5,9,11,28,29],descent:[0,1,3,7,8,12,27,28],descr:28,describ:[0,2,4,5,6,8,10,11,12,13,18,21,22,27,29,30],descript:[0,8,9,27],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,18,19,22,27,29,30,31],designmatrix:[0,27],desir:[0,2,4,5,13,14,27,28,31],despit:[1,12],destroi:21,det:[5,21,28],detail:[0,6,11,13,14,21,22,28,31],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,21,24,27,28,29,30,31],determinist:[7,13,24,31],dev:1,develop:[0,3,5,8,10,11,12,20,21,22,27,28,29,30],deviat:[0,1,2,4,5,6,19,22,24,27,28,29,30],device_nam:[],devicearrai:[3,4,14],devis:12,df1:27,df:[4,8,11,13,27],di:[0,28],diag:[5,8,28,29],diagnost:[1,10],diagon:[0,5,7,13,18,21,22,24,27,28,29,31],diagonaliz:[5,28],diagram:10,diagsvd:6,dice:[6,24,30],dict:[6,8,31],dict_kei:28,dictionari:[0,28],did:[0,1,5,6,7,10,11,14,22,27,29,30,31],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,20,21,22,24,26,27,28,29,30,31],differenti:[0,3,16,20,21,27,28,31],differential_oper:[2,13],difficult:[0,1,6,10,13,22,24,27,30],difficulti:[0,1,13,27,31],diffonedim:2,digit:[0,1,3,4,6,22,23,25,27],dilemma:13,dilut:1,dim:[4,11,14,21],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,21,27,28,29],dimension:[0,4,5,6,9,11,13,14,19,20,21,27,29,30,31],dimensionless:[0,3,27],diment:21,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,27,28,31],directli:[1,4,5,6,24,28],directori:9,disabl:[3,4,14],disadvantag:[0,27],disappear:[3,6,30],disc_loss:4,disc_tap:4,discard:[6,11,30,31],disciplin:[0,3,12,27],disclaim:24,discord:27,discourag:[13,28,31],discov:[0,27],discover:[5,29],discret:[1,3,5,7,13,29,30,31],discrimin:[4,7,10,11,31],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,26,27,28,29,30],diseas:[7,31],disguis:[6,28,29,30],disord:[1,7,31],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,22,24,27,28,30,31],displaystyl:[0,5,17,27,28,29],displot:28,disregard:[0,27],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,24,28],distance_list:9,distinct:[3,7,8,9,10,14,31],distinctli:8,distinguish:[0,4,7,8,24,27,31],distplot:[0,28],distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,20,21,22,27,28,31],distrubut:[0,15,20,22,27],div:[],dive:[0,8,21,27],diverg:[1,13,31],divid:[0,1,3,5,6,7,8,9,11,12,24,27,28,29,30,31],divis:[6,8,9,13,21,24,30,31],dna:[7,31],dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,27],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,27],doamin:[29,30],doc:[0,6,17,19,20,22,23,25,26,27,28,31],document:[4,7,11,13,28,31],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,21,22,24,27,30,31],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13,22,29,30,31],domin:[0,27],don:[0,1,3,5,6,8,11,13,15,20,22,27,28],done:[0,2,3,4,5,6,9,10,11,13,17,21,22,27,28,29,30,31],dot:[0,2,3,5,6,7,8,9,10,11,12,13,21,22,24,27,28,29,30,31],doubl:[3,4,21,27],doubli:1,down:[0,3,6,9,11,12,13,27,31],download:[0,1,3,5,6,21,22,26,27],downsampl:3,dozen:1,dq:[6,30],drag:13,dramat:11,drastic:4,draw:[4,6,10,13,30,31],drawback:[0,1,3,13,28,31],drawn:[1,4,6,7,11,24,27,30,31],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,24,27,28,29,30],dropna:[0,6,27,30],dropout:4,ds:[],dt:[2,3,13,24],dtype:[0,1,2,3,4,14,21,27,28],dualiti:6,dub:[0,27],due:[1,2,5,6,8,10,12,13,25,27,28,30,31],dummi:[0,28],dure:[0,1,3,4,8,9,11,17,20,22,27,30],dwell:[0,28],dwh:1,dwo:1,dx:[2,3,8,24],dx_1:24,dx_1p:[6,30],dx_2p:[6,30],dx_mp:[6,30],dx_n:24,dxp:[6,30],dy:[1,8,24],dynam:4,dysth:[],dz:8,e7cu:[],e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,24,25,27,28,29,30,31],e_:[0,2,27],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,21,23,24,25,27,28,29,30],eager:30,eapprox:[0,27],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,27,28,31],earthexplor:[6,22],eas:[6,9,14,30],easi:[0,5,6,7,8,9,10,11,12,13,18,20,21,27,28,29,30,31],easier:[5,6,8,9,13,24,27,28,30],easiest:[13,31],easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,22,27,28,29,30,31],eastern:[25,27],ebind:[0,27],eblock:9,econometr:27,economi:5,ecosystem:[20,27],ect:23,edg:3,edgecolor:[6,30],edu:[13,28,31],educ:[0,22,27,28,31],eface79dac2c:[],eff:24,effect:[1,4,10,13,24],effic:1,effici:[0,3,10,13,20,21,24,27,31],efron:[6,30],egrad:13,eig:[5,11,13,21,24,27,28,31],eigen:24,eigenpair:[5,11,28],eigenvalu:[0,5,8,11,13,21,27,28,29,31],eigenvector:[5,11,13,17,28,29],eight:[21,27],eigval:[21,24,27],eigvalu:[11,13,31],eigvec:[21,24,27],eigvector:[11,13,31],eispack:[21,27],either:[1,5,6,7,8,9,10,11,13,15,16,22,24,27,28,29,30,31],ekstrom:[],elabor:24,elarn:3,electr:[0,3,12,27],electron:27,electur:[],eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,20,21,22,23,26,28,29,30,31],elementari:[10,13,21],elementwis:[3,13],elementwise_grad:[2,13],elessar:27,elif:[2,14],elim:21,elimin:[3,8],els:[1,2,3,4,7,9,12,13,21,31],elu:1,elus:[0,27],email:[23,25,27],embed:[0,11,28],embodi:[6,19,22,30],emit:24,emner:26,emphas:[0,10,20,27],emphasi:[0,20,26,27],empir:[1,11,24],emploi:[0,1,5,6,11,13,22,24,27,28,29,30,31],employ:[0,27,28],empti:[6,10,30],emul:12,en:[20,26],enabl:11,enable_check:[3,4,14],enbodi:[6,30],encapsul:[3,4,14],encod:[0,3,5,9,11,14,17,27,28,29],encompass:[0,22,24,27],encount:[0,1,5,6,7,13,24,27,28,30,31],encourag:22,end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,22,24,25,27,28,29,30,31],end_box:[2,13],end_nod:[2,13],end_valu:[2,13],endl:[],endpoint:[3,6],energi:[0,4,6,28,30],enet_coordinate_desc:6,enforc:12,eng:26,engin:[0,1,3,4,20,27],english:22,enorm:3,enough:[0,6,13,27,30,31],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,24,28,29,30,31],ensure_initi:[],entail:27,enter:[5,6,17,28,29],enthought:[0,15,20,22,27],entir:[1,3,7,9,20,24,27,31],entiti:[9,12,21,27],entri:[0,5,8,11,12,21,27,28,29,30],entropi:[1,3,7,10,13,27],enumer:[0,1,2,3,4,6,8,27,28,29],env:[0,1,2,3,4,6,7,8,11,13,14,24,27,28,29,31],environ:[2,20,22],eo:[0,6,27,30],eol:[0,27],eosfit:[0,27],epoch:[0,1,3,4,12,13,27],epsilon:[0,5,6,7,13,19,22,27,28,29,30,31],epsilon_0:[0,27],epsilon_1:[0,27],epsilon_2:[0,27],epsilon_:[0,27],epsilon_i:[0,27,28],eq:[3,13,14,21,24,31],eqnarrai:[3,5,6,29,30],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,21,22,24,27,28,29,30,31],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18,19,21,22,24,30],equilibrium:[2,12],equiv:[3,13,21,24,31],equival:[0,1,5,7,8,11,13,20,21,27,28,29,30],erf:24,eriador:27,eridg:27,err:[0,10],err_:[6,30],err_sqr:2,errat:[13,31],errno:9,erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,20,21,22,24,29,31],error_estimate_corr_tim:24,error_handl:[],error_hidden:1,error_output:1,escap:[13,31],especi:[1,3,9,12,13,22],essenti:[0,5,6,9,10,12,14,22,24,28],establish:[0,6,10,11,15,22,27],estim:[0,1,5,6,7,10,11,13,20,24,27,28,31],estimated_mse_fold:[6,30,31],estimated_mse_kfold:[6,30,31],estimated_mse_sklearn:[6,30,31],et:[0,2,4,15,16,17,26,27,28,29,30,31],eta0:[8,13,31],eta:[0,1,3,8,12,13,27,31],eta_:13,eta_t:13,eta_v:[0,1,3,27],etc:[0,1,3,5,7,8,9,11,12,13,14,15,20,21,22,24,28,31],ethic:[20,27,28],etsim:30,euclidean:[0,14,28],evalu:[0,2,3,4,5,6,9,13,22,24,27,28,29,30,31],evaluationform:22,evaluationgrad:22,evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,20,21,24,27,28,29,30,31],evenli:4,event:[3,4,5,7,10,14,24,29,30,31],eventu:[0,5,6,11,12,13,22,25,28,29,30,31],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,20,24,25,27,28,29,30,31],everyth:[4,12],everywher:[4,13,31],evolv:[0,27],exact:[0,2,5,11,12,13,21,24,27,28],exactli:[0,3,4,6,12,20,22,28,30],exam:27,examin:[6,30],exampl:[5,11,12,13,15,16,19,20,21,22,24,26],exce:[1,12,13],excel:[0,1,4,5,10,27,28],except:[3,4,6,8,9,14,21],excess:[0,27],excit:[0,27],exclud:[1,6,12,22,28,29,30,31],exclus:[0,1,3,6,24,27,30,31],execut:[2,5,13,28],executing_eagerli:[],exemplifi:13,exercic:[25,27],exercis:[5,20,22,23,25,29,31],exercisesweek35:17,exhaust:[6,30,31],exhibit:[0,5,6,8,27,28,30],exist:[0,1,2,3,5,6,7,8,9,13,18,21,22,27,28,29,30,31],exit:[5,21,28],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,22,24,27,28,29,30,31],exp_term:1,expand:[5,7,11,13,28,31],expans:[0,3,5,8,10,12,13,27,28,31],expect:[0,1,5,6,7,11,12,13,15,16,19,20,22,27,28,31],expectation_value_of_h_wrt_p:24,expens:[6,10,13,31],experi:[0,1,6,8,13,20,22,27,28,30,31],experiment:[0,3,4,6,9,14,24,27,30],experimental_get_tracing_count:[],expert:[1,9],explain:[0,6,9,10,11,13,19,22,27,31],explained_variance_ratio_:11,explanatori:[0,27],explicit:[0,3,6,13,21,22,27,28,29],explicitli:[0,4,27],explod:1,exploit:[0,3,12,13,27],explor:[1,4,6,8,13,20,22,31],expon:1,exponenti:[0,1,5,6,10,13,22,24,27,29,30,31],export_graphviz:9,export_text:9,exporttext:9,expos:[20,27],express:[0,2,3,5,6,7,10,12,13,16,21,22,24,29,30],exptmean:24,exptvari:24,extend:[0,2,7,11,13,17,20,27],extens:[0,12,15,20,27],extent:[0,1,6,26,27,30],extern:[3,6,9],extra:[1,3,5,25,27,28],extract:[0,3,5,6,7,8,11,13,21,27,28,31],extrapol:[0,27],extrem:[0,1,4,5,6,7,8,9,13,16,21,28,29,30,31],extremum:[13,31],extrins:11,ey:[0,5,6,13,14,21,27,29,30,31],f11:[0,27],f12:[0,27],f13:[0,27],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:[0,13,27],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,19,21,24,25,27,28,29,30,31],f_0:[3,10],f_1:[10,13,31],f_2:[12,13,31],f_3:12,f_:10,f_d:24,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16,30],f_m:[3,10],f_n:3,f_raw:2,f_vec:2,f_wrap:2,face:[13,31],facecolor:[6,8,24,30],facil:[0,15,20,27,30,31],facilit:12,fact:[0,1,3,5,9,11,12,13,27,28,29,30,31],factor:[0,1,3,5,6,9,10,11,13,21,24,27,28,29,30],factori:13,fade:6,fafab0:[9,10],fahimeh:[25,27],fail:[0,6,7,8,11,13,25,27,30,31],failur:[7,31],fairli:[1,2,24],fake:4,fake_loss:4,fake_output:4,fall:[8,9,23],fals:[0,1,2,3,4,5,6,7,9,10,14,21,22,27,28,29,30,31],famili:[0,7,8,24,31],familiar:[0,3,5,6,8,15,20,21,22,24,27,29,30],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,27,28,31],fashion:[0,9,10,27],fast:[1,3,6,10,12,13,20,24,27,30,31],faster:[1,11,13],fastest:[13,21,31],favor:[7,31],favorit:24,fc:3,fdf8a5d7c717:[],fdfcc778e1f8:[],fe5b9d300cc0:[],featur:[0,1,3,5,6,7,8,10,11,12,13,18,20,22,24,27,29,30,31],feature_nam:[0,1,7,9,28,31],feautur:9,fed:1,feed:[0,2,3,11,20,27],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,27],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,20,22,25,27,29],feet:[0,28],fei:27,felt:22,fetch:[6,22,28],fetch_california_h:28,fetch_openml:28,few:[1,3,4,5,9,24,27],fewer:[0,9,11,27],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:[0,3,6,12,20,27],fifth:[0,6,15,16,22,27],fig:[0,1,2,3,4,6,7,12,13,14,22,27,31],fig_id:[0,6,7,9,27,28,30,31],figaxi:24,figsiz:[0,1,2,3,4,6,7,8,9,10,27,28,30,31],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,20,22,27,28,29,30,31],figure_id:[0,6,7,9,27,28,30,31],figurefil:[0,6,7,9,27,28,30,31],file:[0,2,3,4,5,6,7,9,13,14,22,27,28,29,30,31],file_prefix:4,filenam:[27,28],filenotfounderror:9,fileout:[],filepath_or_buff:[0,27],fill:[5,9,28],filter:[3,4],filtered_flat_arg:[],filtered_tb:[],financ:[0,27],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,20,22,24,27,28,29,31],find_top_boxed_arg:[],fine:[0,14,15,27],finish:2,finit:[3,5,6,12,13,17,24,28,29,30],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,21,22,24,25,26,30],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,22,24,28,30,31],fit_beta:[6,28,29],fit_intercept:[0,5,6,28,29,30],fit_mod:9,fit_transform:[0,6,8,9,11,30,31],fiti:[0,27],five:[0,9,17,22,27,28,31],fix:[0,3,4,6,10,11,12,13,22,27,30,31],fixedformatt:6,fixedloc:6,fkkt:[],flag:4,flake8:[3,4,14],flat:[12,13,31],flatbuff:[],flatten:[1,3,4,5,21],flexibl:[1,6,8,10,12,27,28,30],flip:[25,27],float32:[4,9],float64:[4,21,27,28],flop:[5,21,28],flow:[1,4,12],fluctuat:[5,29],fly:11,flyvbjerg:[],fm:[0,27],fma:[],fmax:3,fmesh:13,fn:7,focu:[0,3,4,5,6,15,20,26,27,28,29,30],focus:[1,6,7,21,28,29,31],fold:[6,9,22],folder:[0,1,4,6,13,22,27,30],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31],font:[0,7,24,27,31],fontdict:24,fontsiz:[1,6,8,9,10,24],fontweight:1,footprint:3,foral:[8,28],forc:[0,5,6,10,11,27,28,29,31],forcast:4,forecast:[4,12],forelesningsvideo:[],forest:[0,1,9,20,27],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,20,21,22,24,27,28,29,30,31],formal:[3,4,14,24],format:[0,1,2,3,4,6,7,8,9,10,11,20,24,26,28,29,30,31],format_data:4,formatstrformatt:[6,13,22,31],formul:[4,6,11,14],formula:[3,13,24,31],forth:[4,12],fortran2003:[20,27],fortran2008:22,fortran90:24,fortran:[0,15,20,21,27],fortun:[0,11,28],forward:[0,3,6,20,21,27,30],forward_backward:[],forward_compatibility_horizon:[3,4,14],found:[1,2,4,5,6,12,13,19,22,27,28,29,30],foundat:[20,27],four:[4,5,6,8,12,21,22,23,25,27,29],fourier:[0,27],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,27,28],fp:7,fr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,24,27,28,29,30,31],fractal:9,fraction:9,frame:[7,27,31],framework:[1,8,10,24],frank:[5,11],frankefunct:[5,6,11,22,28],fredli:[25,27],free:[0,6,11,13,15,16,20,21,22,24,25,26,27],freecodecamp:20,freedom:[5,29],freeli:[0,22,27],frequenc:[3,6,7,24,30,31],frequent:[0,8,9,13,27,31],frequentist:20,fresh:10,frida:[],fridai:[16,25,27],friedman:[6,18,22,23,26,27,28],friendli:4,frodo:27,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,20,21,22,24,25,26,27],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,27,28,29],fstream:[],fulfil:[2,5,12,28],full:[0,1,3,5,7,9,10,13,24,27,28,31],full_matric:[5,28],fulli:[3,6,12,23,24,30,31],fun:[2,13,20,27],fun_nam:2,func:[0,2,27,28],functionali:11,functool:[3,4,14],fundament:[0,6,20,27,30],funtion:2,further:[2,7,9,27],furthermor:[0,3,5,6,7,11,12,13,17,20,22,27,28,29,30,31],futur:[0,4,8,9,27,28],futurewarn:[0,27,28],fx:[],fy:[15,22,23,25,26,27],fys4155:22,fys5419:[26,27],fys5429:[26,27],g0:2,g42mrgv128v34gnnhxwk9nrc0000gp:[],g:[0,1,2,3,4,6,8,9,10,11,13,14,24,27,29,30,31],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:[1,5,7,9,10,13,28,29,30],galleri:[0,27],game:4,gamge:27,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,27,31],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,27],gamma_i:[0,8,24,27],gamma_j:13,gamma_k:[13,31],gamma_m:10,gamma_x:[0,27],gap:[6,8],gate:[4,12],gather:[0,1,12,28],gaug:12,gaussbacksub:21,gaussian:[4,5,6,8,14,24,29,30],gaussian_point:14,gaussian_rbf:8,gave:13,gbc:[23,27],gca:[2,6,8,13,22],gd:[1,31],gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,24,28,31],gemv:[],gen:[],gen_loss:4,gen_tap:4,gender:[0,27],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,19,21,22,24,26,28,29,30,31],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:20,geodes:11,geometr:[0,13,27],geometri:[5,29,30],georg:26,geotif:[6,22],geq:[2,5,8,9,13,28,29,31],geron:[0,15,23,26,27],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,20,21,22,24,25,27,28,29,30,31],get_dummi:9,get_loc:[],get_next_color:[],get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,getsolutionslic:[],getval:2,gg:[],gibb:[20,27],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,20,27],giter:13,github:[0,3,4,6,14,15,17,19,20,22,23,25,26,27,28,31],gitlab:[0,15,20,22,27],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,20,22,24,27,28,29,30,31],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,24,27,28,29,30,31],global:[6,7,13,22,31],glorot:1,gmail:[],gnew:13,go:[0,1,3,5,6,8,9,11,12,13,22,27,28,29,30,31],goal:[0,7,9,27,31],goe:[0,1,2,5,6,13,14,18,21,27,28,29,30,31],golden:13,gone:[5,28,29],gong:1,good:[1,3,4,5,6,9,10,11,13,17,20,24,26,28,29,30,31],goodfellow:[4,23,26,27,28,29,31],googl:[1,3,4,14,20,27],got:[1,6,22],gov:[6,22],gp:26,gpu:[1,13,20,27],grad:[2,13],grad_analyt:13,grade:23,gradient:[0,3,4,7,8,9,12,20,27,28],gradient_desc:[],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6,22],graph:[1,9,11,12,13,31],graph_debug_info_pb2:[],graph_from_dot_data:9,graph_funct:[],graphic:[0,1,9,27],grasp:[0,27],gray_r:[1,3],grayscal:3,great:[5,13,31],greater:[1,7,24,31],greatli:13,greedi:[9,31],green:[0,3,9,24],grei:4,grid:[1,3,6,7,8,12,24,28,29,30],gridsearch:31,gridsearchcv:31,grossli:[13,31],ground:[0,27],group:[0,6,7,9,14,20,22,23,25,27,30],groupbi:[0,27],grow:[1,3,9,10],growth:[0,27],gru:4,guarante:[0,4,13,24,27,28,31],guess:[1,4,10,13,14,31],guestrin:10,guid:1,guilherm:[],h1:2,h21:[],h:[0,1,5,6,8,13,16,18,22,24,25,26,27,28,31],h_1:[2,13,31],h_2:[2,13,31],h_:[0,13,27,31],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,22,24,27,28,29,30,31],haa:[25,27],habit:[0,28],had:[0,1,6,7,13,27,30,31],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,20,21,22,23,24,25,26,27,28,29,30,31],handi:[3,22],handl:[0,1,2,5,9,11,20,29],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5,27],handwrittennot:[19,27,31],happen:[1,2,3,4,5,6,10,13,24,28],hard:[1,7,8,10,13,31],hardcopi:[20,27],harder:[0,1,28],harmon:3,hasn:1,hassl:[0,15,20,27],hast:[20,27],hasti:[0,6,15,16,17,18,22,23,26,27,28,29,30,31],hat:[0,1,5,6,7,9,10,11,12,13,17,18,21,22,28,29,30],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24,25,28,29,30,31],haven:1,hdtta7prrfi:[],he:[7,31],head:[0,4,10,24,28],header:[0,27,28],heads_proba:10,health:[0,28],hear:[0,13,27],heart:[0,7,27,31],heatmap:[0,1,3,7,27,28,31],heavili:[0,27],heavisid:1,height:[1,3,6,28,29],held:13,help:[0,1,4,12,13,16,22,27],helper:[4,14],henc:[0,5,6,8,9,10,12,13,18,22,27,28,29,30,31],henrik:[25,27],her:[7,31],here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,27,28,29,30,31],hereaft:[0,8,12,27],hermitian:21,hessenberg:21,hessian:[0,2,5,13,16,29],heterogen:[9,10],hfft:[3,4,14],hi:[7,31],hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,27],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,28,29],high:[0,1,2,3,4,5,6,9,10,11,13,14,20,21,22,27,28,30,31],higher:[0,1,3,5,6,8,13,22,27,28,29,30,31],highest:[1,2],highli:[0,3,4,10,18,20,21,26,27,28,29,30],highwai:[0,28],hing:8,hint:[13,16,28,31],hip:20,hire:[0,27],hist:[4,6,7,24,30,31],histogram:[0,6,7,24,28,31],histor:[7,11,31],histori:[3,4,12],histplot:28,hit:[],hitherto:[5,29],hjorth:[25,27,28,29,30,31],hm6ay5ds6o0:[],hobbi:24,hoc:[5,28],hoff:26,hold:[1,3,6,13,14,30,31],holder:[0,27],holomorphic_grad:[2,13],home:[0,28],homepag:[22,27],homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,24,27],horizont:11,hors:[3,7,31],hot:[1,9],hour:[1,20,23,24,25,27,30],house_pric:28,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,21,22,24,27,28,29,30],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,22,24,27,28,29,30,31],hs:[],hspace:[0,4,8,10,24,27],hstack:[1,28],htf:[23,27],html:[0,7,11,17,19,20,22,23,25,26,27,28,31],http:[0,3,4,6,7,11,13,14,17,19,20,21,22,23,25,26,27,28,29,31],huang:[0,27],huber:[0,27],huge:[1,3,4,20],human:[0,1,3,6,9,12,27,28,29],humid:9,hundr:1,hungri:1,hybrid:23,hydrogen:[0,27],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,27,28,29,30,31],hyperplan:11,i0:[0,27],i1:[0,6,8,12,27,28,29,30],i2:[0,8,12,27],i3:[0,12,27],i5:[0,27],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,25,27,28,29,30,31],i_1:[5,6,29,30],i_2:[5,6,29,30],i_:[13,31],ian:26,ic:1,id:[7,13,31],ida:[25,27],idea:[0,1,2,3,4,6,9,10,12,13,21,22,27,28,29,30,31],ideal:[0,2,6,8,13,24,27,28,30],idem:[6,30],ident:[5,6,12,13,17,21,22,28],identical:[29,30],identifi:[0,1,7,9,11,12,13,14,27,28,31],idum:[],ieor:24,ifft2:[3,4,14],ifft:[3,4,14],ifftn:[3,4,14],ifftshift:[3,4,14],ifi:26,ifs:[20,27],ignor:[0,1,3,9,28],ihfft:[3,4,14],ii:[21,24],iii:[21,27],ij:[0,1,3,6,8,12,14,16,18,21,22,24,27,28,29,30],ik:[0,21,27,28],illustr:[5,7,10,12,13,14,20,27,30,31],im:6,imag:[1,3,4,6,9,11,12,14,26,27],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,27,28,30,31],image_width:3,imageio:[6,22],imagenet:27,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,20,27],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,22,24,27,28,29,30,31],impli:[3,5,6,7,13,21,28,29,30,31],implicit:3,implicitli:[11,24],importantli:3,importerror:[3,4,14],impos:[0,6,11,12,27],imposs:[0,5,27,28],impress:[0,12,27],improv:[0,4,5,9,10,11,13,22,28],impur:9,imread:[6,22],imshow:[1,3,4,6,22],in1:[],in2:[],in3050:[26,27],in3310:27,in4080:[26,27],in4300:[26,27],in4310:26,in5400:3,in5550:26,in_out_neuron:4,inaccur:[13,31],inacio:[],inact:12,inadequ:[0,27],inch:[6,28,29],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,19,20,22,24,25,26,27,28,29,30],include_bia:[6,9,30],inclus:17,incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,22,24,27,28,29,30,31],increasingli:24,ind:6,inde:[0,2,4,5,6,13,27,28],indefinit:4,indent:[],indentationerror:[],independ:[0,5,6,7,8,12,13,24,27,28,31],index:[0,1,3,4,10,14,20,21,24,26,27,28],index_col:[0,27],index_of:[],indic:[0,1,3,4,5,6,9,10,11,13,16,22,27,28],indispens:[6,30],individu:[1,6,7,10,12,24,27,28,30,31],indu:[0,28],indx1:2,indx2:2,indx3:2,indx:21,ineffici:[3,13],inequ:[8,13],inequaltii:31,inertia:13,inf1000:[20,27],inf1100:[20,27],inf1100l:[20,27],inf1110:[20,27],inf3000:27,inf4490:[],inf5860:[],infeas:9,infer:[0,1,4,6,26,27,30],infer_nrow:[0,27],inferenc:1,infil:[0,6,7,9,27,30,31],infin:[5,6,7,11,18,28,29,30,31],infinit:3,infinitesim:24,influenc:[6,10,30,31],influenti:1,info:27,inform:[0,1,3,4,6,9,11,12,13,14,21,22,26,27,30,31],infti:[3,6,13,24,30,31],ingeni:[13,31],ingrad:2,ingredi:[0,9,27],ingular:[],inher:[6,30],inherit:[21,27],initi:[0,1,2,3,4,6,10,13,14,21,24,27,30,31],initial_epoch:[],initialis:[],initialize_root:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,30,31],inner:[0,13,28],innov:[],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,22,24,27,28,29,30,31],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,28],insert:[3,5,6,8,10,24,28,29,30],insid:[0,4,7,28,31],insight:[0,1,5,20,27,28,29,30],insist:[6,13,28,29],inspect:31,inspir:[0,1,12,27],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,27,28,30,31],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,21,22,24,27,28,30,31],institut:1,instruct:[0,1,15,16,27],int32:10,int64:28,int64index:27,int_0:24,int_:[3,6,24,30],int_a:24,intak:[0,28],integ:[1,2,13,14,21,24,27],integer_vector:1,integr:[3,6,24,27,30],intellectu:27,intellig:[0,14,26,27],intend:[10,27],intens:1,intention:14,interact:[0,6,9,12,20,22,27],intercept:[0,6,8,11,13,16,22,27,29,30,31],intercept_:[0,6,8,9,13,27,28,29,30,31],interceptol:30,interceptridg:30,interchang:[5,12,21,29,30],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,20,22,24,27,28,29,30,31],interfac:[0,1,21,28],interior:[0,9,27],intermedi:[21,28],intern:[1,10,12],interpol:[1,3,4,6,12,22],interpr:[5,28,29],interpret:[0,1,3,4,6,9,10,12,13,14,17,19,21,22,24],interv:[0,3,5,6,7,13,18,22,24,27,28,29,31],intial:[13,31],intract:[0,4,28],intrins:[3,11,21,24,27],intro:[20,26,27],introduc:[0,1,5,6,8,10,12,17,21,22,24,27,30,31],introduct:[1,2,4,13,17,26,28,31],introductori:[0,4,21,26,27,28],intuit:[0,5,6,8,12,13,22,27,29,30],inv:[0,5,13,27,28,29,31],invalid:[1,8],invalu:[0,13,15,20,27,31],invari:1,invd:[5,29],inver:8,invers:[0,3,6,13,15,16,17,22,27,28,31],invers_period:[],inverse_transform:8,invert:[0,5,7,10,13,27,29,31],invh:13,invok:[0,8,28],involv:[0,2,6,7,11,12,28,30,31],io:[0,17,19,20,22,23,25,26,27,28],iomanip:[],iostream:[],ip:[0,8,24,27],ipca:11,ipykernel_10727:30,ipykernel_16145:[],ipykernel_16213:[],ipykernel_16261:[],ipykernel_16293:[],ipykernel_19350:[],ipykernel_20528:[],ipykernel_20604:22,ipykernel_20614:[],ipykernel_20669:[],ipykernel_20702:[],ipykernel_31560:[],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_7604:1,ipykernel_7650:6,ipykernel_7714:13,ipykernel_7740:[],ipykernel_7752:27,ipykernel_7768:[],ipykernel_9414:[],ipykernel_94478:[],ipykernel_94529:[],ipykernel_94582:[],ipykernel_96694:[],ipynb:[20,27],ipython:[0,5,7,9,11,14,15,20,22,27,28,31],iq:[6,30],irfft2:[3,4,14],irfft:[3,4,14],irfftn:[3,4,14],iri:[8,9],irreduc:[6,30],irrelev:[5,28],irrespect:[0,27],is_integ:[],isbox:[2,13],iscomplexobj:2,isinst:[],isn:[5,29,30],isnul:[0,28],isomap:11,isotop:[27,30,31],issu:[1,3,4,9,14,21,28,29],it_arrai:13,item:[0,13,27],items:[21,27],iter:[1,2,4,6,7,8,11,13,14,24,30,31],itr:[],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,20,21,22,24,27,29,30,31],itself:[5,6,12,19,22,24,28,29,30],ix:[],j1:21,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,18,19,21,22,24,26,27,28,29,30,31],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknavg:[],jackknif:[6,20,27,30],jackknstd:[],jackknvar:[],jackknvec:[],jacobian:[2,13,31],jacobian_shap:2,jakobsen:[25,27],jargon:[],jason:4,jax:[3,4,14,20,27],jaxlib:[3,4,14],jensen:[25,27,28,29,30,31],jerom:[18,22,26],jhfgq77fpq:[],ji:[12,21],jit:13,jj:[0,5,6,27,29,30],jk:[0,1,6,12,21,27],jl:[0,27],jm:21,jnp:[3,4,13,14],joao:[],joaogca:[],job:[2,8,10],join:[0,4,6,7,9,27,28,30,31],joint:[4,5,29,30],journal:[],judg:[13,31],judgement:[6,22],julia:[20,21,22],jump:[22,24],junk:4,jupit:27,jupyt:[0,15,19,20,22,26,27,30],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,24,27,28,29,30,31],justif:[0,27],justifi:[3,10],jy:[],jydg2xzka5:[],k0:[7,31],k1:[7,31],k:[0,1,3,5,6,7,8,9,10,11,12,13,14,20,21,22,24,25,27,28,29],kaggl:[6,22],kappa_d:24,karim:[],karl:[25,27],karlsen:[],karush:8,kate:27,katrin:[25,27],keep:[0,1,4,5,6,11,13,14,21,22,27,28,29,30,31],keepdim:[1,6,10,21,30],kei:[0,1,3,6,12,28],kept:[4,6,14,30],kera:[0,4,20,22,27],kernel:[0,1,3,20,27,28],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,27],kevin:[26,27],keyboardinterrupt:2,keyerror:[],keyword:[6,13,21,22,27],kfold:[6,30,31],kg:1,ki:21,kick:[1,13],kiener:2,kilomet:[6,28,29],kind:[0,2,3,4,8,12,13,14,27,28],kj:[6,12,21,28,29,30],kjm:[20,27],kkt:8,kktsolver:[],kl0m3:[],kl:24,km:[12,27],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,20,27,28,29,31],knowledg:[0,20,27],known:[1,3,4,5,6,7,8,9,12,21,22,24,26,28,29,30,31],kondev:[0,27],kp:24,kpca:11,kroneck:14,kuhn:8,kutz:[],kvalsund:[25,27],kwarg:[0,2,13,27],kwd:[0,27],kwown:[0,27],l0:[7,31],l1:[0,1,3,7,27,31],l1_l2:[1,3],l1regl:5,l1regls_mosek2:[],l1regls_mosek:[],l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,19,21,22,24,27,28,30,31],l_1:[7,31],l_2:[7,13,31],l_:21,l_j:12,la:13,la_i:12,la_k:12,lab:[20,22,27],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,20,21,22,24,27,28,29,30,31],label_prob:[],labelencod:[7,10,31],labels:[6,8,9],labels_shuffl:[0,1,28],laboratori:[23,28,29],lack:[0,27],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,18,22,24,27,28,29,30],lambda_0:11,lambda_1:[5,8,11,28],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,28],lamda:1,lamdbda:[],land:[0,8,28],landmark:8,landscap:[13,31],langl:[0,6,11,24,27,28],languag:[0,1,4,8,15,20,21,22,26,27],lapack:[21,27],laplac:[5,29,30],laptop:20,larg:[0,1,2,4,5,6,8,9,10,11,13,15,20,21,22,24,26,27,28,30,31],larger:[0,3,5,6,8,10,11,13,17,24,27,28,29,30,31],largest:[4,8,11],lasso:[0,7,20,27],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,17,18,21,22,24,25,27,29],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15,20,22,27,31],latest:[4,20],latest_checkpoint:4,latex:27,latter:[0,3,6,7,8,11,13,16,17,21,22,24,27,28,29,30,31],lattic:12,law:[0,27],lax:[3,4,14],layer:[0,4,13,14,27],lbfg:[7,9,10,11,31],lcc:[5,6,29,30],lda:11,ldot:[0,6,11,19,22,27,30,31],le:[5,7,10,13,17,24,28,29,31],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,21,24,27,28,29,30,31],leaf:9,leaki:1,leakyrelu:4,lear:[13,31],learn:[3,4,5,6,7,8,9,10,12,18,21,23,25,26],learnabl:3,learner:10,learnig:27,learning_r:[8,10],learning_rate_init:[0,1,27],learning_schedul:13,learnt:22,least:[0,2,7,8,10,11,15,16,17,19,20,21,24,30,31],leat:13,leav:[0,1,3,5,6,9,11,27,29,30,31],lectur:[0,1,5,10,11,12,13,15,17,20,21,22,23,25,26],lecturenot:[0,17,19,20,22,26,27],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:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,19,21,22,24,27,28,29,30,31],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,27,28,29,30,31],len:[0,1,2,3,4,5,6,8,9,10,11,12,21,27,28,29,30],len_index:[0,27],length:[0,1,2,3,4,8,9,13,16,20,27,28,31],length_of_sequ:4,leq:[0,5,7,8,13,14,17,24,27,28,29,31],less:[0,1,3,4,5,6,8,9,13,20,24,27,28,29,30,31],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,24,27,28,29,30,31],letter:[0,16,21,24,27,28],level:[0,1,5,6,9,20,21,22,23,25,27,28,30],li:[8,11,27],lib:[0,1,2,3,4,6,7,8,11,13,14,27,28,29,31],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,21,22,24,26,28,29,30,31],licens:[0,1,3,4,14,15,20,22,27,30],lie:[0,6,11,24,28,30],life:[0,1,8,12,27],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,20,21,22,24,27,28,29,30,31],likelihood:[0,1,5,9,27,28],lim_:24,lima:[25,27],limit:[0,5,6,7,8,11,12,21,22,27,28],lin_clf:8,lin_model:[0,28],lin_reg:9,linalg:[0,2,3,4,5,6,8,11,13,14,21,24,27,28,29,30,31],line1:8,line2:8,line2d:13,line3:8,line:[0,2,3,4,6,8,9,10,11,13,14,15,22,27,28,29,30,31],linear:[1,3,5,6,7,9,10,11,12,17,18,20,22,24,30],linear_model:[0,5,6,7,8,9,10,11,13,27,28,29,30,31],linear_regress:[6,30],linear_util:[3,4,14],linearli:[5,28],linearloc:[6,13,22,31],linearregress:[0,6,7,9,27,28,29,30,31],linearsvc:8,lineat:29,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10,22,30],link:[0,4,9,12,20,22,25,27],linlag:[5,29],linpack:[21,27],linreg:[0,27],linspac:[0,2,3,4,6,8,9,10,13,15,16,21,24,27,28,29,30],linu:4,linuek:[],linux:[0,1,15,20,22,27],liquid:[0,27],list:[0,1,2,3,4,9,20,22,27,28],listcomp:2,listedcolormap:[9,10],lite:[3,4,14],lite_const:[3,4,14],literatur:[1,7,14,26,30,31],littl:[1,3,9,12],live:8,ll:[0,24,27,28],llc:[3,4,14],lle:[0,28],lloyd:[4,14],lmb:[0,2,5,6,29,30,31],lmbd:[0,1,3,27],lmbd_val:[0,1,3,27],lmbda:[13,31],ln:[1,13,31],lo:[],load:[0,1,4,6,7,9,10,22,28,31],load_boston:[0,28],load_breast_canc:[1,7,9,10,11,31],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10,27,30,31],local:[0,1,2,3,7,12,13,27,28,31],locat:[2,3,8],lock:[],log10:[0,5,6,29,30,31],log1p:[],log:[0,1,2,3,4,5,6,7,9,10,11,13,14,21,22,27,28,29,30,31],log_:[0,27],log_clf:10,logarithm:[0,5,7,21,27,29,30,31],logbook:22,logic:[0,1,9,27],logist:[0,1,2,8,9,10,11,12,13,20,28],logistic_predict:[],logisticregress:[7,9,10,11,31],logit:[7,31],logreg:[7,9,10,11,31],logspac:[0,1,3,5,6,27,29,30,31],longer:[2,3,8,10,14,21,24,27],loocv:[6,30,31],look:[0,1,2,3,4,5,6,7,8,9,10,11,13,18,21,22,24,27,28,29,30,31],lookup:[3,4,14],loop:[1,4,6,10,12,14,20,21,27,30],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,21,22,27,29,30],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,28,30],low:[0,6,9,10,11,22,27,28,30],lower:[0,1,3,6,9,10,16,21,28],lowercas:[21,27],lowest:[9,13,24],lr:[1,3,4,10],lstat:[0,28],lstm:4,lstm_2layer:4,lstsq:[0,27,28],lt:[6,30],lu:[0,3,4,5,14,27,28],lubksb:21,luckili:2,ludcmp:21,lux:21,lvert:1,lw:[0,27],m:[0,1,2,3,5,6,8,9,10,11,12,13,21,23,24,25,26,27,28,29,30,31],m_1:14,m_:[9,12],m_h:[0,27],m_k:14,m_l:12,m_n:[0,27],m_p:[0,27],m_t:13,ma:11,mac:[3,4,14],machin:[1,3,4,5,6,7,9,10,11,12,14,15,21,23,26,28,29,30],machinelearn:[0,6,17,19,20,22,23,25,26,27,28,31],machinelearningmurphi:[],mackai:26,made:[0,1,3,4,5,6,7,9,11,12,18,22,27,28,31],mae:[0,27],magic:4,magnitud:[1,6,7,13,28,29,31],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,20,21,22,24,28,29,30,31],mail:[23,25],main:[0,1,3,4,5,6,7,9,21,22,26,27,28,31],mainli:[0,5,6,7,9,27,28,29,30,31],maintain:[6,28,30],major:[1,6,9,10,13,21,27,30,31],make:[1,2,3,4,5,6,7,8,11,12,13,20,21,22,24,26,29,30,31],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,28,30],make_vjp:[2,13],makedir:[0,6,7,9,27,28,30,31],makeplot:[0,27],malcondit:21,malign:[1,7,9,31],mammographi:[5,29,30],manag:[0,2,3,15,20,22,27],mandatori:[25,27],mani:[0,1,3,4,5,6,7,8,9,11,13,14,20,21,22,24,26,27,28,29,30,31],manifold:11,manner:3,manual:[6,28,29,31],map:[0,1,2,3,4,6,7,8,11,12,14,22,24,27,31],margin:[0,5,8,27],mari:[],marit:[0,27],mark:27,marker:[0,7,21,27,28,31],markov:[20,27],marsaglia:24,mask:[],mass:[0,1,5,13,28],massag:[0,27],masses2016:[0,27],masses2016ol:[0,27],masses2016tre:0,masseval2016:[0,27],master:[6,19,22,23,25,27,31],mat1100:[20,27],mat1110:[20,27],mat1120:[20,27],mat3155:[],mat4155:[],mat:[20,27],match:[0,1,4,5,13,14,27,28,31],materi:[4,5,7,13,17,21,25],math:[3,7,12,13,21,24,26,27,30,31],mathbb:[0,4,5,6,7,8,11,12,13,14,17,18,19,21,22,24,27,28,29,30,31],mathbf:[0,5,6,7,8,13,18,19,21,22,27,28,29,30,31],mathcal:[1,5,6,7,13,19,22,29,30,31],matheemat:3,mathemat:[0,6,11,12,13,17,20,21,24,26,27,29,30,31],mathemati:27,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,22,24,27,28,29,30,31],matmul:[1,2,5,29],matmul_adjoint_1:2,matmul_vjp_0:[],matmul_vjp_1:2,matnat:26,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,21,22,24,27,28,29,30,31],matplotlibdeprecationwarn:[6,13,22],matric:[0,1,3,4,6,7,8,11,13,16,17,20,28,31],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,18,19,22,24,30],matshow:1,matter:[2,3,13,28,31],max:[0,1,2,3,4,9,10,12,13,25,27,31],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13,27,31],max_iter:14,max_leaf_nod:10,max_queue_s:[],max_sampl:10,maxdegre:[0,6,10,28,30],maxdepth:10,maxim:[1,4,5,7,8,11,29,30,31],maximum:[0,1,2,3,5,7,8,9,10,13,14,27,28],maxpolydegre:[5,6,29,30,31],maxpooling2d:3,mbox:[5,6,18,22,28,29,30],mc:[],mccorduck:27,mcculloch:12,mcint:[],mcintsqr2:[],md:[11,22],mdoel:4,mdyt6uwokt0:[],mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,30],mean_absolute_error:[0,27],mean_divisor:14,mean_i:24,mean_matrix:14,mean_squared_error:[0,4,6,7,10,27,28,30,31],mean_squared_log_error:[0,27],mean_vector:14,mean_x:24,meaning:[0,4,7,27,31],meansquarederror:[0,27],meant:[2,3,7,10,13,31],meantempvec:[],meanvec:[],measur:[0,1,2,5,6,9,11,12,14,19,22,24,27,28,29,30],mechan:[0,4,24,27],median:[0,27,28],medicin:12,medium:[4,8,13],medv:[0,28],meet:[0,25],mehta:[0,27,28,29],memori:[3,4,11,12,13,21,27],mention:[0,12,13,22,24,27,31],mere:[0,15,27],mersienn:[],meshgrid:[2,5,6,8,9,10,11,22,28],messag:[5,13],messi:2,met:[0,3,8,27,28],metadata:2,meteorolog:9,meter:[6,28,29],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,20,21,24,26,27,28,29],metion:[6,22],metric:[0,1,3,4,6,7,9,10,14,15,16,27,28,30,31],metropoli:[20,27],mev:[0,24,27],mgd:13,mglearn:[20,27],mgrid:13,mhjensen:[1,2,3,4,6,7,8,11,14,28,31],mi:10,mia:[25,27],michigan:[27,28,29,30,31],microsoft:26,mid:1,midel:4,midnight:[16,17,18,19],midpoint:9,might:[0,1,2,4,6,9,13,28,29,31],mild:9,miller:[],millimet:[6,28,29],million:[0,27,28],mimic:12,min:[0,2,5,8,9,27],min_:[0,2,5,14,17,27,28,29],min_samples_leaf:9,mind:[0,6,13,22,27,28,29,30,31],mindboard:4,mine:[20,27],mini:[1,11,12,13,31],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,11,13,14,27,28,29,31],minim:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,22,28,29,30],minima:[0,1,7,13,27,31],minimum:[0,1,2,6,8,9,11,13,28,30,31],minmaxscal:[0,28],minor:[6,13,22,24],minst:1,minu:[7,31],mirror:9,misc:[6,22],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10,28],mistak:4,mit:26,mix:[1,2,27],mixtur:13,mk48pfcxgyk:[],mk:[9,21],mkdir:[0,6,7,9,27,28,30,31],ml:[0,1,10,13,21,22,28,31],mlab:24,mle:[5,7,31],mline:[],mlir:[],mlir_graph_optimization_pass:[],mlp:1,mlpclassifi:1,mlpregressor:[0,27],mm:21,mn:[12,24],mnist:[1,11],mod:24,mode:[23,25,27],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,19,20,22,24,26,28,29,30,31],model_select:[0,1,3,5,6,7,9,10,11,27,28,29,30,31],modelanalyz:[3,4,14],moder:10,modern:[0,6,7,20,27,30,31],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,27,28,29,31],modul:[0,3,4,7,11,14,21,27,29,31],modular:24,modulenotfounderror:[],modulo:24,moe:[11,28],moment:[5,6,13,24,29,30],monitor:13,monoton:[5,12,24,29,30],mont:[0,6,20,24,26,27,30],montecarlocycl:[],moor:[5,6,29],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,20,24],moreov:[0,3,27],morten:[25,27,28,29,30,31],mortenimac:[],mosek:[],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,22,24,27,28,29,30,31],mostli:[1,11],motion:[0,13,27],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,22,24,27,28,29,30,31],mp4:[],mpl:[0,7,27,31],mpl_toolkit:[2,6,13,22,31],mplot3d:[2,6,13,22,31],mplregressor:1,mse:[0,4,5,6,9,10,15,16,17,19,22,27,28,29,30,31],mse_simpletre:10,mselassopredict:[5,29],mselassotrain:[5,29],mseownridgepredict:[6,29],msepredict:[5,29],mseridgepredict:[0,5,6,29,31],msetrain:[5,29],msg:[0,27,28],msle:[0,27],mt19937_64:[],mt:[7,12,31],mu0:24,mu1:24,mu2:24,mu:[0,6,11,13,24,27,30],mu_1:28,mu_:[6,24,28,29,30],mu_i:[6,28,29,30],mu_n:11,mu_x:24,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,21,22,24,27,28,29,30],mul:[],multi:[0,1,3,7,20,27,28,31],multiclass:[1,7,31],multidimension:[11,12,27],multilay:1,multinomi:[7,31],multipl:[2,4,5,6,7,12,13,24,28,30,31],multipli:[3,5,6,11,13,21,24,28,29,30],multiplum:8,multivari:[0,2,10,11,20,24,27],multivariate_norm:[11,14],murphi:[11,26,27,29],must:[0,1,2,5,6,8,10,12,13,14,24,27,28,30,31],mutat:[7,31],mutual:[1,3,6,13,30,31],mx_:24,myenv:[0,1,2,3,4,6,7,8,11,13,14,27,28,29,31],myriad:[0,15,20,27],mz1:24,mz2:24,n1:21,n2:21,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,21,22,24,27,28,29,30,31],n_0:[12,24],n_:[1,2,3,8,12,24],n_b:[],n_boostrap:[6,10,30],n_bootstrap:[6,30],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:[0,1,27],n_i:24,n_input:[0,1,3,28],n_instanc:9,n_iter:31,n_iter_i:[7,11,31],n_job:10,n_k:14,n_l:[12,24],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:[6,8,9,10,14,30],n_split:[6,30,31],n_step:4,n_t:2,n_x:2,nabla:[1,13,31],nabla_:[2,13,31],nabla_w:13,nag:13,naimi:[0,27],naiv:[7,31],naive_kmean:14,najafi:[25,27],nall:[0,27],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,20,21,22,24,25,27,28,29,30,31],nameerror:[6,10,15,22,30,31],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:[1,5,28,29,30],nativ:[20,27],natur:[0,1,4,8,9,12,13,22,24,26,27,31],navier:12,nb:24,nb_:21,nbconvert:27,nboot:[],nd:14,ndarrai:[2,6],ndef:13,ndim:2,ne:[9,10,21,24,28],ne_xcl2ctm0:[],nearest:[1,3,6,11],nearli:[13,31],neat:27,neccesari:[6,30],necess:2,necessari:[0,1,3,4,8,14,27],necessarili:[0,4,11,24,27],necesserali:[5,29,30],neck:[7,31],need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,24,28,29,30,31],neg:[0,1,3,5,6,7,10,13,21,24,27,29,30,31],neg_mean_squared_error:[6,30,31],neglect:24,neglig:24,neighbor:[3,6,11],neither:[4,13],neq:[13,14,24,31],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[21,27],network:[0,9,13,20,26,28],neural:[0,13,20,26,28,31],neural_network:[0,1,2,27],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,27],neutron:[0,27],never:[1,4,6,9,24,30],new_box:[2,13],new_chang:13,new_hobbit:27,new_root:[2,13],new_trac:[2,13],new_tracing_count:[],newaxi:[0,3,6,9,30,31],newli:[0,27],newton:[1,7,8,13,24],next:[0,1,2,3,4,5,6,8,9,13,14,27,28,29,31],next_guess:13,next_input:4,nf8_grad:13,nfrom:13,ng:1,ngini:9,ni:14,nian:[],nice:[0,1,5,11,27,28,29,30],nichola:[],nicholaskarlsen1102:[],nimport:13,niter:[13,31],nitric:[0,28],nlambda:[0,5,6,29,30,31],nlevel:[],nlp:26,nm:24,nm_n:[0,27],nmse:[6,30],nn:[2,5,6,12,21,29,30],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,19,22,27,28,29,30,31],noise_dimens:4,noisi:[1,6,19,22,30],non:[0,1,3,5,6,7,9,10,11,12,13,14,21,22,24,27,28,29,30,31],noncommerci:30,none:[0,1,2,3,4,5,9,10,13,14,24,27,28,29,30,31],nonlinear:[3,6,8,9,11,12,30],nonneg:[6,9,13,30,31],nonparametr:6,nonsens:24,nonsingular:21,nonumb:[3,7,8,13,21,31],noqa:[3,4,14],nor:[1,4,13],norm:[0,1,5,6,8,11,13,17,27,28,29,30,31],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,21,22,24,27,28,29,31],normali:[21,27],normalize_kwarg:[],norvig:27,norwai:[6,22,27],notat:[0,2,5,6,13,14,24,27,28,29,30],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,19,20,21,22,24,26,27,31],notebook:[0,1,3,9,15,20,22,27,30],notesexercise5week452022:27,notessep14:[19,31],noth:[1,2,5,8,12,14,24,28,29],notic:[4,5,12,13,21,24,27,29],notimplementederror:2,notion:3,notrace_primit:2,novel:[3,6,10,31],novemb:[1,23,25,27],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,20,21,22,24,27,28,31],nowadai:[0,1,3,9,20,27],nox:[0,28],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,21,22,24,27,28,29,30,31],npr:2,nprint:13,nsampl:[6,9,30,31],nspin:[],nt:2,nthi:[0,27],ntrained_model:6,nu:24,nuclear:[5,28],nuclei:[0,24,27],nucleon:[0,27],nucleu:[0,27],num:4,num_allow_arg:[0,27],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:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,23,25,27,29,30,31],numberid:[7,31],numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,20,21,26,27,28,29,30,31],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,22,24,28,29,30,31],numpy_box:[],numpy_rank_promot:[3,4,14],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,28],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:24,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,21,25,26,27,28,31],obei:[6,11,13,28,29,30],object:[0,1,2,4,6,8,10,13,21,27,28,31],objsens:[],obliqu:[5,28],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,24,29,30,31],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,21,22,24,27,28,29,30,31],obviou:[5,6,11,24,28],obviouli:27,obvious:[0,4,5,6,21,27,29,30],oc:28,occupi:[0,28],occur:[0,6,8,9,21,24,27],octob:[23,25,27],od:0,odd:[0,3,7,27,28,31],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,19,24,29,30],offer:[6,11,20,21,23,25,27,30],offic:[25,27],offici:[23,27],ofil:[],ofstream:[],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,20,21,24,27,28,30,31],ofter:[21,27],oh6i_oscwpc:[],ol:[0,13,15,16,17,18,27,28],old:[1,5,10,13,29,30,31],ols_fit:30,ols_fit_beta:30,ols_sk:6,ols_svd:6,olsbeta:[0,5,29],olxksel3p4a:[],omega:[2,3,6],omega_0:3,omit:[0,5,27,28,29,30],on_train_batch_begin:[],onc:[1,6,9,11,13,30,31],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,19,20,21,22,24,25,27,28,29,30],oneapi:[],onednn:[],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,21,22,27,28,29,30,31],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,21,22,24,27,28,29,30,31],onlin:[11,23],onto:[5,11,28],op_nam:[],opbdi:[],open:[0,1,4,6,7,9,15,20,22,23,25,27,30,31],oper:[0,1,3,4,5,6,10,11,12,13,14,15,20,24,27,28,29,30],operation:24,ophint:[3,4,14],oplu:24,opmiz:13,opportun:[0,27],oppos:[6,13],opposit:[1,5,8,28],opresolvertyp:[3,4,14],opt:[1,5,27,29],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,18,19,22,29,30],optimis:[1,3],optimizer_v2:[],option:[0,1,3,5,6,7,8,11,21,22,28,29,30,31],optionalxlacontext:[],optmiz:[1,8,13,28],oral:27,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,21,22,24,27,28,29,30,31],ordinari:[0,2,3,7,11,13,15,16,17,19,20,30,31],ordinrari:30,oreilli:26,org:[0,3,4,7,11,20,21,26,27,31],organ:[6,7,10,21,30,31],orient:[1,5,24,28,29],origin:[0,3,5,6,8,11,12,13,21,27,28,30],orthogn:[5,28],orthogon:[0,5,6,8,11,13,17,21,27,28,29],orthonorm:[5,28,29],os:[0,1,4,5,6,7,8,9,25,27,28,29,30,31],oscar:1,oscil:[3,13],oslo:[0,15,20,22,23,25,27,28,29,30,31],osx:[0,15,20,22,27],other:[0,1,2,3,5,6,7,8,10,13,14,15,19,20,22,23,24,25,26,29,30],otherwis:[0,1,4,7,13,21,27,28,31],ouput:[5,7,12,29,30,31],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,20,21,22,24,29,30],ourmodel:0,ourselv:[0,5,6,8,11,13,27,28,29,30,31],out1:[],out2:[],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,20,21,22,24,27,28,29,30,31],out_fil:9,outcom:[0,7,9,10,12,24,28,31],outdoor:9,outer:[6,12,13],outfil:4,outfilenam:[],outgrad:2,outlier:[0,8,27,28],outlin:[6,10,11,30],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,21,22,24,27,28,29,30,31],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:[0,1,3,4,5,6,9,10,12,13,21,22,27,28,29,30,31],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,27],overfit:[0,1,3,6,9,10,13,30],overflow:[1,5,29,30],overhead:12,overlap:[3,7,8,9,31],overlin:[0,5,6,9,10,11,14,21,27,28,29,30],overst:[0,27],overtrain:4,overview:[3,31],own:[4,5,6,8,12,13,20,21,22,29,30],owner:[0,28],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6,29],ownypredictridg:0,ownytilderidg:0,oxid:[0,28],oyvinssc:[],p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,21,24,27,28,29,30,31],p_:[2,4,8,9],p_hidden:2,p_i:[5,24,29,30],p_j:24,p_n:24,p_output:2,p_x:24,pack:[0,27],packag:[0,1,2,3,4,5,6,7,8,11,13,14,15,20,22,24,28,29,31],pad:[3,4],page:[0,20,27],pai:[0,1,9,13],pair:[0,2,3,9,20,24,27,28],pamilla:27,panda:[0,4,5,6,7,9,11,15,20,22,29,30,31],panel:27,paper:1,paradigm:[0,27],parallel:[3,4,10,13,14,20,21,27],param:2,param_distribut:31,param_grid:31,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18,19,22,24,29,30],parameter:[0,6,10,22,27,28],parametr:[0,6,15,16,27,28,30],paramt:[3,5,29,30],parent:2,parent_argnum:2,park:[],parser:[0,27],part:[0,1,3,5,6,10,17,18,19,21,23,24,25,27,29,30],partial:[0,1,3,4,5,6,7,8,10,11,12,13,14,16,24,27,28,29,30,31],partialmethod:[3,4,14],particip:[20,23,25,27],particl:[0,4,13,24,27],particular:[0,1,2,3,5,6,9,10,11,12,13,16,22,24,26,27,28,29,30,31],particularli:[5,6,8,11,13,24,28,30,31],partit:[1,4,9],partli:[6,27],pass:[2,3,12,14,31],password:22,past:[10,24],patch:[6,24,30],path:[0,4,6,7,9,15,20,27,28,30,31],patient:[7,31],patter:4,pattern:[0,3,4,12,23,26,27],pauli:[0,27],pc:[11,20],pca:[0,7,20,27,28,31],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11,27,28,29,30,31],pde:2,pdf:[0,3,4,5,6,9,19,22,26,27,29,30,31],pedagog:[0,27,28],penal:[6,28,29,30],penalti:[6,13,22,28,29,30,31],penros:[5,6,29],pentagon:[13,31],peopl:[0,1,9,13,20,28],per:[0,1,6,23,25,27,28,30],percentag:[0,10,11,25,28],perceptron:[0,1,7,27,31],peregrin:27,perfect:[0,1,13,27],perfectli:[4,6,30],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,19,20,21,22,24,27,28,29,30,31],performac:4,perhap:[0,5,13,27,28,29,31],perimet:[1,9],period:[1,4,24],permut:11,persist:13,person:[5,6,7,23,25,27,28,29,30,31],perspect:26,pertin:12,petal:[8,9],peter:26,petersen:[],phantom:24,phase:[6,12],phawkin:[3,4,14],phenomena:24,phi:8,phi_k:8,philip:[],philosophi:13,phone:[25,27],photo:4,phrase:[0,27],physic:[0,1,4,7,12,13,24,25,26,27,28,29,30,31],pi:[2,3,5,6,7,9,12,13,24,29,30,31],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,27],pie:[20,27],piec:[11,14],pillow:[0,15,20,22,27],pinv:[5,6,13,28,29,30],pip3:[0,1,15,22,27],pip:[0,1,15,20,22,27],pipelin:[0,6,8,10,28,30],pippin:27,pit:4,pitfal:[6,28,29],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,21,22,27,30,31],plai:[0,3,4,5,6,8,11,20,27,28,29,30,31],plain:[8,10,12,13,14,31],plan:[6,9,25,26,27],plane:[8,9],plateau:[5,29],platform:[20,27],plausibl:12,pleas:[3,4,6,7,11,13,14,22,25,27,28,31],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,21,22,24,27,28,29],plot_confusion_matrix:[7,10,31],plot_count:6,plot_cumulative_gain:[7,10,31],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:[7,10,31],plot_surfac:[2,6,13,22],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,30,31],plu:[0,3,5,7,27,28,29,31],pm:[8,30],pmatrix:2,pml:26,pn:3,png:[0,4,6,7,9,27,28,30,31],pocketfft:[3,4,14],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,21,22,24,25,27,28,30,31],point_1:4,point_2:4,poisson:[20,24,27],poli:[6,8,30,31],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:[0,5,6,10,28,29,30],polygon:[13,31],polym:12,polymi:22,polynomi:[0,5,6,7,8,9,10,11,15,16,17,19,22,27,28,30,31],polynomial_featur:[6,30],polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,28,30,31],polytrop:[0,6,27,30],pool:3,pool_siz:3,poor:[1,13,31],poorli:[0,28],pop:2,popul:[0,5,27,28,29,30],popular:[0,1,3,6,7,8,9,11,12,15,20,21,22,24,27,28,31],popularli:[0,27],portabl:10,portion:[11,13],pose:[0,4,5,6,11,24,27,30],posit:[0,1,2,3,5,7,8,10,11,13,14,17,21,24,27,28,29,30,31],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,19,20,21,22,24,25,27,28,29,30,31],posterior:[5,29,30],postpon:[0,27,28],postscript:22,postul:[5,29,30],potenti:[0,3,5,6,12,13,27,28,29,30],potr:[],potrf:[],pott:12,power:[0,1,5,6,8,9,12,13,27,28,30],pp:[5,6,18,29,30,31],practic:[0,5,6,7,8,22,24,28,29,30,31],practition:[0,1,3,27],pre:27,preced:[1,11,12,24],preceed:4,preceq:8,precis:[0,2,5,11,13,21,22,24,27,28,29,30],pred:[6,30],predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,20,22,26,27,28,29,30,31],predict_prob:1,predict_proba:[7,10,31],predictor:[0,5,6,7,9,10,11,27,28,29],prefer:[0,1,6,8,9,11,13,15,20,22,27],prepar:[0,6,21,22,27,28],preprocess:[0,4,6,7,8,9,10,11,29,30,31],prerequisit:0,prescript:22,presenc:13,present:[0,5,6,7,9,12,13,21,22,24,27,28,29],preserv:[3,11,21],press:[13,26,31],pretrain:[1,4],pretti:[0,4,8,9,15,20,22,27],prev_centroid:14,prevent:[13,24],previou:[0,1,2,3,4,5,6,8,10,11,12,13,21,22,24,28,31],previous:[2,3,9,10,24],price:[0,4,9,13,28],primal:8,primari:[0,7,27,31],prime:24,primit:2,primitive_batch:[3,4,14],princip:[0,5,7,20,27,28,31],principl:[0,6,7,8,14,27,30,31],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,24,27,28,29,30,31],print_funct:[8,9],printout:[0,27],prior:[0,5,6,27,28,29,30],privat:[0,27],prob:[1,24],probabilist:[0,26,27,28],probabl:[0,1,3,4,6,7,10,13,20,27,28,31],problem:[0,3,4,5,6,7,8,9,10,11,12,14,16,17,20,21,22,24,30],probml:26,proce:[0,5,6,7,8,9,10,11,13,21,27,28,29,30],procedur:[2,4,5,6,8,10,11,13,22,28,29,30,31],proceed:21,process:[0,2,4,6,9,10,12,13,15,20,21,22,24,26,27,30,31],prod:26,prod_:[1,5,7,29,30,31],produc:[0,3,4,5,6,9,10,11,12,13,20,21,22,24,27,28,29,30],product:[0,1,3,5,6,7,8,12,13,16,20,21,27,28,29,30,31],profess:[0,27],program:[0,1,4,5,6,8,12,14,15,16,20,21,23,24,25,27,28,30],programm:21,progress:[1,4,14],prohibit:[6,30],project1:[6,22],project:[0,1,2,3,5,11,13,17,18,19,20,23,25,28,29,30],project_root_dir:[0,6,7,9,27,28,30,31],promin:12,promis:8,promot:[25,27],prone:9,pronounc:[13,20,27],proof:[0,11,12,13,27,30,31],propag:[2,3,13],proper:[0,2,6,7,22,27,30],properli:[1,6,8,10,13,22],properti:[0,1,3,12,13,16,17,21,27,30],proport:[0,1,5,9,11,13,16,24,27,28],propos:[1,4,6,10,22,27],propto:[5,13,29,30,31],protect:[],protobuf:[],proton:[0,27],prove:[3,13,31],provid:[0,1,3,4,5,6,8,9,10,12,13,15,20,21,22,24,27,28,29,30,31],proxi:[1,13],prune:9,pseudo:[21,24],pseudocod:22,pseudoinv:[5,29],pseudoinvers:[5,6,29],pseudorandom:[6,24,30],psycholog:[0,27],pt:13,ptratio:28,punish:[0,1,27],pure:[3,9,24],purest:9,puriti:9,purpos:[0,3,10,12,14,27,28],put:[1,27],putarow:[],putboundslic:[],putclist:[],putobjsens:[],putqobj:[],py:[0,1,2,3,4,5,6,7,8,11,13,14,22,27,28,29,30,31],pycod:27,pydata:20,pydot:9,pyhton2:27,pylab:[0,7,27,31],pylint:[3,4,14],pypi:20,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,30,31],pythagora:[5,29,30],python2:[0,15,22,27],python3:[0,1,2,3,4,6,7,8,11,13,14,15,20,22,27,28,29,31],python:[1,2,3,4,5,6,8,11,12,13,14,16,22,24,28,29],pytorch:[0,20,22,27],pywrap_tf:[],q:[5,6,8,11,24,28,30],qn_bavhmd8u:[],qp:8,qquad:[2,11,13,21],qr:[5,6,21,28],quad:[1,13,21],quadrat:[0,8,9,13,15,16,27],qualit:[4,9,22,24],qualiti:[0,9,15,16,20,27,28],quantifi:1,quantil:10,quantit:[0,6,9,22,27,30],quantiti:[0,2,5,6,7,9,10,11,12,14,16,21,24,27,28,29,30,31],quantum:[4,12,26,27],quartil:[0,28],quench:5,queri:9,question:[0,5,6,9,11,12,13,22,25,27,28,29,30],qugan:4,quick:[4,24],quick_execut:[],quickli:[1,3,9,11,13,31],quit:[1,5,6,9,10,12,28,30],quot:[4,27],r2:[0,5,6,27,28,29,31],r2_score:[0,27,28],r2score:[0,27],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,22,24,28,29,30,31],r_1:9,r_2:9,r_j:9,r_m:9,rad:[0,28],radial:[0,8,12,28],radioact:24,radiu:[0,1,9,28],rag:2,rain:9,rais:[0,2,13,27,29],ramp:1,ran0:24,ran1:24,ran2:24,ran3:24,rand:[0,4,5,6,9,10,13,15,16,21,27,28,29,30,31],rand_max:[],randint:[6,9,13,30],randn:[0,1,2,5,6,9,11,13,15,16,27,28,29,30,31],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,20,21,22,27,28,29,30],random_devic:[],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11,28,31],randomforestclassifi:10,randomizedsearchcv:31,randomli:[1,6,9,13,14,30,31],randomnumbergener:[],randuniform:31,rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,21,24,27,28,29,30,31],rangl:[0,6,11,24,27,28],rangle_x:24,rank:[5,28],rankdir:4,raphson:[1,8,13],rapidli:[0,27],rare:[1,13,27,30,31],rate:[0,1,2,3,4,8,9,10,12,13,28,31],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,24,27,28,29,30,31],ratio:[4,7,9,10,11,31],rational:[0,27],ravel:[5,6,7,8,9,10,11,13,21,28,30,31],raw:3,raw_df:28,rbahrf:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,24,28],rcond:[0,27,28],rcparam:[0,1,3,7,8,9,10,24,27,31],rd:[],rdbj50lv3go:[],re:[2,4,13,31],reach:[1,4,5,6,7,9,10,11,12,13,14,29,30,31],read:[0,2,3,4,5,6,7,8,11,12,16,21,22,23,24,26,29,31],read_csv:[0,6,7,9,27,28,30,31],read_fwf:[0,27],reader:[0,6,21,24,27,28,29],readi:[0,1,5,6,8,10,11,12,21,22,27,29,30],readili:1,readthedoc:20,real:[0,1,2,4,7,10,11,12,13,21,28,30,31],real_loss:4,real_output:4,realist:8,realiti:24,realiz:[1,12],realli:[0,1,27],rearrang:13,reason:[0,1,3,4,10,13,26,27,31],reassign:1,rebuild:[],recal:[5,6,9,10,11,12,21,24,27,28,29,30,31],recalcul:[],recast:3,receiv:[1,3,10,12,24],recent:[0,2,3,4,6,9,10,13,14,15,22,26,27,29,30,31],recept:[3,12],receptive_field:3,recip:[0,6,7,21,22,27,28,31],reciproc:[5,29],recogn:[0,4,5,10,27,29,30],recognit:[0,1,3,12,23,26,27],recommend:[0,2,3,4,5,6,8,13,15,18,20,21,22,26,29,30],reconsid:9,reconstruct:11,record:[10,22,23,25,27],recreat:[],rectangl:[9,13,31],rectangular:[5,28],rectifi:[1,3,12],recur:[0,20,27],recurr:[0,1,20,27],recurs:[9,20,21,27],recycl:[],red:[0,3,4,6,8,9,30],redefin:[0,10,27,28],redefinit:29,reduc:[1,3,5,6,9,10,11,13,27,29,30,31],reduct:[0,10,11,20,24,27,28],refer:[0,1,2,3,5,6,7,11,12,13,14,21,22,26,27,28,30,31],referenc:2,refin:12,refit:[6,30],reflect:[0,1,4,5,22,24,27],refresh:[20,27],refreshprogrammingskil:27,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12,22],regist:[6,22,24],reglasso:[5,29],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,20,21],regressor:[0,7,10,27,31],regridg:[0,5,6,29,30,31],regular:[0,3,4,5,6,7,9,13,17,25,27,28,29,30],regularis:6,reilli:[0,15,26,27],reinforc:[0,8,20,27],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,24,27,28,30,31],relat:[0,1,3,4,5,11,13,14,21,24,27,29,30],relationship:[0,4,9,27],relativeerror:[0,27,28],releas:[1,6,13,20,22,27,30],relev:[0,1,5,7,11,15,20,22,24,27],reli:[0,3,4,6,8,14,27],reliabilti:22,reliabl:[7,24,31],relu:[3,4],remain:[1,2,4,6,12,21,24,28,29,30,31],remaind:24,reman:2,remark:1,rememb:[0,8,13,21,22,27],remind:[0,5,11,13,21,24,28,29,30],remov:[0,4,5,6,27,28,29,30],render:[0,27,28],reorder:[5,7,28,29,31],reorgan:[0,27],repeat:[0,1,3,4,5,6,9,10,11,13,14,21,22,24,27,29,30,31],repeated:27,repeatedli:[0,6,10,13,30],repet:3,repetit:[6,27,28,30,31],rephras:[13,31],replac:[0,1,3,4,5,6,10,12,14,15,16,20,22,27,28,29,30,31],replica:[6,30],repo:22,report:[19,27],reportexampl:22,repositori:[0,4,22,27,28],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,24,27,28,29,30,31],represent:[0,1,3,6,24,27,30,31],representd:3,reproduc:[0,5,6,9,12,15,16,20,22,24,27,28],repuls:[0,27],request:[0,13,27],requir:[0,1,3,4,5,6,8,9,11,12,13,17,21,27,28,29,30,31],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,22],resampl:[0,7,10,19,20,27,28,31],rescal:[0,11,12,28],rescu:[5,29,30],reseach:[6,22],research:[0,4,13,20,26,27],resembl:[6,24,30],reserv:[1,5,6,24,29,30],reset:[],reshap:[0,1,2,3,4,6,8,9,10,15,16,21,27,28,30],residenti:[0,28],residu:[0,5,13,27],resiz:[5,28],resourc:27,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,22,24,27,28,29,30,31],respond:12,respons:[0,7,9,12,27,28,31],rest:[0,5,28],restat:[0,12,27],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,27],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,22,24,27,30,31],result_typ:2,retail:[0,28],retain:[5,6,28,30,31],rethink:30,return_data:14,return_kwarg:[],return_sequ:4,return_x_i:9,reus:[1,3,6,18,19,22],reveal:[0,12,27],revers:[1,21],review:[20,21],revisit:14,revolut:27,reward:[0,4,27],rewrit:[0,3,5,6,7,8,10,11,12,13,19,21,22,24,29,31],rewritten:[2,6,8,10,24,30],rewrot:[13,31],rf:10,rfft2:[3,4,14],rfft:[3,4,14],rfftfreq:[3,4,14],rfftn:[3,4,14],rgb:3,rgoj5yh7evk:20,rh:[6,30],rho:[0,10,13,27],rho_1:10,rho_2:10,rho_m:10,rich:[0,27],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,20,27],ridge_fit:30,ridge_fit_beta:30,ridge_sk:6,ridgebeta:[5,29],ridgecv:31,right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,19,21,22,24,27,28,29,30,31],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,24,27,28,30,31],rigor:[0,27],ring:6,rise:[0,27],risk:[0,13,15,16,27,31],rival:4,river:[0,28],rm:[0,24,28],rmse:[0,28],rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:24,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:24,rntrick2:24,rntrick3:24,rntrick4:24,ro:[0,13,27,31],robert:[18,22,26],robust:[0,27],robustscal:[0,28],roc:[7,10],role:[0,2,5,6,8,20,27,28,29,30,31],roll:6,room:[0,25,27,28],root:[0,5,9,13,24,27,28,29,31],rot:27,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13,28,31],routin:[13,21,27,31],row:[0,1,2,5,6,7,9,11,21,27,28,29,30,31],rr:[5,28],rrr:[5,28],rthe:[],rug:[13,31],rule:[0,1,5,6,13,22,27,28,29,30],run:[0,1,2,4,5,6,8,9,11,13,15,20,22,27,28,29,30,31],runtim:[1,6,14],runtimewarn:[1,6,30],russel:27,rust:[0,15,20,21,27],rustad:[],rv_frozen:31,rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,20,21,22,24,27,28,29],s_1:6,s_:[3,6],s_i:[6,7,31],s_j:6,s_k:6,saddl:[13,31],safe:[],safe_zip:[3,4,14],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,21,22,24,27,28,29,30,31],said:[6,9,13,31],sake:[0,5,7,11,27,28,29,31],sale:[0,27],sam:27,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,21,22,24,27,28,29,31],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,19,20,21,22,24,27,28,29,30,31],sample_vari:14,sample_weight:[],sampleexptvari:24,samwis:27,sastri:11,satisfactori:[0,27],satisfi:[1,2,3,6,8,13,17,21,24,30,31],satur:[1,6,30],save:[0,4,6,7,9,13,27,28,30,31],save_fig:[0,6,7,9,10,27,28,30,31],savefig:[0,4,6,7,9,24,27,28,30,31],savetxt:4,saw:[5,28],scalabl:10,scalar:[2,5,6,10,13,28,29,30],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,20,21,22,25,27,29,31],scale_mean:4,scale_std:4,scalei:[],scaler:[0,7,8,9,10,11,28,30],scalex:[],scan:[5,7,29,30,31],scari:[5,29,30],scatter:[0,1,6,7,8,9,14,27,28,29,30,31],scenario:[6,13,31],schedul:[13,25],scheme:[1,13,31],schigsog2l:[],schrage:24,scienc:[0,1,10,12,13,20,23,24,25,26,28,31],scientif:[0,15,20,22,27],scientist:[0,27],scikit:[3,5,6,7,8,9,10,13,20,21,22,23,26],scikit_learn:[0,16],scikitlearn:27,scikitplot:[7,10,31],scipi:[0,3,5,6,13,15,20,21,22,27,28,29,30,31],scl:6,score:[0,1,3,6,7,9,10,11,15,16,22,25,27,28,30,31],scores_kfold:[6,30,31],scratch:[1,13],sdg:13,sdt_bfla8ua:[],seaborn:[0,1,3,6,7,27,28,31],seamless:[0,15,20,22,27],search:[0,1,3,5,9,13,27,29],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,20,21,22,24,25,27,28,30,31],secondeigvector:11,secondli:12,section:[4,11,17,21,24,28,29,31],sector:[0,27],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,21,22,24,27,28,29,30,31],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,22,24,27,28,29,30,31],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,27],seen:[0,1,3,5,10,12,17,24,27],segment:[13,31],seismic:6,seldomli:[0,27],select:[1,5,6,8,9,10,11,17,22,23,24,25,26,27,28,29,30],self:[1,2,5,28,29],sell:4,semest:[7,23,31],semi:[8,13,31],semilogx:6,send:[5,12,13,25,27],senior:[23,25],sens:[0,4,6,8,22,27,30],sensibl:3,sensit:[0,5,6,9,13,27,28,29,30],sent:[2,30],sentenc:[4,12],sep:[28,30],separ:[0,1,2,3,4,6,8,9,12,14,15,20,22,24,27,30],septemb:[16,17,18,19,22,27,28],sequenc:[2,3,4,7,9,10,12,13,20,21,24,27,31],sequenti:[1,3,4,10,12,24],seri:[0,1,2,3,4,5,6,10,11,12,13,21,27,28,29,30,31],serif:[0,7,24,27,31],serv:[0,1,2,3,5,7,13,22,26,27,28,29,30,31],servic:22,session:[1,22,23,25,27,30,31],set:[1,4,5,6,7,8,10,11,13,14,16,17,20,21,22,24,25,29,30],set_major_formatt:[6,22],set_major_loc:[6,22],set_stream:[],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,27,31],set_xlabel:[0,1,2,3,7,12,27,31],set_xlim:[7,12,31],set_xticklabel:1,set_ylabel:[0,1,2,3,7,27,31],set_ylim:[7,12,31],set_ytick:[7,31],set_yticklabel:[1,6],set_zlim:[6,22],seth:4,setiosflag:[],setminu:[6,31],setosa:[8,9],setosa_or_versicolor:8,setp:[6,30],setprecis:[],setse:[],setup:[1,4,6,8,20,27,28],setw:[],sever:[0,3,5,6,7,8,9,11,12,13,20,21,24,27,28,29,30,31],sgd:[1,3,31],sgd_clf:8,sgdclassifi:8,sgdreg:[13,31],sgdregressor:[13,31],sgn:[5,28,29],sh:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,21,27,28,29,30,31],shape_bas:2,share:[1,3,27],she:[7,31],shift:[1,6,12,24,29],ship:3,shire:27,shortcom:[13,31],shorten:4,shorter:24,shorthand:[27,30],shortli:[21,27],should:[0,2,3,5,6,8,9,11,12,13,15,16,19,21,22,24,27,28,29,30],should_sync:[],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21,22,24,27,28,29,30,31],show_shap:4,shown:[0,4,5,7,8,11,12,13,21,28,31],showpoint:[],shrink:[3,5,6,8,11,22,28,29],shrinkag:[5,6,28,29],shrunk:11,shuffl:[0,1,4,6,13,28,30,31],side:[0,2,5,8,12,13,21,27,29,30,31],sigh:[20,27],sigma0:24,sigma1:24,sigma2:24,sigma:[0,1,5,6,7,10,11,12,13,17,18,19,21,22,24,27,28,29,30,31],sigma_0:[5,28,29],sigma_1:[5,28,29],sigma_2:[5,28,29],sigma_:[5,21,27,28,29,30],sigma_fn:[7,12,31],sigma_i:[0,5,27,28,29],sigma_j:[5,17,28,29],sigma_m:[6,24,30],sigma_n:[11,24],sigma_t:13,sigma_x:24,sigmoid:[1,2,4,7,8,10,12,31],sigmundson:[6,28,29],sign:[1,2,7,8,10,24,25,31],signal:[1,3,10,12],signatur:[],signifi:4,signific:1,significantli:[1,13,24,31],sigurd:[],sim:[4,5,6,13,18,22,24,29,30],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,20,21,22,27,28,29,30,31],similarli:[0,1,3,5,8,10,13,24,27,28,29],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,19,20,21,22,24,30],simple_rnn:[],simplepredict:10,simpler:[0,1,5,6,7,13,16,19,20,22,27,29],simplernn:4,simplest:[0,1,3,4,9,10,12,14,27],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,20,21,22,24,27,28,29,30],simplic:[2,5,6,7,8,9,10,11,12,14,28,29,30,31],simplicti:[5,28],simplifi:[0,6,9,15,20,22,27,28,29,30],simplist:[3,6,24,30],simul:[6,30],simultan:[6,30],sin:[0,1,2,3,4,9,12,13,21,27],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,21,24,26,27,28,29,30,31],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,21,24,27,28,29,30,31],singular:[0,6,13,21,22,27,29,30,31],sinusoid:3,site:[0,1,2,3,4,6,7,8,11,13,14,22,23,27,28,29,31],situat:[0,4,5,7,13,24,27,28,31],six:[3,4,14,24],size:[0,1,2,3,4,5,6,8,9,10,11,13,21,22,24,27,29,30,31],sketch:10,ski:9,skill:[0,27],skip:11,skiprow:28,skl:[0,6,27,28,29],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,27,28,29,30,31],skplt:[7,10,31],sl:[6,29,31],slack:8,slice:[2,21,27],slide:[0,3,15,16,22,24,27,28,30],slight:[6,13,30],slightli:[1,2,3,5,6,7,10,24,28,29,30,31],slope:[8,11,12],slow:[0,2,8,13,28,31],slower:[5,21,27,28,29],slowest:21,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,20,21,22,24,27,28,29,30,31],smaller:[0,1,2,5,6,8,9,11,13,24,27,28,29,30,31],smallest:[0,4,14,15,16,27,31],smallest_row_index:14,smooth:[0,3,6,9,13,22,27,31],sn:[0,1,3,6,7,27,28,31],sne:11,sneak:27,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,21,22,24,25,27,28,29,30,31],soar:6,social:[0,27],societ:27,soft:[1,7,10,12,31],soft_pmap:[3,4,14],soften:8,softmax:[3,7,31],softwar:[0,8,15,20,21],sol:8,sole:[0,6,27],solid:[0,7,27,31],solitem:[],soltyp:[],solut:[0,1,2,3,5,6,8,10,11,13,17,18,21,22,24,27,28,29,30,31],solutionsummari:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,21,22,27,28],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:[2,7,8,9,10,11,21,31],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,24,29,30],some_model:[6,28,29],somehow:4,someth:[0,1,3,4,7,9,11,22,24,27,28,31],sometim:[0,1,11,12,13,14,27,28],soon:[21,25],sophist:[0,27],sopt:13,sort:[5,6,9,11,24,28,30],sound:[3,5,29,30],sourc:[0,1,3,6,15,20,21,22,24,27,28,30],space:[0,1,4,5,8,9,11,12,13,14,24,28,29,30,31],span:[0,3,5,9,11,21,27,28],spare:1,spars:[3,6,21,27],sparse_mtx:[21,27],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],spdiag:[],speak:24,special:[6,7,10,12,13,21,24,27,28,29,30,31],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,20,21,22,24,26,27,28,29,30,31],specifi:[0,3,5,6,7,9,11,13,14,22,24,27,29,30,31],specifici:[0,10,27],spectacular:3,spectral:1,speech:[0,1,3,4,12,27],speed:[1,2,4,13],spend:24,spent:22,sphere:[0,28],spin:6,spite:[0,27],spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,22,24,29,30,31],splite:0,splitter:[1,10],spmatrix:[],spontan:24,spot:3,spread:[0,11,24,27,28],springer:[18,22,26,27,29],spuriou:13,sqquar:29,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,24,28,29,30],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,19,20,21,24,30,31],squarederror:10,squaredeuclidean:14,squash:12,squeez:2,srand:[],srtm:[6,22],srtm_data_norway_1:[6,22],sse4:[],stabil:[5,22],stabl:[0,4,5,6,7,9,11,20,27,28,29,31],stack:[2,3,4],stacklevel:[0,27],stage:[5,13,22],stai:[0,2,4,5,11,17,27,28],stand:[0,5,9,12,27,28,29],standadscal:28,standard:[0,1,4,5,6,7,8,10,12,15,16,17,19,21,22,24,27,29,31],standard_basi:2,standardscal:[0,6,7,8,9,10,11,28,29,30],stanford:[13,31],start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,21,22,24,25,27,28,30,31],start_box:[2,13],start_nod:[2,13],start_tim:14,startpoint:[],stat:[6,28,30,31],state:[1,2,4,5,6,7,8,10,11,12,13,20,24,28,29,30,31],statement:[0,7,21,31],stationari:31,statist:[0,1,3,4,7,9,10,11,12,13,14,18,21,22,23,26,28,31],statu:[0,7,11,27,28,31],stavang:[6,22],std:[0,4,6,27,28,30],stdev:[],stdout:[],steep:[13,31],step:[0,1,2,4,6,7,9,10,11,12,13,14,21,22,27],step_fn:[7,12,31],step_length:13,steps_list:9,steps_per_epoch:[],stereo:3,stian:[],still:[0,2,3,5,6,11,13,17,24,30,31],stimuli:12,stk2100:[26,27],stk3155:[15,22,23,25],stk4021:[26,27],stk4051:[26,27],stk4155:[23,25],stk5000:26,stk:[26,27],stochast:[0,1,5,6,8,11,12,15,16,22,27,29,30,31],stock:4,stoke:12,stone:[0,7,22,27,31],stop:[1,4,7,9,11,13,14,31],storag:[5,28],store:[0,1,2,3,6,11,13,22,24,27],storehaug:[25,27],str:[1,3,4],straight:[0,6,8,13,27,28,30,31],straightforward:[0,2,3,5,6,8,9,10,13,21,27,28,29,30,31],strategi:[0,1,9,27],stratifi:[6,30],streamtyp:[],strength:[0,5,14,28],stretch:11,strict:[8,13,31],strictli:[8,13,31],stride:[4,21],strike:6,string:1,stroke:[7,31],strong:[3,6,9,10,12,21,24,30],strongli:[0,8,20,21,28],stronli:[0,28],structur:[0,1,2,3,6,9,10,12,20,27,30,31],stuck:[1,13,31],student:[0,22,23,25,26,27],studi:[0,3,4,5,6,7,8,11,12,13,17,19,20,22,26,27,28,29],studier:26,style:[0,7,9,21,27,31],sub:[9,12],subarg:[2,13],subdivid:[0,21,27],subfield:[0,27],subject:[6,8,24],submit:27,submodul:[3,4,14],subplot:[0,1,3,4,6,7,8,9,10,13,14,22,27,28,30,31],subplots_adjust:[8,24],subprogram:[21,27],subract:[0,28],subroutin:[0,27],subscript:1,subsequ:[1,4,5,6,12,21,24,28,30],subset:[1,6,9,12,13,20,27,30,31],subspac:[0,8,11,28],substanti:[9,10],substep:11,substitut:[3,6,12,21,30],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,17,21,22,24,29,30],subtre:9,subval:[2,13],succeed:[0,4,27],success:[3,7,9,13,24,31],successfulli:[4,9],sucess:[],sudo:[0,15,20,22,27],suffer:[0,1,2,5,10,27,28,29],suffici:[1,6,8,11,13,30,31],suggest:[1,13,26],suit:[8,12],suitabl:[0,24,28],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,31],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,27,28,29,30,31],sum_i:[0,2,5,6,8,13,17,19,22,28,29,30],sum_j:6,sum_ja_:0,sum_k:[6,8,12,21],sum_logist:13,sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,29,30,31],summari:[1,3,4,10,23,29],summat:[0,3,16,28],sundai:[17,18,19],sunni:9,superconduct:[28,29],superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,20,27,28,30,31],supplement:[7,31],support:[0,1,9,10,11,13,20,27,28],suppos:[0,5,6,7,8,10,11,12,13,21,27,28,29,30,31],suppress:[5,13,29],sure:[0,1,4,6,22],surf:[6,22],surfac:[0,6,22,27],surpass:6,surpris:[0,27],surround:[3,20],survei:[0,5,6,27,28,29,30],suyrzm0:[],svc:[8,9,10],svd:[0,6,11,17,27,30],svdinv:[5,29],svm:[8,9,10,11],svm_clf:[8,10],swap:2,swapax:2,swath:[5,28],sy:[3,4,13,14,31],symbol:[1,5,11,13,20,24,27,28,29],symmeteri:1,symmetr:[0,5,8,11,12,13,21,27,28],symmetri:[6,9],sympi:[0,15,20,22,27],synonim:24,syntax:[1,13],syntaxerror:[1,8],syrk:[],system:[0,1,3,4,6,7,9,10,12,13,15,20,21,22,27,31],systemat:[4,6,30],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24,25,27,30,31],t_0:[2,9,13],t_1:13,t_:2,t_b:10,t_i:[1,2,5,12,28],t_j:12,t_k:9,tabl:[9,22,24,25,27],tabul:[0,27],tabular:27,tackl:4,tag:[2,3,4,5,6,7,12,13,14,21,24,28,31],taht:[0,27],tail:24,tailor:[2,8,11,27],taiwan:[0,27],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,22,24,27,28,29,30,31],taken:[0,1,3,6,10,13,21,27,30],tan:3,tangent:[1,4,12,13,31],tanh:[1,4,7,8,12,31],tape:[],target:[0,1,3,4,5,6,7,8,9,10,11,12,27,28,29,30,31],target_meta:[],target_nam:9,task:[0,1,3,6,9,11,12,14,22,27,30],tau:[3,5,24,29,30],taught:27,tax:[0,28],taylor:[2,13,31],taylornr:[13,31],tc:8,td:[1,6,13,22,27,30],teach:27,team:1,teaser:0,technic:[0,5,6,13,15,27,28],techniqu:[0,1,8,10,13,20,24,26,27,28,30,31],technolog:[0,1,27],tek5040:[],tell:[0,4,6,10,11,13,24,30],temp1:1,temp2:1,temp:1,temperatur:[0,9,27],temporarili:1,ten:[3,17,27],tend:[3,5,6,8,9,10,12,13,14,28,29,30],tendenc:[0,27],tension:[6,30],tensor:3,tensorflow:[0,2,4,8,14,15,20,21,22,23,26,27,28],term1:[5,6,11,22,28],term2:[5,6,11,22,28],term3:[5,6,11,22,28],term4:[5,6,11,22,28],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,22,24,27,28,29,31],termin:[0,4,5,9,10,13,15,27,28],terrain1:[6,22],terrain:[6,22],test:[3,4,5,6,7,8,9,10,13,14,17,19,21,22,24,30,31],test_acc:3,test_accuraci:[1,3],test_error:6,test_imag:[3,4],test_ind:[6,30,31],test_input:4,test_label:[3,4],test_loss:3,test_pr:1,test_predict:1,test_rnn:4,test_scor:[7,10,31],test_siz:[0,1,3,5,6,10,27,28,29,30,31],test_split:9,tester:29,testerror:[0,6,28,30],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,21,24,26,27,28,30,31],textbook:[17,22,28,30],textual:9,textur:[1,9],tf:[1,3,4,13,14,31],tfe_py_execut:[],tflite:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,21,22,24,27,28,29,30,31],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,20,24,27,28,29,30],thank:[4,6,28,29],theano:[1,20,27],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,22,24,28,29,30,31],them:[0,1,3,4,6,8,9,10,11,12,13,21,22,27,28,29,30],theme:[0,27],themselv:[0,24,27],thenc:[6,30],theorem:[2,6,7,28,31],theoret:[0,4,10,27],theori:[0,1,3,8,9,12,13,18,19,20,22,26,27,29],thereaft:[0,5,6,11,12,15,16,17,21,22,27,30],therebi:[0,5,7,11,27,28,29,31],therefor:[0,1,2,3,4,6,7,8,11,13,24,27,28,30,31],therein:11,thereof:[0,6,13,27,30],theta:[1,4,13,24],theta_:[1,13],theta_i:1,theta_k:[],theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,21,22,23,24,26,28,29,30,31],thing:[0,1,2,4,5,7,9,24,27,29,30,31],think:[0,1,3,4,6,9,12,13,14,24,27,30,31],third:[0,3,6,13,25,27,30,31],thirti:[7,31],thorughout:27,those:[0,3,5,6,8,9,10,11,21,22,23,27,28,30],though:[1,2,3,4,13,21,24],thought:[6,14,22,24,30],thousand:[0,1,22,27,28],thread:[],three:[0,1,3,5,6,8,9,12,15,21,22,23,24,25,27,28,29,30,31],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,20,21,24,27,28,29,30,31],throughout:[0,4,5,14,20,21,24,27],thu:[0,1,2,5,6,7,8,10,11,12,13,22,25,27,28,29,30,31],thumb:[0,6,22,27,28],thursdai:[25,27],tibshirani:[6,18,22,23,26,27,28,30],tick_param:6,ticker:[6,13,22,24,31],tif:[6,22],tight_layout:[1,7,31],tightli:11,tild:[0,5,6,7,11,15,16,17,18,19,22,24,27,28,29,30],till:[0,4,7,8,9,10,12,21,27,28,31],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,20,21,22,24,27,28,29,30,31],timefunct:[],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,22,24,27,28,30,31],tmp:13,tmp_log:[],tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,27,30],to_str:[],todai:3,todo:[3,4,14],togeth:[0,3,6,8,11,13,20,27,28],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,24,26,27,28,30,31],took:[8,27],tool:[0,1,3,6,13,20,28,30],toolbox:8,top:[0,3,4,5,6,9,10,14,18,20,27,29,30],top_node_typ:[],top_trac:[],topic:[0,5,6,7,8,20,22,28,29,31],topograph:22,topolog:[1,3,12],toposort:2,torkjellsdatt:[25,27],toss:[10,24],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,21,24,25,27,28,30,31],total_loss:4,totalclustervari:14,totalscatt:14,totalvari:[],toward:[1,2,7,12,13,22,31],town:[0,28],tp:[4,7],tpng:9,tpu:[13,20,27],tqdm:6,tr:28,trace:[2,13],trace_stack:[2,13],traceback:[0,2,3,4,6,9,10,13,14,15,22,27,29,30,31],traceback_util:[],tracer:[2,13],track:[3,13,14,21,31],tract:[0,28],tractabl:[0,27,28],trade:[5,9,19,29,30],tradeoff:[0,5,19,22,27,28,29,31],tradit:[0,1,4,6,27,30],train:[2,3,5,6,8,9,10,11,12,13,17,19,22,29,30,31],train_accuraci:[0,1,3,27],train_dataset:4,train_end:[0,1,28],train_error:6,train_funct:[],train_imag:[3,4],train_ind:[6,30,31],train_label:[3,4],train_pr:1,train_siz:[0,1,3,28],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,27,28,29,30,31],train_test_split_numpi:[0,1,28],trainabl:[],trainable_vari:4,trained_model:[6,28,29],trainerror:[0,28],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,training_gradient_fun:[],training_loss:[],trainingerror:[6,30],trainpredict:4,trainscor:4,trainx:4,trait:[0,27],trajectori:4,tran:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,20,21,27,28,29,30,31],transit:[6,12],translat:[1,4,6,10,28,29],translate_vjp:[],transpos:[1,5,11,21,28,29],travers:[0,5],treat:[0,1,3,6,12,13,24,27,28,29,30,31],tree:[0,1,6,20,22,27],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:24,treue:7,trevor:[18,22,26],tri:[2,3,4,9,13,31],triain:0,trial:[0,2,4,6,13,24,27,30,31],triangl:[13,31],triangular:21,trick:[3,4,8,11,13,24],trickier:24,tridiagon:21,trillion:20,trivial:[0,1,5,11,24,27,29],troubl:[0,8,12,28],truck:3,true_beta:[6,28,29],true_divid:1,true_fun:[6,30],truli:27,tucker:8,tuesdai:[25,27,30,31],tumor:[7,9,31],tumour:[7,31],tunabl:1,tune:[4,9,13,21,27,31],tup:[],tupl:[2,13],turn:[0,1,5,6,7,8,9,10,11,12,13,19,21,22,24,27,28,30,31],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,24],twice:[13,31],twist:11,twister:[],two:[0,1,2,4,5,6,7,9,10,11,12,13,14,15,16,21,23,24,26,27,29,30],tx:[13,31],tx_1:[13,31],txt:4,ty:[13,31],type:[0,1,3,6,8,10,13,16,21,22,24,28,29,30,31],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,24,27,28,29,30,31],typo:22,u:[0,2,5,6,8,10,11,12,17,21,27,28,29],u_:21,u_i:12,u_m:10,ua:[0,27],ubuntu:[0,15,20,22,27],uci:[0,28],ufunc:[],uio:[22,25,26],un:14,unari:[21,27],unary_f:[2,13],unary_oper:[2,13],unary_to_nari:[2,13],unbalanc:[6,9,30,31],unbias:[0,5,6,27,29,30],unbroadcast:[],unbroadcast_f:[],uncent:[6,29],uncertainti:[0,5,27,29,30],uncertitud:24,unchang:[1,3],uncorrel:[10,24],undefin:[5,28],under:[0,1,3,4,5,6,10,13,14,15,16,20,22,27,28,29,30,31],underdetermin:[0,27],underfit:[1,6,30],underflowproblem:[5,29,30],undergo:[5,29,30],undergradu:[23,25],underli:[0,1,9,13,24,27],underset:[4,14],understand:[0,1,3,5,6,10,13,14,20,27,28,29,31],understood:[8,13],undesir:8,undetermin:[5,8,29,30],undo:4,unexpect:[6,30],unexpected:24,unfair:[6,28,29],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,22,24,27,28,31],uniform_real_distribut:[],uniformli:[13,24,31],unifrompdf:24,unimport:[13,31],union:[5,6,29,30,31],uniqu:[0,2,6,13,14,21,27,30,31],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,24,27,28,29],unitari:[5,6,21,28],unitarili:[21,27],uniti:24,univari:24,univers:[0,1,2,13,15,20,22,23,25,27,28,29,30,31],unix:1,unknow:[0,21,27],unknown:[0,1,3,4,5,6,8,10,13,16,21,27,28,29,30],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,22,27,28,30,31],unlik:[1,3,8,13,31],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9,31],unstabl:1,unsupervis:[0,1,4,12,20,27],unsymmetr:[21,27],until:[1,2,4,9,12,13,14,31],untouch:0,unus:[3,4,14],unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,18,20,21,22,24,25,29],updat:[1,2,3,4,10,12,13,14],uploa:27,upload:[20,22,26],upon:[0,1,6,7,11,21,22],upper:[0,8,9,16,21,28],uppercas:[21,27],upsampl:4,upscal:4,url:[],us:[4,5,6,8,9,10,11,12,14,15,16,17,18,19,21,22,23,24,26,29,30],usa:27,usag:[0,8,20,27,28],usd10000:[0,28],usd:[0,28],use_bia:4,use_multiprocess:[],usecol:[0,27],useless:1,user:[0,1,2,3,4,6,7,8,11,14,15,20,21,22,27,28,29,31],usernam:22,userwarn:[3,4,6,14],usetex:24,usg:[6,22],usr:24,usual:[0,3,4,7,12,13,14,27,31],ut:[5,29],util:[0,1,3,4,6,7,10,14,27,28,30,31],ux:21,v0:24,v1:[3,4,14,24],v2:[3,4,14,24],v8ejbfezkui:[],v:[2,4,5,6,11,13,17,20,28,29],v_0:11,va:1,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,20,24,27,28],validation_batch_s:[],validation_data:3,validation_freq:[],validation_split:4,validation_step:[],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,19,20,21,22,27],valuat:9,valueerror:[0,2,27],valy:4,van:[0,18,22,27,28,29,30],vandenbergh:[8,13,31],vandermond:[0,27],vanilla:[0,6,11,14,28,29],vanish:[1,4,13,24,31],var_x:24,varabl:8,varepsilon:[5,6,18,22,29,30],varepsilon_:[5,6,29,30],varepsilon_i:[5,6,29,30],vari:[0,1,3,5,6,10,15,16,27,30],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,21,27,28,29,30],varianc:[0,1,5,7,9,10,11,13,14,18,19,20,21,24,27,28,31],variance_i:[5,11,28],variance_x:[5,11,28],variant:[0,1,6,8,12,13,27,28,31],variat:[3,4,11,27],varieti:[0,3,12,15,20,22,27],variou:[1,3,5,6,7,8,9,11,12,13,16,18,20,21,22,24,28,29],vartempvec:[],varvec:[],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13,31],ve:22,vec:[6,30],vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,20,29,30,31],vector_mean:14,ventur:[0,8,15,20,27],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,24,26,27,28,29,30,31],verifi:[3,11,21,27],versatil:[8,27],versicolor:[8,9],version:[0,3,4,10,13,14,15,20,21,22,24,27,28],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,27,28,29,30,31],vert_1:[5,6,28,29,30],vert_2:[5,6,11,17,28,29,30],via:[0,5,6,7,8,9,10,11,12,15,19,20,21,22,23,24,25,27,28,29,30,31],vidal:11,video:[0,1,12,20,23,25,27,28,29,30,31],view:[1,3,5,6,12,13,24,26,27,29,30],violat:8,virginica:9,viridi:[0,1,2,3,27],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3,27],visual:[0,3,11,12,15,20,27,28],visualis:1,viz:[6,8,24],vjiseqm2lci:[],vjp:[2,13],vjp_0:2,vjp_0_fun:2,vjp_1:2,vjp_1_fun:2,vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:[2,13],vjps_dict:[],vmap:13,vmax:[1,6],vmc:[],vmin:[1,6],voic:3,volum:[0,3,27],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vrtx:[],vs:[0,4,6,28,30],vspace:[2,13],vstack:[5,11,21,24,27,28],vt:[5,28,29],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,21,24,27,28,30,31],w_1:[8,21],w_1x_1:8,w_1x_:8,w_2:[8,21],w_2x_2:8,w_2x_:8,w_3:21,w_4:21,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:21,w_m:21,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,17,21,22,27,28,29,30,31],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,21,24,27,28,29,31],walk:9,walker:24,wang:[0,27],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,20,22,24,27,28,29,30,31],warn:[0,1,3,4,8,14,27,28],warrant:[6,30,31],wast:3,watch:20,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,30,31],weak:[9,10,14],weather:[1,12],web:[20,23,25,27,28],webpag:27,websit:[6,21,22,23,27],wedg:[8,24],wednesdai:[25,27,30,31],wee:11,week:[0,5,6,7,22,23,25],weekli:[19,20,22,25,26,27],weight:[0,1,2,3,6,7,9,10,12,13,22,24,28,31],weigth:2,welcom:[8,20],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,19,20,21,22,24,26,27,28,29,30,31],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,24,27,28,30,31],wessel:[0,18,22,27,28,29,30],westbi:[],westby:[],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,22,24,31],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,21,22,24,27,28,29,30,31],whenev:[13,24],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24,25,27,28,29,30,31],wherea:[6,24,30],wherein:[1,12],whether:[0,3,5,7,9,22,24,27,29,31],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,27,28,29,30,31],whichev:[1,3],while_p:[3,4,14],white:9,whiteboard:[19,28,29,30,31],who:[0,23,27],whole:[1,3,4,5,9,11,13,29,30],whose:[0,6,10,24,28,30],whow:[11,28],whrn:30,why:[0,1,3,6,13,22,29,31],wide:[0,1,3,6,7,12,15,20,21,22,27,30,31],widehat:[6,30],width:[0,3,8,9,27],wieringen:[0,18,22,27,28,29,30],win:10,wind:9,wing:[25,27],winther:2,wiothout:[6,28,29],wiscons:[7,31],wisconsin:10,wisdom:[6,29],wise:[0,1,5,12,13,28],wish:[0,2,5,7,8,11,13,14,21,22,27,28,31],with_std:[0,28,30],wither:6,within:[0,2,3,4,7,9,12,13,14,24,26,27,31],withinclust:14,without:[0,1,5,6,8,9,11,12,13,27,28,29,30],won:[0,27],wonder:8,woodi:27,word:[0,1,3,4,5,6,7,14,24,27,28,29,30],work:[0,1,4,6,7,8,9,13,15,20,22,23,24,25,27,28,30,31],worker:[],workshop:27,world:[0,8,27,28],worldwid:[0,27],wors:[0,1,3,4,6,27,30],worst:9,worth:9,worthi:22,would:[0,1,3,5,6,7,8,9,10,11,12,13,21,22,24,27,28,29,30,31],wrap:[2,3,4,6,14,21,27],wrap_toco:[3,4,14],wrap_util:[2,13],wrapper:[0,27],write:[0,1,2,3,5,6,7,8,12,13,15,16,17,21,22,27,28,30,31],written:[0,2,3,5,11,12,13,16,20,21,22,24,27,28,29,30,31],wrong:[1,8],wrongli:10,wrote:[5,11,28],wrt:[2,10,13],wth:[10,13],www:[20,21,22,26,27],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:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,27,30,31],x_0:[0,5,11,21,27,28,29,30],x_1:[0,2,5,6,7,8,9,10,11,13,21,24,27,28,29,30,31],x_2:[0,2,5,6,7,8,9,10,11,13,21,24,27,28,30,31],x_3:[8,21,24],x_4:21,x_:[0,2,3,5,6,8,10,11,13,14,18,21,22,24,27,28,29,30,31],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,21,24,27,28,29,30,31],x_input:2,x_ix_:[0,27],x_iy_i:8,x_j:[0,2,8,9,12,16,24,28],x_jy_j:8,x_k:[12,14,21,24,28],x_l:24,x_m:[6,12,21,24,30],x_n:[0,2,3,6,8,11,12,13,21,24,27,30,31],x_new:[9,10],x_offset:[6,28,29],x_output:2,x_p:[3,7,9,31],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_small:13,x_test:[0,1,3,5,6,7,9,10,11,27,28,29,30,31],x_test_own:6,x_test_scal:[0,6,7,9,10,11,28,29,30],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,27,28,29,30,31],x_train_mean:[6,28,29,30],x_train_own:6,x_train_scal:[0,6,7,9,10,11,28,29,30],x_val:1,xarrai:[20,27],xavier:1,xbnew:[13,31],xcode:[0,15,20,22,27],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:29,xk:8,xla:[3,4,13,14,20,27],xla_client:[3,4,14],xla_comput:[3,4,14],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,22,24,27,28,29,30,31],xlim:[6,10,30],xm:9,xmesh:13,xnew:[0,13,27,31],xp:24,xpanda:[0,28],xpd:[5,11,28],xplot:0,xs:9,xscale:[0,28],xsr:9,xt_x:[13,31],xtest:[6,30,31],xtick:[3,6,8,9,30],xtrain:[6,30,31],xu:[0,27],xx:[0,21,27],xy:[0,6,8,21,22,27],xytext:8,xz:[21,27],y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,27,28,29,30,31],y_0:[0,5,11,21,27,28,29,30],y_1:[0,5,8,9,11,13,21,27,28,29,30,31],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:[0,5,8,9,11,21,27,28],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,21],y_4:21,y_:[0,1,5,6,10,11,21,27,28,29,30],y_data:[0,1,5,6,27,28,29,30,31],y_data_ful:1,y_decis:8,y_fit:[0,28],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,18,19,21,22,27,28,29,30,31],y_if_:10,y_ix_:[0,27],y_ix_i:[7,8,13,28,31],y_iy_jk:8,y_j:[6,8,12,19,22,30],y_k:12,y_m:21,y_model:[0,4,5,6,27,28,29,30,31],y_n:[8,13,31],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:[6,28,29],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,28,29,30,31],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10,31],y_scaler:[6,29,30],y_test:[0,1,3,4,5,6,7,9,10,11,27,28,29,30,31],y_test_onehot:1,y_test_predict:[0,28],y_test_scal:30,y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,27,28,29,30,31],y_train_mean:[6,28,29],y_train_onehot:1,y_train_predict:[0,28],y_train_scal:[6,29,30],y_val:1,ye:[3,6,7,30,31],year:[0,20,27],yet:[0,1,6,8,11,13,27,31],yhd5w:[],yi:13,yield:[0,2,5,6,8,10,12,13,14,21,24,27,29,30,31],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,22,24,27,28,29,30,31],ylim:[3,6,30],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,26],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,19,20,21,22,24,25,26,28,29,30,31],young:[0,27],your:[1,2,4,5,6,8,11,13,17,19,20,21,22,29,30,31],yourself:[11,13,27],youtu:[],youtub:20,ypred:[6,30,31],ypredict2:[13,31],ypredict:[0,13,27,28,31],ypredictlasso:[5,29],ypredictol:[0,5,29,30],ypredictown:[6,28,29],ypredictownridg:[6,29],ypredictridg:[0,5,6,29,30,31],ypredictskl:[6,28,29],yridg:27,ys:9,ytest:[6,30,31],ytick:[3,6,8,9,30],ytild:[0,6,27,28,30],ytilde_test_ol:30,ytilde_test_ridg:30,ytildelasso:[5,29],ytildenp:[0,27,28],ytildeol:[0,5,29],ytildeownridg:[6,29],ytilderidg:[5,6,29],ytrain:[6,30,31],yvqgvcsovpw:[],yx:[21,27],yy:[21,27],yz:[21,27],yzbxji6lgl0:[],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,21,22,24,27,28,30,31],z_0:[21,27],z_1:[21,27],z_2:[21,27],z_:[1,2,12,21,27],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,28],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:24,zaxi:[6,22],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,22,24,27,28,29,30,31],zeros_lik:4,zeroth:28,zfill:4,zip:[2,4,6,13],zl:[],zm_h:[0,27],zn:[0,28],zone:[0,28],zoom:27,zx:[21,27],zy:[21,27],zz:[21,27]},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","Exercises week 37","Exercises week 38","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","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization"],titleterms:{"1":[0,15,16,17,18,22,27,28],"10":[],"11":[],"12":[],"13":[],"14":30,"15":[],"16":[],"17":[],"18":[],"19":[],"2":[0,15,16,17,18,27,28],"20":[],"2021":[],"2022":[],"2023":[22,25],"21":31,"22":[],"23":31,"24":[],"25":[],"26":[],"27":[],"28":[],"29":[],"3":[0,15,16,27,28],"30":[],"31":28,"34":[15,27],"35":[16,28],"36":[17,29],"37":[18,30],"38":[19,31],"39":[],"4":[0,28],"40":[],"41":[],"4155":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"6":[],"7":29,"8":[],"9":22,"case":[8,10,24,28,29,31],"class":31,"do":[1,27,29,30],"final":[12,28,29],"function":[0,1,6,7,8,10,11,12,13,22,24,27,28,29,30,31],"import":[5,21,27,28,29],"new":[4,29,30],A:[0,1,4,8,9,27,29,30,31],And:[27,28,29,31],In:25,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,20,27,28,29,30,31],To:[27,28],With:[4,29],about:[27,28],abov:29,activ:[1,12,29],actual:[],ad:[0,6,17,22,27,28],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9,31],ai:27,aim:[8,9,17,18,19,27],aka:[27,28],algebra:[21,27],algorithm:[9,10,11,12,28],algortithm:[13,31],all:8,an:[0,4,10,27],analys:[5,28],analysi:[0,5,6,11,20,22,24,27,28,29,30],analyt:[0,16,17],ani:[13,31],anoth:[9,29,30],appli:20,approach:[0,8,14,27,30],approxim:12,architectur:1,arrai:[21,27],assist:25,assumpt:[29,30],august:28,autocorrel:24,autograd:[2,13],automat:13,b:[17,22],back:[1,11,12],background:[20,22,30],bag:10,base:[13,30],basic:[0,5,7,9,10,11,21,28,29,30,31],batch:1,bay:[5,29,30],befor:11,beta:[29,30],better:8,bia:[6,22,30],binari:1,bind:27,binomi:[],bird:10,block:[],boldsymbol:[28,29,30],boost:10,bootstrap:[6,10,30],boston:[0,28],breast:1,brief:[27,30,31],bring:12,build:[1,3,9],c:[22,27],calcul:28,can:[27,30],cancer:[1,7,9,11,31],cart:9,center:28,central:[13,20,24,30,31],chain:12,challeng:31,chang:10,channel:27,chi:[0,27],choos:1,cifar01:3,classic:11,classif:[1,9,10,31],classifi:[8,31],clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,27,28,29,30,31],collect:[1,3],come:31,commun:27,compact:31,compar:[2,10],comparison:29,complet:28,complex:[0,6,22,28],complic:6,compon:11,comput:9,computation:30,computerlab:27,con:9,concept:24,condit:[29,30,31],confid:30,conjug:13,continu:[],contn:27,convex:[8,13,31],convolut:[3,12],correctli:[29,30],correl:[11,28,31],correspond:31,cost:[1,10,28,29,30,31],cours:[20,26,27],covari:[5,11,24,28],cover:27,cross:[6,22,30,31],cumul:[],cython:27,d:22,data:[0,1,3,6,7,9,11,15,16,20,22,24,27,28,29,31],dataset:[1,3],deadlin:[22,27],decai:2,decis:[9,10],decomposit:[5,11,17,21,28],deep:[1,2,31],defin:[1,27],definit:[],degre:[0,28],deliveri:22,delta:30,demonstr:[],dens:[0,27],deriv:[5,12,28,29,30,31],descent:[2,10,13,31],descript:22,design:28,detail:[3,27],develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,22,28],disadvantag:9,discret:24,discuss:31,disguis:[],distribut:[5,24,29,30],distrubut:[29,30],doe:[28,29],domain:24,down:1,dropout:1,e:22,each:31,economi:28,electron:22,element:[0,24,27],elimin:21,energi:27,ensembl:10,entropi:[9,31],environ:[0,15,27],equat:[0,2,12,27,28,29,31],error:[0,10,27,28,30],essenti:27,estim:[29,30],etc:27,euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10,27,28,29,30,31],exercis:[0,6,15,16,17,18,19,27,28,30],expect:[18,24,29,30],expens:30,experi:24,explor:[0,15,16,27],exponenti:2,express:[17,18,27,28,31],extend:31,extrapol:4,extrem:[10,27],ey:10,f:22,fall:25,famili:[1,27,28],famou:21,fantast:28,featur:[9,21,28],feed:[1,12],find:30,fine:1,first:[4,12,27,28,29,31],fit:[0,10,27,29],fix:28,fold:[30,31],forc:3,forest:10,format:[22,27],forward:[1,2,12],fourier:3,frank:[6,22,28],freedom:[0,28],frequent:28,frequentist:[0,27],fridai:31,from:[5,10,12,28,29,30,31],full:2,further:[3,5,28],fy:[],g:22,gan:4,gaussian:21,gd:13,gener:[4,9,27],geometr:[11,31],gini:9,good:[0,27],grade:[25,27],gradient:[1,2,10,13,31],grid:31,group:31,growth:2,ha:20,handl:[21,27,28],happen:[29,30],have:27,heard:27,hessian:[28,31],hidden:2,histogram:30,homework:31,hous:[0,28],how:31,hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ideal:31,ident:[29,30],identifi:30,ii:27,iid:[29,30],illustr:29,implement:1,implic:[5,28],improv:1,includ:[13,31],increment:11,independ:[29,30],index:9,inform:25,input:2,instal:[20,22,27],instructor:25,intercept:28,interpret:[5,11,27,28,29,30,31],interv:30,introduc:[11,13,28],introduct:[0,6,20,21,22,27],invers:[5,21,29],invert:28,invok:[],iter:10,its:28,jackknif:[],jacobian:28,jax:13,julia:27,jungl:10,k:[30,31],kera:[1,3],kernel:[8,11],lagrangian:8,lambda:31,lasso:[5,6,22,28,29,30,31],last:[28,30,31],later:[5,28],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,20,22,27,28,29,30,31],least:[5,6,18,22,27,28,29],lectur:[27,28,29,30,31],level:10,librari:[20,27],likelihood:[7,29,30,31],limit:[1,13,24,30,31],linear:[0,8,13,21,27,28,29,31],link:[5,11,23,26,28,29,30],literatur:22,logist:[7,27,31],loss:[28,31],lu:21,machin:[0,8,13,20,22,27,31],made:[29,30],mai:27,main:24,make:[0,9,10,15,16,27,28],mani:[10,12],manipul:28,margin:[29,30],mass:27,materi:[23,27,28,29,30,31],math:[5,28],mathemat:[3,5,8,28],matric:[5,21,27,29],matrix:[1,5,11,12,21,27,28,29,31],matter:[0,27],max:28,maximum:[29,30,31],mean:[0,27,28,29,31],measur:31,meet:[5,10,24,27,28],mercer:8,mersenn:[],method:[6,9,10,13,22,30,31],midnight:22,min:28,minim:[27,31],ml:27,mle:[29,30],mlp:12,mnist:[3,4],model:[0,1,4,6,12,27],moment:[],momentum:13,moon:[8,9],more:[3,6,21,22,27,28,29,30,31],multilay:12,multipl:[1,3],multipli:8,name:[],need:[22,27],network:[1,2,3,4,7,12,27,31],neural:[1,2,3,4,7,12,27],newton:31,non:8,normal:[0,1,30],norwai:[],notat:12,note:[28,29,30],novemb:[],now:[1,9,13,29,30],nuclear:[0,27],nueral:31,numba:27,number:[0,2,24,28],numer:[2,22,24],numpi:[21,27],object:3,observ:[],obtain:11,octob:22,od:2,off:[6,22],ol:[5,6,22,29,30],one:[2,12,31],oper:21,optim:[1,8,13,20,27,28,31],order:13,ordinari:[5,6,18,22,27,28,29],organ:[0,27],oslo:26,other:[4,9,11,12,21,27,28,31],our:[0,4,5,11,13,27,28,31],outcom:[20,27],output:2,overarch:[0,4,8,9,17,18,19,27,28],overview:[10,27],own:[0,10,11,15,16,27,28],packag:[21,27],panda:[27,28],paper:22,paramet:[27,28,31],part:[13,20,22,28,31],partial:2,pass:1,pca:11,pdf:24,pencil:22,perceptron:12,perform:[1,9],period:3,perspect:1,plan:[28,29,30,31],plot:[30,31],point:4,poisson:2,polynomi:[3,29],popul:2,practic:[13,25,27],pre:[1,3],predict:4,predictor:31,preprocess:28,prerequisit:[3,20,27],princip:11,principl:3,pro:9,probabl:[5,24,29,30],problem:[1,2,13,27,28,29,31],procedur:[9,27],process:[1,3],program:[2,13,22,31],project:[6,22,27,31],prop:13,propag:[1,12],properti:[5,24,28,31],pseudo:[],python:[0,9,15,20,21,27],quick:8,r:27,ran0:[],random:[10,11,24,31],raphson:31,read:[9,27,28,30],real:[6,22,27],recip:[],recommend:[27,28],rectangular:29,recurr:[4,12],reduc:[0,28],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,17,18,22,27,28,29,30,31],regular:[1,31],relat:28,relev:[26,28,30,31],relu:1,remark:3,remind:[6,8,27,31],repeat:28,replac:13,report:22,repositori:30,requir:[2,20],resampl:[6,22,29,30],rescal:[6,29],residu:28,resourc:2,result:[28,29],revisit:[13,31],rewrit:[27,28,30],rewritten:31,ridg:[0,5,6,17,18,22,28,29,30,31],rm:13,rng:[],rule:12,s:[8,10,30,31],same:[13,30],sampl:11,scale:[28,30],schedul:[23,27],schemat:9,scheme:2,scienc:27,scikit:[0,1,11,15,16,27,28,29,30,31],search:31,second:13,select:31,semest:25,sensit:31,septemb:[29,30,31],session:29,set:[0,2,3,9,12,15,27,28,31],sgd:13,should:1,similar:13,simpl:[0,4,9,13,27,28,29,31],singl:10,singular:[5,11,17,28],situat:[],size:28,soft:8,softmax:1,softwar:[22,27],solv:[2,29,31],solver:13,some:[13,21,27,28,31],specifi:2,split:[0,15,16,27,28],squar:[0,5,6,10,18,22,27,28,29],standard:[13,28,30],state:[0,27],statement:27,statist:[5,6,20,24,27,29,30],statitsitc:[],steepest:[10,13,31],step:[30,31],still:28,stk3155:[],stochast:[13,24],strongli:27,studi:31,subtract:28,suggest:27,sum:30,summari:[25,27],superposit:3,supervis:1,support:8,svd:[5,28,29],systemat:3,t:[28,29],teach:[23,25],teacher:[25,27],technic:29,techniqu:[6,11,22,29],technolog:20,tensorflow:[1,3],tent:27,term:30,test:[0,1,15,16,27,28,29],textbook:[26,27],than:31,thei:27,theorem:[5,8,11,12,24,29,30],theori:24,thi:[17,18,19,27],think:28,three:[],thursdai:[28,29,30,31],tip:13,togeth:12,tool:27,top:1,topic:27,toss:[],toward:11,trade:[6,22],tradeoff:[6,30],train:[0,1,4,15,16,27,28],transform:3,tree:[9,10],tuesdai:29,tune:1,two:[3,8,20,22,28,31],type:[2,4,12,27],uio:27,uncorrel:[],understand:30,uniform:[],univers:[12,26],unsupervis:14,up:[0,2,9,12,15,27,28,30,31],us:[0,1,2,3,7,13,20,27,28,31],usag:[29,30],valid:[6,22,30,31],valu:[5,11,17,18,24,28,29,30,31],variabl:[24,31],varianc:[6,22,29,30],variou:[0,15,27,30,31],vector:[8,12,21,27,28],view:[0,4,10,28],visual:[1,9],vs:3,wai:[9,30],wave:2,we:27,wednesdai:29,week38:[],week:[15,16,17,18,19,27,28,29,30,31],weekend:31,weekli:[23,30],what:[0,27,28,29,30],which:1,why:[27,28,30],wisconsin:[7,31],wrap:[28,30],write:[4,11,29],x:[28,29],xgboost:10,yet:29,you:27,your:[0,10,15,16,27,28],yourself:31}})
\ 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","exercisesweek37","exercisesweek38","intro","linalg","project1","schedule","statistics","teachers","textbooks","week34","week35","week36","week37","week38"],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","exercisesweek37.ipynb","exercisesweek38.ipynb","intro.md","linalg.ipynb","project1.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb","week38.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,25,27,28,29,30,31],"00":[0,1,5,6,9,11,27,28,31],"000":[1,3],"0000":9,"00000":[9,11],"000000":[5,11,27,28],"00000000e":[5,28,31],"000054":27,"0000e":[],"0001":[1,17],"00010403373827253124":[],"00011551":[],"000148":[],"00017471":[],"00018425":[],"00019998":5,"0002382102844775691":31,"00024087":5,"00025531":[],"00028369228101198006":[],"00029012":5,"0003043256065368937":[],"0003153514830957865":6,"00031535148309580783":6,"0003153514830958081":[],"0003153514830958126":[],"0003153514830958235":[],"00033779":[],"00034944":5,"00040953":[],"000417932":2,"00042089":5,"000464088":2,"00046714":[],"00050694":5,"00054144":[],"00054272":[],"00057106":[],"00058016":6,"000599":[],"00060705":6,"00060708":[],"00061058":5,"00062582":[],"00062595":6,"00063364":30,"00063862":30,"00066668":6,"00068088":30,"00068734":6,"00068941":[],"00068946":6,"00069103":[],"00071305":[],"00072037":[],"00073541":5,"00074389":[],"0007480407244119591":[],"00075315":[],"000755":[],"00075534":[],"00075597":30,"00076495":6,"00076905":6,"00076919":[],"00076925":[],"0007698473260556325":6,"0007698473260556334":[],"0007698473260556339":[],"0007698473260556344":6,"0007790285013223805":[],"00079123":[],"00079129":6,"00079130":[],"00079910":30,"00079968":5,"00083346":30,"00084705":6,"00084711":[],"000854409696581":[],"00085883":[],"00085884":[],"00085889":6,"00086553":[],"00087697":6,"00088573":5,"00089187":30,"00089459":[],"00092645":[],"00092646":[],"00092647":6,"00092904":30,"00096314":5,"001":[1,2,8,13,17,31],"00100519":6,"0010059":[],"00102864":[],"0010479245355337968":[],"0010479245887943952":[],"0010479245926411787":[6,30],"00105081":6,"001060":11,"00106025":11,"00106677":5,"00107405":6,"00111756":6,"00112431":[],"0011526":6,"00115999":5,"0011828302640124":[],"00118368":[],"00118504":[],"00118508":6,"00118527":[],"00119699":30,"001263":[],"00128479":5,"00128634":[],"00129543e":[],"00131939":[],"001323":6,"00137818":6,"00137823":[],"00137835":[],"00139198":[],"00139705":5,"00140849":30,"00143188":[],"00145838":[],"00147197":[],"00149311":6,"0014937":[],"00149956":6,"00152117":6,"00152188":[],"00154733":5,"00154860":30,"00156376":6,"00156379":[],"00156382":[],"00158723":[],"00162091":[],"00168141":[],"00168251":5,"00174276":6,"00174508":[],"00175331":6,"00183687e":[],"00186347":5,"00187154":[],"001880":5,"00191249":[],"001988":[],"00198806":[],"00200":8,"00201915":[],"00202464":[],"00202624":5,"00202756":6,"00207627":[],"00217499":6,"0021877":[],"00219194":30,"00220229":[],"00224413":5,"00226569":[],"00228741":[],"00228742":6,"00228986":[],"00229179":21,"00232255":[],"00233155":[],"00233441":[],"0023548":6,"002381316302584885":[],"002381316302584886":6,"0023813163025848865":6,"00242954":30,"00242999":6,"00243186":6,"0024401":5,"00249435":6,"0025074":[],"0025125":[],"00252344":[],"002526":[],"0026081":[],"00266858":2,"00267599":[],"00270244":5,"00274989":6,"00275135":[],"00281835":[],"00283636":[],"00287154":[],"00289406e":[],"00289724":6,"00293838":5,"002948":[],"0030828":[],"003083":[],"003100":27,"00310113":2,"00310568":11,"003106":11,"00312361":6,"00315593":6,"003215318065760509":[],"0032153180657605116":[6,30],"0032153180657605125":[],"00321694":[],"00323332":6,"0032542":5,"00325450":30,"00327082":[],"00329264":[],"003301":6,"00330907":[],"0033955154592040923":[6,30],"003395515459204093":[],"0033955154592040944":[],"00353655":[],"00353823":5,"0035417":[],"00355118":[],"00355175":[],"003620":27,"0036237":6,"0036367":6,"00363986":[],"00369758":6,"003704":[],"003717":[],"00373019":[],"003738":[],"003759":[],"003774":[],"003788":[],"003788445263115483":5,"0038332550504751595":31,"0038335":6,"00388494":[],"00390021":[],"00390805":[],"003909404072811217":[],"003909404072811221":[6,30],"003909404072811231":[],"00391839":5,"00393128":[],"00393744":[],"00397836":[],"00399247":[],"0039987":6,"004":[5,29,30],"00403785":[],"00406231":[],"00407056":[],"004091940707753925":[6,30],"004091940707753948":[],"0040919407077539514":[],"00410387":6,"00410478":6,"004113634617443116":[],"0041136346174431284":[],"004113634617443131":[6,28],"004113634617443135":[],"004113634617443139":[6,28],"00411363461744314":[6,28],"004113634617443141":[],"004113634617443147":[6,28],"00415473":[],"0041559863458613296":[6,30],"004155986345861364":[],"004155986345861374":[],"00415763":[],"00416461":[],"00420072":30,"00424909":2,"00424967":6,"00426027":5,"00427039":[],"00431511":[],"00432302":[],"00433417":11,"004339135748752641":9,"00437363":[],"00440346":6,"00443743":6,"00444561":[],"00445655":11,"00449439":[],"00452742":[],"004579219539673834":[6,30],"004579219539673836":[],"00458014":[],"00458671":[],"00458878":6,"004610275230656182":[6,30],"004610275230656187":[],"004610275230656294":[],"00462287":6,"00465099":30,"00465403":[],"00471782":5,"00471966":[],"00472199":6,"00472303":[],"00472512":6,"00477722":[],"00478786":[],"004788":[],"0049544":6,"004999999999999984":[],"0049999999999999845":0,"00499999999999999":[],"004999999999999994":[],"004999999999999996":[],"004999999999999997":[],"005":[],"0050000000000000044":[],"005000000000000011":[],"00503218":[],"00506501":[],"00506765":[],"00509527":[],"00512927":5,"00514913":[],"00517074":[],"00517114":6,"00523269":[],"00526348":6,"0053018":6,"00534085":24,"00537912e":[],"00538287":[],"00546438":[],"00548686":[],"0055043":[],"00554475":[],"00554552":6,"00556826":6,"00563446":[],"00564956":[],"0056799":5,"00569317":[],"00577016":[],"00577441":[],"00578738":[],"00578776":[],"00579953":6,"0058263":24,"00588657":6,"00605451":[],"00607783":6,"00611932":[],"006158537606875468":[],"006162":6,"00617499":5,"00620642e":28,"00622755":[],"00625843":[],"00626339":[],"006275173922218319":[],"00628788":[],"00630331":6,"00634741e":[],"00642221":6,"00645183":[],"00654702":[],"00658717":[],"00659545":[],"00660427":6,"00660801":[],"00661104":[],"0066916":[],"00672607":6,"00673393":[],"00673407":6,"00676387":6,"0068011":6,"0068094":[],"00681644":[],"00683748":5,"00683964":6,"00684221":[],"00689391":[],"00695357":[],"00695738":[],"00700232":[],"007012403613997257":[],"007024126888936694":[],"007024126888938144":[6,30],"0070241268889382116":[],"0070381":[],"00704468":[],"00706459":[],"00708794":[],"007098683295819775":[],"00712899":[],"00715835":[],"00719176":6,"00721135e":28,"0072559952738542694":[],"00727646693":[0,27],"007315":[27,28],"00732273":[],"007334080205654388":[],"00733497":[],"00740173378493795":[],"0074331":5,"00749579":[],"00751823":[],"00754532":[],"00758025":[],"00759119":6,"00770648":[],"00771046":[],"0077750600806588575":[],"00779538":[],"00779804":[],"00780259":[],"00781035":[],"00781918":30,"007839875253055148":[],"00784393":6,"00791019":[],"00791291":[],"00801078":[],"00803064":6,"00805074":30,"00806407":[],"00808144":[],"0080866254785146":[],"008089688732934681":[],"00813803":6,"00817056":[],"00817631":6,"00819724":[],"00820764":[],"00823002":5,"00827728":6,"008278885543361304":[],"00831018":6,"008334493024006613":[],"00834567":6,"00839839":[],"008435888964550838":[],"0084603":[],"00848904":6,"00850988":[],"00851638e":[],"00852965":[],"008550594684081035":[],"00857688":[],"008653750612762521":28,"0086649156":[0,27],"008675369724975977":5,"008675369724976501":[],"00867698":[],"00868337":[],"008754614401844201":[],"00877989":[],"008818897251043893":[],"008823125370709272":[],"00882596":[],"00886682":[],"00894639":5,"008947823579448178":[],"00895315":[],"009039197557276654":28,"00905423":6,"00910241":[],"00911938":[],"009163":[],"00916336":[],"009163470508352211":[],"009163470508352218":5,"009164545680330616":[6,30],"00917248":6,"00918914":[],"00928016":[],"009290411029763584":[],"00934327e":28,"00934499":6,"00934728":[],"00943261":[],"009450756365829578":[],"00950269957492606":[],"00953728":[],"00954257":[],"0096208":6,"00963223":[],"00965032":[],"0097018":[],"009710035292693498":[],"0097577":[],"0098629":[],"00990475":5,"00992331":6,"00996754":6,"009981":[],"00998135":[],"00it":[],"01":[0,1,2,5,6,9,11,13,17,26,27,28,30,31],"010018312644139205":[],"010018312644139219":[6,30],"010018312644139347":[],"01003763":[],"01006893":[],"0100706":6,"01011376":[],"0101339":[],"010154":[],"01023891":[],"010239":[],"01028231":[],"01028255":[],"01028995427580139":[],"01029589":[],"010331721306655144":[],"01033172130665515":[],"010331721306655165":[6,30],"01037947":[],"01039549":[],"01049472":[],"010516485576646504":[6,30],"010516485576646513":[],"010516485576652856":[],"010530":[],"01053024":[],"01056549":[],"010596520060222926":[],"01066519":6,"010687707010849668":21,"01072866":[],"01073921":[],"01073938":[],"010751622516868333":[],"01076611":5,"010902":27,"01097227":[],"0110":24,"0110407067093945":[],"01104071":[],"011076219011339788":[],"01107621901137465":[],"01107621901137467":[6,30],"01121347":[],"011225":2,"01122997":[],"0113104":6,"01132947":[],"01133171":[],"01135107":[],"0113975":[],"01152107":[],"0116726":[],"01167264":[],"01176895":[],"01178253":[],"01179792":6,"01191824":5,"01194406":[],"01199624e":[],"01199845":[],"012":[],"01200342":[],"01205286":[],"0120561":24,"0120561022775605":24,"01206708":[],"012073649439965807":[],"012073649469946107":[6,30],"012073649472576395":[],"01207435":[],"01212754811385597":[],"01219292":6,"01222822":28,"01223198":6,"01224109":[],"01227458":[],"01231917":6,"0123679":[],"01242273":[],"01242803":[],"01244295e":[],"01247056":[],"01248731":[],"012501013881387798":[],"01256189":[],"01257962":[],"012580":[],"012633802944855959":[],"01265755":28,"012658":28,"01285424":[],"01290947":6,"01294617":[],"01295356":5,"013121573975499602":[],"013121573975499604":[],"01312157406137079":[],"013121574061370796":[],"013121574062587286":[6,30],"01317074":[],"01318643":6,"01322099":[],"01322543":[],"01323884":[],"01326608":[],"01347916":6,"01348565":6,"013537225644261203":[],"01354598394614281":[],"0136671":[],"01367553":6,"01374437":[],"01381723":[],"01397146":6,"01400329":[],"01405935":6,"01406736":[],"01416528":6,"014209325470380275":[],"01422494":[],"01422853":[],"0143088":[],"01433809":5,"014436800088896274":[],"014436800088896381":[6,30],"014436800088969727":[],"01448144":[],"01449782":6,"01458337":6,"014586":28,"01458611":28,"014599964106338128":[],"0146081":6,"01463049":6,"01471878":[],"01472766":[],"01479194":[],"01487742":[],"01489692":[],"01491299":[],"01492855":[],"01494533":[],"01497781":[],"01505087e":28,"015072388895177088":[],"0150723888951771":6,"015072388895177109":[],"015072388895177157":6,"015072388895177239":[],"01509543":[],"01510929":[],"01515966":[],"01525206":[],"01530715721129232":[],"01531845":6,"01538461538462":[],"01539":[],"01542292":30,"01542944":[],"01547992":[],"01549377":6,"01549939":30,"01550546":30,"01550656":[],"01551946":[],"01558197":5,"01558461":[],"0156548":[],"01572164":[],"01574091":[],"01574375":[],"01586048":[],"01588614":[],"01588619":[],"01591355407242949":[],"01594452":30,"01610677e":28,"01614046":[],"01619802":[],"016285782696017055":[],"016285782696017142":[6,30],"016285782696075054":[],"01628823":[],"01631138":[],"01633913":6,"01637147":[],"01640891":6,"0164286":[],"01644452":[],"01646892":[],"01654471":[],"01655318":6,"01655455":[],"0165866":[],"016587414993037307":[],"016587414993045335":[6,30],"016587414993045405":[],"01667873":[],"01678286":[],"01691985":6,"01693":[],"01693278":[],"0169643":5,"016970019460234076":28,"01708781":6,"01708852":6,"01710429":21,"01713366":6,"0171347":[],"01724499":5,"01725808":[],"01735584819559184":[],"017355848195591845":[],"01735584819559331":[6,30],"017355848195593312":[6,30],"017355848195593354":[],"01742183":[],"01751529":[],"01752962e":[],"01756972":[],"01761413":[],"017665":5,"01770163":[],"0177181":[],"01780471":[],"017805":[],"01783414e":28,"01788423":[],"01799917e":[],"01801774":[],"01816821":[],"01817152":[],"01817919":[],"018232":[27,28],"01826743":[],"01831036e":[],"01831130e":[],"01831200e":[],"01831207e":6,"01831251e":6,"0183718":[],"01840062":[],"01844381":[],"01844727":24,"01852793":[],"01854824":[],"01855624":[],"01866537":6,"01869785e":[],"01871582":[],"01873344":11,"01873409":[],"01873869":5,"01885351":[],"01889099091713886":[],"0189082":[],"01898855":6,"01904583":[],"01905883":6,"01907538":[],"01908936":6,"01923991":[],"01927709":[],"01929643":[],"01933058":[],"0193453":[],"01943082":[],"01944669":[],"01950574":[],"01957153":[],"019587":[],"01960258":[],"01963611":6,"01969004537138309":[],"01969145":6,"01975416527168255":[6,30],"019754165271682844":[],"01975416527179247":[],"01975848":6,"01990155":[],"02":[0,4,6,7,12,27,28,31],"02002781":[],"02008059":[],"0202458":[],"020246":[],"02024962":6,"0202731":[],"02035804":[],"02054837e":6,"02055673":21,"02058701":[],"020634":[],"02063403":[],"02068067":6,"02073509":5,"02082761":[],"02086933":[],"02090061":[],"0209518407597062":[],"020964":[],"02098261":6,"0211496":[],"02123176":6,"021250026482402":[],"02126934":[],"02129803":[],"02143332":[],"0214539":[],"02151219":[],"02158709":[],"02159270458799264":[],"021592704587992645":[],"021592704588021164":[],"021592704588021167":[],"021592704588021174":[6,30],"021592704588021178":[6,30],"02160095e":[],"02166269":[],"02185737":21,"02193035":[],"02195273":[],"02198702e":6,"02198703e":6,"022":[],"02200044":[],"022022882954618364":[],"02206138":[],"022075":[],"02207532":[],"02208512":6,"02212776":[],"02212893":[],"02226654":[],"02228115":6,"02229529":6,"02232779":[],"02233576":[],"02237669":[],"02251524":[],"02252765":5,"02255062":[],"022556":[],"02255619":[],"02259051":[],"02263868":[],"02283536":[],"02291121":[],"02298589":[],"02299949826036602":[],"022999498260366198":[6,30],"0229994982603662":[],"02335522":[],"02341603":[],"02344111":[],"02344605":[],"0234505":[],"02348765":6,"02354476":[],"023545":[],"02365049":6,"02376036":[],"02377668":[],"02383034":[],"02401344":[],"024023115996453476":[],"02408959":[],"0242106":[],"02421521":[],"02422503":[],"02424794":30,"02430520e":[],"02442398":[],"0245528":6,"02480935":[],"02492265":5,"02493054":[],"02498832":6,"02502101":[],"02503753":6,"02511518":6,"02521356":[],"02521597":[],"02522069":6,"025325212488352":21,"02533184":[],"02539993":[],"02541796":[],"02546675":30,"02551463":[],"02566258":[],"02568505":[],"025709":[11,28],"02586427":6,"02596838":[],"0260906":6,"02609885":[],"026121042099059435":24,"02612167":[],"02625193":8,"02625928":[],"026408391362671896":[],"02642055e":[],"02644748":[],"02649453":[],"026605727637176654":[],"026605727637184554":[6,30],"026605727637184558":[6,30],"02660572763718461":[],"026605727637184613":[],"02670606":[],"02697521163514974":[],"026986":[],"02698605":[],"02699523":[],"02701924":[],"02705154":[],"02707227":5,"02708158":[],"02712723":[],"02723445":6,"02724253":[],"0272773":24,"02747522":[],"027609773491022314":[],"02760977349102238":[6,30],"027609773491022387":[],"027609773491022394":[6,30],"027609773491022407":[],"02762405215108776":[],"02766489e":[],"02766981":[],"02768957":[],"02775293":[],"02783644":[],"02786488":[],"027865":[],"02803041":[],"02808201":[],"02818883":[],"0283589":[],"02840224":[],"02840884":[],"02857":4,"02862254":[],"02868501":[],"02897168":[],"02900131":[],"02903947":[],"02917662":[],"029177":[],"02917931":[],"02925853":[],"02926396":[],"02928941":[],"02944194":[],"029483":5,"02951554e":[],"029574060388349064":[],"029613363972682966":[],"02970592":[],"02971158":[],"029733":[27,28],"02976145":6,"02979908":[],"02994311":5,"02f":[6,22],"02it":[],"03":[1,6,28,31],"03012368":[],"030169":[],"03016916":[],"03026672":[],"03028379":[],"03032441e":6,"030407120354722424":[],"03054765":[],"03056589":[],"030566":[],"030693":[],"03069324":[],"03071040e":[],"03076923076924":[],"03077640549":4,"03078597":[],"03079528":[],"03080664":[],"03099776":5,"031":[5,29,30],"03105744e":28,"03123832":[],"03168642":[],"0317159":[],"03173163":[],"031846":[],"03184647":[],"03187054":[],"03187339273559067":[],"03192893":[],"03196357":6,"032":[],"03206303":[],"03224523":[],"03232013":[],"03232719":[],"03235599":[],"03251863":5,"03255258":[],"03256632e":1,"03260201":[],"03265139":[],"03267527":6,"03278964":[],"032790":[],"03279636":6,"03286166":5,"032862":5,"033":[],"0330308045180234":[],"0330308045183163":[],"0330308045183219":6,"0330308045188872":6,"0330308045190182":[],"03308408":5,"03324117":[],"03326365":[],"033264":[],"03330335":[],"03352185":[],"03352725":[],"033657685071527485":[],"033657685071527624":[],"03365768507152769":[6,30],"03371334":[],"03382304823545749":[],"03393764":11,"033938":11,"03399521":[],"034047":27,"03413302":[],"03416188":21,"0341899":[],"03423556":[],"03437582":[],"03447512":6,"034557":28,"0348171":[],"03483677":[],"03499693245669077":[],"03500198":[],"03507211":[],"03509912":[],"03510756":[],"03523311":[],"03533092":[],"03536062":[],"03536673":[],"03546779":[],"03562355":6,"03568439":6,"03570747":[],"03583342":[],"0358909447132981":[],"035909":27,"0359565":5,"03608726":21,"03610331":[],"03613949":[],"03617972":[],"03630548":6,"03634298":[],"0365416391166":24,"03654164":24,"03707133":11,"03718926":[],"03724642":[],"03739357":[],"03739417":[],"037503978471253":[],"037559":[],"03755944":[],"03761519":[],"03781367141738885":[],"03781367141738886":[],"037813671417388985":[],"03781367141738899":[],"03781367141738902":[6,30],"03791967":[],"03794112":[],"03807267":[],"038073":[],"03814292":6,"03815288":6,"03822007730337899":11,"038300":[11,28],"03850557":[],"038506":[],"03859372":[],"03893106":[],"039039":5,"0391902":[],"03932541e":[],"03952093":[],"03981057":[],"03995478":[],"0399676689527966":6,"0399676689527968":[],"0399676689527975":6,"04":[1,6,11,28,31],"04008203e":[],"040102":5,"04010697":6,"0402861":21,"04028979":[],"04038959":28,"04039087":[],"04046799":[],"04063602":6,"04075841e":[],"040863":[],"04086326":[],"04087592":[],"041":9,"04100738":[],"04101587":[],"041129694365319464":21,"041148729430502":[],"041148729430523":6,"0411487294305246":[],"0411487294305746":[],"041148729430595":6,"04117184":[],"04120281":[],"04179719":[],"041797190646905":[],"04184636":[],"04184782":[],"04193203":28,"04208001":[],"04208274":[],"04220758":6,"04234339":[],"042708":[],"04273116":[],"04279651270127165":[],"04284519":[],"04295757":30,"043":9,"04315108":5,"04316854":27,"04331431":[],"0433816":[],"04346721":5,"04355837":6,"04362":9,"04368707":[],"0437499":2,"04389027":6,"043927769551648":[],"04413933503955871":[],"04419696":[],"04423486":6,"04426744e":28,"04426816":[],"044334":[27,28],"0443659":[],"0444119":[],"044613":6,"04481443e":[],"04483457":[],"04495095":[],"04496448":[],"04516608":[],"04531375":[],"045314":[],"04537385":6,"04543942":6,"04554454":[],"045603":[],"0456042":[],"04566103":[],"04566964":6,"04573057":[],"04573105":[],"0457893":27,"0458":9,"0459682":[],"04615384615386":[],"04621521":[],"04637311":[],"04648335":5,"046491":[],"04649105":[],"0466":[],"04670006":[],"04673082":[],"046731":[],"04674926":27,"046785461905835435":[],"04678736":[],"04683565":5,"04691549":[],"04735806":[],"04771105":[],"047737":[],"04775904":[],"04784395":6,"04785727":[],"04787099":[],"047953":[],"04800573":27,"04818727730430286":[6,30],"04818727730430296":[],"048187277304303056":[],"04825655":5,"048257":5,"04826413e":28,"048547423739546604":[],"04860436":[],"048653428302840175":[],"048762":[],"048818":[],"048920":27,"04892055":6,"04909093":6,"04912436":6,"04926746":30,"04930820e":[],"049318":[],"049462":27,"0495569966278238":[],"0495569966278269":6,"0495569966278295":6,"0495569966278315":[],"04965397e":[],"049747":[],"04983109":21,"049858":[],"0499586":[],"049960":[],"04996008":[],"04it":[],"05":[1,4,6,9,13,22,28],"05004617":[],"05009826":6,"05023564":[],"05029894":[],"05069808":[],"05087958":[],"050910":[],"05100875":6,"051043":[],"05110883":[],"0511284278960114":11,"0512238":[],"051391":[],"051418":5,"051451":[],"05150928":[],"051649":[11,28],"051662":[],"0517473":5,"05177021":[],"05177092":[],"05177527":[],"05177695":[],"052206":[],"052227":[],"05227921801205679":[6,30],"05227921801205691":[],"05227921801205692":[],"052279218012057004":[],"052305":28,"052330":[],"05236797e":[],"052372":[],"0525063":[],"0525221":[],"05255759":[],"052581":[],"05263":9,"05268304":[],"0527437":[],"05279147850537411":[],"05288681":[],"05290417684691035":[],"05302":9,"053417":28,"05358851":[],"0536097":[],"05363779":[],"05364854":8,"05367466":[],"053678":[],"05383795":6,"053849":5,"053994":[],"05402365":[],"054182":[],"05421908":[],"054244842835462305":[],"054305":[],"054335":[],"054340":[],"05434571":[],"0543653729690416":24,"054411":[],"05447415":6,"054491":[],"05454172":[],"054582":[],"054585":[],"054617":28,"054650":[],"054655":28,"054774":[],"054785":[],"05480098":[],"05483267":[],"05491301":[],"05491655":[],"054963":[],"05505310046362":[],"05505310046363":2,"055137":[],"055153":[],"055302":[],"055320":[],"05533":9,"055337":[],"055344":[],"055369":[],"05554042":[],"055676":[27,28],"055684":[],"055734":28,"055859":[],"05587489":[],"055875":[],"055910":28,"055958":[],"055987":28,"056127":[],"056131":[],"05614483":5,"056165":[],"056169":[],"05622775":[],"05623":9,"056233":[],"056235":[],"05635863":[],"056468":[],"05648":9,"05651951":6,"056528":[],"05667":9,"056683":28,"05698425":[],"057088709963182":[],"057163681553428394":[],"05716368155342902":[6,30],"05716368155351588":[],"0572":[],"057300":28,"057393":28,"057418":28,"057457":28,"057463":5,"057469":[],"05748797":[],"05751737":[],"05756733":[],"057587":[],"057588":[],"05763394":[],"057648":[],"057686":[],"057722":28,"057835":28,"05785343":6,"057877":[],"05789007":6,"057899":[],"05796251":6,"058033":[],"058035":[],"058038":[],"058040":[],"058058":[],"05807125":6,"058088":[],"05833369":[],"058343":[],"05834332":[],"05835037":24,"058416":[],"05850532":[],"05851756":21,"058552":28,"05855607":[],"058585":[],"058596":[],"058645":28,"058663":[],"058715":[],"058732":[],"058740":[],"058816":[],"05881845":21,"05883":9,"05884":9,"058854":28,"05886306e":28,"058890":[],"05892262":[],"058948":[],"058952":28,"058955":[],"058957":[],"058974":[],"058996":28,"059013":[],"059031":28,"0590702":[],"05911793":[],"059118":[],"059180":[],"059245":5,"059272":[],"059278":[],"059294":[],"059378":[],"059437":[],"059453":[],"059601":[],"05971574":[],"059783":[],"059795":[],"059807":28,"059824":[],"059933":[],"059951":28,"059952":[],"05999":9,"059993":28,"06":[6,28],"060016":[],"060048":[],"0600658":[],"060080":[],"060083":28,"06008452":[],"060146":[],"060183":[],"06020587":6,"06021285":[],"060213":[],"060228":[],"060254":28,"060288":[],"060291":[],"060309":[],"06031681":[],"060349":27,"060369":[],"06038053":[],"060381":[],"060394":[],"060401":[],"060425":5,"06043581":6,"060441":[],"060502":[],"060507":[],"060534":[],"060550":[],"060603":[],"060649":[],"060655":[],"060711":[],"060716":28,"060756":28,"060781":[],"060822":11,"060841":[],"060863":[],"060872":28,"060875":[],"060924":[],"060963":[],"061025":[],"061028":[],"061037":[],"061048":[],"061054":[],"0610602":[],"061113":5,"061133":[],"061144":[],"061149":[],"061163":28,"061188":[],"061209":[],"06121384":[],"061272":[],"061297":[],"061308":[],"061321":[],"061359":28,"06136773":[],"061390":[],"061443":28,"061452":28,"061468":[],"06150169":[],"061502":[],"061505":[],"061509":[],"061529":11,"061538":[],"061604":[],"06160438":[],"061614":28,"061646":[],"061679":27,"061685":[],"06168748":[],"061701":[],"0617129312534124":24,"061716":[],"061725":[],"061745":[],"061765":[],"061821":[],"0618352118150005":9,"061898":[],"061917":[],"061923":[],"061966":[],"06200174":5,"062016":28,"062061":[],"062062":[],"062064":[],"06208238634231944":[],"062082386342319454":[6,30],"06208238634231953":[],"062089":[],"062097":[],"062136":[],"062142":[],"062195":[],"062197":5,"0622197":[],"062220":[],"062292565":4,"062294":[],"062295":11,"062298":[],"06229862e":[],"062305":[],"062333":[],"062337":28,"062370":[],"062391":[],"062409":[],"062411":[],"062424":[],"062435":[],"06243748":24,"062451":[],"062498":[],"062517":[],"062534":[],"062551":[],"062563":[],"062599":28,"0626202708457115":[],"062624":28,"062640":[],"062665":[],"062676":[],"062706":[],"062719":[],"062721":[],"06273487":[],"062734874360835":[],"062742":[],"062773":[],"062777":[],"06282378894371":5,"062827":[],"062834":[],"062874":28,"06287717":[],"062881":[],"062884":[],"062888":[],"062920":[],"06292011":[],"06293056":21,"062983":[],"063014":[],"063019":28,"063024":[],"063052":[],"063061":28,"063066":5,"063070":[],"063078":[],"063080":28,"063084":[],"063115":11,"063125":[],"063155":[],"063173":[],"063192":[],"06319374":[],"063241":[],"063250":[],"063260":28,"063287":[],"063343":[],"063353":[],"063364":[],"063371":[],"063375":[],"063401":[],"063443":27,"063493":[],"063513":[],"063524":[],"06353697":[],"063600":[],"063612":[],"063619":[],"063631":[],"063653":28,"063657":[],"063661":[],"063724":27,"063750":[],"063752":[],"063766":[],"063781":[],"063851":[],"063857":[],"063872":[],"063874":[],"063876":5,"06388888888888888":[],"063894":28,"063977":11,"063979":[],"064041":[],"064048":5,"064052":[],"064057":[],"064062":[],"064074":28,"064081":[],"064108":[],"064110":[],"064176":[],"064184":[],"064232":[],"064274":[],"064284":[],"06432223":[],"064329":[],"064384":[],"064388":[],"064390":[],"064431":[],"06444":9,"064442":[],"064459":[],"064461":[],"064469":[],"064483":[],"064501":28,"064526":[],"06453579006728315":[],"06453579006728322":[6,30],"064538":[],"064573":[],"064577":[],"064604":[],"064606":28,"064609":28,"064618":[],"064623":[],"064634":[],"064637":[],"064648":[],"064658":[],"064681":[],"064684":[],"064699":28,"064701":[],"064753":[],"064759":[],"064787":[],"064793":28,"064823":[],"064838":[],"064859":[],"06486061":[],"064880":[],"064896":[],"06491736":6,"064918":[],"064931":[],"064937":[],"064964":[],"06497046":[],"064974":[],"065020":[],"065026":27,"065030":[],"065032":[],"065077":28,"065095":[],"065101":5,"065106":5,"065110":[],"065118":[],"065165":[],"065168":[],"065175":[],"065183":[],"065228":[],"065237":[],"065249":[],"065252":[],"065268":5,"065282":[],"065314":[],"065348":[],"065349":[],"065350":[],"065378":28,"065389":[],"06538944":[],"065390":28,"065410":28,"06547790180152352":[6,30],"06547790180152353":[],"06547790180152355":[6,30],"06547790180152357":[],"06547790180152363":[],"065514":[],"065537":[],"065557":[],"065575":[],"065641":[],"065657":[],"065680":[],"065730":[],"065761":[],"065796":[],"065826":[],"065846":[],"065869":[],"065892":[],"065942":[],"065952":[],"065973":[],"065974":5,"065983":[],"066006":[],"06602663":[],"066051":[],"066056":[],"066064":[],"066066":28,"066093":[],"066110":[],"066189":[],"066194":[],"066209":[],"066220":[],"066223":[],"066228":[],"066241":[],"066270":[],"066284":[],"066309":[],"066317":[],"066340":[],"066348":[],"066356":[],"06637":9,"066388":[],"066449":[],"066474":28,"066500":28,"066519":[],"066528":[],"066553":[],"066556":[],"066558":[],"066569":[],"066580":[],"066590":[],"066609":[],"066612":28,"06662062":[],"066647":28,"066651":[],"066654":[],"066656":[],"066670":[],"066672":[],"066675":[],"0666807":2,"066700":5,"066714":[],"066728":[],"066729":[],"066741":[],"066742":5,"066753":[],"066787":28,"066789":[],"066808":[],"066828":[],"066837":[11,28],"066850":[],"066854":28,"066870":[],"066873":[],"066919":[],"066934":[],"06695337":[],"066954":[],"066969":[],"066999":28,"067011":[],"067079":[],"067089":[],"067110":[],"067141":[],"067162":[],"067183":5,"067191":[],"067213":[],"067224":[],"067233":[],"067236":[],"067240":[],"06724062":5,"067282":[],"067288":[],"067392":[],"067400":[],"067402":[],"067432":[],"067437":[],"067443":[],"067449":[],"067484":[],"067489":[],"067499":[],"067506":[],"067515":5,"067525":[],"067527":[],"067544":[],"067547":[],"067560":[],"067585":[],"067593":[],"067597":[],"067599":[],"067612":[],"067615":[],"067620":[],"067622":[],"067628":[],"067637":28,"067675":[],"067693":[],"067707":28,"067709":[],"067710":[],"067712":[],"067714":[],"067719":[],"067720":[],"067723":[],"067767":[],"067769":[],"067775":[],"067787":[],"067854":[],"067856":[],"067864":[],"06786925114666595":[],"067873":[],"067905":[],"067907":[],"067908":[],"067934":[],"067956":[],"067967":5,"067984":11,"067990":[],"068007":[],"068019":[],"068059":[],"068075":[],"068087":[],"068093":[],"068094":[],"068098":[],"068103":[],"068104":[],"068110":[],"068120":[],"068136":[],"068163":[],"068168":[],"068170":5,"068197":[],"068201":[],"068206":[],"068210":[],"068215":[],"068239":[],"06826023e":[],"068261":5,"068264":28,"068297":[],"068307":28,"068318":[],"068339":[],"068345":[],"068358":[],"068363":[],"068365":[],"068375":[],"068376":[],"068391":[],"068417":[],"068418":[],"068441":28,"06844519414009438":[],"06844519414009442":[],"06844519414009444":[6,30],"06844519414009445":[6,30],"068461":[],"06848116e":28,"068500":[],"068505":[],"068517":[],"068521":11,"068524":[],"068525":[],"068538":[],"068541":[],"068546":5,"068573":[],"06858699":[],"068593":[],"068608":[],"06861085":[],"068619":[],"068622":[],"068629":28,"068642":[],"068643":[],"068654":[],"068659":[],"068664":[],"068676":5,"068689":[],"068701":11,"068724":[],"068727":28,"068735":[],"06875458":27,"068776":[],"068782":[],"068792":[],"068799":[],"068806":[],"068809":[],"068831":[],"068832":[],"068841":[],"068852":[],"068867":[],"068876":[],"068906":28,"068912":5,"068920":[],"068937":[],"068953":[],"068965":[],"068991":[],"068992":[],"068999":[],"069010":[],"069013":[],"069015":[],"069028":28,"069036":[],"069042":[],"069044":[],"069065":[],"069072":11,"069080":[],"069085":[],"069091":[],"069125":[],"069129":5,"069181":[],"069187":[],"069190":[],"069202":[],"069203":[],"069231":[],"069233":11,"069242":[],"069265":[],"069268":[],"069275":[],"069276":[],"069281":[],"069283":[],"069285":[],"069291":[],"069312":11,"069315":5,"069320":[],"069343":[],"069355":[],"069386":[],"069408":[],"069409":[],"069421":[],"06942103":[],"069436":[],"069441":[],"069452":28,"069454":[],"069455":[],"069465":[],"069475":[],"069476":[],"069494":[],"069506":[],"069522":[],"069534":[],"0695405":[],"069578":[],"069583":5,"069584":[27,28],"069612":[],"069617":11,"069621":11,"069626":[],"069640":[],"069651":[],"069654":[],"069667":[],"069669":5,"069672":[],"069681":[],"069685":[],"06969872":[],"069738":[],"069748":[],"069754":[],"069782":[],"069796":[],"069801":[],"069816":[],"069823":5,"069838":[],"069845":[],"069847":[],"069855":[],"069873":5,"069877":[],"069884":[],"069886":11,"069888":[],"069903":[],"069907":[],"069911":11,"069912":[],"069977":[],"06it":6,"07":[6,28],"070018":[],"070028":[],"070034":[],"07003926":[],"070043":[27,28],"070056":[],"070071":[],"070074":[],"070092":[],"070096":[],"070105":[],"070119":11,"070127":[],"070139":11,"070141":[],"070146":28,"070150":[],"07016":9,"070161":5,"070163":[],"07017":9,"07019610e":[],"070213":28,"070216":[],"070222":[],"070241":[],"070245":[],"070276":[],"070288":[],"070302":11,"070305":5,"070333":[],"070339":[],"070343":[],"070364":[],"070370":[],"070379":[],"070381":11,"07039":9,"070419":[],"070428":[],"070429":[],"070443":[],"070450":[],"070453":[],"070457":28,"070466":[],"070486":5,"070491":[],"070492":[],"070494":[],"070518":[],"070562":[],"070576":[],"070577":5,"070582":28,"070585":[],"070601":[],"070612":[],"070618":[],"07062318":6,"070625":5,"070630":[],"070635":[],"070671":[],"070700":[],"070737":28,"070769":11,"070775":[],"070794":[],"070797":5,"070810":[],"070835":[],"070860":[],"070871":[],"07087395e":[],"070874":[],"070887":[],"070889":[11,28],"070911":[],"070936":[],"07093644":[],"070945":[],"070950":[],"070959":[],"070961":[],"070972":[],"070975":11,"070986":28,"07099747918547346":[],"071003":[],"071006":[],"071009":[],"071022":[],"071044":[],"071051":[],"071071":[],"071084":[],"071086":11,"071105":[],"071106":[],"071112":[],"071115":[],"071120":[],"071122":[],"071136":[],"07115":9,"071164":[],"071185":[],"071239":[],"071243":[],"071284":[],"07128434":[],"07129539":[],"0712953943627344":[],"0713":[0,27],"071314":5,"071321":11,"071326":[],"071329":[],"071387":[],"071388":[],"071392":[],"071394":[],"071420":5,"071421":[],"071437":[],"071438":[],"07143876":[],"071441":[],"071445":[],"07145103":11,"071453":11,"071455":5,"071460":[],"071467":[],"071476":[],"071480":[],"0714956":[],"071501":5,"071505":[],"071510":[],"071515":[],"071523":[],"071529":[],"071534":5,"071547":[],"071552":[],"071567":[],"071569":[],"071585":[],"071600":[],"07160048164232467":[],"07160048164232538":[6,30],"0716004816423254":[6,30],"07160048164248561":[],"071604":[],"071614":[],"071619":11,"071632":[],"071641":[],"071659":5,"071666":[],"071698":[],"071705":[],"071741":[],"071751":[],"071767":[],"071804":[],"071836":[],"071852":[],"071853":11,"071897":[],"071901":[],"071906":[],"071908":[],"071920625289855":[],"071921":[],"071922":[],"071935":[],"071942":[],"071946":[],"071949":[],"07195822":[],"071982":11,"071991":[],"072000":28,"072008":[],"072011":[],"072016":11,"07201957":[],"072021":[],"072041":[],"072084":[],"072091":[],"072111":28,"072122":5,"07212695":[],"072127":[],"072132":28,"072145":[],"072147":[],"072150":[],"072176":11,"072183":5,"072184":[],"072186":[],"072198":[],"072216":[],"072222":[],"072240":[],"072242":[],"072254":[],"072290":[],"072334":11,"072342":[],"072344":11,"072348":[],"072352":[],"072361":[],"072364":[],"072365":5,"072370":[],"072384":11,"072398":5,"072435":[],"072442":[],"072452":[],"072468":11,"072471":[],"072474":11,"072476":28,"072483":[],"072492":11,"072493":11,"072515":5,"072521":[],"072522":5,"072523":[],"072529":[],"072530":[],"072554":[],"072558":[],"072569":[],"072575":[],"072597":[],"072598":[],"072611":[],"072617":[],"072618":[],"072620":[],"072621":28,"072638":5,"07264063e":[],"072647":[],"072651":[],"072652":[],"072682":11,"072705":[],"072750":[],"072751":[],"072783":[],"072798":[],"072813":[],"072824":[],"072828":[],"072839":[],"07285":3,"0728785":[],"072898":[],"07291729":[],"072918":[],"072928":[],"072955":[],"072958":[],"072959":11,"072970":[],"072974":[],"07297557":[],"072994":[],"073013":[],"073016":[],"073038":[],"073044":[],"073045":11,"073052":[],"073062":[],"073080":[],"073105":[],"073120":[],"073127":5,"073134":[],"073136":[],"073159":[],"073163":[],"073183":[],"07319349":[],"073206":[],"073225":[],"073230":[],"073236":5,"073238":[],"07325301":[],"073280":[],"073298":[],"073299":[],"073300":5,"073303":[],"073320":[],"073325":[],"073337":11,"07333967":27,"073344":[],"073362":[],"073363":[],"073368":[],"073369":[],"07337358":[],"073374":[],"073380":[],"073388":[],"073391":[],"07339251":[],"073398":[],"073400":[],"073423":[],"073433":[],"073436":[],"073449":[],"07345504":[],"073465":[],"073477":[],"073489":[],"073497":5,"073506":[],"073520":[],"073531":[],"073548":[],"073567":[],"073575":[],"073583":[],"073585":5,"073597":[],"073598":[11,28],"073601":[],"073624":[],"073629":[],"073630":[],"073634":[],"073644":28,"073647":[],"073657":[],"073668":[],"073684":[],"073695":[],"073699":[],"073716":[],"073717":11,"073719":[],"073750":[],"073761":[],"073764":[],"073768":[],"073777":[],"073810":[],"073811":[],"073816":[],"073827":[],"073831":[],"073904":[],"073907":[],"073925":[],"073938":[],"073949":[],"073955":11,"073959":[],"073985":[],"0739975":[],"074004":[],"074006":[],"074007":5,"074019":[],"074034":[],"074046":[],"074050":[],"074061":[],"074067":[11,28],"074084":28,"074102":11,"074111":[],"07413172":[],"074144":[],"074149":[],"074161":11,"074180":[],"074183":[],"074187":[],"074193":11,"074203":5,"074210":28,"07421084":5,"074230":5,"074237":[],"074258":[],"074276":5,"074293":5,"07430684":[],"074310":5,"074323":28,"074336":[],"074346":[],"074375":[],"074401":[],"074418":[],"074420":[],"074453":[],"074480":[],"074488":[],"074495":[],"074513":[],"074530":[],"074552":[],"07456491":5,"074569":[],"074573":[],"074592":[],"074613":[],"074653":[],"074666":[],"074671":5,"074684":[],"074692":11,"074693":[],"074708":[],"074715":[],"074729":[],"074732":[],"074743":[],"074752":11,"074760":[],"074763":[],"074773":[],"074818":[],"074819":[],"074833":[],"074838":[],"074839":[],"074845":[],"074868":[],"074881":[],"074905":[],"07490892":6,"074922":[],"074945":[],"074951":[],"074969":[],"074971":[],"074980":[],"074983":5,"074984":[],"074986":[],"074992":[],"075012":[],"075014":[],"075017":[],"075020":[],"075028":[],"075035":5,"075043":[],"075045":11,"075047":[],"075050":[],"075058":[],"075061":[],"075064":11,"075079":[],"075102":[],"075115":5,"075121":[],"075136":[],"075138":[],"075145":[],"075149":[],"075181":[],"075188":[],"075192":[],"075195":[],"075201":[],"075222":[],"075224":[],"075225":[],"075227":[],"075228":[],"075241":[],"075262":[],"075263":11,"075277":[],"075302":[],"07532297":[],"075330":11,"075335":[],"075356":[],"07535606":[],"075389":[],"075400":[],"075418":11,"075422":5,"075433":[],"075455":11,"075498":[],"075529":11,"075569":5,"07557024":[],"075573":[],"075586":[],"075587":5,"075590":11,"075594":[],"075612":[],"075618":[],"075620":11,"075629":[],"07565581":[],"075727":[],"075728":[],"075760":[],"075770":[],"075779":[],"075782":[],"075797":[],"075816":28,"075820":[],"075829":[],"075840":[],"075863":[],"075887":5,"075889":28,"075899":[],"075911":11,"075952":[],"075958":5,"075959":[],"075982":[],"075987":[],"075996":[],"076007":5,"076022":[],"07602623":[],"076055":[],"076066":[],"076079":[],"07608141":[],"076096":[],"076097":[],"076112":5,"076121":[],"076130":[],"076150":28,"076173":[],"076204":[],"076216":[],"076248":[],"076259":[],"076264":[],"076270":[],"076282":[],"076288":11,"076306":[],"076313":5,"076315":[],"076324":[],"076329":[],"076338":[],"076349":[],"076371":[],"076389":[],"076403":[],"076408":11,"07641937":30,"076454":[],"076491":5,"0764924":6,"076518":[],"076519":5,"076525":[],"076532":[],"07656896":[],"076570":[],"076573":[],"07657669":[],"076588":11,"076589":[],"076604":[],"076612":5,"076619":[],"076628":[],"076632":[],"076637":[],"076665":[],"076697":[],"076726":[],"076729":[],"076760":[],"076775":[],"07678":9,"076780":[],"076783":[],"076795":[],"076804":[],"076818":[],"076819":[],"076821":[],"076843":[],"076862":[],"076866":[],"076867":[],"07687896":27,"076886":[],"076895":[],"076905":[],"07692307692307693":9,"076927":[],"076935":[],"076938":[11,28],"076942":[],"076955":[],"076958":[],"076990":[],"077003":[],"077004":[],"077009":[],"077012":11,"077013":[],"077015":[],"077022":[],"077033":[],"077050":5,"077062":[],"0770789":[],"077079":[],"077083":[],"077091":[],"077107":[],"0771079":[],"077108":[],"077131":[],"077140":[],"077144":[],"077158":[],"077164":[],"077168":28,"077182":11,"077200":[],"077203":[],"077210":[],"077211":[],"077219":[],"077228":[],"077280":5,"077291":[],"077338":[],"077349":[],"07735703":[],"077359":[],"077372":[],"077375":[],"077387":5,"077397":[],"077402":[],"077411":5,"077419":[],"077425":[],"077428":[],"077452":[],"07745809e":28,"077460":28,"077467":[],"077491":11,"077499":[],"077511":[],"077521":11,"07752967":27,"077536":5,"077604":[],"077606":[],"077607":[],"077611":11,"077620":[],"077644":[],"077663":[],"077666":5,"077676":11,"077688":[],"077690":11,"077706":[],"077711":5,"077713":[],"077724":11,"07777777777777778":1,"077785":[],"077793":[],"077822":[],"077825":5,"07783152589039466":5,"077846":[],"077849":11,"07789772e":[],"077910":11,"077921":[],"077930":[],"077948":[],"077949":[],"077954":[],"077970":5,"077978":[],"077986":[],"078033":[],"078040":[],"078042":[],"078082":[],"078101":[],"078110":28,"078133":[],"078143":[],"078157":[],"078158":[],"078165":[],"078167":[],"0782":[],"07820":9,"078211":[],"078253":[],"078254":[],"07826171e":[],"078265":[],"078269":[],"078293":[],"07829878":[],"078299":[],"078300":[],"078314":[],"078323":[],"078326":[],"078333":11,"078336":28,"078426":[],"078432":[],"078436":[],"07844310540708652":[],"078484":[],"078508":[],"078521":[],"078540":28,"078542":[],"078548":[],"078555":11,"07858099596662704":[],"078582":[],"078587":[],"078609":[],"07864":9,"07864140367329474":11,"078646":[],"078651":[],"078652":[],"078667":[],"078672":[],"078697":[],"078704":[],"078707":[],"07871":9,"078710":[],"078715":[],"078719":[],"078725":5,"078749":[],"078759":[],"078768":[],"078771":5,"078776":[],"07878641":[],"078795":[],"078812":[],"078845":[],"078860":[],"078880":[],"078899":[],"078901":11,"078908":[],"078911":[],"078926":[],"078942":[],"078962":[],"078974":28,"07897647347778382":[],"07898165660100093":[],"078986":28,"078987":11,"078992":[],"078995":5,"078999":[],"079001":[],"079021":[],"07903849":[],"079043":[],"079056":[],"079110":[],"079142":[],"079152":[],"079157":[],"079158":[],"079179":[],"079214":[],"079218":[],"079224":[],"079225":[],"079242":[],"07925220e":28,"079260":[],"079264":[],"079268":[],"079273":[],"079278":[],"079281":[],"079298":[],"079306":[],"079319":11,"079333":[],"079347":[],"079368":5,"079379":[],"079383":[],"079389":[],"079405":[],"079406":[],"079424":[],"07943621":[],"079437":[],"079438":[],"07944154":[21,27],"079443":[],"079447":[],"079448":[],"079476":[],"079483":[],"079486":[],"079489":[],"079493":[],"079495":[],"079499":[],"0795449":[],"079546":11,"079553":[],"079558":[],"079580":[],"079609":[],"079615":5,"079618":[],"079622":[],"079631":[],"079649":11,"079671":5,"079676":[],"079680":[],"07968918676726029":[],"0796891867672603":[6,30],"079704":[],"079719":[],"079729":5,"079741":[],"079745":[],"07978179":[],"079786":5,"079814":5,"079819":[],"079823":[],"079827":[],"079839":[],"079847":[],"079856":[],"079858":11,"079860":11,"079882":[],"079893":[],"07989327":[],"079901":[],"079944":[],"079946":28,"079948":[],"07995375":[],"079958":11,"079991":[],"07999999999998":[],"07e":[],"08":[9,24,28],"080026":[],"080028":11,"080048":[],"080056":[],"080060":[],"080061":[],"080070":[],"080098":[],"080106":[],"080120":[],"080137":[],"080168":5,"080200":[],"080249":[],"080256":[],"080288":[],"080295":[],"080297":[],"080305":[],"080312":[],"080319":[],"080332":[],"080334":[],"080343":[],"080347":[],"080370":[],"080374":[],"080384":11,"080395":[],"080406":[],"080407":[],"080410":[],"08041015":[],"080434":[],"08043851":5,"080455":[],"080479":[],"080502":[],"080517":[],"080518":[],"080548":[],"080555":[],"080571":[],"080582":[],"080588":[],"080593":[],"080616":28,"080630":[],"080635":[],"080641":[],"080642":[],"080647":[],"08066746e":[],"080699":[],"080706":[],"080738":[],"080764":28,"080780":[],"080801":[],"080821":[],"080839":[],"08084392":[],"080847":[],"08085812":[],"08086066":[],"080863":11,"080867":5,"080914":[],"080916":[],"080922":[],"080965":11,"080973":[],"080979":5,"080984":[],"080998":[],"081007":[],"081022":[],"081046":[],"081072":[],"081100":[],"081140":[],"081144":[],"081163":[],"081194":[],"081198":[],"081211":[],"081216":[],"081223":[],"081233":[],"081253":[],"081258":[],"081262":[],"081276":28,"08131003":6,"081311":[],"081315":5,"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":28,"081655":28,"081699":11,"081707":[],"081728":5,"081773":[],"0818000034712947":[],"081827":[],"081832":[],"081837":[],"081848":[],"08188077":[],"081881":[],"081932":[],"081953":[],"081970":11,"081977":5,"081988":[],"081989":[],"081990":[],"082014":[],"082027":[],"082040":[],"082089":[],"082105":[],"082122":[],"082139":[],"082140":[],"082145":[],"082158":[],"082166":[],"082174":[],"082183":[],"082189":[],"082204":[],"082232":11,"082267":[],"082269":[],"082282":[],"082285":[],"082286":[],"082288":[],"082295":[],"082315":[],"0823185":[],"082322":[],"082339":11,"0823594":27,"08237141":[],"082385":11,"082424":[],"082426":[],"082431":[],"082449":11,"082451":[],"082487":5,"082501":[],"082503":[],"082509":11,"08251519":6,"082525":[],"082527":[],"082536":[],"082553":[],"082569":[],"0825971":[],"082604":[],"082620":[],"082642":[],"082653":28,"082683":[],"08271198519070039":[],"082716":[],"082756":[],"082779":[],"082786":[],"082791":[],"08281969e":[],"082839":[],"082846":[],"082852":[],"082874":[],"082875":27,"082877":[],"082896":[],"082900":[],"082921":[],"082939":[],"082990":[],"082991":5,"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":[],"083319":11,"083320":[],"083321":[],"08333333333333333":[1,9],"083348":[],"083361":[],"08336233266":4,"083380":[],"083399":[],"083404":[],"083417":[],"08343519179767796":[],"083441":[],"083446":[],"083485":[],"083495":[],"083506":[],"083517":5,"083527":[27,28],"08352721390288316":27,"083555":[],"08356774001062162":[],"083573":[],"083579":[],"083600":[],"083627":[],"083629":[],"08363087":[],"083648":[],"083681":[],"083685":[],"083691":[],"083692":[],"083694":[],"08370888":[],"08373167e":[],"08374032367704139":[],"08376632":[6,28],"083766322923899":[6,28],"0837663229239016":[],"0837663229239025":[],"0837663229239043":[6,28],"083772":[],"083779":[],"083799":[],"083829":[],"083832":[],"083834":5,"083849":[],"083859":[],"083899":[],"083913":[],"083935":[],"083977":[],"084000":[],"084006":[],"084008":[],"084017":[],"084018":[],"084019":[],"084024":[],"084028":[],"084032":[],"084076":28,"084079":11,"084086":[],"084092":[],"084096":[],"084101":[],"084107":[],"084124":[],"084147":[],"084151":[],"084157":[],"084184":[],"084187":[],"084199":5,"084223":[],"084224":[],"084226":[],"084230":[],"08426840630693411":[],"08426840630693412":[6,30],"08426840630693413":[6,30],"084269":[],"084277":[],"084278":[],"08428156":[],"084282":5,"084286":[],"084364":[],"084391":[],"084400":[],"084408":[],"084414":[],"084422":[],"084426":[],"084434":[],"084438":[],"084444":[],"084476":[],"084477":[],"084484":[],"08448544e":[],"084487":11,"084523":[],"084536":[],"084541":[],"084549":[],"08455":9,"084570":[],"084604":[],"084624":[],"084629":[],"084636":11,"084645":[],"08464758160254343":[],"084657":[],"084663":[],"084666":11,"084670":[],"084682":[],"084683":[],"084685":[],"084702":[],"084728":[],"08474":9,"084777":[],"084809":28,"084846":[],"084862":[],"084904":[],"084906":[],"084909":[],"084912":[],"084920":[],"084927":[],"084936":[],"084965":[],"084977":[],"084979":[],"085010":[],"085018":[],"08502083":[],"08502185":24,"085027":[],"085044":[],"085104":11,"085105":[],"085108":[],"085113":[],"085154":11,"085163":[],"085165":[],"085167":[],"085184":[],"085185":[],"085210":[],"085224":[],"085242":[],"085249":[],"085252":[],"08526352":[],"085264":[],"085272":[],"085290":11,"08529655":24,"085298":11,"0853136633465326":31,"085345":[],"085361":[],"085368":[],"085384":[],"085405":[],"085410":[],"085416":[],"085447":5,"085456":[],"085484":[],"08549564e":[],"08549632935144091":[],"08551306":6,"085571":[],"085603":[],"085655":[],"085716":[],"085764":[],"08576932":6,"085776":[],"085778":[],"085876":[],"085879":[],"08593216":6,"085936":[],"086021":[],"086074":[],"086076":[],"086109":[],"08611111111111111":1,"086112":[],"08612280083325631":[],"086154":[],"086174":[],"086178":[],"086203":[],"086249":[],"086250":[],"086257":[],"086262":[],"086290":11,"086303":[],"08630331":[],"086322":[],"086358":[],"086409":[],"086420":[],"086440":[],"086460":[],"086518":[],"086524":[],"086567":[],"08657894597048958":[],"086608":[],"086610":[],"086624":[],"086647":[],"086665":[],"086679":[],"086690":11,"086705":[],"08673755293381497":[],"086802":[],"086807":[],"086809":[],"086841":[],"08684675":[],"086872":[],"086877":[],"086888":[],"086890":[],"08690":9,"086904":[],"086925":[],"086942":5,"086951":[],"086956":[],"086994":[],"086997":[],"086999":[],"087081":[],"087208":[],"087224":[],"087235":[],"087315":[],"08732305":[],"08734015":[],"087372":[],"087377":[],"087386":[],"087387":[],"08741274":[],"087419":[],"08743287e":[],"087470":[],"087501":[],"087520":[],"087573":[],"08758":9,"08759":[],"087615":[],"087689":[],"087746":[],"087833":[],"087834":[],"087848":[],"087860":[],"087878":[],"087887":27,"087891":[],"087894":[],"087910":[],"08791994":21,"088026":11,"088029":[],"088037":[],"088074":[],"088104":[],"088119":[],"088164":[],"08816688":[],"088176":[],"0881981":5,"088201":[],"088212":[],"08821204":[],"088238":[],"088261":[],"088271":[],"088275":[],"088317":[],"088348":[],"088361":[],"088425":[],"088460":[],"088476":[],"088488":[],"088502":[],"088506":[],"088519":[],"088526":[],"088560":[],"088606":[],"088611":[],"088631":[],"08871404":5,"08873443359350565":[],"08874264":[],"088754":[],"088758":[],"088760":[],"088765":[],"088778":[],"088809":[],"08881497884574564":28,"088816":[],"088825":[],"088853":[],"08887708":[],"08888888888888889":1,"08889302":[],"08891672":5,"088917":5,"088926":[],"088946":[],"088974":[],"088982":[],"088995":11,"08902":9,"089040":[],"089041":[],"089059":[],"089063":[],"089082":[],"08910476e":[],"08917679":[],"089177":[],"08918584":[],"089206":[],"089212":[],"0892144853354966":31,"08923158":[],"089233":[],"089240":[],"08924325e":[],"089246":[],"089306":[],"089310":[],"089329":[],"089355":[],"0893679":[],"089369":[],"089374":[],"089425":[],"089441":[],"08945041":[],"089501":[],"089505":[],"089524":[],"0895387":28,"089539":28,"089551":[],"089614":[],"089641":[],"08966600e":[],"089683":[],"0896981":[],"089744":[],"089758":[],"089775":[],"089857":[],"089924":[],"08994018e":28,"08996":9,"089982":[],"08it":6,"09":[1,28],"090014704675496":[],"090028":[],"090039":[],"090128":[],"090174":[],"090229":[],"09023660662586945":[],"090241":[],"090268":[],"090270":[],"09030825":[],"090337":[],"090349":[],"09034902":[],"0903549":[],"090356":[],"090358":[],"090424":11,"090451":[],"090503":[],"090564":[],"090620":[],"090630":[],"090649":[],"090694":[],"090730":[],"090755":[],"090768":[],"0907788":[],"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":[],"091996":[],"092007":[],"092066":[],"092126":[],"09216046":[],"09218919":21,"092249":[],"092290":[],"0923":[],"092409":[],"092478":[],"09251":9,"09252364":[],"092524":[],"092621":[],"092724":[],"092769":[],"092879":[],"09289204":[],"09297039":[],"092998":[],"093078":[],"09309965420717024":[],"09318696260700278":[],"09322328e":28,"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":[],"09497154":27,"095171":[],"095184":[],"095313":[],"095315":[],"09533574":[],"095510":[],"095522":[],"095617":[],"095702":[],"0957156":[],"09575221":[],"095871":[],"095902":[],"095935":[],"09609807":5,"096173":[],"09631112":[],"09634375e":[],"096472":[],"096516":[],"09652672":[],"096623":[],"09662862":[],"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":[],"09848429e":28,"09849763":[],"098498":[],"09856879":[],"09861229":[21,27],"09862064":21,"09873132":[],"098802859381565":[],"099":[],"09903804":8,"0991919894927399":[],"09919198949274803":[6,30],"099191989493334":[],"09951287404314545":1,"09963157":13,"099648":[],"09964817":[],"099777":[],"09989861":[],"0n":[0,27],"0s":[],"0x11da42d90":[],"0x11db14850":[],"0x11e02eaf0":[],"0x11e031e50":[],"0x11e09b370":[],"0x11e77b070":13,"0x11ecf9850":13,"0x128a2b580":[],"0x128ee8850":[],"0x12946f2e0":[],"0x130057e80":[],"0x1309f4ca0":31,"0x1336a6040":[],"0x133c2e1c0":[],"0x138098070":[],"0x1387541c0":[],"0x13b240850":[],"0x13b8c72e0":[],"0x7fad10f9a280":[],"0x7fad20f69be0":[],"0x7fd098df3280":[],"0x7fd0a9063be0":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,23,24,25,26,29,30,31],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,22,23,24,25,27,28,29,30,31],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,21,24,25,27,28,29,30,31],"1000":[0,1,2,4,5,8,11,13,14,20,24,27,28,31],"10000":[2,5,6,10,11,13,24,29,30],"100000":8,"10001":10,"1001":[9,24],"1002":24,"1003":24,"10030":9,"100303":[],"100358":[],"10044225464078282":[],"1005":24,"10056192":21,"100670":[],"1007":29,"10077114273548984":[6,30],"1009":24,"10097956":[],"1011":24,"101292":6,"1013":24,"1013904243":24,"10141413e":6,"10148978":21,"1015":24,"10188442":[],"102":28,"10207647":[],"1022233262115424":[],"10222333":[],"10222868":[],"1023":24,"10230":9,"1023111":[],"10235180e":[],"1023858":[],"1024":3,"102401":[],"102449":[],"10254846":21,"1026":24,"1027":24,"1028":[],"103":1,"1030":24,"10302062":[],"10308387":[],"103257":[],"10326551":21,"10340":9,"1037":24,"10378326e":1,"1038":24,"103822":[],"10391807":6,"10398646080125035":[],"10398646080125036":[6,30],"10398646080125037":[6,30],"1040":24,"10405456":11,"10427270e":[],"10430":9,"104411":[27,28],"10441496e":[],"10453697e":28,"10455924":[],"1047":24,"10486183":[],"104862":[],"10505137":[],"105161":[],"105169":[],"10516924":[],"10520":9,"10555555555555556":1,"1056":[],"10572":30,"10589577":5,"106":[],"106095":[11,28],"10620135":[],"10635754":27,"106431":27,"10659682":[],"10686259":[],"106971":[],"107":[],"10712245e":[],"1078":30,"10790125813226321":28,"108":[6,9],"108359":[],"10835935":[],"10880921":[],"109":[],"10913":6,"10931453":6,"10950766":[],"10951119":27,"10960":9,"1096767776832326":[],"10967678":[],"1098906":[],"10it":[],"10th":9,"10x":[0,27],"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,21,22,23,24,25,26,27,28,29,30,31],"110":[],"1100":24,"1101":24,"11022302e":[],"11029323":[],"11033412":27,"11046407e":28,"11046771":[],"111":[1,7,12,31],"11100":9,"11167579":[],"11202337":30,"1122558214":[],"112319":[],"11231934":[],"112383":[11,28],"1124":9,"1125":[],"11276576e":[],"11279984e":28,"11283168":[],"11297834":[],"1133":[],"11341291":27,"11352543":[],"1136":[],"11362930e":[],"11366595":[],"11388888888888889":1,"1139":[],"11390":9,"114":[3,4,14],"11402309":[],"11430166e":28,"114437":[],"114550":30,"11462415":5,"11470382":21,"11481199":[],"11482289e":6,"11499517":[],"115":[3,4,14],"11507992e":1,"11520281":[],"11547777218875695":[],"11547777218875696":[],"11547777218876518":[6,30],"11547777218940905":[],"11547777218940906":[],"11551515":21,"115822":6,"11582635":24,"11590":9,"11598862":[],"11598862273198":[],"116":[3,4,14],"11604844":[],"116048442683864":[],"11660":9,"11666666666666667":1,"11674401539815678":[],"117":[3,4,8,14],"117430":27,"11744554e":6,"11780":9,"11790868":[],"11793498e":[],"117986":[],"118":2,"1180677":[],"118068":[],"1182":30,"1183":[],"118318":[27,28],"1184":[],"11840":9,"1185":[],"11850274":[],"1186":[],"11868087":[],"118681":[],"11890":9,"119":[2,3,4,14],"11909685e":[],"119625":[],"11962537":[],"1199":[],"119936":2,"119999999999976":[],"11it":[],"12":[0,1,2,3,4,5,6,8,9,11,12,13,21,24,26,27,28,30],"120":[2,3,4,14],"1203":9,"1203284":8,"12044974":28,"120450":28,"1206":8,"12069773":[],"12086283":[],"121":[8,9,10],"12107137e":[],"12152272":[],"1215pm":[25,27],"12160173":[],"12167821":[],"12178678":[],"121787":[],"12182967":6,"12196674":[],"122":[2,8,9,10],"12211324e":[],"12222222222222222":1,"122282":27,"122439":[],"1224392":[],"12288563":[],"122886":[],"12289498e":[],"123":2,"12302855":[],"12318726e":6,"12330033":28,"12330280229368":[],"12333649":6,"12345260617257443":[],"123459876":[],"123711":6,"12380":9,"12387751":[],"12394241e":[],"124":[0,27],"12400":9,"12427889":[],"12434807":[],"12446443":21,"1245596497124075":[],"12455965":[],"125":[],"1250":[],"125000":[],"12539459":[],"12552073e":6,"12591227":28,"126":9,"1261":9,"12611267":21,"12618549":5,"12630042":[],"1265":9,"12669602e":28,"127":4,"1270":[],"127043":[],"1271":6,"1277":6,"127773":[],"12777777777777777":1,"127812":27,"12788968":[],"12790":9,"128":[3,4,13],"12803365e":[],"12804129e":28,"1280756":27,"128664":6,"12871842":28,"12885048":[],"12890007e":[],"12898627064868978":[],"129":2,"129099":[],"12909917":[],"12933164":[],"129332":[],"12934015":[],"12937662":[],"12945452":[],"1297":9,"1297300314822336":[],"1298":9,"129963":30,"12adb44b1c20":[],"12it":[],"12m":[],"12pm":[25,27],"13":[0,2,5,6,9,11,12,13,21,24,27,28,30,31],"130":9,"13003291":6,"13006658e":[],"13019959":[],"130200":[],"13030182":[],"13055555555555556":1,"130694":28,"13069442":28,"13083543199018746":[],"131":9,"13117061":[],"13120126":21,"13131825":[],"1314":[],"13151043e":28,"132":9,"13208672e":[],"13220608e":6,"13228567":[],"13229545716505003":[],"132360":[],"1323603":[],"1326":9,"13260331":[],"13261136":[],"1326197715":27,"13280":9,"13281267":[],"13288373":[],"133":[7,31],"13314597157635316":27,"13320535":[],"13333333333333333":[],"13375152e":[],"13392097":[],"13393141":[],"1345":30,"1346":30,"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":28,"137652":[11,28],"1378":[],"1382":[],"1383":[],"1384":[],"13847924":[],"1385":[],"1386":[],"13865173":5,"13876586436927824":[],"138775":[11,28],"1388888888888889":1,"13890":9,"1392559581788775e":[],"1392559584983597e":[],"1392559585048734e":6,"1392559591206444e":6,"13925595925919e":[],"1394311129039245":30,"13943111290393":30,"1395084586525954":30,"1395235273363686":30,"13it":[],"14":[0,2,3,4,5,6,8,9,10,11,12,13,14,21,24,26,27,28],"140":[2,9],"14010994":27,"14021063":6,"1404":[],"14042769":[],"140428":[],"14045566":[],"140525":[],"14052537":[],"14061742":[],"14072037":[],"141":2,"14100":9,"1416398":6,"14174062":[],"14174745":6,"1418":9,"142":9,"14231548":[],"14248744":[],"14250":9,"14252712":[],"14266332e":[],"14277718e":28,"142857":[],"14298603":[],"143":[2,3,4,7,14,31],"1435666":[],"14360598":[],"1437":1,"144":[3,4,14],"14400":9,"1440501043841336":1,"14432948":[],"14440":9,"14451625":[],"1446729567":4,"14484695":[],"14491591":21,"144993":27,"145":[2,3,4,14],"14561980e":[],"1457774":[],"146":2,"14617985":[],"14623399":27,"14629156":30,"14648477":[],"146489":5,"14648903":5,"147":2,"14710":9,"1472032":[],"14722222222222223":1,"14724135e":[],"147400":[11,28],"14741468":[],"147420":[11,28],"14783702":[],"1479":9,"147934":6,"14793475":27,"148":2,"14812206":6,"14818":[],"14822021080294":[],"1484256":[],"148463":[],"14846308":[],"148564":[],"14859":6,"14868784":5,"148688":5,"148734":[],"148768":[],"148771":6,"148854":[],"148895":[],"149":[],"14900336":[],"149213":[],"14932651":[],"149452":[],"149583":[],"149655":[],"149864":[],"14988578":[],"149886":[],"14995486":[],"149955":[],"149991":[],"14g":[6,30],"14it":[],"15":[0,2,3,4,6,7,8,9,12,13,14,15,16,17,18,24,27,30,31],"150":[4,8,9],"15005476":5,"150184":[],"15060311":[],"15084741":[],"15089627":[],"150920":[],"15092012":[],"1509778":[],"15098090e":6,"151":[],"15130074e":6,"151348":[],"15172236":13,"151986":[],"1519922":24,"152":9,"15200":9,"15254784":21,"15258907":[],"152696":[],"15269628":[],"15273101":24,"1527777777777778":1,"152907":30,"153036":[27,28],"153106":[],"15313054":30,"15320771e":[],"15321987":[],"1533795":[],"153760":[],"15384615384615385":9,"15384615384616":[],"154":[],"15410688":[],"154107":[],"15442554":[],"15443469e":31,"15454301":[],"15456415e":[],"154720":[],"15483121":[],"15484848":27,"15485374225770068":[],"154911":[],"1549258803307933":27,"15499979":5,"155":9,"155000":5,"15503141":[],"15508406":[],"15545946e":28,"155491":[],"15550086":[],"155687":[],"155883":[],"156":[],"1562":[],"15626984":[],"156270":[],"15629539":[],"15680777":[],"156956":5,"15696119":27,"157":[],"15714797":[],"15717291":[],"15746031e":[],"1575":9,"15752533e":[],"158":9,"1582408":[],"158241":[],"1583767":[],"15843769515580663":[],"1586300629904382":[],"1587":9,"15891336":[],"15899253":[],"159":[],"1590":9,"15939618":21,"15990":9,"15g":[6,30],"15it":[],"15pm":27,"16":[1,2,3,4,5,6,8,9,10,14,24,27,28,29,30],"160":[],"16006961":[],"16026316":21,"1603":3,"1604":[],"16049171e":[],"1605":[],"160539":[],"16054190e":[],"1606":[],"16061448":[],"1607":[],"16105443":[],"16111111111111112":1,"1612":[],"1614891":[],"16167387":[],"16171326":27,"16211139":5,"16220":9,"162246":5,"16231451":4,"16232481":[],"1625":9,"1628":9,"162999":27,"163":[],"16304863":28,"163049":28,"1630775253":1,"16342407":5,"16343471":6,"16350368":[],"163504":[],"16356503":30,"16384":3,"16397496":[],"16499193":27,"16500":9,"1655226":[],"16575256":[],"166":9,"16660817":[],"166667":[],"167":[],"16740002":[],"16749353e":28,"16754123":27,"167787":5,"168":9,"168044":[],"16804444":[],"16805821e":6,"16807":[],"16827044":[],"16832385":[],"16840081":[],"16961682":[],"16981204":[],"16b8e3cda33a":[],"17":[1,2,3,4,5,6,8,9,14,18,24,27,28,30],"17001895":[],"170019":[],"17009925":27,"17012048":[],"17074761":27,"17084902":[],"1709":9,"171525":28,"1715252":28,"17174962e":1,"17222222222222222":1,"172405":[],"17240522":[],"1726":9,"17297886491529482":[],"17300":9,"1731":9,"17339342":[],"173439546289586":[],"17428293":[],"17446471":6,"1752":9,"175300":[27,28],"175652":11,"17565241":11,"17606773":[],"17641709":6,"17647619":6,"17676228":[],"176880142835407":[],"17709473":[],"17764878e":[],"17774184e":[],"17777777777777778":1,"17796101e":[],"17801022":5,"17826349":[],"17861098":6,"17897671":[],"17917768":5,"17928538":[],"17930649":[],"17938393":[],"17942122":[],"17949575":5,"17953942":11,"1797":[1,3],"17983246":24,"18":[2,3,4,6,7,8,9,10,13,14,19,24,30,31],"180":[],"18029127":5,"18036103":[],"1807":4,"1809":9,"181":9,"1810":[],"1812":9,"18156717":[],"18166474":[],"1821":9,"18217743e":[],"18221254":[],"18264218":[],"18266178":[],"182662":[],"18276924":[],"18306165":[],"183062":[],"18327677":[],"18333333333333332":1,"1836":30,"18383522":28,"18393678":[],"184":9,"18409479":24,"184094793957168":24,"184519":[27,28],"18460525e":28,"184895":[],"185":[],"1851":[],"1852":[],"18526":[],"185278747229417":[],"1853":[],"1854":[],"1855":[],"185584177293881":11,"18573652":21,"186":[],"1860":9,"18603611e":[],"1861":[],"18611111111111112":1,"18613217e":6,"18632646":21,"18655084":5,"186551":5,"18657863":[],"18660":9,"18670072e":28,"18673098":11,"18682538":[],"18695705":[],"187268182169147":[],"18780801":27,"18790439176058887":[],"188":[],"18826299":[],"188263":[],"188499":[],"18849928":[],"1887":6,"18906854":[],"18912963":[],"18931988":[],"189367":27,"189377":[],"1893772":[],"189496":[27,28],"189622":[27,28],"1897755":21,"18998208":[],"18it":[],"19":[2,3,4,6,9,13,14,24,30],"19003":6,"19023414e":[],"19032152e":[],"19096968":[],"190970":[],"19105386":[],"19121744":21,"191262820314401":[],"19144544":[],"19158446":[],"19166666666666668":1,"191963":27,"19207979":5,"19213479":[],"19220":9,"19237495":[],"19264104e":[],"19284552e":[],"193":[],"19322111":27,"19354258":[],"19379506":[],"19394283":[],"194":[],"1940":[0,28],"19404282648955e":[],"194042826653172e":[],"194042826815498e":[],"1940428268204826e":6,"194042827197027e":6,"19425617":[],"1943":12,"194325":[],"19432526":[],"1944":[],"19444444444444445":[],"19466812":[],"19468989":21,"1950915150":[],"19528375":[],"1954":[],"19542686939553625":[],"1956":9,"19569961":[6,28],"1961":[],"1962":[],"19627430151896047":[],"1963":[],"1964":[],"1965":[],"19650622e":[],"19677483e":[],"19696497e":28,"1970":[21,27],"197104":[],"19710439":[],"1973":9,"197370":[11,28],"19740":9,"197738983259782":[],"1979":[6,30],"19800":9,"19853775e":[],"19866124":[],"1989":[],"19890453":[],"199":[],"19910037e":[],"19937":[],"19983530":6,"1999":30,"19994371":[],"1999902359008225":24,"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,24,27],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":21,"1n":[0,27],"1s":[],"1x":[0,27],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,22,23,24,26,29,30,31],"20":[0,1,2,3,4,6,7,8,9,13,14,21,24,25,27,28,29,30,31],"200":[0,2,3,4,8,9,10],"2000":[0,28],"200000":[],"20015436":6,"20038136":[],"2004":[13,31],"2006":26,"2008":27,"20098424e":[],"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,27],"20174121":[],"2018":[0,3,4,6,14,28,30],"2018906331":[],"2019":[8,9],"2020":[3,4,14],"2021":[6,14,28,29,31],"2022":27,"2023":[15,16,17,18,19,27,29,30,31],"20255857":[],"2027":9,"20277777777777778":1,"20299677":[],"203":[],"20313883":[],"20316225":[],"20320502":[],"2034747":24,"20355156":30,"20375361":[],"203753611274545":[],"20436207e":[],"20461136":[],"20500":9,"20509391":[],"20517254e":[],"205231":27,"20561803":[],"206":[],"2060":9,"20609082":[],"206091":[],"20661216":[],"206640":[],"20664007":[],"20669787e":[],"2069":9,"20708879":[],"207089":[],"207545":[11,28],"20756638":[],"207888":27,"20793824":[],"20833333333333334":1,"2086376":[],"20867052175003364":[6,30],"20867052175006306":[],"20867052175109335":[],"20893188":[],"20893514":[],"20916295":28,"20965182":[],"209789":27,"20980":9,"20999563":[],"21":[0,1,2,3,4,5,6,7,9,12,13,14,15,21,27,28,30],"210151":[],"2101511":[],"210340":[11,28],"21037404":27,"21058097":5,"21089449":21,"21110005":30,"21130":9,"2116753732":4,"21169159e":6,"21171751e":[],"21186069":27,"21265216":[],"21266166e":[],"21296315":[],"213":[],"213103":[11,28],"21328866":[],"21350883":[],"213509":[],"21369083e":[],"213743":[11,28],"214241":11,"21424133":11,"21435514e":[],"21467644":[],"21472683":[],"2147483647":[],"21493572":[],"21503438e":[],"21519063":[],"21561586":21,"21576737e":[],"21582995e":[],"21596432":6,"21601417":27,"216290":[11,28],"21639245":13,"21654926":[],"216683":[11,28],"21692581":24,"21786964":[],"2188":[],"21909039":[],"21913656":[],"21919813":[],"21922061":[],"219222942590059":[],"219249":[],"21924917":[],"21927988":[],"21944444444444444":[],"2195":[],"21985165":[],"21997099":[],"22":[0,1,2,3,4,5,6,9,12,13,14,19,21,27,28,30,31],"22014758":[],"220148":[],"22016672":[],"22044605e":[5,28],"220506557673408":[],"22090974":[],"22094791":[],"220968":[],"221":8,"22105472e":28,"221180":[27,28],"22134069":[],"22138768e":28,"2216":9,"2218":9,"221805":2,"221921":5,"2223808":[],"222400":[27,28],"2225":[],"2232822462117919":[],"22335823":[],"22403397554517984":[],"22442417":[],"2246674023625205":[],"22467274":30,"225":4,"22519792e":28,"22524236":27,"22566121":[],"22567203":[],"2259440937":[],"226124657522696":[],"22612466":[],"226856":[],"22685646":[],"22690428":5,"22722021":[],"22772039":[],"22821344":[],"22828694":[],"2284246870217162":[6,30],"2284246870217459":[],"22842468702288576":[],"22842468702288582":[],"22847924":5,"22887861":[],"22893751":[],"22929905e":[],"2299":[],"22it":[],"23":[1,2,3,4,6,7,9,12,13,14,21,27,30],"23002365e":6,"23014274e":[],"23056012":[],"23076923076923078":9,"23095558e":[],"231":[],"23103285":[],"23106527":27,"231224729143838":[],"2315033":[],"23167717":5,"23168292":[],"231683":[],"232":[],"2321528":[],"232153":[],"232435":[27,28],"23297056":[],"23309661":27,"23319332":21,"23333333333333334":1,"23333773e":28,"233528":[],"23365145e":[],"2338675":28,"233868":28,"23399553e":28,"234":6,"23405814":21,"23408962e":5,"23470374":[],"234723":[],"23472346":[],"23477043":[],"23483916":[],"23496851":[],"234969":[],"23522201":[],"23528337":30,"2357089093":[],"23593659":24,"2360682191515046":[],"2361111111111111":[],"2364":9,"23643365":30,"23659936":[],"2369833":27,"237038":[],"23703839":[],"23732849":[],"2379":6,"23792491":[],"237925":[],"238":30,"23816792":[],"238168":[],"238574":[],"23857423":[],"23875722":[],"23962594":[],"2397":9,"23971032":28,"24":[0,1,2,3,4,6,9,13,14,19,21,24,27,30],"240670854503034":[],"24085321":30,"241252":[],"24125217":[],"24140":9,"24159785":28,"2416":9,"24175744e":6,"24181044e":[],"2419":9,"24276315":[],"24279008":[],"2430":9,"24382528e":28,"24390":9,"24444444444444444":1,"24479698":27,"244858":[],"24485843":[],"24501973e":[],"24512498":[],"24533566":[],"24566623":21,"246":2,"2460037":[],"24611674":[],"24629107e":[],"24672263":24,"24688732":[],"2470":[],"24712854":[],"2476536":[],"247654":[],"24770094":[],"24782786":[],"24784064":[],"24801014":[],"24829908":5,"24844778e":[],"24848907":[],"24906604e":6,"24908246":[],"24924624":[],"24929083":[],"249302":[],"2493023":[],"2495":[],"25":[2,3,4,5,6,7,8,9,11,13,14,15,22,27,28,30,31],"250":[2,4,7,9,31],"2500":[],"25000":[0,28],"250000":[],"25006757":[],"250154":[],"25028968":[],"25033968":27,"250636":27,"25070907":[],"25115233":[],"25116851":[],"25137033":27,"2517560119":[],"25186426":27,"251879":[27,28],"25201286e":[],"25216021":[],"252436":[27,28],"25253892":[],"25259666":[],"2526":[],"252866":[],"25286618":[],"25328924":[],"25366775":[],"253668":[],"253775":[],"25385387":[],"253854":[],"2544356":11,"254436":11,"25455904":[],"25485457":[],"255":3,"255001":[27,28],"25522012":[],"25580178e":28,"256":[2,4],"25617654e":6,"25617657e":[],"25617658e":6,"256962":[],"257":[],"2572":9,"25724702e":[],"2572495066":[],"2572e3a4b38d":[],"2575":9,"25781559":[],"257816":[],"25789255":[],"25792767":[],"25845e8df859":[],"25881631":[],"25902112":[],"259153":[11,28],"2597":9,"25976336":[],"26":[2,3,4,6,9,13,14,24,30],"26015755":[],"26022420e":28,"260225":[],"26022531":[],"26079358":[],"26115367":[],"261154":[],"26153846153846":[],"26181254":[],"261813":[],"26185107":[],"26186844":[],"2619":28,"26193455e":[],"26223899":[],"26265627":[],"26290036":[],"26291585":[],"262916":[],"26292364":30,"26294938":[],"2629493813057833":[],"26297455":28,"26301436":5,"26306244":[],"26350283":24,"264":[],"26409315307910025":6,"2640931530791003":[],"26409315307910036":6,"2640931530791005":[],"26409315307910053":[],"264421":27,"264540221699101":[],"264666":[],"26466619":[],"265":[],"2650":9,"26506981e":[],"265109911":4,"26512016":0,"26521761e":[],"26531223e":[],"2654":9,"26549135":[],"266":[],"26610075":[],"26624267e":28,"26662339374864535":[],"26666667":13,"26678445":[],"26710969":5,"26780278":5,"268":9,"26804287":[],"268043":[],"268227":[],"26822717":[],"268484":[],"26848435":[],"26896710e":[],"269":[],"26995402":28,"27":[0,1,2,3,4,6,13,14,28,30],"270":[],"27011455":[],"2703":[],"27050214":[],"27090196":[],"27091656":[],"270917":[],"27092897":[],"27092910":6,"271082":5,"27108228":5,"273817":[],"27381733":[],"27404277":[],"27412395":[],"2745333":[],"27498198":[],"2750":9,"27524966e":[],"27525917":[],"275341":[],"27547877":[],"27552531e":[],"27562809e":[],"27580794":[],"27621662e":[],"27625974":[],"276263":[11,28],"27660123":[],"27674224":21,"27692307692308":[],"27700":9,"2772":[],"2775623201":[],"27760":9,"27801122":[],"278036":[],"27803645":[],"27809912":[],"27865175":24,"2789":30,"27898999":21,"27924636":5,"27932015e":[],"27961873e":[],"27n_":24,"28":[1,2,3,4,6,9,13,14,16,28,30],"28001319":[],"280179":27,"28047021":[],"280573":5,"280647":[11,28],"28065343":[],"28067036":[],"28097861":[],"280979":[],"28102554":[],"2812":[],"28186376":[],"281930":27,"28205578e":28,"28213741":[],"28219089":[],"282191":[],"282259":27,"28230186":27,"28266792e":[],"282727":[11,28],"28284417e":[],"283":[],"2830637392":4,"2831603":[],"28336218e":6,"2836":[],"28390":9,"28391978":28,"28443039":30,"28457442":[],"28475098":8,"28500583e":[],"28506507":[],"28587856":21,"28590743":[],"2861":24,"28634473":[],"286345":[],"2871":9,"2873":9,"28744729":[],"2882":24,"28836053":[],"288455813429108":[],"2886":24,"2886847885377843":[],"28868479":[],"28875373":[],"2890":[0,27],"2891298":[],"2892":24,"28948521":[],"2895238":[],"28967287":[],"28it":[],"29":[3,4,6,7,9,14,30,31],"29082851":[],"290829":[],"29083183":[],"290832":[],"29115152e":[],"29148545e":[],"29149329":[],"2915":24,"29167186":5,"29229741":[],"2923076923077":[],"29238177":27,"29276615":[],"29294618e":[],"2931":27,"294277":[],"2942772":[],"29512284":[],"295123":[],"2954":[],"29546690e":[],"2955":[],"2956":[],"2957":[],"2958":[],"29588901":[],"29592539":[],"296247":[],"296414":27,"29650918":[],"29661191":[],"29662593e":[],"29672381":[],"2968":27,"297":[],"2971492148":[],"2972":[],"297248":[],"29724806":[],"2980":27,"29822833":6,"298273":[],"29830651":13,"298375":[],"298836":[],"29883607":[],"299":[3,4,14],"2990":27,"299267190588216":[],"29938171e":[],"29972182":[],"299748":[27,28],"29it":[],"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,24,30],"2_t":13,"2_x":24,"2b":24,"2cm":8,"2d":[1,3,11,12,20,27],"2e":[6,30],"2f":[0,7,9,10,11,12,27,28,31],"2ff97f4bf03b":[],"2g":2,"2g_i":2,"2k":3,"2m":[6,30],"2n":[0,2,3,27,28],"2nd":9,"2p":24,"2pm":[25,27],"2pt":4,"2s":[],"2x":[0,3,8,13,27],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,21,22,23,24,25,29,30,31],"30":[0,1,3,4,6,7,9,10,13,14,21,24,25,27,28,30,31],"300":[3,4,14],"30000":[0,27],"30006341e":28,"30010":9,"30035718":[],"3005849":[],"301":[3,4,14],"30119421":8,"301475":[],"3014751":[],"3017":[],"3018":[],"3019":[],"301927":[],"302":30,"3020":[],"3021":[],"30232456e":[],"30258509":[21,27],"302m":[],"303":6,"30313128":[],"30337713":[],"3037":[],"3038":[],"30384239":[],"3039":[],"303m":[],"3040":[],"3041":[],"30442964":28,"30466214e":6,"304m":[],"305":[0,27],"30535506":[],"30552077":[],"30559547":[],"30577095":27,"305m":[],"306":[0,3,4,14,27],"30626515e":28,"3063":[],"30638512e":[],"306m":[],"307":[0,3,4,14,27],"30700873e":[],"30702075":[],"3072":3,"3073":30,"30761405e":[],"3076923076923077":9,"30787294":6,"3079975":[],"307m":[],"308":[0,3,4,14,27],"30813073":[],"30839676":[],"30844205":[],"308763":[],"30891693":[],"308917":[],"308m":[],"309":[0,3,4,14,27],"30936179":[],"309362":[],"30940":9,"30984244e":[],"30993886e":[],"30b53504a633":[],"30it":[],"31":[3,4,6,12,14,21,24],"310":[0,3,4,14,27,29],"310579":28,"3105791":28,"311":[0,27,29],"31120247":[],"31138734e":[],"31193395e":[],"311m":[],"312":[],"3120271598582915":[],"31211671":[],"31228042":[],"31229747":[],"3123314713548606":[6,30],"31276579e":6,"312m":[],"313":29,"31311243":[],"31318084":5,"31331481":[],"313315":[],"31347523":[],"31377492":[],"314":29,"3141149":[],"31424359":[],"314244":[],"31447174":[],"31457796":5,"315":[6,29],"31507591":[],"31519573":[],"31531613":[],"3155":[0,5,6,29,30,31],"315746":[],"31574634":[],"315977":[],"31597731":[],"316":[],"31605061":[],"31614188e":[],"31644071":[],"31650694":6,"31658671e":[],"31681097":[],"316811":[],"317":[],"31718909":11,"31719317":[],"317367":11,"31768693":[],"31782593":[],"317825933186352":[],"3178411477108273":[],"317m":[],"31816439":27,"31835835":[],"31866499":[],"3189":30,"31896852":8,"319803":[],"31980301":[],"31988705":[],"319m":[],"31it":[],"32":[3,4,6,12,13,14,21,24,30],"3200":1,"32039227e":[],"32047562":[],"32066545e":5,"32068012":[],"3208":2,"320m":[],"3211480515121596":24,"32149601703519115":[6,30],"3214960170351912":[6,30],"3215":9,"32158804":[],"32179365":[],"32183101":[],"32183405":[],"32190363":[],"32305813":[],"32309075":[],"32320052":[],"32360769":[],"323608":[],"324":2,"32450054":28,"32458459":[],"32459186":[],"32474290e":[],"324m":[],"3250":[1,6],"32512":[],"32541271":[],"32542732":27,"32566092":[],"32609560e":[],"32611807":[],"326238":[27,28],"3263505":[],"3267061":[],"32695433e":28,"326m":[],"32714903e":5,"32721178":[],"327212":[],"32750531e":[],"32766274":[],"32784259e":[],"327883798133277":[],"32816737":[],"32903042":[],"32946226e":28,"329492":27,"32968167":24,"3297":[],"32992274":[],"329923":[],"32it":[],"33":[2,3,4,9,12,14,21,25,30],"330":[3,4,14],"3303":[],"33066907e":[5,28],"33078983":[],"33079801":[],"331":[3,4,14],"3310":[],"33113182":27,"3313155":[],"33135331":[],"33142087e":28,"33166055e":[],"33174939e":28,"3318361":[],"331939":[27,28],"33196524":13,"33199489":27,"331m":[],"332":[3,4,14],"332018":[],"33201844":[],"3322326":[],"332331":[],"333":[3,4,7,14,31],"3331":[],"33327369":[],"333274":[],"33333333":13,"3337":[],"33370315e":[],"334":[3,4,14],"335":[3,4,14],"33589475":[],"336":[3,4,14],"33611111111111114":[],"33645986e":[],"33646268e":[],"336801":[],"33680101":[],"33697405":[],"337":[3,4,14],"33711888":[],"33736485":[],"338":[3,4,14],"33819480e":[],"33823452e":[],"33829607":27,"3384":[],"33874172":21,"33900713":[],"33939645e":[],"33941551":[],"33956555":[],"33it":6,"33m":[],"34":[2,3,4,9,14,21,30],"340071371496255":28,"3403":9,"34037032e":[],"34040204e":[],"340583":27,"340782":[11,28],"34114547":5,"34158665":[],"341m":[],"34212496":[],"342680":[27,28],"34270689":24,"34305928":[],"3431023":27,"3435384":27,"3436":[0,27],"3437":[0,27],"34378387e":[],"34412923":28,"34442654e":28,"34498451":[],"34498455e":28,"3456":[],"34561469":[],"345687771875474":[],"34568872":[],"34569596":5,"3457":[],"34578026":[],"3458":[],"34585355":[],"3459":[],"34591885":[],"345919":[],"3460":[],"34626037":[],"34652523":[],"34678929":[],"346810":[],"34695383":[],"346954":[],"3469819128513336":[],"3473884":[],"34740615":[],"34852463e":[],"34914442e":[],"3498":[],"34989509":[],"34it":6,"35":[0,2,3,4,6,9,14,17,22,25,27,30],"35030572":[],"35074881":[],"350749":[],"35123041":[],"35128114":21,"3514":[],"35140":9,"35147135":[],"35147532":[],"351636":[11,28],"35182854":5,"35203688":[],"35207264":[],"352073":[],"3521478":27,"3522":[],"3525":[],"3528556":[],"352856":[],"3529":[],"3530606977":[],"35309734":[],"35319678":[],"35346808":[],"3538":[],"35396404e":[],"35401056e":[],"35412147":30,"3543":[],"35438626":[],"3544313922":6,"3546":[],"35470445e":[5,28],"35473061":[],"3548":[],"355":[3,4,14],"3551":[],"35533773":6,"35533774":[],"35559283":21,"3556":[],"35562617e":[],"35568525":[],"3558":[],"355906":[],"35590603":[],"356":[3,4,14],"3560":[],"356399":[27,28],"35665906e":28,"3567":[],"357":[3,4,14],"35700089":27,"35704388":[],"357044":[],"3572":[],"35724288e":[],"3575":[],"357508":[27,28],"35759569e":[],"3576":[],"3577":[],"35770742":[],"35771826":6,"35771842":[],"35776087e":[],"35793003441520066":[],"358":[3,4,14],"3581341341":4,"3581571":[],"35819312":[],"35821426":[],"35846425":30,"3585":[],"3587":[],"35892474":[],"35894575":[],"359":[3,4,5,14,29],"3593":[],"35947075":[],"3594821":[],"3595":[],"3598":[],"359999999999985":[],"36":[0,2,3,4,5,6,14,22,24,30],"360":1,"36028477e":28,"3604":[],"3605":[],"3606":[],"360688":[],"36074377":27,"3609":[],"36102113":[],"36117602":[],"3613":9,"3615":[],"361556":[27,28],"3617":[],"3621311":5,"36227629e":[],"3624":[],"3627":[],"3628":[],"363295916323784e":6,"363295916414895e":[],"3632959170548605e":[],"3632959215700067e":6,"363295924430451e":[],"36336962":21,"363834":[],"36383443":[],"363936":[],"36393643":[],"364244035362507":[],"36424404":[],"3643":[],"3644017":[],"364402":[],"364418e97433":[],"3645":[],"36452684":27,"3646":[],"36462687e":[],"3647":[],"365350":[],"36535019":[],"3655":[],"3655222":5,"36570403":[],"3659":[],"36593124":13,"3665263":[],"3668":[],"36689784":[],"366898":[],"3669":[],"36692356":[],"367":2,"3672":[],"3673":[],"3674":[],"3679":[],"36809474":[],"3684":[],"368537":[],"36853738":[],"3687":[],"3688":[],"368m":[],"36904006e":[],"369139":[11,28],"36it":[],"37":[3,4,6,9,14,19,22,27,31],"3702755":27,"3704":[],"37071826e":28,"370782966":4,"3711":[],"37114298":[],"37126183":24,"3713":[],"37157712":[],"3718":[],"3721":[],"3722":[],"37239927e":28,"3725":[],"3729":[],"37307168":[],"3739":[],"37396662":6,"37415316":[],"37419664":[],"374197":[],"374291":[],"37429133":[],"3744637":5,"374464":5,"3748":[],"3749":[],"3753":[],"375351":[],"37535105":[],"375694":27,"37585988":[],"3759":[],"3760":[],"37622356":27,"37624303":[],"3765":[],"376547":27,"376559":[],"37655936":[],"376834":[],"37683438":[],"37692363":[],"37703055":[],"37713991":[],"3772":[],"3773":[],"37732":[],"377372":28,"37737221":28,"3776":[],"3777801602":6,"3779":[],"37816901":[],"37835429e":[],"3784":[],"378664":[],"37866422":[],"37885034":[],"37900111":6,"3791":[],"379203":[],"3794":[],"379647":[],"37964744":[],"37992857":[],"37it":[],"38":[3,4,9,14,22,24],"380":9,"38019139":[],"3802":[],"3803":[],"3804":[],"3805":[],"380739":[],"38073947":[],"38098948":27,"3811":[],"38135733e":6,"3815":[],"381627865854956":[],"38162787":[],"38168549":[],"3817475779":[6,30],"3818":[],"3819":[],"3820":[],"382187":27,"38222896":[],"3823886":[],"382389":[],"38246359":[],"382672":[],"38267217":[],"3827":[],"382951":[],"38295101":[],"38299798":[],"3830":[],"38302314":[],"3833":[],"38336316":[],"3834":[],"3837":[],"3838":[],"383878":[],"3838783":[],"3839":[],"383942":[],"38394242":[],"3842":[],"38432672e":[],"38461538461538464":9,"38469441":[],"3850":[],"3851":[],"38533184":[],"38533185":6,"3854":[],"3858":[],"386":9,"38605872":[],"386059":[],"3861":[],"3862":[],"386294":[],"38629412":[],"38629436":[21,27],"38629844":[],"38636467":[],"38637915":[],"3864":[],"38644889":[],"3867":[],"3869":[],"387":29,"3871":[],"3872":[],"38730917e":[],"387482":[],"38748219":[],"3876":[],"38763091":[],"38788697":[],"388":[],"3881":[],"38816656":[],"388167":[],"3882":[],"3885":[],"3886":30,"3886211842840971":[],"38868469":[],"3888":[],"3889":[],"389":[],"38901478":[],"38906684":[],"389067":[],"3891":[],"38916861e":6,"38962192e":6,"3898":[],"39":[0,3,4,9,14,25,27],"390":[],"3906":[],"39074222e":[],"39095416":[],"39116042":[],"3914":[],"3915":[],"3916":[],"391602":[],"3917":[],"39197698":28,"391977":28,"39214397":28,"392144":28,"3922":[],"3925515884752442":[],"39272691":[],"3928":[],"3929303193461995":[],"3931":[],"39311435":[],"39340081":[],"39384255":[],"393843":[],"39417707e":[],"3943":[],"3944":[],"39444293":[],"39456996":[],"39493843":[],"3950":[],"39548035e":[],"3955":[],"39550083":[],"395501":[],"39560937":[],"3957482":[],"39579407":5,"3958":[],"39595799":[],"3960":[],"39600607":[],"39614347e":[],"3962":[],"39626502":[],"3970":[],"39706038":5,"39707147":[],"39724390e":[],"39730396":22,"3975":[],"39769983":27,"397700":[11,28],"39789527":[21,27],"3979":[],"39794864e":[],"3980313467":6,"3983":[],"39864527":[],"39892216e":[],"39920034":[],"39924562":[],"399246":[],"39931051e":28,"3994":[],"39943328":[],"3996":[],"39969826":24,"399836":[27,28],"39it":[],"3bdkrb":[],"3d":[2,3,4,6,13,22,30],"3f":[1,3,9],"3n":21,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,22,27,30],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,22,24,27,29,30,31],"40":[1,3,4,6,9,14,22,25,27,30],"400":4,"4000":[9,27],"40026896":13,"4005":[],"40062254e":[],"4011":[],"40116777":[],"401168":[],"4012":[],"4017":[],"4017308":[],"40183706":[],"401842":[11,28],"40214433":[],"4022":[],"40236659e":[],"40236901e":[],"40264255":[],"4027":[],"4030":[],"40340043":[],"4034668048":[],"40355028":24,"4038":[],"40389922":[],"4039":[],"404":28,"4045":[],"40474117e":28,"4048":[],"4050":[26,27],"40506137":[],"4055":[],"405890":[11,28],"4059":[],"40599799":[],"40620066":28,"406201":28,"40672425":[],"4068":[],"40684484e":28,"4069":[],"4075":[],"40754621":[],"40768645e":[],"4077":[],"40789038":24,"408":2,"40805354":27,"4082":6,"40828861e":[],"40829683":[],"408297":[],"40837841":27,"4084":[],"4087":9,"4087793":5,"4088":[],"4089":[],"40893740e":28,"409":2,"40927184e":6,"40947888":21,"40961677":[],"40980089":[],"409801":[],"40984037":21,"40a38ad763f1":[],"41":[0,2,3,4,9,14,21],"410":2,"4100":[],"41050604":21,"4107":9,"410815":[],"41081513":[],"41083418e":[],"41091395e":[],"411":2,"4115":[],"41165766":13,"4117":[],"41170104":[],"412":2,"41211579":[],"412116":[],"4128":[],"4131":[],"41335011":[],"41340248":[],"41351287":[],"413513":[],"41357064":[],"41369795e":[],"41386599":[],"4143":[],"41433969":5,"4144":[],"41446721":[],"4146":[],"41486312e":[],"41511965e":1,"415201":27,"41542567":[],"4155":[2,15],"415534701258823":[],"41566661":[],"4162706317":6,"41646135":[],"4166666666666667":9,"4167":[],"41718305":21,"4176":[],"4177":[],"41816468e":[],"418506":[11,28],"4185877":27,"4186":[],"41876267":[],"418763":[],"41882036e":[],"41882037e":6,"41923956":[],"4192423635":[],"41958102e":[],"4198":[],"41990268":[],"41it":[],"42":[1,3,4,8,9,10,14,21],"420":2,"42028578":[],"42037468e":[],"420543":[],"42054337":[],"42078103":[],"42090072":27,"42092776e":28,"421":2,"4212":[],"42130182":[],"42190899e":[],"422":2,"422275":[],"4224":[],"422480":[],"4224801":[],"4229538":11,"422954":11,"423":2,"4230769230769231":9,"42340403e":[],"42352791":[],"42394972":[],"424":[],"42441033":5,"42449643":[],"42450":9,"42451192":[],"425":[],"4255":[],"4258989918":[],"426":[6,7,31],"42615374e":[],"42619859":[],"42631342":[],"42694395":[],"427017":[],"42729886e":[],"42732954":[],"42745728579187":27,"4275":[],"42790075e":[],"42794448":[],"4284066":[],"42882114e":[],"429":30,"42902155":[],"42915006":[],"42976761":[],"43":[0,1,2,3,4,7,9,14,21,31],"43001767":[],"43007002e":[],"4300745":[],"43012535e":[],"43036842":[],"4304167":[],"43054282":5,"4310":27,"43113284e":[],"43135183":[],"43185254":[],"43294696e":[],"433":30,"43330971e":6,"43333886":[],"43379387":24,"43459933e":28,"43471448":21,"43482628":[],"43490889":24,"434932":[],"43493232":[],"435163":[27,28],"43525003e":28,"43533824":21,"43552433":[],"435567":[],"43556723":[],"43560678":[],"43570786e":28,"43579948e":6,"43639284e":28,"436462435":4,"43656628":[],"43693489":[],"43761347":[],"43766686":11,"437731":11,"43773101":11,"4378299":21,"4379":[],"43794243e":[],"43795846":[],"438060758":6,"438111004052204":[],"438136":[27,28],"43876695":[],"438767":[],"439230":6,"43975616":27,"4399427":[],"439943":[],"44":[0,1,2,3,4,14,21],"44021223":[],"44065609":[],"44089210e":[5,28],"4410":[],"4411":[],"441264":27,"44152248":[],"44190304":[],"44198566":[],"4421034379901165":[],"44210344":[],"44214614":27,"442600":[11,28],"442701":[],"44270138":[],"443217":[27,28],"443538568902246":[],"44353857":[],"444":9,"44463741":[],"446033":30,"44624525e":28,"446453":27,"44651551":[],"44688507e":[],"44792888":21,"44830642":[],"44838453e":[],"44879019":24,"44894073":[],"44906236e":[],"44970586e":1,"44993812":27,"44997121":[],"44it":[],"45":[2,3,4,9,14,25,27],"450":9,"45020332":24,"450257":[11,28],"4504":9,"45112054":[],"45112450e":[],"45143018":[],"45146007e":[],"45220770e":[],"45241645e":[],"4524458":24,"452553":27,"45268835e":[],"45290829":[],"4533029":5,"453303":5,"45359479":27,"45372697":[],"453727":[],"45393214e":[],"454027":[],"45402701":[],"4543859":[],"45464765":[],"45494697":21,"455173":30,"45571233e":[],"4557763":11,"455947":[27,28],"456":9,"456418966187335":[],"45643708e":[],"457":2,"45720968e":[],"45739087":[],"45741697":[],"457770268480242":[],"45797073":[],"458027":[27,28],"458078":[11,28],"45840226e":[],"45865699e":[],"45915671e":28,"45917334":21,"45951629e":[],"45960079":5,"45979894":[],"45985488":[],"459855":[],"46":[2,3,4,9,14,25,27],"4601":9,"46023985":[],"461":[],"461175":[],"46153846153846156":9,"46164895":27,"46184816e":28,"462":[7,31],"46284227":[],"46312791":[],"46369869":[],"46383925e":6,"463861":27,"46400080e":[],"464424":[],"4644244":[],"46508305":[],"46543658e":28,"46567887":[],"46573851":[],"46575843e":[],"466":[],"46602982":[],"46650488":[],"466505":[],"46696223":[],"4676059":28,"467606":28,"46794929":[],"469":[],"46932688":[],"4694":[],"46984697e":6,"469868":[],"46986815":[],"47":[2,3,4,9,14,25,27],"47008799e":[],"4703":[],"47042744":5,"47057708":24,"470714":[27,28],"47075725":6,"47082726e":[],"47099765e":[],"47116868e":6,"47125748":5,"47132891":5,"47158029e":[],"47176716":30,"47176783":30,"47179152":30,"47202234":21,"47202442":30,"47245463":[],"472455":[],"47248297":[],"47313680":30,"47355725e":[],"47356208":27,"47387858":[],"47400238":[],"47432993":[],"4744":[],"4744219":[],"47478057":[],"47482507":[],"47485224":[],"47513129":21,"475311":[],"47531107":[],"4756968":21,"47610036":6,"47649841":[],"47726407e":[],"47732343e":[],"47756853":21,"47815203":11,"47920156":[],"47942814":[],"479465113":4,"47977394e":[],"48":[3,4,9,14,30],"480":27,"48005485":11,"480055":11,"48089797":[],"48133064":[],"48179077":24,"481979":6,"48212873":[],"48217977":[],"48241947":[],"48257387":[25,27],"48259891e":[],"48316523e":[],"483257001":13,"4837":[],"48420165":[],"48442336":[],"48442771":[],"48476997":11,"48574149":[],"486873":[],"48687342":[],"487000566129411":24,"48739546":[],"48783291":11,"487833":11,"48783370e":[],"48802709":27,"48871288":[],"488713":[],"48877744e":[],"489":[],"489522":[],"48952201":[],"48971452":[],"48974963":[],"48994188":5,"48it":[],"49":[3,4,5,6,9,11,14,22,28],"490":[],"49001938e":[],"49052317e":[],"491":[],"49152":3,"49197115":21,"492":[],"49242688":[],"49282737":[],"493":[],"49352496":[],"493525":[],"49372893":[],"49385454e":[],"4940954":[0,27],"49468927e":[],"49545491":[],"495708":[],"49570819":[],"4959161509356135e":[],"495916150936645e":6,"495916150936654e":[],"4959161509377256e":6,"495916150938325e":[],"49614357":[],"496337":[],"49633743":[],"49636583":[],"49666527e":[],"49672291":[],"49680475019226":[],"497":[],"49730046e":[],"498":[],"49838167e":[],"49862065e":[],"49887949e":[],"499":[],"4990":24,"499012":[],"49901244":[],"4992":24,"49932184":27,"49932427e":5,"4997":24,"49974854":[],"49992743e":[],"4b5d3mupqma":[],"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[25,27],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,21,22,24,27,28,29,30,31],"50":[1,2,3,4,6,7,8,9,10,13,14,27,28,30,31],"500":[1,3,4,6,9,10,13,30,31],"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,"50032818e":28,"501":[],"501049":[],"50104946":[],"50105159":[],"50173752e":[],"5018":24,"50219982":[],"50227564e":6,"5031474174499113":[],"50314742":[],"50321091":5,"504167":[],"50416731":[],"50427787":30,"50453066":27,"50456256":5,"504563":5,"504881":[],"50488131":[],"50504743":[],"50584526":[],"506":[0,28],"506553":28,"50655336":28,"50680321e":[],"50727059":[],"50733669e":[],"50754416":[],"50769230769231":[],"50799086":[],"507d50":[9,10],"50812169":[],"50835355":[],"508354":[],"50846111e":[],"50846112e":6,"50894343":[],"50931378":[],"50it":[],"50j":13,"50x10":1,"51":[3,4,10,14],"510":1,"51000420e":28,"51004249":[],"51013506":27,"51054961e":[],"51075117":[],"51108791":[],"51126895e":[],"51131471":[],"511315":[],"51146442":[],"51150176":[],"51174395":[],"51178587":24,"511888":5,"51190686e":28,"51191552":6,"511977":[],"51197747":[],"512132":[],"51214899":[],"51220693":27,"51265232":[],"51289697":[],"512897":[],"51374050":30,"5138":[],"51389553":[],"51400374e":[],"514219":[27,28],"5146617":27,"51507839":[],"51508374":[],"51561271":[],"51578522e":[],"51656406":[],"51664729":[],"51719273":5,"517193":5,"51732028":[],"517350858882083":[],"5174581":[],"51749473":[],"5177783846":4,"517823":[],"51782322":[],"517931":5,"51793145":5,"518030":[],"51803019":[],"51850390e":[],"5188328":[],"518833":[],"518895":27,"51900727e":[],"51905011":[],"51933924":[],"519750":5,"51975002":5,"519842":[],"52":[3,4,14],"52033394e":28,"520931":[],"52093124":[],"52113415":[],"5216048821598704":[],"521719":[],"52171908":[],"52191849":[],"521986":[],"5222222222222223":1,"522758":[],"522836":27,"52307692307693":[],"52362157e":28,"52428467":[],"52512084":[],"52580392":[],"525804":[],"5260627":[],"52606351e":[],"52606392":11,"526744":[11,28],"52678301":[],"52713812":[],"52723079":[],"52744746":[],"52773051":[],"52773891":[],"52775466":30,"52799362":[],"528115":[],"52811546":[],"52812155":24,"52819229":[],"52839842":[],"52872817":21,"52874252":5,"529":[],"52902847e":[],"52911941":[],"52945186e":28,"52945798e":[],"53":[3,4,9,14],"5303329":11,"5305555555555556":1,"5312":[],"531280":[27,28],"5316382":27,"53189647":[],"53219937":[],"53254035":[],"532643":[],"53264317":[],"53312754":[],"533142":21,"5333734":[],"533941":[],"53394148":[],"53423784":[],"5342745":27,"534362":27,"53462883":27,"53476918":21,"53479276":[],"534793":[],"53502096e":[],"53603432":[],"53611562":[],"53617977":11,"536180":11,"53623614":[],"53697476":[],"53703498":6,"53738247":30,"53752634":[],"5378811":11,"53794784":[],"537948":[],"53815559":[],"53822787":[],"5384615384615384":9,"53846153846155":[],"53861506e":28,"539261":[11,28],"5393681":21,"53938383":[],"539384":[],"53952479":[],"539525":[],"53952664e":[],"539683":[],"53968309":[],"53971260e":[],"53it":[],"54":[3,4,6,9,14,24],"540":9,"54016188":[],"540162":[],"54039921":5,"54041041e":[],"54041662":[],"54078623":[],"541605":[27,28],"54163136":[],"54219245":[],"5424657":13,"54302039":[],"543939":28,"54393936":28,"544439":[27,28],"54445121":[],"54526769":[],"54537329":[],"546166676":[],"54632096":27,"54637219":30,"54644646e":[],"546712":[],"54671213":[],"5472246386316972":[],"54722464":[],"54780216":[],"548110376991839":[],"54845458":[],"548455":[],"54861905":21,"54886137":[],"54894095":[],"54956992":[],"54957609e":[],"54969168":[],"54it":6,"55":[1,3,4,9,14],"5501":[3,4,14],"55026099":[],"550321":[],"55051175":[],"55070893e":[],"55141095":[],"55202922":[],"55220861":[],"55229041":24,"552731":[],"55273102":[],"5538822":21,"5539":[],"55505907":[],"555187":[],"55518724":[],"555496":[],"5554964":[],"55553537":[],"5555555555555556":1,"55571665":[],"55578041":[],"55626454":[],"55640013":[],"55640387e":[],"5566":[],"55687658":13,"55765644e":[],"557795":[11,28],"55805262":27,"558080":[],"55808001":[],"558241":[],"55824107":[],"55854694":11,"55907387e":[],"55914617e":[],"55936475e":[],"5594":6,"55965719":[],"56":[1,9],"56033697":5,"56071752e":[],"561":[],"5611":[],"5615":[],"56183518":[],"56198284":5,"5625":[],"56302854":[],"563167":27,"56343926":[],"56383695":24,"5639":[],"564":9,"564374":[11,28],"56437897":[],"564379":[],"56447742e":[],"56481272":[],"565":9,"565006":[],"56500639":[],"56536":[0,27],"56542321e":[],"56556315":[],"565651":[],"56565106":[],"56589683":30,"566":9,"566074":[],"56607416":[],"56636616e":6,"567":9,"568":[9,30],"56807589e":[],"56821272":21,"56848886":[],"569":[1,9],"56912044e":6,"56939714":5,"56953559":27,"56965674":30,"56992937":[],"57":[0,8,9,25,27],"570":9,"5700":[],"57031517e":28,"57081718e":28,"571":[5,29],"571092":[],"57109235":[],"571105947979336e":[],"571105947979352e":6,"571105947979394e":6,"571105947979395e":[],"571105947979439e":[],"57113133":24,"57154252":[],"57174058":[],"57201944e":6,"572069":27,"57266138":[],"57286194":[],"57350724":[],"57361898":[],"57403561":[],"57445493":[],"574465":[11,28],"57488231":24,"57505712":[],"576":30,"576431":[],"57643113":[],"57673618":[],"5769230769230769":9,"57776818e":[],"57807896e":[],"57810065":[],"57810898e":[],"5783575":[],"57842073e":[],"57867898":[],"578889":[],"57888946":[],"57947706":[],"57it":[],"58":[2,9,10,25,27],"58039072":[],"58042237":[],"58084359":[],"58104393":[],"581044":[],"58112299":[],"581123":[],"58171189":[],"58187211":24,"58187347":[],"58312967":[],"5833333333333334":9,"583595":[27,28],"58395707":[],"58428804":[],"58474054":[],"584804":[],"58492636e":28,"58574143":[],"58590795":[],"58666142":[],"58671946":[],"58738148":[],"5888888888888889":1,"589":[],"58908017":27,"58912508e":[],"58986647":[],"59":[2,9],"590":[],"59095724":21,"591":[],"59118929":[],"591317992":4,"591594":[],"59159438":[],"59164202":27,"5916751":21,"59182949":[],"59190877":[],"592":[],"59203799":21,"59277468":[],"593":[],"593040":[],"59304008":[],"59323905":[],"59366475":21,"59367954":[],"59428035e":28,"5944444444444444":1,"59445979":[],"594460":[],"59468796":[],"59567145e":[],"59591979":[],"595920":[],"59592669":[],"59609892":[],"59616454":[],"596165":[],"59648068e":28,"59654302":[],"597084":11,"5970842":11,"59766":[],"597660":[],"59813773":[],"59833875":[],"598392":[],"59839245":[],"59914165":[],"599142":[],"59950055":[],"59955801":[],"59981487e":[],"59990347":24,"59it":6,"5cm":24,"5dd54edf2138":[],"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,24,25,27,28,29,30,31],"60":[1,2,3,6,9],"60000":4,"60056803e":[],"60081665":[],"60083846e":[],"60133562":[],"60158334":[],"601583341274718":[],"60164827e":[],"60176806":[],"6019067271":4,"601942":[],"60194224":[],"60236782":[],"60236938":[],"60268567e":[],"60293962":5,"603494":[],"60349429":[],"603636":27,"60378214":27,"60420593":5,"60515083":[],"6052136":[],"60522226":[],"60538875":[],"60543038":28,"60619654":[],"6063219":[],"606439":[],"60651016":[],"60673226":11,"606760":5,"60685864":[],"60707801":[],"60715594":[],"607384":11,"60738434":11,"60791699":[],"6079169911277265":[],"608028":[],"60802823":[],"60815105":6,"60820168e":28,"60826013":[],"6084611325305795":[],"60938882":[],"609389":[],"60943791":[21,27],"60975366":[],"60980325":[],"60it":6,"61":[2,7,31],"61018347e":28,"61031939":[],"61033524":[],"6111111111111112":1,"61123608":[],"612939":[27,28],"613579":[27,28],"61399851":[],"613999":[],"61406871":[],"614133":[],"61413333":[],"61463451":[],"614808":[11,28],"6149274949460215":[],"61520194e":[],"61536670e":[],"6153846153846154":9,"61576236e":[],"61605739":[],"61634314":[],"61702282":6,"617572":[],"61757228":[],"61775176":30,"618":[],"61808351":[],"61885405":24,"61893735":[],"618982":[27,28],"61899355e":[],"61970354":21,"6199381169260247":[],"62":[],"62083489":21,"621102":27,"62123034":[],"62168613":[],"62170669":[],"621707":[],"62223681":5,"622237":5,"62249103":[],"62364974":[],"62373464":11,"62389761":[],"62405149":[],"62420578":21,"624220":[],"62422045":[],"62432074":[],"62451626e":[],"62470815e":[],"625":[7,31],"62535124e":28,"62571673e":[],"6257439":27,"62620724":[],"626635268":[6,30],"62683307":[],"62686358":27,"62759057":[],"62761922":[],"62767384":[],"62769765":[],"62806444":[],"62818572e":28,"62819534":21,"62894215":5,"62896882":[],"62914124":[],"629961":[],"63":[0,1,6,7,28,30,31],"6300745149331701":28,"63012429":[],"630224":[],"63025821e":6,"63112036":[],"63115792":[],"63162342":28,"63180447":30,"63207808":[],"63249532e":6,"63258368e":[],"63262164":[],"63264564":[],"63270833":[],"63281351":[],"63332882e":[],"63367582":[],"633676":[],"633949":27,"63395187":[],"63430285":[],"6343356":[],"63498144":5,"63550707":[],"6367311":[],"63675140":[],"637104":[],"63710438":[],"637129335071195":28,"6371293350711955":[],"63734811e":[],"637545":[],"63754524":[],"63860687":[],"63862189":[],"63901111":[],"63933182":[],"63it":[],"64":[1,2,3,4,7,13,21,27,31],"64008343":5,"64012627":5,"64033527":[],"64064128":[],"64113381e":[],"64141716e":[],"64158883e":31,"642380":[],"64238022":[],"64293754":[],"64295978e":28,"64298419":[],"6431453":[],"64316192":30,"64316482":30,"64425009":[],"64452882":[],"645":[],"64507671e":28,"64528459":[],"645285":[],"64615384615385":[],"646283":[11,28],"647":6,"64736858":[],"64741194":24,"64742912e":6,"647473":[11,28],"64858537":[],"6489862":[],"649339":[],"64933923":[],"649382":[11,28],"64972151":[],"64x50":1,"65":[1,2,7,8,9,31],"65011691":21,"65045925":27,"65136857":[],"65246006":[],"65280103":[],"6530742540053943":[],"65335632":[],"653578701904388":[],"65359027e":[],"6536392":28,"65442354":28,"654424":28,"65444431":[],"6546329613199204":[],"65522261":[],"65534935e":[],"65554133":[],"65571174e":28,"65578316":[],"65599456":28,"6562":[],"65626043":[],"65628853":[],"65643756e":[],"65693278e":[],"657041":27,"65743689":28,"65746064":[],"6577093":[],"65795279":[],"658":[],"65833132":28,"65885453":5,"65891389":28,"658914":28,"659":[],"65907898":[],"659306":[],"65it":[],"66":2,"660":[],"66001778":[],"66054752":[],"66064822":28,"66080313":28,"66087937":[],"66111673":[],"66124684":5,"66204648":6,"66219404":6,"66226149":[],"66247212":[],"66250644":[],"662854":[],"66285417":[],"66285434":[],"6628996975186953":28,"66292841":[],"66294408":28,"66295776":[],"662958":[],"66310422":[],"66351927":[],"6638":9,"66410989":[],"66443521":[],"6652177":28,"66560":9,"66599246":[],"66614025":[],"66619972":[],"666200":[],"66620847":[],"66638078":[],"666597":27,"66665241":[],"6669838269597004":[],"667":9,"667239":27,"66726905":[],"66758934":[],"668172":[27,28],"668186":[],"66818635":[],"66934291":[],"66950317e":[],"66973261":[],"66981186":[],"66it":[],"67":[2,9],"67047975e":6,"67054028":[],"671089":[],"67142502":21,"67148008e":28,"67160204":[],"67177934":[],"67180442e":28,"67236038e":[],"67258699":[],"672721":[27,28],"67314874e":[],"673457751724773":[],"67354673":[],"67392051":5,"673921":5,"67442363":[],"67554302":[],"67588315":[],"67591616":[],"67655635":[],"67697934":[],"67743788":24,"67783138":[],"67838309":[],"67882608":[],"67970864":[],"679709":[],"67973263":[],"68":2,"68029036":[],"68040392e":[],"68075712":[],"6808538439837775":[],"68127341":[],"68176047e":[],"68192193":5,"68232235":24,"68246089":[],"682464":[],"68246434":[],"68279358":[],"68282072":11,"68282653":[],"68286725":28,"68322599":[],"6834195":[],"68347072":[],"68372271":[],"68415876e":28,"68485505":[],"68534263e":6,"68542204":5,"68545647e":[],"68592431":30,"68626148e":[],"68650491":[],"68664664":[],"6869":9,"68719389":[],"687194":[],"68731669e":[],"6887363571":4,"68886089e":[],"689230294669661":[],"68929213e":6,"689345":27,"68944595":[],"689519":[11,28],"68965135":[],"68996179":[],"68it":[],"69":[2,7,9,24,31],"690":9,"69023787":[],"69051742":21,"690569639355314":[],"69061276":[],"690617":[27,28],"69069n_":24,"69106251e":28,"69115646":[],"6914791":[],"69154964":[],"69178261e":28,"692":[1,30],"6923076923076923":9,"6924788":5,"692479":5,"69295955":[],"69313663e":[],"69356940e":[],"69363975e":[],"6943316601792833":[],"69481746":[],"69484813e":[],"69487891e":[],"69493539":[],"69504801":6,"6960326":[],"69634577e":6,"69695259":5,"69764852":[],"69826476e":[],"6984511994530214":[],"69871367e":28,"69896355":[],"698964":[],"69908626":6,"69915639":[],"69965466":27,"69981939e":[],"69985355":[],"69987647":24,"6999536":11,"69it":[],"6e75736fdab1":[],"6f7a6bd7d79f":[],"6m":[],"6n_":24,"6pm":27,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,21,22,23,24,26,27,28,30,31],"70":[1,6,7,9,31],"70037324e":28,"70073443":28,"70127680":[],"701370":5,"70179437":[],"70205195":[],"70208087e":[],"70233292":[],"70244042":[],"70311568":[],"70354373":[],"703716d317a7":[],"70421972e":[],"70434005":[],"70465373e":[],"70473799e":[],"70482138":[],"70493970e":28,"7050":[],"70501534":[],"705698":[],"70569833":[],"70598996":[],"70653767":4,"70710678":[5,28],"70721787":[],"707218":[],"70727837":[],"70761641":21,"70769586":[],"70827971e":[],"70831425":[],"70832814":5,"70850263":21,"70856363":27,"7086067479626619":28,"70911476":27,"709698":27,"70980493":[],"70it":[],"71":1,"71075825e":[],"71112140e":28,"71131626":[],"71135895":21,"71142161":28,"711422":28,"7119":9,"712018":[11,28],"71287025":[],"713163":27,"71316703e":28,"7133574":21,"71335815":24,"7134":[],"713487":[],"71348713":[],"71350226":[],"71441535":[],"7151":[],"71721168":[],"71737253":28,"71760245":[],"71761101":28,"718165":5,"71822416":[],"71846708":27,"718697":[],"71869727":[],"71921767e":[],"72":[],"72057967":[],"72097126":[],"72101205":[],"72117282":11,"721173":11,"72139847e":28,"72174172":11,"72199579e":[],"72201591":[],"722047011333792":[],"7221662":[],"72228205":27,"7225597":[],"72261919":[],"72271878e":6,"72299619":27,"72347283":[],"7236674":5,"72373129":[],"72394787":[],"724":3,"72509099":[],"72522848":[],"72567956":[],"725680":[],"72594302":[],"7265799":[],"72671218":[],"72706640e":28,"72855434":[],"72859758":5,"72904541e":[],"7293182":[],"72981762":8,"72986500e":[],"73":[6,30],"7300372":[],"73005463":[],"7306310662842432":[],"731000":[27,28],"73133982":27,"7316348":[],"73174557":[],"73185363e":[],"73287103e":[],"733096":[27,28],"73406033e":[],"734540":[],"73454039":[],"73484667":[],"73509675":21,"73565195":[],"735738558766299":[],"73573856":[],"736115211426478":[],"73628359e":[],"73667253":11,"73704762":21,"737386":[],"73738602":[],"73752910":[],"73772319":27,"7386068":[],"73947737":[],"73it":[],"74":[2,6,30],"740":9,"74081822":8,"741264":[],"74126425":[],"74199799":21,"74260356":27,"742975":[],"74297504":[],"74368436":[],"74384949":28,"743u":[],"74409239":27,"74433499":[],"7448615806559786":[],"74577306":21,"74592114e":[],"74607851":28,"7469898175164704":[],"747224":[],"74722409":[],"74829661":28,"74840212":5,"7484669886413582":[],"74935095":[],"74943449":[],"749765":[27,28],"74997869e":[],"75":[2,5,6,8,9,11,22,27,28,30],"7501749450963715":[],"750445":[27,28],"75050135":28,"7506246":27,"750u":[],"75106135":[],"75118364":[],"751275":[],"75127504":[],"751699":[11,28],"75170092":5,"7522":[],"7525":[],"75269037":28,"75320666e":[],"75350216":[],"75352505":24,"75357263":[],"753573":[],"75357959e":[],"75361646":[],"753846153846155":[],"75390337":[],"75408649":[],"75453081":[],"75460639":[],"7546383166870465":[],"75492292":[],"75505597":[],"75517445":[],"75576555":28,"75621895":[],"756232":[],"75623206":[],"75628425":[],"756352":[27,28],"75638425e":28,"75670484":[],"756705":[],"75703556e":28,"75703965":[],"757040":[],"75747652":21,"75770568":28,"758193":[],"75819326":[],"75838233":[],"75853556e":[],"75934097e":28,"75it":6,"76":[2,9,25,27],"7600498":21,"7601030735620569":[],"76060096":[],"76063234":[],"76066069":[],"76196895e":28,"763u":[],"76400155":[],"7643536":[],"765":[7,31],"7651899":[],"76529528":[],"76598941e":[],"76674796":[],"76707201":[],"76731400e":[],"76802186":[],"76834212e":[],"768813":[],"76881337":[],"76892410e":28,"7692307692307693":9,"76923076923077":[],"76936315":5,"7694444444444445":1,"7696835316227453":[],"7697":30,"77":[2,9,25,27],"77034458":[],"770345":[],"770356":21,"7705527590466072":[],"77070756":[],"770708":[],"77081499e":28,"77085375":[],"77144798e":[],"77152076":5,"77176703":24,"7718":9,"77288474":21,"773329728649545":[],"77332973":[],"77333117e":[],"774300":[],"77494715":[],"775":[],"77533038e":[],"7754499790100834":[],"77553346e":[],"77559332":[],"77618224":[],"77627886":[],"77632220e":[],"77636e":13,"77640601":[],"77662945":[],"7767978193240488":[],"77711437":[],"77714169":8,"77754132e":[],"77756468":21,"7780841853755783":11,"77816763e":[],"7782028952":4,"77836133e":[],"77859437":[],"77865169":[],"77954956e":5,"77it":[],"78":2,"78009660e":28,"78011544":[],"78018374e":[],"78027207":21,"7803076":27,"78035464":[],"78104004e":28,"78156479e":[],"78184120e":6,"78263078":27,"78272242e":[],"78286771":[],"78329097":[],"7843182645426894":[],"78459267":[],"7846153846154":[],"785061":27,"7851533175757255":[],"78515702":24,"785157020098348":24,"78561443":[],"78596961":[],"7860324":[],"7866024":[],"78674758":[],"787349":[],"7873493":[],"78738205e":28,"78752269":[],"78941903":5,"78972773":[],"78980112":[],"78988962e":[],"78990036":[],"79":2,"79000942e":[],"79009329":[],"790818":[],"79081838":[],"79093776":[],"79106527e":[],"79111643":5,"791123":[],"79135075":[],"79145214e":[],"79190435e":[],"79224555":[],"7923086060375724":[],"79230861":[],"79285683e":[],"79313278":27,"793167":[27,28],"79339933e":28,"79345488":[],"79394867":[],"7939646":[],"79419162":[],"794282":[11,28],"79441434":[],"79449156":[],"79512696":[],"79544237":27,"79552752":[],"79559972":[],"79577619":[],"79589065":13,"79602861":[],"79700882":27,"79725436":27,"79754246":[],"797e":6,"79827506e":[],"79856831e":[],"798761":[],"79876149":[],"79909592":30,"7993408651198877":30,"79934087":30,"79934594":24,"7995707762668065":30,"79974359":[],"79994469":27,"79it":6,"7bsq":[],"7c394b1e8b71":[],"7d7d58":[9,10],"7f2b3a6174c2":[],"7jexgh5soo":[],"7m":[],"7odqolophta":[],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,22,24,27,28,29,30,31],"80":[0,1,2,5,6,8,9,28,29,30],"800":[4,7,31],"800615":[],"80088524":21,"80108096":[],"80162359":[],"802796":[],"80279641":[],"80280228":[],"80315282":[],"803153":[],"80320028e":28,"80344720e":[],"80354994":6,"803804":[],"80380438":[],"80413812e":28,"80422999":[],"80460179":30,"80462258":[],"80469739":5,"8049181":[],"80515205":21,"8055555555555556":1,"80561191":[],"80609615e":6,"80609616e":6,"80638926e":[],"8064":[],"80659468":11,"80661365":[],"806614":[],"80728853":[],"80734875":[],"807349":[],"80738685":[],"8074242":[],"80747253":[],"80763641":24,"80768431":[],"80788856":27,"80842254":[],"808423":[],"80847477e":6,"80947943":[],"80961969e":[],"80994952":[],"80it":[],"81":1,"81007682":[],"8104687":[],"810479":11,"8104791":11,"81048318e":6,"81051173":[],"81065392":[],"8108619":[],"81160425":5,"81168086":[],"81187794":[],"81333804":6,"81333805":[],"81343612":28,"81388724e":[],"814":[7,11,31],"81409445":21,"8143782":5,"81447915":[],"814860456269878":[],"81486046":[],"815563":[],"81592628":[],"81597834":30,"815am":[25,27],"81633628":11,"816454":[27,28],"81656508":[],"81671821":[],"81681019":[],"816847":[27,28],"81709481":21,"8175":[],"8177581":24,"81784072":21,"818059":[],"81805914":[],"81874188e":[],"81912272":[],"8192798":[],"81955926":[],"81974332":[],"82":2,"82027884":[],"82045496":[],"82073684":[],"82092612e":[],"82113506":21,"82187419":27,"8219235992494145":[],"8219236":[],"82198978":5,"82202765":[],"82250097e":[],"82253259":[],"8225325933960339":[],"82358522":[],"823585220707946":[],"82365318":21,"82404007e":[],"82454365":[],"82484316":[],"82592":[],"8260149":21,"82650876":[],"826509":[],"8265786":5,"82747653":[],"827477":[],"82750687":[],"82771329e":[],"82773778":[],"828190347382744":[],"82819035":[],"828940":[],"82894017":[],"82949718e":[],"829648415811072":[],"82964842":[],"82975422e":[],"82985482":13,"82997013e":5,"83":[2,27],"8305555555555556":1,"83146596":30,"83170827":24,"83303886":27,"83320794":[],"833208":[],"8338786":[],"834027":[],"83402742":[],"83512277":5,"83516719e":[],"83632853":[],"836874":[],"83687444":[],"83698677":[],"83723539":[],"83724637":[],"83757843":[],"83760781":[],"83770135":28,"83858458":24,"838584583553216":24,"839818":27,"83982725":[],"83999999999999":[],"83it":6,"84":2,"84031027e":[],"84062065":[],"84150451":[],"84203538":[],"84228957e":[],"84232163":[],"842436":[27,28],"84291049e":28,"84292394":[],"842u":[],"84310736":[],"84317815":[],"84355903e":1,"8437169762110144":[],"84371698":[],"84443254e":1,"84569271":[],"84614066":[],"8461538461538461":9,"84643086":11,"846431":11,"846471":21,"84653115":[],"84696315e":[],"84708672":[],"84723978":21,"84780262":6,"84854738":[],"84858":29,"848618":[],"84861838":[],"84886051":[],"848861":[],"84923989e":6,"84924359":21,"84924834":[],"84942942":[],"84955363":11,"849554":11,"84977962":[],"84994524":5,"85":[1,2,9],"850164":5,"8503720991789538":[],"85044503":11,"85051211":[],"85065653":[],"85071429e":[],"85086629":[],"85091337":[],"85097049":[],"85102768":[],"85104809":[],"85120833":[],"85212606":[],"85263220":6,"8527777777777777":[],"85278920e":[],"85299536":[],"853241":[],"85324115":[],"853835":27,"853u":[],"8548082":[],"8557822":[],"85581869":[],"85595734":[],"85601992":5,"85630009":[],"85688243e":[],"85694362":[],"85714286":31,"85754328":27,"85758696":[],"85785878e":[],"858":9,"858185":27,"8583333333333333":1,"85834701":[],"85843684":[],"85895314":21,"85902603":[],"85953586":[],"85959007":[],"859628021353642":5,"85979474e":[],"85982436":[],"85it":[],"86":2,"86014003e":[],"86058560e":[],"8608479":[],"860848":[],"861":[],"86117291":5,"86134827":5,"86144422":[],"86145244":11,"861676":27,"86171505":[],"8617319":21,"86181269":[],"8620652":[],"86208133":[],"86252988":6,"86265211":24,"8634474":21,"86361743":[],"86387759e":[],"8638888888888889":1,"86416637e":[],"86425056":[],"864251":[],"86478158":[],"865158":[],"86515815":[],"86546962":[],"86550074":[],"86572911":[],"86597540e":[],"86623151":[],"86630":9,"86635201e":[],"8666666666666667":1,"86666667":31,"86810":9,"86811137":[],"86858926":[],"86879198":[],"868792":[],"86893619":[],"869":[0,27],"86905621":[],"86925797":[],"869258":[],"87":[0,9,28],"870":[0,27],"8702784034":4,"8705211":[],"87072815e":28,"87099757":[],"871":[0,27],"87131961e":[],"87136737":[],"87191952":[],"871920":[],"872":[],"8722222222222222":1,"87243817":[],"873":[0,6,27],"87327414":[],"87327422":[],"87379129":[],"87381451":5,"874":[0,27],"874951":[],"87495119":[],"875":1,"87532289e":[],"87556429":27,"8759":13,"876":6,"87602519":21,"87618586":[],"87625493":[],"87627342":30,"87647541":[],"876664":[],"87666423":[],"87667593906086":[],"87667594":[],"8768":[],"878123":27,"878297":[],"87836018":[],"87849647":[],"878891":11,"87889126":11,"87890188e":[],"87902877":[],"8792323":[],"879271":[],"87927126":[],"87927601":[],"87940752":[],"87it":[],"88":[2,13],"88001352":[],"88017651":[],"880177":[],"88029792e":28,"88031314":[],"88046261":5,"8805555555555555":1,"88063413":[],"88118231":[],"88137798":[],"88168312e":6,"881788":[],"88182591":28,"8826033":[],"88274486":[],"883":[],"88323026":28,"88335933":[],"88336879":5,"88352503e":[],"884":[],"88450476":[],"884669":28,"88477619":[],"885":[],"8850944":[],"88512489":[],"88529063e":6,"8855417382991412":[],"88554174":[],"88560514":[],"88595926":[],"886":[],"88613493":28,"8866190885623907":[],"88661909":[],"88679947":[],"88690267e":28,"887":[],"887366":[],"88736621":[],"88739247":[],"887392472315955":[],"88746795":[],"88778045":21,"88778091":[],"8879":[],"88871662":[],"8888888888888888":1,"889080":[],"88908038":[],"8894":[],"889686":[],"88981061":21,"88it":[],"89":2,"89045167":[],"89126914e":28,"8916666666666667":[],"89249454":[],"89261458":[],"89274639":[],"89288636":11,"89298533":[],"89335182":[],"893352":[],"893489":[],"89348922":[],"89396164e":[],"89410423":5,"89421873":[],"8944444444444445":1,"89482188":27,"89543736":[],"89545727":[],"89550839":[],"89563529":0,"89565264":[],"89582298":[],"89591553e":[],"8962476":[],"896248":[],"89658408":13,"8970168":21,"89778737":24,"89779302":21,"89842298":[],"89869600e":[],"89873772":[],"89876748":[],"89881026":27,"8990231":27,"8991514":[],"89944994":[],"899450":[],"899734":[],"8f":[6,30],"8g":[6,30],"8n":21,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,23,24,25,27,28,29,30,31],"90":[1,2,6,9],"90034533":[],"90044211":11,"900449":[],"9005135872087155":[],"90054363":[],"90066122":[],"9007164":[],"90075537":5,"90092179":27,"9011":6,"90189742":[],"90220243":5,"90252116":[],"90266948":5,"90268858":[],"9027777777777778":1,"9033":[],"90342093e":[],"903824":[],"90382431":[],"90383424":[],"904":[],"9040":9,"904221":[],"90475506e":6,"90491568e":[],"9054":30,"90540529":[],"9055555555555556":1,"90559087":[],"905591":[],"90595152":[],"906298":[],"90629812":[],"90643349":[],"9067362":[],"906747":5,"90694878":[],"90699099":[],"90793026":21,"90813514":[],"9083333333333333":[],"90884627":[],"90886410e":28,"90895045":[],"90940378":[],"9096305360355206":[],"90999452e":[],"91":[25,27],"910":9,"91094169e":[],"9111111111111111":1,"91124889":[],"91128596":5,"91236018":27,"912u":[],"913":[],"91346044":[],"91379157":[],"913791573406831":[],"91383439":[],"91396388":[],"914":[],"91410101":[],"91416375":[],"91479093":[],"91492986e":6,"915":[],"91511388":[],"91549644":[],"915549":[],"916":[],"91616374":[],"916164":[],"9166666666666666":9,"91682433":[],"9169":6,"917":[],"91760278":5,"918":[],"91811160e":[],"91812702":5,"918992":[27,28],"919":[],"91936525":[],"9196398947631166":[],"91it":[],"92":[6,9,25,27],"92087142":[],"9212905":[],"921291":[],"92143477":[],"921435":[],"92169784e":[],"92173899":27,"92208477":[],"922085":[],"92250132":27,"92272314":[],"92275042":[],"922u":[],"9230769230769231":9,"92322465e":[],"92337385e":[],"92343595":[],"923602":27,"92373266":[],"924018":[],"92461411":[],"92463154e":[],"92472578":11,"924726":11,"92477093":[],"924e":6,"925":1,"92507116e":1,"9252772":[],"92578916":5,"92603747":[],"92626212":[],"92631966":[],"926320":[],"92651068":30,"926583":[],"92658312":[],"92738529e":[],"92754397":[],"927544":[],"9277777777777778":1,"92811987":[],"92817032":[],"92819235":[],"92857143":[7,31],"92863147":[],"92888885":[],"92916438e":[],"9292":[],"92921648":[],"929612":5,"92968793":[],"92995253e":[],"92it":[],"93":[],"93023603":[],"93034176e":[],"93037171":[],"930372":[],"9305555555555556":1,"930583":[],"930683":[],"93082503":[],"931":[0,27],"93155188":5,"93158979":5,"93166184":27,"93188452":[],"931885":[],"93229640e":[],"93248252":[],"932483":[],"93265898":21,"932u":[],"933":[5,29],"93325497":[],"93371943e":[],"93386901":[],"93414191":[],"93492130e":6,"93503":11,"93518534":[],"93522293":[],"93579127":[],"93586895":[],"935u":[],"93601008e":28,"9361111111111111":[],"936762":[],"93676229":[],"936856":[],"93685631":[],"937":24,"937082":[27,28],"93725291":5,"93792215e":[],"93799826":5,"938":24,"9383327":[],"9387":9,"939":[0,24,27],"93969474":21,"93it":6,"94":[7,24,31],"9400":[],"94015598":13,"94054854":[],"940549":[],"94073014":21,"94076632":[],"940776":[],"94077605":[],"94107596":[],"9410965":24,"94117118":[],"941866404575299":[],"94212937":[],"94226022e":6,"94227931":[],"9424":[],"9426":[],"94271589":[],"94273542":28,"94284104":5,"943":[],"94304103":28,"94320205":5,"94321297":[],"94390673":24,"94404545":21,"9440887":[],"94413158":[],"9444444444444444":1,"945":[],"94506946":24,"94548496":[],"94591015":[21,27],"946":[],"94639099":11,"946393":[],"94640767":[],"94659383":[],"946957":5,"947":[],"9472222222222222":1,"94735055":[],"9474044318317307":[],"947903":[],"94790323":[],"948":[],"94822514":6,"9482527":5,"94861749e":[],"948641":[],"94867516":[],"948675162607389":[],"949":[],"94905663":[],"949087":[],"949107":11,"94910711":11,"94915262":[],"94917559e":[],"94925462":13,"9492866":[],"94966662e":28,"94986593":[],"95":[1,7,9,11,30,31],"95008046":6,"95011994e":[],"95054046":[],"95079224":[],"95079764":[],"95136998":[],"9518":6,"95231424":5,"952387":28,"9524":[],"9527777777777777":1,"95284275":5,"95302":[],"953065564":1,"95324615":[],"95351665":5,"9538239":[],"954":24,"9543538503067644e":9,"95446837":[],"95456434e":28,"9549351910143222":[],"954988":[],"954u":[],"95511792":28,"955118":28,"95539206":27,"9555555555555556":1,"95569422":[],"955820c21e8b":4,"95594445e":[],"95604667":21,"95645365":[],"956454":[],"956563":[11,28],"95684892":5,"95703":13,"95714723":[],"957147232685324":[],"957421":[],"95742107":[],"9577775794806141":[],"958194":[],"95819409":[],"958228616652075":[],"9582286166520774":5,"95824108":[],"958476":[],"95911004":[],"95921014e":28,"95927495":[],"9594":[],"959533":[],"95953339":[],"95976303":[],"95994091":[],"95it":[],"96":[6,7,11,30,31],"960":24,"9601304850018328e":[],"960130485007504e":6,"960130485007934e":[],"9601304850213484e":[],"96013048502692e":6,"96024953":5,"96032148":[],"96081861":[],"96084663":5,"961":24,"9618":6,"962":24,"96251494":[],"96257580e":[],"96261297":[],"9626883":[],"962990":27,"9631064":[],"96317459":[],"9635449873404844":[],"9637117593816477":6,"96390357":[],"9640435":5,"964268":[],"96426825":[],"96431281":[],"964735":[],"96473528":[],"96489434":[],"9649652536":4,"96496641":[],"96504592":[],"96514849":[],"96527903":[],"96534137":[],"96542994e":[],"96551427e":[],"96552318":[],"965548":[27,28],"96562567":21,"965838":11,"96583833":11,"96601782":[],"96606158":[],"96620033":[],"96631321":28,"96653373":[],"96667129":[],"96670977":[],"96686324e":[],"96688672":5,"966899":27,"96735081e":[],"9674916":5,"967536":[],"9675364":[],"96769675":[],"9678":[],"967809":[11,28],"96793569e":28,"96804878":24,"96810393":[],"96812218":[],"96863851":[],"96941962":[],"9698377974429513":[],"96987657":[],"96992454":[],"96995249":[],"96it":[],"97":[7,31],"97005689":5,"970057":[],"970477":[],"97047717":[],"97065296":[],"97087408":13,"971":30,"97108e":13,"97117751":[],"9713":[],"9715":30,"971688":[],"97186457":11,"971865":11,"972":[],"97200305e":[],"97202":[],"9722222222222222":1,"972286":[],"97228638":[],"97230501":[],"97243128":5,"972643":5,"97264311":5,"97300836":5,"97305528e":[],"97409408":24,"9740940821517547":24,"97421755":5,"974218":5,"97434186":[],"97467734e":[],"97477238":[],"97497404e":6,"975":1,"97507735":5,"97509292":[],"97533203":[],"97547354":[],"97547354476579":[],"975510299261579":[],"97558913":27,"9760832":[],"97656972":[],"97665553e":[],"97690235":30,"97705827":5,"97708897":[],"977089":[],"97713364":[],"97731700e":[],"977418":[],"97758848":5,"9777777777777777":1,"977880":[],"97788031":[],"978":29,"9780387310732":26,"9780387848570":26,"9781492032632":26,"97840267e":[],"97840468":[],"978553":5,"97898392":[6,28],"97906022e":28,"97926491":5,"97926642":[],"97936584":21,"97952271":[],"97955570e":[],"97980332":[],"97it":[],"98":[0,1,7,9,31],"980":9,"98005862e":[],"98017611":[],"98018358":[],"98036405":[],"9805555555555555":1,"98060869":[],"98091621":5,"98129668":[],"981321":[27,28],"98139097":5,"98153145":[],"98248312":[],"98248681":5,"982487":5,"98249059":[],"982491":[],"98266587":[],"98275501":5,"982758":[],"98275836":[],"98316352":[],"983164":[],"98328759":[],"983310":[27,28],"98346748":[],"9835443722554817":[],"98399675":[],"98400474":[],"98413059":5,"984525":[],"98453971":[],"98454786":5,"98467494":[],"98496212":27,"9849967686928113":31,"985":24,"98566191":5,"98581925":[],"9859105":27,"986":24,"98604688e":[],"9861111111111112":1,"986699":5,"98680716":5,"98699753":[],"98716878":5,"98740124":[],"98750794e":28,"98756882":[],"98794823":[],"9879924":[],"98808176":5,"98822371":6,"98842948e":[],"98880065e":[],"9888888888888889":1,"989":24,"9890348":5,"98919197":13,"9893149172528393":[],"9893405":[],"9893447":5,"989393825676568":11,"98947894":28,"98950411":[],"989645675273948":[],"9898254753574576":[],"98982548":[],"9898ff":[9,10],"99":[6,7,9,11,13,30,31],"990":9,"99009525":5,"9902552771282336":[],"99035178":27,"99049330":[],"99051150":6,"9906601091977738":[],"99088801":5,"9909606":[],"991":24,"99115119":5,"99157584":[],"99176998":5,"99180856e":[],"992":24,"9920084":27,"9920099299023244":[],"99218609":21,"99242921":5,"992504":[],"99255249100346":28,"99265097":5,"99274513":[],"993":24,"99316252":5,"99353454":[],"993535":[],"993537":[],"99353748":[],"99371056":5,"99374388":[],"993865":[],"99389612":5,"99397049":[],"993972":[],"99397245":[],"9940672992288855":[],"9943201":5,"99435648":[],"9947613223847728":[],"9947756":5,"99492986":5,"9949347794612255":[],"99498108":[],"99519225":[],"9952495547161103":[],"9952714635635723":28,"99528218":5,"99539415":5,"99541140030306":[],"9954205504035075":[],"9954441212986554":28,"9954911579937146":[],"9955282554647219":[],"9956582":[],"99566069":5,"9957763445154583":[],"99578809":5,"9959033816551833":[],"9959293935368551":[],"99594988":[],"995950":[],"9959898232423614":[],"996":[5,29,30],"9960039497353536":[],"99608161":5,"9960913291755783":[],"9962074631757628":[],"9963202597920238":[],"9963525271588923":[],"9963864072152893":[],"9963961":5,"99650061":5,"9965048209369255":[],"996535469511469":[],"9966080206050006":[],"996694948530336":[],"9967458":5,"9967912002709148":[],"99700706":5,"99709215":5,"99724883":[],"99729756":5,"9973102337301051":[],"99751458":5,"99758326":5,"99760425":13,"99775587":5,"99775949":[],"997830":11,"99783004":11,"99793613":5,"99799099":5,"99813653":5,"99820454":[],"99828624":5,"99829953":[],"9983295":5,"99845267":5,"99854557":28,"998577":5,"99861053":5,"99862019":28,"99869482":28,"99871521":5,"99876945":28,"99881845":5,"99883628":28,"99884384":5,"99884409":28,"99891093":28,"99891873":28,"99893323":5,"99898558":28,"999":[9,24],"99901131e":[],"99901896":5,"99903755":5,"99906023":28,"99911427":5,"99912709":28,"99913489":28,"99918546":5,"99919837":5,"99920175":28,"99926459":5,"99927642":28,"9993237":5,"99933188":5,"9993511":28,"99938942":5,"99941797":28,"9994385":5,"99944272":5,"99948754e":[],"99949266":28,"99949306":5,"99952195":24,"99953381":5,"99953475":5,"99956735":28,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":28,"99970988":5,"9997332":5,"99975913":5,"99977416":[],"99977849":5,"99978365":28,"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":[6,22],"9y":[6,22],"\u00f8yvind":[6,28,29],"abstract":1,"boolean":4,"break":[0,4,6,11,14,27],"byte":[21,27],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,20,21,22,27,30],"catch":[0,27],"char":[],"class":[0,1,3,4,6,7,8,9,11,12,13,24,27,30],"const":[],"default":[0,1,2,4,6,7,13,16,21,22,27,28,29,31],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,21,22,28,31],"ekstr\u00f8m":4,"eng\u00f8i":[],"enum":[3,4,14],"export":9,"f\u00f8470":[25,27],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19,22,23,24,25,27,30,31],"float":[0,3,4,5,9,11,13,14,21,27,28],"function":[2,3,4,5,9,14,15,16,17,18,19,20,21],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,17,22,24,30,31],"int":[0,1,2,3,4,5,6,11,13,14,21,24,28,30],"long":[0,1,3,4,12,13,27,31],"m\u00f8svatn":[6,22],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,21,22,27,28,31],"null":27,"public":[0,3,4,14,20,27],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,21,22,24,27,28,29,30,31],"s\u00f8rli":[],"s\u00f8rlie":[],"sch\u00f8yen":[6,28,29],"short":[4,5,22,29,30],"steinsv\u00e5g":[],"super":[5,28,29],"switch":0,"throw":[3,6,24,30],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,21,22,24,27,28,29,30,31],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,20,21,22,24,27,28,29,30,31],"var":[1,5,6,10,11,13,18,19,22,24,27,28,29,30],"while":[0,1,3,4,5,6,7,8,9,11,12,13,24,27,28,29,30,31],A:[2,3,5,6,7,10,11,12,13,16,18,20,21,22,23,24,25,26,28],AND:2,And:[0,3,4,5,6,9,13,20,22,24],As:[0,1,2,3,4,5,6,8,10,12,13,16,21,22,24,27,28,29,30,31],At:[0,4,6,13,22,27],BE:[0,27],Be:[2,20,27],Being:13,But:[0,1,2,3,5,6,9,10,24,28,29,30],By:[0,3,5,6,12,13,17,21,27,28,29,30,31],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,26,27,28,29,30,31],IF:[6,29,30],IN:26,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,20,21,22,24,27,28,29,30,31],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,24,26,27,28,29,30,31],Is:11,Ising:[5,12,28],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,22,24,27,28,29,30,31],Its:[1,2,4,11],NO:[7,11,31],No:[6,9,27,29,31],Not:[0,1,5,6,27,28,29,30],OR:24,Of:24,On:[0,3,15,23,24,25,26,27],One:[0,1,3,4,5,6,7,8,11,12,13,17,22,24,28,30,31],Or:[0,1,6,22,27,31],Such:[0,6,12,16,24,30,31],That:[0,5,7,10,11,12,14,19,22,24,27,29,30,31],The:[4,10,13,14,15,16,18,19,21,22,23,24,25,26],Then:[0,1,6,8,9,10,11,12,13,14,21,22,27,28,30,31],There:[0,3,4,5,6,8,9,11,12,14,21,22,23,24,25,27,28,29,31],These:[0,3,4,5,8,9,10,11,12,13,14,15,16,21,22,24,25,27,28,29],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,22,24,29,30,31],With:[0,5,6,8,9,10,11,12,14,18,21,22,24,27,28,30],_0:[5,8,10,11,13,28,31],_1:[2,5,6,8,10,11,12,13,14,21,28,29,30,31],_2:[2,5,8,11,12,13,21,28],_3:21,_4:21,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,18,19,21,22,27,28,29,30,31],_________________________________________________________________:[],__call__:[],__class__:10,__doc__:[6,30],__future__:[8,9],__getattr__:29,__getitem__:[],__init__:[1,2,3,4,14,29],__main__:2,__mosek:[],__mul__:[],__name__:[2,10,29],__rmul__:[],__traceback__:[],__version__:[3,4,14],_api:[3,4,14],_asarrai:[],_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,21,24,28,31],_auto2:[2,3,4,5,6,12,13,21,24],_auto3:[3,4,5,6,12,13,21],_auto4:[4,6,12,13,21],_auto5:[4,6,12,13,21],_auto6:[4,6,12,21],_auto7:[4,6,12,21],_auto8:[6,12],_auto9:[6,12],_ax:[],_base:8,_broadcasting_shape_rul:[3,4,14],_build:[0,17,19,20,22,26,27],_build_call_output:[],_c:1,_call:[],_call_flat:[],_check_1d:[],_check_optimize_result:[7,11,31],_compon:11,_config_pb2:[],_coordinate_desc:6,_copy_docstring_and_deprec:[],_cpgg0jyh8m:[],_decor:[0,27],_delta:[3,4,14],_depth:9,_dilate_shap:[3,4,14],_distn_infrastructur:31,_ey:[3,4,14],_fraction:9,_get_lin:[],_getitem_multilevel:[],_handl:[],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,19,22,27,28,29,30,31],_inference_funct:[],_interpolatefunctionerror:[],_is_primit:[],_j:[0,1,2,3,5,6,8,13,17,19,22,28,29,30],_jit_compil:[],_k:[13,31],_l:12,_lambda:[6,27],_leaf:9,_logist:[7,11,31],_m:10,_make_vjp:[2,13],_maybe_define_funct:[],_multilayer_perceptron:1,_n:[2,5,8,11,13,28,31],_node:[2,9,13],_not_impl:[3,4,14],_notokstatusexcept:[],_np:2,_num_output:[],_one:[3,4,14],_p:[5,8,28],_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:[6,9,22],_src:[3,4,14],_stateful_fn:[],_stateless_fn:[],_sy:[3,4,14],_t:13,_test:[6,22],_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:[0,27],a2:[0,27],a3:[0,27],a4:[0,27],a_0:[0,27],a_1a:[0,27],a_2a:[0,27],a_3:[0,27],a_3a:[0,27],a_4:[0,27],a_4a:[0,27],a_:[0,1,16,21,27,28],a_h:1,a_i:[0,1,2,12,27],a_j:[1,12],a_k:[0,1,12],a_ndim:2,aaron:26,ab:[0,2,5,13,14,27,28,29],ab_channel:20,abandon:1,abbrevi:23,abid:24,abil:[0,10,27],abl:[0,1,4,5,6,7,10,12,13,16,22,28,31],abort:[],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,22,25,29,30,31],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,24,26,27,28,30,31],abovement:[6,30],abscissa:[13,31],absolut:[0,2,5,6,13,27,28,29,30],absorb:[28,29],acceler:13,accept:[0,3,6,9,22,27,28],access:[0,3,11,24,28],accid:[4,6,30,31],accident:[3,4,14],accmod:[],accompani:[0,27,28],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,24,27,29,30,31],accordingli:11,account:[0,3,5,13,15,24,27,29,30],accumul:[12,13,24],accur:[0,3,4,6,10,13,30],accuraci:[0,1,3,4,5,6,7,9,10,11,12,27,28,31],accuracy_scor:[0,1,10,27],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,21,27,29,30],aco:24,acquaint:[20,27],acquir:[1,20,27],acr:[0,28],across:[1,3,6,9,20,27,30],act:[1,3,21],action:24,activ:[0,2,3,4,9,23,25,27,30,31],actual:[0,1,4,5,6,8,11,16,21,24,27,28,29,30],ad:[1,3,4,5,8,13,14,15,16,21,29,30,31],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,25,27],adapt:[4,6,13,26,28,30,31],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,22,24,27,28,29,30],add_lin:[],add_outgrad:2,add_subplot:[1,7,12,14,31],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,20,21,22,24,25,26,27,28,29,30,31],addition:[12,13,31],address:[1,9,11,13,27],adjac:[3,12],adjoint:[5,28,29],adjust:[0,5,12,13,31],admir:[0,27],advanc:[4,6,12,26,27,30],advantag:[1,3,5,6,10,13,21,29,30,31],adversari:27,afecionado:27,affect:3,affin:[0,3,8,11,28],afford:3,aficionado:27,aforement:14,african:[0,28],after:[0,1,2,4,5,6,9,11,12,13,15,20,21,22,24,27,28,29,30],afterward:[0,27],ag:[0,7,23,27,28,31],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,22,24,27,28,29,30],against:[1,4,7,10,31],agegroup:[7,31],agegroupmean:[7,31],aggreg:[9,10],agorithm:10,agre:[5,6,24,29,30],agreement:13,ahead:9,ai:[0,26],aid:11,aim:[0,1,4,6,7,11,14,15,16,20,21,22,28,30,31],ainv:5,airplan:3,aka:[5,29,30],al:[0,2,4,15,16,17,26,27,28,29,30,31],alarm:[5,7,29,30],algebra:[0,3,5,13,20,28,29,30],algo:[],algorithm:[0,1,2,4,5,6,7,8,13,14,20,21,22,24,26,27,29,30,31],align:[0,2,5,6,7,8,13,22,24,27,28,29,30,31],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,20,21,22,23,24,25,26,27,28,29,30,31],all_gath:[3,4,14],all_to_al:[3,4,14],allevi:[1,13,31],alloc:[3,21],allow:[0,1,2,3,5,6,8,10,13,15,16,20,21,22,27,28,29,30,31],almost:[0,1,6,8,11,13,24,27,30,31],alon:[2,9],along:[2,3,4,5,6,9,10,11,20,21,27,28,29,30,31],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,24,27,28,30,31],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:[2,3,4,5,6,10,12,20,21,24,27,28,29,30],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,27,28,29,30,31],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,21,22,27,28,29,30,31],although:[0,1,5,6,8,10,13,16,27,29,30],alwai:[0,3,5,6,12,13,16,24,27,28,29,30,31],am:[4,28],ame2016:[0,27],american:[0,28],among:[0,3,5,9,10,12,21,27,28,29],amongst:[5,29,30],amount:[0,1,3,4,6,8,10,14,20,30],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,19,20,21,22,24,25,26,28,29,30,31],an_:24,anaconda3:[],anaconda:[0,1,15,20,22,27],analog:13,analys:[6,29,30],analysi:[1,3,4,7,14,15,16,17,19,21,26,31],analyt:[2,3,5,6,7,12,13,15,20,22,27,28,29,30,31],analyz:[0,1,3,4,5,6,14,16,17,22,24,27,28,29],andrew:1,angl:[0,3,9,28],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18,24,27,28,29,30],anim:[4,12],ann:12,annot:[0,1,3,7,8,27,28,31],announc:27,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,21,22,24,27,28,31],anp:2,ans_vspac:2,ansatz:[0,27],answer:[0,1,3,5,6,21,22,25,27,29,30],antialias:[2,6,22],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,24],anytim:[25,27],apach:[1,3,4,14],apart:[11,13,31],api:[1,3,4,14,20,27],appar:2,appear:[0,1,3,13,16,21,24,27],append:[1,3,4,8,9,13,27],appendcon:[],appendix:22,appendvar:[],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,22,24,26,27,28,29,30,31],applic:[0,1,3,4,5,6,7,9,12,13,21,22,24,26,27,28,30,31],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,20,24,26,28,31],appropri:[2,6,9,12,13,20,24,30],approv:27,approx:[0,2,3,6,10,11,13,24,27,30,31],approxim:[0,1,2,3,4,5,6,7,10,11,13,18,19,22,24,27,28,29,30,31],apt:[0,15,20,22,27],aq:24,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,28,29,30,31],aragorn:27,arang:[1,3,4,6,7,9,10,12,13,22,27,31],arbitrari:[1,4,6,8,12,13,24,30,31],arbitrarili:[0,1,11,27],arc:[6,22],architectur:[3,4,12],area:[0,3,6,9,22,26,27],arg:[0,2,13,27],argc:[],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,22,27,28,29,30],argv:[],argval:2,aris:[0,6,12,13,24,27,30,31],arithmet:[0,13,21,27],arm:[3,4,6,14,29],arma:[],armadillo:21,around:[0,1,4,5,6,11,24,27,29,30],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,20,22,24,28,29,30,31],arrang:[3,27],arraybox:13,arriv:[0,6,9,11,21,24,27,30],arrow:12,arrowprop:8,art3d:13,art:[0,1,15,20,27],articl:[0,3,4,6,10,18,27,28,29,30],artifici:[0,2,7,12,26,27,31],artificialneuron:12,arug:13,arxiv:[3,4],as_fram:28,asap:27,asarrai:[0,2,6,9,28,29],asc:[],ascii:[],ashrafi:[],asid:28,ask:[5,6,11,12,29,30],aspect:[0,6,20,22,27,28,29],assembl:[0,3,27],assert:4,assess:[0,6,22,27,28,29,30],assici:4,assign:[0,7,8,9,12,13,14,23,25,26,27,28,31],associ:[0,6,9,12,14,24,27,30],associative_scan:[3,4,14],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,22,24,27,28,29,30,31],assumpt:[0,3,5,6,9,11,18,22,24,27,28],ast:[0,5,6,18,22,27,29,30,31],astronomi:[27,28,29,30,31],astyp:[4,9,10],asymmetri:[0,27],asymptot:[4,6,30],async_wait:[],athbf:[],atla:27,atoi:[],atom:[0,27],attempt:[0,4,6,7,8,10,27,29,31],attend:23,attent:[0,21,27],attr:29,attract:[0,10,27],attribut:[0,3,4,9,13,14,27,29,30],attributeerror:[3,4,13,14,29],audi:[0,27],audio:[3,4],august:[15,16,27],aurelien:[0,15,23,26,27],austfjel:[6,22],author:[0,1,3,4,10,14,24,27],authour:27,auto:[6,9,10,24],autocor:24,autocorrelation_tim:24,autocorrelform:24,autocovari:24,autoencod:[4,20,27],autoencond:20,autograd:[20,27],autograph:[3,4,14],autom:[0,20,26,27],automac:21,automag:27,automat:[0,1,2,3,4,11,16,20,21,27],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,20,21,22,23,25,26,27,30],averag:[0,1,3,6,9,10,13,14,24,25,27,28,29,30,31],avg:[],avoid:[0,3,4,5,6,9,11,13,14,21,27,28,30,31],avx2:[],avx:[],awai:[2,3,6,28,29,30],awar:[2,10],award:[25,27],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,21,22,27,28,30,31],axes3d:[2,6,13,22,31],axes_grid1:6,axessubplot:28,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,30,31],axiom:[5,29,30],axlabel:[0,27],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,2,3,4,5,6,8,9,10,12,13,14,15,16,24,25,27,28,29,30,31],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,21],b_group:9,b_i:[0,1,2,12,27],b_ia_:[0,27],b_ia_i:0,b_index:9,b_is_vec:2,b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_meta:2,b_score:9,b_valu:9,bachelor:[23,25],back:[0,3,4,5,6,8,9,10,15,21,24,27,28,29,31],backbon:21,backend:[1,4],backend_specific_transl:[3,4,14],background:[26,27,28],backpropag:1,backtrack:9,backup:21,backward:[1,2,4,12,21],backward_pass:2,bad:[6,28,29],badli:24,bag:[9,20,27],bag_clf:10,baggin:27,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:[6,30,31],band:21,bandwidth:21,bar:[0,6,11,15,16,22,27],barber:26,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,20,24,25,26,27,28,29,31],basi:[5,7,8,10,11,12,13,21,28,29,31],basic:[2,6,8,12,13,14,20,22,24,27],batch:[3,4,11,12,13,14,31],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:[7,31],bayesian:[5,20,26,27,29,30],bbupeevmxtg:[],bc298b802fe2:[],beam:[27,30,31],becattini:25,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,27,29,30,31],beccatini:27,becom:[0,1,2,5,6,7,9,12,13,24,27,28,29,30,31],been:[0,1,2,3,4,5,6,11,12,13,20,21,22,27,28,29,30],befor:[0,1,2,3,4,5,6,7,8,12,13,14,21,22,24,27,28,29,30,31],beforehand:[0,24,27],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,22,24,25,27,28,29,30,31],behav:[1,6,13,30,31],behavior:[0,1,13,27,31],behaviour:12,behind:[0,1,6,8,13,27,31],behnoosh:[],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,24,27,28,29,30,31],believ:[9,21],belong:[7,8,9,13,14,31],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,22,24,27,28,29,30,31],benchmark:10,bendik:[],benefici:[1,13],benefit:[0,1,4,11,13,15,20,27,31],bengio:[1,23,26,27,28],benign:[1,7,9,31],bennosh:[],besid:[4,5,29],bessel:[5,28,29,30],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,22,25,27,28,30,31],best_estimator_:31,beta:[0,1,3,5,6,7,10,11,13,16,17,18,19,22,27,28,31],beta_0:[0,1,3,5,6,7,13,27,28,29,30,31],beta_0x_:[0,27,28],beta_1:[0,1,3,5,6,7,10,13,27,28,29,30,31],beta_1x_0:[0,27],beta_1x_1:[0,7,27,31],beta_1x_2:[0,27],beta_1x_:[0,27,28],beta_1x_i:[7,13,28,31],beta_2:[0,3,13,27,28],beta_2x_0:[0,27],beta_2x_1:[0,27],beta_2x_2:[0,7,27,31],beta_2x_:[0,27,28],beta_2x_i:28,beta_3:3,beta_3x_i:28,beta_4x_i:28,beta_:[0,3,6,7,13,27,28,29,30,31],beta_i:[0,3,5,17,27,28,29],beta_j:[0,5,6,13,18,22,27,28,29,30],beta_k:[13,31],beta_linreg:[13,31],beta_m:10,beta_mg_m:10,beta_n:3,beta_ol:30,beta_p:[7,31],beta_px_p:[7,31],beta_ridg:30,betaol:30,betaridg:30,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,27,28,29,30],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,22,24,27,28,29,30,31],beyond:[0,1,5,6,8,13,22,27,28,31],bf:[13,14,21,24,31],bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,19,27,28,29,31],bias:[1,2,3,5,6,9,12,29],big:[0,1,2,5,6,14,18,27,29,30],bigger:[1,6,28,29],bigr:12,bike:9,bilbo:27,bilek:[],billion:[3,12,20],bin:[0,7,24,28,31],binari:[0,3,5,7,9,10,12,27,29,30,31],binarycrossentropi:4,bind:[0,28],binomi:[20,24,27],binsboot:[6,30],bioinformat:[0,27],biolog:[1,12],bios1100:[20,27],bird:[0,3,27],birth:27,bishop:[23,26,27],bit:[1,4,21,24,27],bitwis:[3,4,14,24],bivari:2,bk:[0,13,28],bla:[21,27],black:[8,9,14],bledso:27,blob:[19,22,27,31],block:[6,10,20,21,24,27,30],blockingavg:[],blockingstd:[],blockingvar:[],blocksiz:[],blocksizemax:[],blocksizemin:[],blogpost:4,blue:[0,3],bluntli:27,bm:28,bmatrix:[0,1,3,5,7,8,11,13,21,27,28,29,31],bmi:1,bodi:[0,1,4,12,27],bold:1,boldfac:[0,5,16,28,29],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,18,19,22,27,31],boltzmann:[12,20,27],book1:26,book:[19,22,26,27,29],boost:[1,9,20,27],boostrap:10,bootavg:[],bootstd:[],bootstrap:[1,13,19,20,22,27,31],bootvar:[],bootvec:[],borrow:27,boston_dataset:[0,28],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,20,21,22,24,25,27,28,29,30,31],bottl:[7,31],bound:[0,8,12,28],boundari:[2,4,8,11,12],boundkei:[],box:[4,9],boxed_arg:2,boyd:[8,13,31],bracket:[4,24],brain:[1,7,12,31],branch:9,breast:[5,7,11,29,30,31],breviti:13,brew:[0,15,20,22,27],brg:8,brief:[22,28],briefli:[0,27],bring:[0,5,6,10,27,28,29],broad:[0,27],brought:[13,20,27],brownle:4,browser:27,brunton:[],brute:[3,5,11,28,29,31],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,21,24,27,29,30,31],built:[0,1,3,4,6,28,30],bunch:11,busi:[0,28],bx:[],bzl:[],c1:[8,11],c2:[8,11],c95af3df0cdd:[],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,24,25,26,28,29,30,31],c_0:24,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,24,28,31],c_i:[12,13],c_k:24,ca:[1,27],cabc613b8702:[],cach:10,cal:[0,8,10,12,13,15,16,27,31],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,21,24,27,29,30,31],california:28,call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,24,25,27,28,29,30,31],callabl:[],callback:[],calor:[0,28],cambridg:[13,26,31],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,25,26,28,29,31],cancel:[0,13,27,28],cancellation_manag:[],cancer:[5,10,29,30],cancerpd:[7,31],candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,23,24,27,28,29,31],canopi:[0,15,20,22,27],canva:[22,27],cap:[5,29,30],capabl:[0,1,8,13,20,27],capac:[2,25],capita:[0,28],caption:22,captur:[4,11,12],captured_input:[],car:[3,4],card:[0,7,27,31],cardin:1,care:[11,31],carefulli:13,carlo:[0,6,20,24,26,27,30],carri:[2,6,7,22,30,31],cart:10,carvalho:[],casella:26,cast:1,cat:[3,4],categor:[0,1,3,9,11,27],categori:[0,1,3,7,10,12,14,27,28,31],categorical_crossentropi:[1,3],caus:[0,5,6,24,27,28,29,30],causal:0,causat:[0,27],cax:1,cb:[6,27],cbar:1,cbook:[],cc:[0,1,5,13,27,28,29,30,31],ccc:[5,12,29],cd_fast:6,cdf:24,cdot:[0,2,6,12,13,14,21,24,27,30,31],celebr:[13,31],cell:[0,2,3,4,6,9,10,13,14,15,22,27,29,30,31],center:[0,1,6,7,8,9,11,14,22,24,27,29,30,31],centr:[],central:[0,3,5,6,8,16,21,27,28,29],centroid:[14,24],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,24,27,28,30,31],certainti:30,cg:13,cha:[0,28],chain:[0,1,13,20,24,27],chanc:[1,5,13,24,29,30],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,21,22,24,27,28,29,30,31],channel:3,chapter3:[0,19,22],chapter:[0,6,10,11,18,21,22,26,27,28,29,30,31],charact:[0,3,5,8,27,28],character:[8,9,10,12,24],characterist:[0,1,3,10,13,27],charg:[0,27],charl:[0,28],chase:4,chat:27,chd:[7,31],chddata:[7,31],cheap:[5,28],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,21,27,28],checkmark:3,checkpoint:[3,4,14],checkpoint_dir:4,checkpoint_prefix:4,chemic:[],chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,19,21,27,28,30,31],choleski:[5,21,28],choos:[2,3,6,9,10,11,13,14,22,30,31],chosen:[0,1,2,6,8,9,10,13,16,24,27,30,31],chosen_datapoint:1,christian:26,christoph:[23,26,27],cifar10:3,cifar:3,cin:[],circ:[1,12],circl:[0,8,12,28],circuit:3,circumfer:9,circumv:[1,5,13,28],ckpt:4,clariti:24,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[],classic:[7,9,13,31],classif:[0,3,5,6,7,8,11,12,20,22,26,27,28,29,30],classifi:[0,1,4,7,9,10,11,27],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,18,24,28,29,30,31],clever:[1,10],clf3:0,clf:[0,6,8,9,10,27,28],clf_lasso:6,clf_ridg:[6,27],clip:[3,24],clone:25,close:[0,1,2,4,6,8,9,11,12,13,14,22,24,26,27,30,31],closer:[3,5,13,28],closest:[8,11,13,14],closur:[20,27],cloud:[20,27],cluster:[0,1,4,6,11,20,27,30],cluster_label:14,cm:[1,2,3,6,8,9,13,22,31],cmap:[0,1,2,3,4,6,8,9,10,22,27],cmap_arg:6,cmath:[],cmb:23,cmd:9,cmu:28,cn_:24,cnn:12,cnn_kera:3,cntk:[20,27],co:[0,2,3,6,9,13,27,30],code:[3,4,6,7,8,15,16,17,19,20,21,22,24,26],coef0:8,coef:[0,27],coef_:[0,5,6,8,9,13,27,28,29,30,31],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,21,27,28,29,30,31],coerc:[0,6,27,30],coin:[10,24],coin_toss:10,col:[0,11,27,28],colab:[20,27],cold:9,colinear:[0,28],collabor:22,collaps:8,collect:[0,2,6,10,11,20,24,26,27,30],collinear:[5,28,29],color:[0,3,4,6,8,9,10,22,24],color_channel:3,color_cod:6,colorbar:[1,6,22],colsample_bytre:10,colsaobject:10,colspec:[0,27],column:[0,1,2,5,6,7,8,9,11,12,17,21,27,28,29,30,31],columntransform:9,com:[3,4,6,14,19,20,22,26,27,29,31],combin:[1,2,5,6,7,10,24,29,30,31],come:[0,1,3,4,5,12,13,14,15,27,28,29,30],command:[0,1,27],comment:[0,4,5,6,15,16,22,27,28],commerci:[0,15,20,22,27],commod:[0,27],common:[0,1,3,5,6,7,9,11,13,14,22,24,27,28,30,31],commonli:[0,1,4,6,7,9,13,14,28,30,31],commun:[0,12,22],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,27,28,29,30],compair:0,compar:[0,3,4,5,6,11,13,15,16,21,22,27,28,29,30,31],comparison:[2,4,13],compat:[3,4,7,14,31],compet:[0,27],competit:10,compil:[0,1,3,4,13,15,20,21,27],complet:[0,2,3,4,9,12,27],completenn:12,complex:[1,5,8,9,11,12,13,15,16,19,27,30],complic:[0,1,9,13,27,30,31],compoment:28,compon:[0,1,3,4,5,6,7,9,14,16,20,27,28,29,30,31],components_:11,compos:[9,12,13,14,20,27],compphys:[0,6,17,19,20,22,23,25,26,27,28,31],compress:[0,27,28],compris:[6,31],compromis:[5,28],compulsori:[20,27],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,20,21,22,23,24,26,27,28,29,30,31],computation:[0,3,6,9,13,24,27,31],computationalscienceuio:27,computerlab:22,con:[],concat:27,concaten:[2,4,6,14],concav:[1,9,13,28,31],concentr:[0,10,28],concept:[0,2,20,27,28],conceptu:[12,13,31],concern:[0,1,4,7,27,31],concic:27,conclud:[0,5,13,29,30],conclus:1,cond:[2,3,4,14],conda:[0,1,15,20,22,27],condis:28,condit:[0,2,4,5,6,8,9,11,13,24,27,28],conduct:[20,27],condwav:2,coneqp:[],confid:[0,5,6,7,8,18,22,27,28,29,31],config:[3,4,14],config_pb2:[],configur:3,confirm:[5,12,29,30],confus:[5,6,7,10,21,28,29,30],confusion_matrix:9,congruenti:24,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,21,27,28,31],consequ:[5,6,8,10,12,13,28,29,30,31],conserv:[5,14,28],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,19,21,22,24,27,28,29,30,31],consider:[0,1,5,13,27,28,29,30,31],consist:[0,1,2,3,4,6,12,13,19,22,24,28,30,31],constant:[0,2,3,4,5,6,8,12,13,14,24,27,28,29,30,31],constitu:[0,27],constitut:[2,6,30,31],constrain:[1,3,5,7,11,29,31],constraint:[5,6,8,13,17,28,29,30],construct:[0,1,2,3,5,6,7,8,9,10,11,21,24,27,28,29,30,31],contact:[0,27],contain:[0,2,3,4,5,6,7,8,9,11,12,13,14,17,19,21,22,24,26,27,28,29,30,31],contemporari:27,content:[1,20,21,27],context:[6,10,13,22,30,31],contigu:21,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,18,21,22,24,27,28,29,30,31],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,24,27,28,29],contributor:[0,22,27],control:[0,1,3,9,13,15,20,27],control_flow:[3,4,14],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],conv_general_dilated_patch:[3,4,14],convei:27,conveni:[0,5,6,12,13,21,22,27,29,30,31],convent:[12,28],converg:[1,2,4,5,6,7,8,11,13,14,28,29,31],convergencewarn:[1,6,7,8,11,31],convert:[0,1,3,4,5,9,11,13,14,21,27,28],convert_phas:[3,4,14],converter_error_data_pb2:[3,4,14],converttomatrix:4,convex:[4,5,7,28],convinc:[13,31],convolut:[1,4,20,27],cool:[4,9],coolwarm:[6,22],coordin:[5,12,14,28,29],coorel:[0,28],copi:[0,1,2,14,28],copyright:[3,4,14,30],core:[2,3,4,10,13,14,27],corel:27,coronari:[7,31],corr:[0,5,7,11,28,31],correalt:[11,20],correct:[0,1,2,3,4,5,7,13,21,24,27,28,29,30],correctli:[1,2,6,7,10],correl:[0,1,3,5,6,7,10,12,13,20,24,27,29,30],correlation_matrix:[0,5,7,11,28,31],correspond:[0,3,5,6,8,9,11,12,15,16,17,20,21,22,24,27,28,29,30],cortex:12,cosin:[3,6,30],cost:[0,2,3,5,6,7,8,9,12,13,16,17,19,22,27],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:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,21,22,24,27,28,29,30,31],coulomb:[0,27],count:[0,9,23,24,25,27],countor:13,coupl:[4,5,6,29,30],cours:[0,1,3,5,11,22,23,25,28,30],courvil:[23,26,27,28],cout:[],cov:[5,6,11,21,24,27,28,29,30],cov_xi:[5,11,28],cov_xx:[5,11,28],cov_yi:[5,11,28],covari:[0,7,20,21,27,29,31],covariance_matrix:[5,11,14,28],cover:[0,5,17,20,25,26,28,29],covert:[0,27],covxi:24,covxx:24,covxz:24,covyi:24,covyz:24,covzz:24,cpj4mh7m9no:[],cpu:[1,3,4,14],cpu_feature_guard:[],craft:3,crawford:27,creat:[1,2,3,4,5,6,9,10,11,12,13,20,22,27,29,31],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,28],credit:[0,7,25,27,31],crim:[0,28],crime:[0,28],criteria:[0,4,9,10,14,24,27],criterion:[9,10,13,31],critic:[6,22,27,28,29],critiqu:22,cross:[0,1,3,7,9,10,13,20,24,27,28,29],cross_entropi:4,cross_val_scor:[6,30,31],cross_valid:[7,10,31],crossvalid:[6,30],crucial:[1,24],cs231:3,cs:[23,25],csr_matrix:[21,27],cstdlib:[],csv:[0,4,6,7,9,27,30,31],ctnk:1,ctx:[],cubic:0,cumbersom:[5,29,30],cumsum:[10,11,27],cumul:[7,10,24],cumulative_heads_ratio:10,cup:[5,29,30],current:[1,2,3,4,6,13,14,22,26,31],curs:[0,28],curv:[6,7,10,12,22,31],curvatur:[13,31],custom:[6,14,22],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10,30,31],cvxbook:[13,31],cvxopt:[5,8,28],cyber:[],cycl:[1,3,4,12,14],cyclotron:[28,29],d1:[],d2:[],d2_g_t:2,d3:[],d670a873ab0c:[],d985fb40c43d:[],d:[1,2,3,4,5,6,7,8,9,10,11,13,14,21,24,25,27,28,29,30,31],d_f:[13,31],d_g_t:2,d_net_out:2,da:3,dagger:[5,21,28],dai:[1,9,20],dalen:[],damp:3,daniel:[25,27],darget:9,darkr:24,dat:[0,27],dat_id:[0,6,7,9,27,28,30,31],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,18,19,21,26,30],data_handl:[],data_id:[0,6,7,9,27,28,30,31],data_indic:1,data_modul:28,data_panda:27,data_path:[0,6,7,9,27,28,30,31],data_url:28,databas:1,databookuw:[],datafil:[0,6,7,9,22,27,28,30,31],datafram:[0,4,5,7,9,11,27,28,31],datapoint:[1,5,6,7,11,13,28,30,31],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,19,22,27,28,30,31],datatyp:4,date:[15,16,17,18,19,22,27,28,29,30,31],daughter:10,david:26,davison:30,dbh:1,dbo:1,dcomposit:21,ddot:2,dead:1,deadlin:[16,17,18,19,23],deal:[0,1,3,5,6,8,11,13,14,17,18,21,22,24,27,28,29,30,31],dealt:0,debt:[7,31],debug:[0,5,6,29,30,31],decad:[0,3,27],decai:[0,13,24,27],decemb:[23,25,27],decent:10,decid:[0,2,3,5,6,9,22,29,30,31],decim:[0,27],decis:[0,1,8,11,20,26,27],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,21,27],decompos:[5,6,21,28],decomposit:[0,6,12,22,27,29],decompost:[5,28],deconvolut:3,decor:[0,27],decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13,29,30,31],deduc:[0,27],deep:[3,7,12,13,20,23,26,27,28],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,20,27],deeper:[0,3,4,27],deeplearningbook:26,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,22,24,27,28,29,30,31],def_covari:24,def_funct:[],default_tim:4,defect:[5,28],defici:[5,28],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,28,29,30,31],definit:[1,2,5,6,7,8,10,11,12,13,17,21,24,28,29,30,31],defint:24,defun:[],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,19,22,24,27,29,30,31],del:1,delet:6,delimit:4,deliv:[23,27],delta:[0,2,3,6,8,12,13,14,27],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,21],delta_h:[0,1,27],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,27],delug:20,delv:[0,27],demand:[13,31],demonstr:[0,3,5,6,7,11,12,20,27,28,29,30,31],den:4,denomin:[1,5,29,30],denot:[1,2,6,7,13,24,31],dens:[1,3,4],dense_1:[],densiti:[0,2,6,24,27,30],depart:[25,27,28,29,30,31],depend:[0,1,2,4,5,6,7,8,11,12,13,15,20,21,22,24,27,28,29,30,31],depict:24,deploy:[0,15,20,22,27],deprec:[2,6,13,22,27,28],deprecate_nonkeyword_argu:[0,27],depth:[0,3,9,10,21,30],deriv:[0,1,2,6,7,8,10,11,13,16,17,19,20,22,27],derivati:13,derivative_fn:13,descend:[5,9,11,28,29],descent:[0,1,3,7,8,12,27,28],descr:28,describ:[0,2,4,5,6,8,10,11,12,13,18,21,22,27,29,30],descript:[0,8,9,27],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,18,19,22,27,29,30,31],designmatrix:[0,27],desir:[0,2,4,5,13,14,27,28,31],despit:[1,12],destroi:21,det:[5,21,28],detail:[0,6,11,13,14,21,22,28,31],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,21,24,27,28,29,30,31],determinist:[7,13,24,31],dev:1,develop:[0,3,5,8,10,11,12,20,21,22,27,28,29,30],deviat:[0,1,2,4,5,6,19,22,24,27,28,29,30],device_nam:[],devicearrai:[3,4,14],devis:12,df1:27,df:[4,8,11,13,27],di:[0,28],diag:[5,8,28,29],diagnost:[1,10],diagon:[0,5,7,13,18,21,22,24,27,28,29,31],diagonaliz:[5,28],diagram:10,diagsvd:6,dice:[6,24,30],dict:[6,8,31],dict_kei:28,dictionari:[0,28],did:[0,1,5,6,7,10,11,14,22,27,29,30,31],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,20,21,22,24,26,27,28,29,30,31],differenti:[0,3,16,20,21,27,28,31],differential_oper:[2,13],difficult:[0,1,6,10,13,22,24,27,30],difficulti:[0,1,13,27,31],diffonedim:2,digit:[0,1,3,4,6,22,23,25,27],dilemma:13,dilut:1,dim:[4,11,14,21],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,21,27,28,29],dimension:[0,4,5,6,9,11,13,14,19,20,21,27,29,30,31],dimensionless:[0,3,27],diment:21,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,27,28,31],directli:[1,4,5,6,24,28],directori:9,disabl:[3,4,14],disadvantag:[0,27],disappear:[3,6,30],disc_loss:4,disc_tap:4,discard:[6,11,30,31],disciplin:[0,3,12,27],disclaim:24,discord:27,discourag:[13,28,31],discov:[0,27],discover:[5,29],discret:[1,3,5,7,13,29,30,31],discrimin:[4,7,10,11,31],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,26,27,28,29,30],diseas:[7,31],disguis:[6,28,29,30],disord:[1,7,31],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,22,24,27,28,30,31],displaystyl:[0,5,17,27,28,29],displot:28,disregard:[0,27],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,24,28],distance_list:9,distinct:[3,7,8,9,10,14,31],distinctli:8,distinguish:[0,4,7,8,24,27,31],distplot:[0,28],distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,20,21,22,27,28,31],distrubut:[0,15,20,22,27],div:[],dive:[0,8,21,27],diverg:[1,13,31],divid:[0,1,3,5,6,7,8,9,11,12,24,27,28,29,30,31],divis:[6,8,9,13,21,24,30,31],dna:[7,31],dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,27],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,27],doamin:[29,30],doc:[0,6,17,19,20,22,23,25,26,27,28,31],document:[4,7,11,13,28,31],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,21,22,24,27,30,31],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13,22,29,30,31],domin:[0,27],don:[0,1,3,5,6,8,11,13,15,20,22,27,28],done:[0,2,3,4,5,6,9,10,11,13,17,21,22,27,28,29,30,31],dot:[0,2,3,5,6,7,8,9,10,11,12,13,21,22,24,27,28,29,30,31],doubl:[3,4,21,27],doubli:1,down:[0,3,6,9,11,12,13,27,31],download:[0,1,3,5,6,21,22,26,27],downsampl:3,dozen:1,dq:[6,30],drag:13,dramat:11,drastic:4,draw:[4,6,10,13,30,31],drawback:[0,1,3,13,28,31],drawn:[1,4,6,7,11,24,27,30,31],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,24,27,28,29,30],dropna:[0,6,27,30],dropout:4,ds:[],dt:[2,3,13,24],dtype:[0,1,2,3,4,14,21,27,28],dualiti:6,dub:[0,27],due:[1,2,5,6,8,10,12,13,25,27,28,30,31],dummi:[0,28],dure:[0,1,3,4,8,9,11,17,20,22,27,30],dwell:[0,28],dwh:1,dwo:1,dx:[2,3,8,24],dx_1:24,dx_1p:[6,30],dx_2p:[6,30],dx_mp:[6,30],dx_n:24,dxp:[6,30],dy:[1,8,24],dynam:4,dysth:[],dz:8,e7cu:[],e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,24,25,27,28,29,30,31],e_:[0,2,27],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,21,23,24,25,27,28,29,30],eager:30,eapprox:[0,27],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,27,28,31],earthexplor:[6,22],eas:[6,9,14,30],easi:[0,5,6,7,8,9,10,11,12,13,18,20,21,27,28,29,30,31],easier:[5,6,8,9,13,24,27,28,30],easiest:[13,31],easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,22,27,28,29,30,31],eastern:[25,27],ebind:[0,27],eblock:9,econometr:27,economi:5,ecosystem:[20,27],ect:23,edg:3,edgecolor:[6,30],edu:[13,28,31],educ:[0,22,27,28,31],eface79dac2c:[],eff:24,effect:[1,4,10,13,24],effic:1,effici:[0,3,10,13,20,21,24,27,31],efron:[6,30],egrad:13,eig:[5,11,13,21,24,27,28,31],eigen:24,eigenpair:[5,11,28],eigenvalu:[0,5,8,11,13,21,27,28,29,31],eigenvector:[5,11,13,17,28,29],eight:[21,27],eigval:[21,24,27],eigvalu:[11,13,31],eigvec:[21,24,27],eigvector:[11,13,31],eispack:[21,27],either:[1,5,6,7,8,9,10,11,13,15,16,22,24,27,28,29,30,31],ekstrom:[],elabor:24,elarn:3,electr:[0,3,12,27],electron:27,electur:[],eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,20,21,22,23,26,28,29,30,31],elementari:[10,13,21],elementwis:[3,13],elementwise_grad:[2,13],elessar:27,elif:[2,14],elim:21,elimin:[3,8],els:[1,2,3,4,7,9,12,13,21,31],elu:1,elus:[0,27],email:[23,25,27],embed:[0,11,28],embodi:[6,19,22,30],emit:24,emner:26,emphas:[0,10,20,27],emphasi:[0,20,26,27],empir:[1,11,24],emploi:[0,1,5,6,11,13,22,24,27,28,29,30,31],employ:[0,27,28],empti:[6,10,30],emul:12,en:[20,26],enabl:11,enable_check:[3,4,14],enbodi:[6,30],encapsul:[3,4,14],encod:[0,3,5,9,11,14,17,27,28,29],encompass:[0,22,24,27],encount:[0,1,5,6,7,13,24,27,28,30,31],encourag:22,end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,22,24,25,27,28,29,30,31],end_box:[2,13],end_nod:[2,13],end_valu:[2,13],endl:[],endpoint:[3,6],energi:[0,4,6,28,30],enet_coordinate_desc:6,enforc:12,eng:26,engin:[0,1,3,4,20,27],english:22,enorm:3,enough:[0,6,13,27,30,31],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,24,28,29,30,31],ensure_initi:[],entail:27,enter:[5,6,17,28,29],enthought:[0,15,20,22,27],entir:[1,3,7,9,20,24,27,31],entiti:[9,12,21,27],entri:[0,5,8,11,12,21,27,28,29,30],entropi:[1,3,7,10,13,27],enumer:[0,1,2,3,4,6,8,27,28,29],env:[0,1,2,3,4,6,7,8,11,13,14,24,27,28,29,31],environ:[2,20,22],eo:[0,6,27,30],eol:[0,27],eosfit:[0,27],epoch:[0,1,3,4,12,13,27],epsilon:[0,5,6,7,13,19,22,27,28,29,30,31],epsilon_0:[0,27],epsilon_1:[0,27],epsilon_2:[0,27],epsilon_:[0,27],epsilon_i:[0,27,28],eq:[3,13,14,21,24,31],eqnarrai:[3,5,6,29,30],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,21,22,24,27,28,29,30,31],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18,19,21,22,24,30],equilibrium:[2,12],equiv:[3,13,21,24,31],equival:[0,1,5,7,8,11,13,20,21,27,28,29,30],erf:24,eriador:27,eridg:27,err:[0,10],err_:[6,30],err_sqr:2,errat:[13,31],errno:9,erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,20,21,22,24,29,31],error_estimate_corr_tim:24,error_handl:[],error_hidden:1,error_output:1,escap:[13,31],especi:[1,3,9,12,13,22],essenti:[0,5,6,9,10,12,14,22,24,28],establish:[0,6,10,11,15,22,27],estim:[0,1,5,6,7,10,11,13,20,24,27,28,31],estimated_mse_fold:[6,30,31],estimated_mse_kfold:[6,30,31],estimated_mse_sklearn:[6,30,31],et:[0,2,4,15,16,17,26,27,28,29,30,31],eta0:[8,13,31],eta:[0,1,3,8,12,13,27,31],eta_:13,eta_t:13,eta_v:[0,1,3,27],etc:[0,1,3,5,7,8,9,11,12,13,14,15,20,21,22,24,28,31],ethic:[20,27,28],etsim:30,euclidean:[0,14,28],evalu:[0,2,3,4,5,6,9,13,22,24,27,28,29,30,31],evaluationform:22,evaluationgrad:22,evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,20,21,24,27,28,29,30,31],evenli:4,event:[3,4,5,7,10,14,24,29,30,31],eventu:[0,5,6,11,12,13,22,25,28,29,30,31],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,20,24,25,27,28,29,30,31],everyth:[4,12],everywher:[4,13,31],evolv:[0,27],exact:[0,2,5,11,12,13,21,24,27,28],exactli:[0,3,4,6,12,20,22,28,30],exam:27,examin:[6,30],exampl:[5,11,12,13,15,16,19,20,21,22,24,26],exce:[1,12,13],excel:[0,1,4,5,10,27,28],except:[3,4,6,8,9,14,21],excess:[0,27],excit:[0,27],exclud:[1,6,12,22,28,29,30,31],exclus:[0,1,3,6,24,27,30,31],execut:[2,5,13,28],executing_eagerli:[],exemplifi:13,exercic:[25,27],exercis:[5,20,22,23,25,29,31],exercisesweek35:17,exhaust:[6,30,31],exhibit:[0,5,6,8,27,28,30],exist:[0,1,2,3,5,6,7,8,9,13,18,21,22,27,28,29,30,31],exit:[5,21,28],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,22,24,27,28,29,30,31],exp_term:1,expand:[5,7,11,13,28,31],expans:[0,3,5,8,10,12,13,27,28,31],expect:[0,1,5,6,7,11,12,13,15,16,19,20,22,27,28,31],expectation_value_of_h_wrt_p:24,expens:[6,10,13,31],experi:[0,1,6,8,13,20,22,27,28,30,31],experiment:[0,3,4,6,9,14,24,27,30],experimental_get_tracing_count:[],expert:[1,9],explain:[0,6,9,10,11,13,19,22,27,31],explained_variance_ratio_:11,explanatori:[0,27],explicit:[0,3,6,13,21,22,27,28,29],explicitli:[0,4,27],explod:1,exploit:[0,3,12,13,27],explor:[1,4,6,8,13,20,22,31],expon:1,exponenti:[0,1,5,6,10,13,22,24,27,29,30,31],export_graphviz:9,export_text:9,exporttext:9,expos:[20,27],express:[0,2,3,5,6,7,10,12,13,16,21,22,24,29,30],exptmean:24,exptvari:24,extend:[0,2,7,11,13,17,20,27],extens:[0,12,15,20,27],extent:[0,1,6,26,27,30],extern:[3,6,9],extra:[1,3,5,25,27,28],extract:[0,3,5,6,7,8,11,13,21,27,28,31],extrapol:[0,27],extrem:[0,1,4,5,6,7,8,9,13,16,21,28,29,30,31],extremum:[13,31],extrins:11,ey:[0,5,6,13,14,21,27,29,30,31],f11:[0,27],f12:[0,27],f13:[0,27],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:[0,13,27],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,19,21,24,25,27,28,29,30,31],f_0:[3,10],f_1:[10,13,31],f_2:[12,13,31],f_3:12,f_:10,f_d:24,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16,30],f_m:[3,10],f_n:3,f_raw:2,f_vec:2,f_wrap:2,face:[13,31],facecolor:[6,8,24,30],facil:[0,15,20,27,30,31],facilit:12,fact:[0,1,3,5,9,11,12,13,27,28,29,30,31],factor:[0,1,3,5,6,9,10,11,13,21,24,27,28,29,30],factori:13,fade:6,fafab0:[9,10],fahimeh:[25,27],fail:[0,6,7,8,11,13,25,27,30,31],failur:[7,31],fairli:[1,2,24],fake:4,fake_loss:4,fake_output:4,fall:[8,9,23],fals:[0,1,2,3,4,5,6,7,9,10,14,21,22,27,28,29,30,31],famili:[0,7,8,24,31],familiar:[0,3,5,6,8,15,20,21,22,24,27,29,30],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,27,28,31],fashion:[0,9,10,27],fast:[1,3,6,10,12,13,20,24,27,30,31],faster:[1,11,13],fastest:[13,21,31],favor:[7,31],favorit:24,fc:3,fdf8a5d7c717:[],fdfcc778e1f8:[],fe5b9d300cc0:[],featur:[0,1,3,5,6,7,8,10,11,12,13,18,20,22,24,27,29,30,31],feature_nam:[0,1,7,9,28,31],feautur:9,fed:1,feed:[0,2,3,11,20,27],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,27],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,20,22,25,27,29],feet:[0,28],fei:27,felt:22,fetch:[6,22,28],fetch_california_h:28,fetch_openml:28,few:[1,3,4,5,9,24,27],fewer:[0,9,11,27],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:[0,3,6,12,20,27],fifth:[0,6,15,16,22,27],fig:[0,1,2,3,4,6,7,12,13,14,22,27,31],fig_id:[0,6,7,9,27,28,30,31],figaxi:24,figsiz:[0,1,2,3,4,6,7,8,9,10,27,28,30,31],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,20,22,27,28,29,30,31],figure_id:[0,6,7,9,27,28,30,31],figurefil:[0,6,7,9,27,28,30,31],file:[0,2,3,4,5,6,7,9,13,14,22,27,28,29,30,31],file_prefix:4,filenam:[27,28],filenotfounderror:9,fileout:[],filepath_or_buff:[0,27],fill:[5,9,28],filter:[3,4],filtered_flat_arg:[],filtered_tb:[],financ:[0,27],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,20,22,24,27,28,29,31],find_top_boxed_arg:[],fine:[0,14,15,27],finish:2,finit:[3,5,6,12,13,17,24,28,29,30],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,21,22,24,25,26,30],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,22,24,28,30,31],fit_beta:[6,28,29],fit_intercept:[0,5,6,28,29,30],fit_mod:9,fit_transform:[0,6,8,9,11,30,31],fiti:[0,27],five:[0,9,17,22,27,28,31],fix:[0,3,4,6,10,11,12,13,22,27,30,31],fixedformatt:6,fixedloc:6,fkkt:[],flag:4,flake8:[3,4,14],flat:[12,13,31],flatbuff:[],flatten:[1,3,4,5,21],flexibl:[1,6,8,10,12,27,28,30],flip:[25,27],float32:[4,9],float64:[4,21,27,28],flop:[5,21,28],flow:[1,4,12],fluctuat:[5,29],fly:11,flyvbjerg:[],fm:[0,27],fma:[],fmax:3,fmesh:13,fn:7,focu:[0,3,4,5,6,15,20,26,27,28,29,30],focus:[1,6,7,21,28,29,31],fold:[6,9,22],folder:[0,1,4,6,13,22,27,30],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31],font:[0,7,24,27,31],fontdict:24,fontsiz:[1,6,8,9,10,24],fontweight:1,footprint:3,foral:[8,28],forc:[0,5,6,10,11,27,28,29,31],forcast:4,forecast:[4,12],forelesningsvideo:[],forest:[0,1,9,20,27],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,20,21,22,24,27,28,29,30,31],formal:[3,4,14,24],format:[0,1,2,3,4,6,7,8,9,10,11,20,24,26,28,29,30,31],format_data:4,formatstrformatt:[6,13,22,31],formul:[4,6,11,14],formula:[3,13,24,31],forth:[4,12],fortran2003:[20,27],fortran2008:22,fortran90:24,fortran:[0,15,20,21,27],fortun:[0,11,28],forward:[0,3,6,20,21,27,30],forward_backward:[],forward_compatibility_horizon:[3,4,14],found:[1,2,4,5,6,12,13,19,22,27,28,29,30],foundat:[20,27],four:[4,5,6,8,12,21,22,23,25,27,29],fourier:[0,27],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,27,28],fp:7,fr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,24,27,28,29,30,31],fractal:9,fraction:9,frame:[7,27,31],framework:[1,8,10,24],frank:[5,11],frankefunct:[5,6,11,22,28],fredli:[25,27],free:[0,6,11,13,15,16,20,21,22,24,25,26,27],freecodecamp:20,freedom:[5,29],freeli:[0,22,27],frequenc:[3,6,7,24,30,31],frequent:[0,8,9,13,27,31],frequentist:20,fresh:10,frida:[],fridai:[16,25,27],friedman:[6,18,22,23,26,27,28],friendli:4,frodo:27,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,20,21,22,24,25,26,27],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,27,28,29],fstream:[],fulfil:[2,5,12,28],full:[0,1,3,5,7,9,10,13,24,27,28,31],full_matric:[5,28],fulli:[3,6,12,23,24,30,31],fun:[2,13,20,27],fun_nam:2,func:[0,2,27,28],functionali:11,functool:[3,4,14],fundament:[0,6,20,27,30],funtion:2,further:[2,7,9,27],furthermor:[0,3,5,6,7,11,12,13,17,20,22,27,28,29,30,31],futur:[0,4,8,9,27,28],futurewarn:[0,27,28],fx:[],fy:[15,22,23,25,26,27],fys4155:22,fys5419:[26,27],fys5429:[26,27],g0:2,g42mrgv128v34gnnhxwk9nrc0000gp:[],g:[0,1,2,3,4,6,8,9,10,11,13,14,24,27,29,30,31],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:[1,5,7,9,10,13,28,29,30],galleri:[0,27],game:4,gamge:27,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,27,31],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,27],gamma_i:[0,8,24,27],gamma_j:13,gamma_k:[13,31],gamma_m:10,gamma_x:[0,27],gap:[6,8],gate:[4,12],gather:[0,1,12,28],gaug:12,gaussbacksub:21,gaussian:[4,5,6,8,14,24,29,30],gaussian_point:14,gaussian_rbf:8,gave:13,gbc:[23,27],gca:[2,6,8,13,22],gd:[1,31],gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,24,28,31],gemv:[],gen:[],gen_loss:4,gen_tap:4,gender:[0,27],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,19,21,22,24,26,28,29,30,31],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:20,geodes:11,geometr:[0,13,27],geometri:[5,29,30],georg:26,geotif:[6,22],geq:[2,5,8,9,13,28,29,31],geron:[0,15,23,26,27],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,20,21,22,24,25,27,28,29,30,31],get_dummi:9,get_loc:[],get_next_color:[],get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,getsolutionslic:[],getval:2,gg:[],gibb:[20,27],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,20,27],giter:13,github:[0,3,4,6,14,15,17,19,20,22,23,25,26,27,28,31],gitlab:[0,15,20,22,27],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,20,22,24,27,28,29,30,31],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,24,27,28,29,30,31],global:[6,7,13,22,31],glorot:1,gmail:[],gnew:13,go:[0,1,3,5,6,8,9,11,12,13,22,27,28,29,30,31],goal:[0,7,9,27,31],goe:[0,1,2,5,6,13,14,18,21,27,28,29,30,31],golden:13,gone:[5,28,29],gong:1,good:[1,3,4,5,6,9,10,11,13,17,20,24,26,28,29,30,31],goodfellow:[4,23,26,27,28,29,31],googl:[1,3,4,14,20,27],got:[1,6,22],gov:[6,22],gp:26,gpu:[1,13,20,27],grad:[2,13],grad_analyt:13,grade:23,gradient:[0,3,4,7,8,9,12,20,27,28],gradient_desc:[],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6,22],graph:[1,9,11,12,13,31],graph_debug_info_pb2:[],graph_from_dot_data:9,graph_funct:[],graphic:[0,1,9,27],grasp:[0,27],gray_r:[1,3],grayscal:3,great:[5,13,31],greater:[1,7,24,31],greatli:13,greedi:[9,31],green:[0,3,9,24],grei:4,grid:[1,3,6,7,8,12,24,28,29,30],gridsearch:31,gridsearchcv:31,grossli:[13,31],ground:[0,27],group:[0,6,7,9,14,20,22,23,25,27,30],groupbi:[0,27],grow:[1,3,9,10],growth:[0,27],gru:4,guarante:[0,4,13,24,27,28,31],guess:[1,4,10,13,14,31],guestrin:10,guid:1,guilherm:[],h1:2,h21:[],h:[0,1,5,6,8,13,16,18,22,24,25,26,27,28,31],h_1:[2,13,31],h_2:[2,13,31],h_:[0,13,27,31],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,22,24,27,28,29,30,31],haa:[25,27],habit:[0,28],had:[0,1,6,7,13,27,30,31],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,20,21,22,23,24,25,26,27,28,29,30,31],handi:[3,22],handl:[0,1,2,5,9,11,20,29],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5,27],handwrittennot:[19,27,31],happen:[1,2,3,4,5,6,10,13,24,28],hard:[1,7,8,10,13,31],hardcopi:[20,27],harder:[0,1,28],harmon:3,hasn:1,hassl:[0,15,20,27],hast:[20,27],hasti:[0,6,15,16,17,18,22,23,26,27,28,29,30,31],hat:[0,1,5,6,7,9,10,11,12,13,17,18,21,22,28,29,30],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24,25,28,29,30,31],haven:1,hdtta7prrfi:[],he:[7,31],head:[0,4,10,24,28],header:[0,27,28],heads_proba:10,health:[0,28],hear:[0,13,27],heart:[0,7,27,31],heatmap:[0,1,3,7,27,28,31],heavili:[0,27],heavisid:1,height:[1,3,6,28,29],held:13,help:[0,1,4,12,13,16,22,27],helper:[4,14],henc:[0,5,6,8,9,10,12,13,18,22,27,28,29,30,31],henrik:[25,27],her:[7,31],here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,27,28,29,30,31],hereaft:[0,8,12,27],hermitian:21,hessenberg:21,hessian:[0,2,5,13,16,29],heterogen:[9,10],hfft:[3,4,14],hi:[7,31],hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,27],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,28,29],high:[0,1,2,3,4,5,6,9,10,11,13,14,20,21,22,27,28,30,31],higher:[0,1,3,5,6,8,13,22,27,28,29,30,31],highest:[1,2],highli:[0,3,4,10,18,20,21,26,27,28,29,30],highwai:[0,28],hing:8,hint:[13,16,28,31],hip:20,hire:[0,27],hist:[4,6,7,24,30,31],histogram:[0,6,7,24,28,31],histor:[7,11,31],histori:[3,4,12],histplot:28,hit:[],hitherto:[5,29],hjorth:[25,27,28,29,30,31],hm6ay5ds6o0:[],hobbi:24,hoc:[5,28],hoff:26,hold:[1,3,6,13,14,30,31],holder:[0,27],holomorphic_grad:[2,13],home:[0,28],homepag:[22,27],homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,24,27],horizont:11,hors:[3,7,31],hot:[1,9],hour:[1,20,23,24,25,27,30],house_pric:28,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,21,22,24,27,28,29,30],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,22,24,27,28,29,30,31],hs:[],hspace:[0,4,8,10,24,27],hstack:[1,28],htf:[23,27],html:[0,7,11,17,19,20,22,23,25,26,27,28,31],http:[0,3,4,6,7,11,13,14,17,19,20,21,22,23,25,26,27,28,29,31],huang:[0,27],huber:[0,27],huge:[1,3,4,20],human:[0,1,3,6,9,12,27,28,29],humid:9,hundr:1,hungri:1,hybrid:23,hydrogen:[0,27],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,27,28,29,30,31],hyperplan:11,i0:[0,27],i1:[0,6,8,12,27,28,29,30],i2:[0,8,12,27],i3:[0,12,27],i5:[0,27],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,25,27,28,29,30,31],i_1:[5,6,29,30],i_2:[5,6,29,30],i_:[13,31],ian:26,ic:1,id:[7,13,31],ida:[25,27],idea:[0,1,2,3,4,6,9,10,12,13,21,22,27,28,29,30,31],ideal:[0,2,6,8,13,24,27,28,30],idem:[6,30],ident:[5,6,12,13,17,21,22,28],identical:[29,30],identifi:[0,1,7,9,11,12,13,14,27,28,31],idum:[],ieor:24,ifft2:[3,4,14],ifft:[3,4,14],ifftn:[3,4,14],ifftshift:[3,4,14],ifi:26,ifs:[20,27],ignor:[0,1,3,9,28],ihfft:[3,4,14],ii:[21,24],iii:[21,27],ij:[0,1,3,6,8,12,14,16,18,21,22,24,27,28,29,30],ik:[0,21,27,28],illustr:[5,7,10,12,13,14,20,27,30,31],im:6,imag:[1,3,4,6,9,11,12,14,26,27],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,27,28,30,31],image_width:3,imageio:[6,22],imagenet:27,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,20,27],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,22,24,27,28,29,30,31],impli:[3,5,6,7,13,21,28,29,30,31],implicit:3,implicitli:[11,24],importantli:3,importerror:[3,4,14],impos:[0,6,11,12,27],imposs:[0,5,27,28],impress:[0,12,27],improv:[0,4,5,9,10,11,13,22,28],impur:9,imread:[6,22],imshow:[1,3,4,6,22],in1:[],in2:[],in3050:[26,27],in3310:27,in4080:[26,27],in4300:[26,27],in4310:26,in5400:3,in5550:26,in_out_neuron:4,inaccur:[13,31],inacio:[],inact:12,inadequ:[0,27],inch:[6,28,29],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,20,22,24,25,26,27,28,29,30],include_bia:[6,9,30],inclus:17,incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,22,24,27,28,29,30,31],increasingli:24,ind:6,inde:[0,2,4,5,6,13,27,28],indefinit:4,indent:[],indentationerror:[],independ:[0,5,6,7,8,12,13,24,27,28,31],index:[0,1,3,4,10,14,20,21,24,26,27,28],index_col:[0,27],index_of:[],indic:[0,1,3,4,5,6,9,10,11,13,16,22,27,28],indispens:[6,30],individu:[1,6,7,10,12,24,27,28,30,31],indu:[0,28],indx1:2,indx2:2,indx3:2,indx:21,ineffici:[3,13],inequ:[8,13],inequaltii:31,inertia:13,inf1000:[20,27],inf1100:[20,27],inf1100l:[20,27],inf1110:[20,27],inf3000:27,inf4490:[],inf5860:[],infeas:9,infer:[0,1,4,6,26,27,30],infer_nrow:[0,27],inferenc:1,infil:[0,6,7,9,27,30,31],infin:[5,6,7,11,18,28,29,30,31],infinit:3,infinitesim:24,influenc:[6,10,30,31],influenti:1,info:27,inform:[0,1,3,4,6,9,11,12,13,14,21,22,26,27,30,31],infti:[3,6,13,24,30,31],ingeni:[13,31],ingrad:2,ingredi:[0,9,27],ingular:[],inher:[6,30],inherit:[21,27],initi:[0,1,2,3,4,6,10,13,14,21,24,27,30,31],initial_epoch:[],initialis:[],initialize_root:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,30,31],inner:[0,13,28],innov:[],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,22,24,27,28,29,30,31],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,28],insert:[3,5,6,8,10,24,28,29,30],insid:[0,4,7,28,31],insight:[0,1,5,20,27,28,29,30],insist:[6,13,28,29],inspect:31,inspir:[0,1,12,27],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,27,28,30,31],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,21,22,24,27,28,30,31],institut:1,instruct:[0,1,15,16,27],int32:10,int64:28,int64index:27,int_0:24,int_:[3,6,24,30],int_a:24,intak:[0,28],integ:[1,2,13,14,21,24,27],integer_vector:1,integr:[3,6,24,27,30],intellectu:27,intellig:[0,14,26,27],intend:[10,27],intens:1,intention:14,interact:[0,6,9,12,20,22,27],intercept:[0,6,8,11,13,16,22,27,29,30,31],intercept_:[0,6,8,9,13,27,28,29,30,31],interceptol:30,interceptridg:30,interchang:[5,12,21,29,30],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,20,22,24,27,28,29,30,31],interfac:[0,1,21,28],interior:[0,9,27],intermedi:[21,28],intern:[1,10,12],interpol:[1,3,4,6,12,22],interpr:[5,28,29],interpret:[0,1,3,4,6,9,10,12,13,14,17,19,21,22,24],interv:[0,3,5,6,7,13,18,22,24,27,28,29,31],intial:[13,31],intract:[0,4,28],intrins:[3,11,21,24,27],intro:[20,26,27],introduc:[0,1,5,6,8,10,12,17,21,22,24,27,30,31],introduct:[1,2,4,13,17,26,28,31],introductori:[0,4,21,26,27,28],intuit:[0,5,6,8,12,13,22,27,29,30],inv:[0,5,13,27,28,29,31],invalid:[1,8],invalu:[0,13,15,20,27,31],invari:1,invd:[5,29],inver:8,invers:[0,3,6,13,15,16,17,22,27,28,31],invers_period:[],inverse_transform:8,invert:[0,5,7,10,13,27,29,31],invh:13,invok:[0,8,28],involv:[0,2,6,7,11,12,28,30,31],io:[0,17,19,20,22,23,25,26,27,28],iomanip:[],iostream:[],ip:[0,8,24,27],ipca:11,ipykernel_10727:30,ipykernel_16145:[],ipykernel_16213:[],ipykernel_16261:[],ipykernel_16293:[],ipykernel_19350:[],ipykernel_20528:[],ipykernel_20604:[],ipykernel_20614:[],ipykernel_20669:[],ipykernel_20702:[],ipykernel_21682:22,ipykernel_31560:[],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_7604:1,ipykernel_7650:6,ipykernel_7714:13,ipykernel_7740:[],ipykernel_7752:27,ipykernel_7768:[],ipykernel_9414:[],ipykernel_94478:[],ipykernel_94529:[],ipykernel_94582:[],ipykernel_96694:[],ipynb:[20,27],ipython:[0,5,7,9,11,14,15,20,22,27,28,31],iq:[6,30],irfft2:[3,4,14],irfft:[3,4,14],irfftn:[3,4,14],iri:[8,9],irreduc:[6,30],irrelev:[5,28],irrespect:[0,27],is_integ:[],isbox:[2,13],iscomplexobj:2,isinst:[],isn:[5,29,30],isnul:[0,28],isomap:11,isotop:[27,30,31],issu:[1,3,4,9,14,21,28,29],it_arrai:13,item:[0,13,27],items:[21,27],iter:[1,2,4,6,7,8,11,13,14,24,30,31],itr:[],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,20,21,22,24,27,29,30,31],itself:[5,6,12,19,22,24,28,29,30],ix:[],j1:21,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,18,19,21,22,24,26,27,28,29,30,31],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknavg:[],jackknif:[6,20,27,30],jackknstd:[],jackknvar:[],jackknvec:[],jacobian:[2,13,31],jacobian_shap:2,jakobsen:[25,27],jargon:[],jason:4,jax:[3,4,14,20,27],jaxlib:[3,4,14],jensen:[25,27,28,29,30,31],jerom:[18,22,26],jhfgq77fpq:[],ji:[12,21],jit:13,jj:[0,5,6,27,29,30],jk:[0,1,6,12,21,27],jl:[0,27],jm:21,jnp:[3,4,13,14],joao:[],joaogca:[],job:[2,8,10],join:[0,4,6,7,9,27,28,30,31],joint:[4,5,29,30],journal:[],judg:[13,31],judgement:[6,22],julia:[20,21,22],jump:[22,24],junk:4,jupit:27,jupyt:[0,15,19,20,22,26,27,30],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,24,27,28,29,30,31],justif:[0,27],justifi:[3,10],jy:[],jydg2xzka5:[],k0:[7,31],k1:[7,31],k:[0,1,3,5,6,7,8,9,10,11,12,13,14,20,21,22,24,25,27,28,29],kaggl:[6,22],kappa_d:24,karim:[],karl:[25,27],karlsen:[],karush:8,kate:27,katrin:[25,27],keep:[0,1,4,5,6,11,13,14,21,22,27,28,29,30,31],keepdim:[1,6,10,21,30],kei:[0,1,3,6,12,28],kept:[4,6,14,30],kera:[0,4,20,22,27],kernel:[0,1,3,20,27,28],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,27],kevin:[26,27],keyboardinterrupt:2,keyerror:[],keyword:[6,13,21,22,27],kfold:[6,30,31],kg:1,ki:21,kick:[1,13],kiener:2,kilomet:[6,28,29],kind:[0,2,3,4,8,12,13,14,27,28],kj:[6,12,21,28,29,30],kjm:[20,27],kkt:8,kktsolver:[],kl0m3:[],kl:24,km:[12,27],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,20,27,28,29,31],knowledg:[0,20,27],known:[1,3,4,5,6,7,8,9,12,21,22,24,26,28,29,30,31],kondev:[0,27],kp:24,kpca:11,kroneck:14,kuhn:8,kutz:[],kvalsund:[25,27],kwarg:[0,2,13,27],kwd:[0,27],kwown:[0,27],l0:[7,31],l1:[0,1,3,7,27,31],l1_l2:[1,3],l1regl:5,l1regls_mosek2:[],l1regls_mosek:[],l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,19,21,22,24,27,28,30,31],l_1:[7,31],l_2:[7,13,31],l_:21,l_j:12,la:13,la_i:12,la_k:12,lab:[20,22,27],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,20,21,22,24,27,28,29,30,31],label_prob:[],labelencod:[7,10,31],labels:[6,8,9],labels_shuffl:[0,1,28],laboratori:[23,28,29],lack:[0,27],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,18,22,24,27,28,29,30],lambda_0:11,lambda_1:[5,8,11,28],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,28],lamda:1,lamdbda:[],land:[0,8,28],landmark:8,landscap:[13,31],langl:[0,6,11,24,27,28],languag:[0,1,4,8,15,20,21,22,26,27],lapack:[21,27],laplac:[5,29,30],laptop:20,larg:[0,1,2,4,5,6,8,9,10,11,13,15,20,21,22,24,26,27,28,30,31],larger:[0,3,5,6,8,10,11,13,17,24,27,28,29,30,31],largest:[4,8,11],lasso:[0,7,20,27],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,17,18,21,22,24,25,27,29],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15,20,22,27,31],latest:[4,20],latest_checkpoint:4,latex:27,latter:[0,3,6,7,8,11,13,16,17,21,22,24,27,28,29,30,31],lattic:12,law:[0,27],lax:[3,4,14],layer:[0,4,13,14,27],lbfg:[7,9,10,11,31],lcc:[5,6,29,30],lda:11,ldot:[0,6,11,19,22,27,30,31],le:[5,7,10,13,17,24,28,29,31],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,21,24,27,28,29,30,31],leaf:9,leaki:1,leakyrelu:4,lear:[13,31],learn:[3,4,5,6,7,8,9,10,12,18,21,23,25,26],learnabl:3,learner:10,learnig:27,learning_r:[8,10],learning_rate_init:[0,1,27],learning_schedul:13,learnt:22,least:[0,2,7,8,10,11,15,16,17,19,20,21,24,30,31],leat:13,leav:[0,1,3,5,6,9,11,27,29,30,31],lectur:[0,1,5,10,11,12,13,15,17,20,21,22,23,25,26],lecturenot:[0,17,19,20,22,26,27],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:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,19,21,22,24,27,28,29,30,31],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,27,28,29,30,31],len:[0,1,2,3,4,5,6,8,9,10,11,12,21,27,28,29,30],len_index:[0,27],length:[0,1,2,3,4,8,9,13,16,20,27,28,31],length_of_sequ:4,leq:[0,5,7,8,13,14,17,24,27,28,29,31],less:[0,1,3,4,5,6,8,9,13,20,24,27,28,29,30,31],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,24,27,28,29,30,31],letter:[0,16,21,24,27,28],level:[0,1,5,6,9,20,21,22,23,25,27,28,30],li:[8,11,27],lib:[0,1,2,3,4,6,7,8,11,13,14,27,28,29,31],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,21,22,24,26,28,29,30,31],licens:[0,1,3,4,14,15,20,22,27,30],lie:[0,6,11,24,28,30],life:[0,1,8,12,27],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,20,21,22,24,27,28,29,30,31],likelihood:[0,1,5,9,27,28],lim_:24,lima:[25,27],limit:[0,5,6,7,8,11,12,21,22,27,28],lin_clf:8,lin_model:[0,28],lin_reg:9,linalg:[0,2,3,4,5,6,8,11,13,14,21,24,27,28,29,30,31],line1:8,line2:8,line2d:13,line3:8,line:[0,2,3,4,6,8,9,10,11,13,14,15,22,27,28,29,30,31],linear:[1,3,5,6,7,9,10,11,12,17,18,20,22,24,30],linear_model:[0,5,6,7,8,9,10,11,13,27,28,29,30,31],linear_regress:[6,30],linear_util:[3,4,14],linearli:[5,28],linearloc:[6,13,22,31],linearregress:[0,6,7,9,27,28,29,30,31],linearsvc:8,lineat:29,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10,22,30],link:[0,4,9,12,20,22,25,27],linlag:[5,29],linpack:[21,27],linreg:[0,27],linspac:[0,2,3,4,6,8,9,10,13,15,16,21,24,27,28,29,30],linu:4,linuek:[],linux:[0,1,15,20,22,27],liquid:[0,27],list:[0,1,2,3,4,9,20,22,27,28],listcomp:2,listedcolormap:[9,10],lite:[3,4,14],lite_const:[3,4,14],literatur:[1,7,14,26,30,31],littl:[1,3,9,12],live:8,ll:[0,24,27,28],llc:[3,4,14],lle:[0,28],lloyd:[4,14],lmb:[0,2,5,6,29,30,31],lmbd:[0,1,3,27],lmbd_val:[0,1,3,27],lmbda:[13,31],ln:[1,13,31],lo:[],load:[0,1,4,6,7,9,10,22,28,31],load_boston:[0,28],load_breast_canc:[1,7,9,10,11,31],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10,27,30,31],local:[0,1,2,3,7,12,13,27,28,31],locat:[2,3,8],lock:[],log10:[0,5,6,29,30,31],log1p:[],log:[0,1,2,3,4,5,6,7,9,10,11,13,14,21,22,27,28,29,30,31],log_:[0,27],log_clf:10,logarithm:[0,5,7,21,27,29,30,31],logbook:22,logic:[0,1,9,27],logist:[0,1,2,8,9,10,11,12,13,20,28],logistic_predict:[],logisticregress:[7,9,10,11,31],logit:[7,31],logreg:[7,9,10,11,31],logspac:[0,1,3,5,6,27,29,30,31],longer:[2,3,8,10,14,21,24,27],loocv:[6,30,31],look:[0,1,2,3,4,5,6,7,8,9,10,11,13,18,21,22,24,27,28,29,30,31],lookup:[3,4,14],loop:[1,4,6,10,12,14,20,21,27,30],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,21,22,27,29,30],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,28,30],low:[0,6,9,10,11,22,27,28,30],lower:[0,1,3,6,9,10,16,21,28],lowercas:[21,27],lowest:[9,13,24],lr:[1,3,4,10],lstat:[0,28],lstm:4,lstm_2layer:4,lstsq:[0,27,28],lt:[6,30],lu:[0,3,4,5,14,27,28],lubksb:21,luckili:2,ludcmp:21,lux:21,lvert:1,lw:[0,27],m:[0,1,2,3,5,6,8,9,10,11,12,13,21,23,24,25,26,27,28,29,30,31],m_1:14,m_:[9,12],m_h:[0,27],m_k:14,m_l:12,m_n:[0,27],m_p:[0,27],m_t:13,ma:11,mac:[3,4,14],machin:[1,3,4,5,6,7,9,10,11,12,14,15,21,23,26,28,29,30],machinelearn:[0,6,17,19,20,22,23,25,26,27,28,31],machinelearningmurphi:[],mackai:26,made:[0,1,3,4,5,6,7,9,11,12,18,22,27,28,31],mae:[0,27],magic:4,magnitud:[1,6,7,13,28,29,31],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,20,21,22,24,28,29,30,31],mail:[23,25],main:[0,1,3,4,5,6,7,9,21,22,26,27,28,31],mainli:[0,5,6,7,9,27,28,29,30,31],maintain:[6,28,30],major:[1,6,9,10,13,21,27,30,31],make:[1,2,3,4,5,6,7,8,11,12,13,20,21,22,24,26,29,30,31],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,28,30],make_vjp:[2,13],makedir:[0,6,7,9,27,28,30,31],makeplot:[0,27],malcondit:21,malign:[1,7,9,31],mammographi:[5,29,30],manag:[0,2,3,15,20,22,27],mandatori:[25,27],mani:[0,1,3,4,5,6,7,8,9,11,13,14,20,21,22,24,26,27,28,29,30,31],manifold:11,manner:3,manual:[6,28,29,31],map:[0,1,2,3,4,6,7,8,11,12,14,22,24,27,31],margin:[0,5,8,27],mari:[],marit:[0,27],mark:27,marker:[0,7,21,27,28,31],markov:[20,27],marsaglia:24,mask:[],mass:[0,1,5,13,28],massag:[0,27],masses2016:[0,27],masses2016ol:[0,27],masses2016tre:0,masseval2016:[0,27],master:[6,19,22,23,25,27,31],mat1100:[20,27],mat1110:[20,27],mat1120:[20,27],mat3155:[],mat4155:[],mat:[20,27],match:[0,1,4,5,13,14,27,28,31],materi:[4,5,7,13,17,21,25],math:[3,7,12,13,21,24,26,27,30,31],mathbb:[0,4,5,6,7,8,11,12,13,14,17,18,19,21,22,24,27,28,29,30,31],mathbf:[0,5,6,7,8,13,18,19,21,22,27,28,29,30,31],mathcal:[1,5,6,7,13,19,22,29,30,31],matheemat:3,mathemat:[0,6,11,12,13,17,20,21,24,26,27,29,30,31],mathemati:27,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,22,24,27,28,29,30,31],matmul:[1,2,5,29],matmul_adjoint_1:2,matmul_vjp_0:[],matmul_vjp_1:2,matnat:26,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,21,22,24,27,28,29,30,31],matplotlibdeprecationwarn:[6,13,22],matric:[0,1,3,4,6,7,8,11,13,16,17,20,28,31],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,18,19,22,24,30],matshow:1,matter:[2,3,13,28,31],max:[0,1,2,3,4,9,10,12,13,25,27,31],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13,27,31],max_iter:14,max_leaf_nod:10,max_queue_s:[],max_sampl:10,maxdegre:[0,6,10,28,30],maxdepth:10,maxim:[1,4,5,7,8,11,29,30,31],maximum:[0,1,2,3,5,7,8,9,10,13,14,27,28],maxpolydegre:[5,6,29,30,31],maxpooling2d:3,mbox:[5,6,18,22,28,29,30],mc:[],mccorduck:27,mcculloch:12,mcint:[],mcintsqr2:[],md:[11,22],mdoel:4,mdyt6uwokt0:[],mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,30],mean_absolute_error:[0,27],mean_divisor:14,mean_i:24,mean_matrix:14,mean_squared_error:[0,4,6,7,10,27,28,30,31],mean_squared_log_error:[0,27],mean_vector:14,mean_x:24,meaning:[0,4,7,27,31],meansquarederror:[0,27],meant:[2,3,7,10,13,31],meantempvec:[],meanvec:[],measur:[0,1,2,5,6,9,11,12,14,19,22,24,27,28,29,30],mechan:[0,4,24,27],median:[0,27,28],medicin:12,medium:[4,8,13],medv:[0,28],meet:[0,25],mehta:[0,27,28,29],memori:[3,4,11,12,13,21,27],mention:[0,12,13,22,24,27,31],mere:[0,15,27],mersienn:[],meshgrid:[2,5,6,8,9,10,11,22,28],messag:[5,13],messi:2,met:[0,3,8,27,28],metadata:2,meteorolog:9,meter:[6,28,29],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,20,21,24,26,27,28,29],metion:[6,22],metric:[0,1,3,4,6,7,9,10,14,15,16,27,28,30,31],metropoli:[20,27],mev:[0,24,27],mgd:13,mglearn:[20,27],mgrid:13,mhjensen:[1,2,3,4,6,7,8,11,14,28,31],mi:10,mia:[25,27],michigan:[27,28,29,30,31],microsoft:26,mid:1,midel:4,midnight:[16,17,18,19],midpoint:9,might:[0,1,2,4,6,9,13,28,29,31],mild:9,miller:[],millimet:[6,28,29],million:[0,27,28],mimic:12,min:[0,2,5,8,9,27],min_:[0,2,5,14,17,27,28,29],min_samples_leaf:9,mind:[0,6,13,22,27,28,29,30,31],mindboard:4,mine:[20,27],mini:[1,11,12,13,31],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,11,13,14,27,28,29,31],minim:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,22,28,29,30],minima:[0,1,7,13,27,31],minimum:[0,1,2,6,8,9,11,13,28,30,31],minmaxscal:[0,28],minor:[6,13,22,24],minst:1,minu:[7,31],mirror:9,misc:[6,22],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10,28],mistak:4,mit:26,mix:[1,2,27],mixtur:13,mk48pfcxgyk:[],mk:[9,21],mkdir:[0,6,7,9,27,28,30,31],ml:[0,1,10,13,21,22,28,31],mlab:24,mle:[5,7,31],mline:[],mlir:[],mlir_graph_optimization_pass:[],mlp:1,mlpclassifi:1,mlpregressor:[0,27],mm:21,mn:[12,24],mnist:[1,11],mod:24,mode:[23,25,27],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,19,20,22,24,26,28,29,30,31],model_select:[0,1,3,5,6,7,9,10,11,27,28,29,30,31],modelanalyz:[3,4,14],moder:10,modern:[0,6,7,20,27,30,31],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,27,28,29,31],modul:[0,3,4,7,11,14,21,27,29,31],modular:24,modulenotfounderror:[],modulo:24,moe:[11,28],moment:[5,6,13,24,29,30],monitor:13,monoton:[5,12,24,29,30],mont:[0,6,20,24,26,27,30],montecarlocycl:[],moor:[5,6,29],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,20,24],moreov:[0,3,27],morten:[25,27,28,29,30,31],mortenimac:[],mosek:[],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,22,24,27,28,29,30,31],mostli:[1,11],motion:[0,13,27],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,22,24,27,28,29,30,31],mp4:[],mpl:[0,7,27,31],mpl_toolkit:[2,6,13,22,31],mplot3d:[2,6,13,22,31],mplregressor:1,mse:[0,4,5,6,9,10,15,16,17,19,22,27,28,29,30,31],mse_simpletre:10,mselassopredict:[5,29],mselassotrain:[5,29],mseownridgepredict:[6,29],msepredict:[5,29],mseridgepredict:[0,5,6,29,31],msetrain:[5,29],msg:[0,27,28],msle:[0,27],mt19937_64:[],mt:[7,12,31],mu0:24,mu1:24,mu2:24,mu:[0,6,11,13,24,27,30],mu_1:28,mu_:[6,24,28,29,30],mu_i:[6,28,29,30],mu_n:11,mu_x:24,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,21,22,24,27,28,29,30],mul:[],multi:[0,1,3,7,20,27,28,31],multiclass:[1,7,31],multidimension:[11,12,27],multilay:1,multinomi:[7,31],multipl:[2,4,5,6,7,12,13,24,28,30,31],multipli:[3,5,6,11,13,21,24,28,29,30],multiplum:8,multivari:[0,2,10,11,20,24,27],multivariate_norm:[11,14],murphi:[11,26,27,29],must:[0,1,2,5,6,8,10,12,13,14,24,27,28,30,31],mutat:[7,31],mutual:[1,3,6,13,30,31],mx_:24,myenv:[0,1,2,3,4,6,7,8,11,13,14,27,28,29,31],myriad:[0,15,20,27],mz1:24,mz2:24,n1:21,n2:21,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,21,22,24,27,28,29,30,31],n_0:[12,24],n_:[1,2,3,8,12,24],n_b:[],n_boostrap:[6,10,30],n_bootstrap:[6,30],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:[0,1,27],n_i:24,n_input:[0,1,3,28],n_instanc:9,n_iter:31,n_iter_i:[7,11,31],n_job:10,n_k:14,n_l:[12,24],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:[6,8,9,10,14,30],n_split:[6,30,31],n_step:4,n_t:2,n_x:2,nabla:[1,13,31],nabla_:[2,13,31],nabla_w:13,nag:13,naimi:[0,27],naiv:[7,31],naive_kmean:14,najafi:[25,27],nall:[0,27],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,20,21,22,24,25,27,28,29,30,31],nameerror:[6,10,15,22,30,31],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:[1,5,28,29,30],nativ:[20,27],natur:[0,1,4,8,9,12,13,22,24,26,27,31],navier:12,nb:24,nb_:21,nbconvert:27,nboot:[],nd:14,ndarrai:[2,6],ndef:13,ndim:2,ne:[9,10,21,24,28],ne_xcl2ctm0:[],nearest:[1,3,6,11],nearli:[13,31],neat:27,neccesari:[6,30],necess:2,necessari:[0,1,3,4,8,14,27],necessarili:[0,4,11,24,27],necesserali:[5,29,30],neck:[7,31],need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,24,28,29,30,31],neg:[0,1,3,5,6,7,10,13,21,24,27,29,30,31],neg_mean_squared_error:[6,30,31],neglect:24,neglig:24,neighbor:[3,6,11],neither:[4,13],neq:[13,14,24,31],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[21,27],network:[0,9,13,20,26,28],neural:[0,13,20,26,28,31],neural_network:[0,1,2,27],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,27],neutron:[0,27],never:[1,4,6,9,24,30],new_box:[2,13],new_chang:13,new_hobbit:27,new_root:[2,13],new_trac:[2,13],new_tracing_count:[],newaxi:[0,3,6,9,30,31],newli:[0,27],newton:[1,7,8,13,24],next:[0,1,2,3,4,5,6,8,9,13,14,27,28,29,31],next_guess:13,next_input:4,nf8_grad:13,nfrom:13,ng:1,ngini:9,ni:14,nian:[],nice:[0,1,5,11,27,28,29,30],nichola:[],nicholaskarlsen1102:[],nimport:13,niter:[13,31],nitric:[0,28],nlambda:[0,5,6,29,30,31],nlevel:[],nlp:26,nm:24,nm_n:[0,27],nmse:[6,30],nn:[2,5,6,12,21,29,30],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,19,22,27,28,29,30,31],noise_dimens:4,noisi:[1,6,19,22,30],non:[0,1,3,5,6,7,9,10,11,12,13,14,21,22,24,27,28,29,30,31],noncommerci:30,none:[0,1,2,3,4,5,9,10,13,14,24,27,28,29,30,31],nonlinear:[3,6,8,9,11,12,30],nonneg:[6,9,13,30,31],nonparametr:6,nonsens:24,nonsingular:21,nonumb:[3,7,8,13,21,31],noqa:[3,4,14],nor:[1,4,13],norm:[0,1,5,6,8,11,13,17,27,28,29,30,31],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,21,22,24,27,28,29,31],normali:[21,27],normalize_kwarg:[],norvig:27,norwai:[6,22,27],notat:[0,2,5,6,13,14,24,27,28,29,30],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,19,20,21,22,24,26,27,31],notebook:[0,1,3,9,15,20,22,27,30],notesexercise5week452022:27,notessep14:[19,31],noth:[1,2,5,8,12,14,24,28,29],notic:[4,5,12,13,21,24,27,29],notimplementederror:2,notion:3,notrace_primit:2,novel:[3,6,10,31],novemb:[1,23,25,27],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,20,21,22,24,27,28,31],nowadai:[0,1,3,9,20,27],nox:[0,28],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,21,22,24,27,28,29,30,31],npr:2,nprint:13,nsampl:[6,9,30,31],nspin:[],nt:2,nthi:[0,27],ntrained_model:6,nu:24,nuclear:[5,28],nuclei:[0,24,27],nucleon:[0,27],nucleu:[0,27],num:4,num_allow_arg:[0,27],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:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,23,25,27,29,30,31],numberid:[7,31],numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,20,21,26,27,28,29,30,31],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,22,24,28,29,30,31],numpy_box:[],numpy_rank_promot:[3,4,14],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,28],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:24,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,21,25,26,27,28,31],obei:[6,11,13,28,29,30],object:[0,1,2,4,6,8,10,13,21,27,28,31],objsens:[],obliqu:[5,28],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,24,29,30,31],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,21,22,24,27,28,29,30,31],obviou:[5,6,11,24,28],obviouli:27,obvious:[0,4,5,6,21,27,29,30],oc:28,occupi:[0,28],occur:[0,6,8,9,21,24,27],octob:[23,25,27],od:0,odd:[0,3,7,27,28,31],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,19,24,29,30],offer:[6,11,20,21,23,25,27,30],offic:[25,27],offici:[23,27],ofil:[],ofstream:[],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,20,21,24,27,28,30,31],ofter:[21,27],oh6i_oscwpc:[],ol:[0,13,15,16,17,18,27,28],old:[1,5,10,13,29,30,31],ols_fit:30,ols_fit_beta:30,ols_sk:6,ols_svd:6,olsbeta:[0,5,29],olxksel3p4a:[],omega:[2,3,6],omega_0:3,omit:[0,5,27,28,29,30],on_train_batch_begin:[],onc:[1,6,9,11,13,30,31],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,19,20,21,22,24,25,27,28,29,30],oneapi:[],onednn:[],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,21,22,27,28,29,30,31],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,21,22,24,27,28,29,30,31],onlin:[11,23],onto:[5,11,28],op_nam:[],opbdi:[],open:[0,1,4,6,7,9,15,20,22,23,25,27,30,31],oper:[0,1,3,4,5,6,10,11,12,13,14,15,20,24,27,28,29,30],operation:24,ophint:[3,4,14],oplu:24,opmiz:13,opportun:[0,27],oppos:[6,13],opposit:[1,5,8,28],opresolvertyp:[3,4,14],opt:[1,5,27,29],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,18,19,22,29,30],optimis:[1,3],optimizer_v2:[],option:[0,1,3,5,6,7,8,11,21,22,28,29,30,31],optionalxlacontext:[],optmiz:[1,8,13,28],oral:27,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,21,22,24,27,28,29,30,31],ordinari:[0,2,3,7,11,13,15,16,17,19,20,30,31],ordinrari:30,oreilli:26,org:[0,3,4,7,11,20,21,26,27,31],organ:[6,7,10,21,30,31],orient:[1,5,24,28,29],origin:[0,3,5,6,8,11,12,13,21,27,28,30],orthogn:[5,28],orthogon:[0,5,6,8,11,13,17,21,27,28,29],orthonorm:[5,28,29],os:[0,1,4,5,6,7,8,9,25,27,28,29,30,31],oscar:1,oscil:[3,13],oslo:[0,15,20,22,23,25,27,28,29,30,31],osx:[0,15,20,22,27],other:[0,1,2,3,5,6,7,8,10,13,14,15,19,20,22,23,24,25,26,29,30],otherwis:[0,1,4,7,13,21,27,28,31],ouput:[5,7,12,29,30,31],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,20,21,22,24,29,30],ourmodel:0,ourselv:[0,5,6,8,11,13,27,28,29,30,31],out1:[],out2:[],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,20,21,22,24,27,28,29,30,31],out_fil:9,outcom:[0,7,9,10,12,24,28,31],outdoor:9,outer:[6,12,13],outfil:4,outfilenam:[],outgrad:2,outlier:[0,8,27,28],outlin:[6,10,11,30],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,21,22,24,27,28,29,30,31],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:[0,1,3,4,5,6,9,10,12,13,21,22,27,28,29,30,31],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,27],overfit:[0,1,3,6,9,10,13,30],overflow:[1,5,29,30],overhead:12,overlap:[3,7,8,9,31],overlin:[0,5,6,9,10,11,14,21,27,28,29,30],overst:[0,27],overtrain:4,overview:[3,31],own:[4,5,6,8,12,13,20,21,22,29,30],owner:[0,28],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6,29],ownypredictridg:0,ownytilderidg:0,oxid:[0,28],oyvinssc:[],p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,21,24,27,28,29,30,31],p_:[2,4,8,9],p_hidden:2,p_i:[5,24,29,30],p_j:24,p_n:24,p_output:2,p_x:24,pack:[0,27],packag:[0,1,2,3,4,5,6,7,8,11,13,14,15,20,22,24,28,29,31],pad:[3,4],page:[0,20,27],pai:[0,1,9,13],pair:[0,2,3,9,20,24,27,28],pamilla:27,panda:[0,4,5,6,7,9,11,15,20,22,29,30,31],panel:27,paper:1,paradigm:[0,27],parallel:[3,4,10,13,14,20,21,27],param:2,param_distribut:31,param_grid:31,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18,19,22,24,29,30],parameter:[0,6,10,22,27,28],parametr:[0,6,15,16,27,28,30],paramt:[3,5,29,30],parent:2,parent_argnum:2,park:[],parser:[0,27],part:[0,1,3,5,6,10,17,18,21,23,24,25,27,29,30],partial:[0,1,3,4,5,6,7,8,10,11,12,13,14,16,24,27,28,29,30,31],partialmethod:[3,4,14],particip:[20,23,25,27],particl:[0,4,13,24,27],particular:[0,1,2,3,5,6,9,10,11,12,13,16,22,24,26,27,28,29,30,31],particularli:[5,6,8,11,13,24,28,30,31],partit:[1,4,9],partli:[6,27],pass:[2,3,12,14,31],password:22,past:[10,24],patch:[6,24,30],path:[0,4,6,7,9,15,20,27,28,30,31],patient:[7,31],patter:4,pattern:[0,3,4,12,23,26,27],pauli:[0,27],pc:[11,20],pca:[0,7,20,27,28,31],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11,27,28,29,30,31],pde:2,pdf:[0,3,4,5,6,9,19,22,26,27,29,30,31],pedagog:[0,27,28],penal:[6,28,29,30],penalti:[6,13,22,28,29,30,31],penros:[5,6,29],pentagon:[13,31],peopl:[0,1,9,13,20,28],per:[0,1,6,23,25,27,28,30],percentag:[0,10,11,25,28],perceptron:[0,1,7,27,31],peregrin:27,perfect:[0,1,13,27],perfectli:[4,6,30],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,19,20,21,22,24,27,28,29,30,31],performac:4,perhap:[0,5,13,27,28,29,31],perimet:[1,9],period:[1,4,24],permut:11,persist:13,person:[5,6,7,23,25,27,28,29,30,31],perspect:26,pertin:12,petal:[8,9],peter:26,petersen:[],phantom:24,phase:[6,12],phawkin:[3,4,14],phenomena:24,phi:8,phi_k:8,philip:[],philosophi:13,phone:[25,27],photo:4,phrase:[0,27],physic:[0,1,4,7,12,13,24,25,26,27,28,29,30,31],pi:[2,3,5,6,7,9,12,13,24,29,30,31],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,27],pie:[20,27],piec:[11,14],pillow:[0,15,20,22,27],pinv:[5,6,13,28,29,30],pip3:[0,1,15,22,27],pip:[0,1,15,20,22,27],pipelin:[0,6,8,10,28,30],pippin:27,pit:4,pitfal:[6,28,29],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,21,22,27,30,31],plai:[0,3,4,5,6,8,11,20,27,28,29,30,31],plain:[8,10,12,13,14,31],plan:[6,9,25,26,27],plane:[8,9],plateau:[5,29],platform:[20,27],plausibl:12,pleas:[3,4,6,7,11,13,14,22,25,27,28,31],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,21,22,24,27,28,29],plot_confusion_matrix:[7,10,31],plot_count:6,plot_cumulative_gain:[7,10,31],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:[7,10,31],plot_surfac:[2,6,13,22],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,30,31],plu:[0,3,5,7,27,28,29,31],pm:[8,30],pmatrix:2,pml:26,pn:3,png:[0,4,6,7,9,27,28,30,31],pocketfft:[3,4,14],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,21,22,24,25,27,28,30,31],point_1:4,point_2:4,poisson:[20,24,27],poli:[6,8,30,31],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:[0,5,6,10,28,29,30],polygon:[13,31],polym:12,polymi:22,polynomi:[0,5,6,7,8,9,10,11,15,16,17,19,22,27,28,30,31],polynomial_featur:[6,30],polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,28,30,31],polytrop:[0,6,27,30],pool:3,pool_siz:3,poor:[1,13,31],poorli:[0,28],pop:2,popul:[0,5,27,28,29,30],popular:[0,1,3,6,7,8,9,11,12,15,20,21,22,24,27,28,31],popularli:[0,27],portabl:10,portion:[11,13],pose:[0,4,5,6,11,24,27,30],posit:[0,1,2,3,5,7,8,10,11,13,14,17,21,24,27,28,29,30,31],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,19,20,21,22,24,25,27,28,29,30,31],posterior:[5,29,30],postpon:[0,27,28],postscript:22,postul:[5,29,30],potenti:[0,3,5,6,12,13,27,28,29,30],potr:[],potrf:[],pott:12,power:[0,1,5,6,8,9,12,13,27,28,30],pp:[5,6,18,29,30,31],practic:[0,5,6,7,8,22,24,28,29,30,31],practition:[0,1,3,27],pre:27,preced:[1,11,12,24],preceed:4,preceq:8,precis:[0,2,5,11,13,21,22,24,27,28,29,30],pred:[6,30],predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,20,22,26,27,28,29,30,31],predict_prob:1,predict_proba:[7,10,31],predictor:[0,5,6,7,9,10,11,27,28,29],prefer:[0,1,6,8,9,11,13,15,20,22,27],prepar:[0,6,21,22,27,28],preprocess:[0,4,6,7,8,9,10,11,29,30,31],prerequisit:0,prescript:22,presenc:13,present:[0,5,6,7,9,12,13,21,22,24,27,28,29],preserv:[3,11,21],press:[13,26,31],pretrain:[1,4],pretti:[0,4,8,9,15,20,22,27],prev_centroid:14,prevent:[13,24],previou:[0,1,2,3,4,5,6,8,10,11,12,13,21,22,24,28,31],previous:[2,3,9,10,24],price:[0,4,9,13,28],primal:8,primari:[0,7,27,31],prime:24,primit:2,primitive_batch:[3,4,14],princip:[0,5,7,20,27,28,31],principl:[0,6,7,8,14,27,30,31],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,24,27,28,29,30,31],print_funct:[8,9],printout:[0,27],prior:[0,5,6,27,28,29,30],privat:[0,27],prob:[1,24],probabilist:[0,26,27,28],probabl:[0,1,3,4,6,7,10,13,20,27,28,31],problem:[0,3,4,5,6,7,8,9,10,11,12,14,16,17,20,21,22,24,30],probml:26,proce:[0,5,6,7,8,9,10,11,13,21,27,28,29,30],procedur:[2,4,5,6,8,10,11,13,22,28,29,30,31],proceed:21,process:[0,2,4,6,9,10,12,13,15,20,21,22,24,26,27,30,31],prod:26,prod_:[1,5,7,29,30,31],produc:[0,3,4,5,6,9,10,11,12,13,20,21,22,24,27,28,29,30],product:[0,1,3,5,6,7,8,12,13,16,20,21,27,28,29,30,31],profess:[0,27],program:[0,1,4,5,6,8,12,14,15,16,20,21,23,24,25,27,28,30],programm:21,progress:[1,4,14],prohibit:[6,30],project1:[6,22],project:[0,1,2,3,5,11,13,17,18,19,20,23,25,28,29,30],project_root_dir:[0,6,7,9,27,28,30,31],promin:12,promis:8,promot:[25,27],prone:9,pronounc:[13,20,27],proof:[0,11,12,13,27,30,31],propag:[2,3,13],proper:[0,2,6,7,22,27,30],properli:[1,6,8,10,13,22],properti:[0,1,3,12,13,16,17,21,27,30],proport:[0,1,5,9,11,13,16,24,27,28],propos:[1,4,6,10,22,27],propto:[5,13,29,30,31],protect:[],protobuf:[],proton:[0,27],prove:[3,13,31],provid:[0,1,3,4,5,6,8,9,10,12,13,15,20,21,22,24,27,28,29,30,31],proxi:[1,13],prune:9,pseudo:[21,24],pseudocod:22,pseudoinv:[5,29],pseudoinvers:[5,6,29],pseudorandom:[6,24,30],psycholog:[0,27],pt:13,ptratio:28,punish:[0,1,27],pure:[3,9,24],purest:9,puriti:9,purpos:[0,3,10,12,14,27,28],put:[1,27],putarow:[],putboundslic:[],putclist:[],putobjsens:[],putqobj:[],py:[0,1,2,3,4,5,6,7,8,11,13,14,22,27,28,29,30,31],pycod:27,pydata:20,pydot:9,pyhton2:27,pylab:[0,7,27,31],pylint:[3,4,14],pypi:20,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,30,31],pythagora:[5,29,30],python2:[0,15,22,27],python3:[0,1,2,3,4,6,7,8,11,13,14,15,20,22,27,28,29,31],python:[1,2,3,4,5,6,8,11,12,13,14,16,22,24,28,29],pytorch:[0,20,22,27],pywrap_tf:[],q:[5,6,8,11,24,28,30],qn_bavhmd8u:[],qp:8,qquad:[2,11,13,21],qr:[5,6,21,28],quad:[1,13,21],quadrat:[0,8,9,13,15,16,27],qualit:[4,9,22,24],qualiti:[0,9,15,16,20,27,28],quantifi:1,quantil:10,quantit:[0,6,9,22,27,30],quantiti:[0,2,5,6,7,9,10,11,12,14,16,21,24,27,28,29,30,31],quantum:[4,12,26,27],quartil:[0,28],quench:5,queri:9,question:[0,5,6,9,11,12,13,22,25,27,28,29,30],qugan:4,quick:[4,24],quick_execut:[],quickli:[1,3,9,11,13,31],quit:[1,5,6,9,10,12,28,30],quot:[4,27],r2:[0,5,6,27,28,29,31],r2_score:[0,27,28],r2score:[0,27],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,22,24,28,29,30,31],r_1:9,r_2:9,r_j:9,r_m:9,rad:[0,28],radial:[0,8,12,28],radioact:24,radiu:[0,1,9,28],rag:2,rain:9,rais:[0,2,13,27,29],ramp:1,ran0:24,ran1:24,ran2:24,ran3:24,rand:[0,4,5,6,9,10,13,15,16,21,27,28,29,30,31],rand_max:[],randint:[6,9,13,30],randn:[0,1,2,5,6,9,11,13,15,16,27,28,29,30,31],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,20,21,22,27,28,29,30],random_devic:[],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11,28,31],randomforestclassifi:10,randomizedsearchcv:31,randomli:[1,6,9,13,14,30,31],randomnumbergener:[],randuniform:31,rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,21,24,27,28,29,30,31],rangl:[0,6,11,24,27,28],rangle_x:24,rank:[5,28],rankdir:4,raphson:[1,8,13],rapidli:[0,27],rare:[1,13,27,30,31],rate:[0,1,2,3,4,8,9,10,12,13,28,31],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,24,27,28,29,30,31],ratio:[4,7,9,10,11,31],rational:[0,27],ravel:[5,6,7,8,9,10,11,13,21,28,30,31],raw:3,raw_df:28,rbahrf:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,24,28],rcond:[0,27,28],rcparam:[0,1,3,7,8,9,10,24,27,31],rd:[],rdbj50lv3go:[],re:[2,4,13,31],reach:[1,4,5,6,7,9,10,11,12,13,14,29,30,31],read:[0,2,3,4,5,6,7,8,11,12,16,21,22,23,24,26,29,31],read_csv:[0,6,7,9,27,28,30,31],read_fwf:[0,27],reader:[0,6,21,24,27,28,29],readi:[0,1,5,6,8,10,11,12,21,22,27,29,30],readili:1,readthedoc:20,real:[0,1,2,4,7,10,11,12,13,21,28,30,31],real_loss:4,real_output:4,realist:8,realiti:24,realiz:[1,12],realli:[0,1,27],rearrang:13,reason:[0,1,3,4,10,13,26,27,31],reassign:1,rebuild:[],recal:[5,6,9,10,11,12,21,24,27,28,29,30,31],recalcul:[],recast:3,receiv:[1,3,10,12,24],recent:[0,2,3,4,6,9,10,13,14,15,22,26,27,29,30,31],recept:[3,12],receptive_field:3,recip:[0,6,7,21,22,27,28,31],reciproc:[5,29],recogn:[0,4,5,10,27,29,30],recognit:[0,1,3,12,23,26,27],recommend:[0,2,3,4,5,6,8,13,15,18,20,21,22,26,29,30],reconsid:9,reconstruct:11,record:[10,22,23,25,27],recreat:[],rectangl:[9,13,31],rectangular:[5,28],rectifi:[1,3,12],recur:[0,20,27],recurr:[0,1,20,27],recurs:[9,20,21,27],recycl:[],red:[0,3,4,6,8,9,30],redefin:[0,10,27,28],redefinit:29,reduc:[1,3,5,6,9,10,11,13,27,29,30,31],reduct:[0,10,11,20,24,27,28],refer:[0,1,2,3,5,6,7,11,12,13,14,21,22,26,27,28,30,31],referenc:2,refin:12,refit:[6,30],reflect:[0,1,4,5,22,24,27],refresh:[20,27],refreshprogrammingskil:27,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12,22],regist:[6,22,24],reglasso:[5,29],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,20,21],regressor:[0,7,10,27,31],regridg:[0,5,6,29,30,31],regular:[0,3,4,5,6,7,9,13,17,25,27,28,29,30],regularis:6,reilli:[0,15,26,27],reinforc:[0,8,20,27],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,24,27,28,30,31],relat:[0,1,3,4,5,11,13,14,21,24,27,29,30],relationship:[0,4,9,27],relativeerror:[0,27,28],releas:[1,6,13,20,22,27,30],relev:[0,1,5,7,11,15,20,22,24,27],reli:[0,3,4,6,8,14,27],reliabilti:22,reliabl:[7,24,31],relu:[3,4],remain:[1,2,4,6,12,21,24,28,29,30,31],remaind:24,reman:2,remark:1,rememb:[0,8,13,21,22,27],remind:[0,5,11,13,21,24,28,29,30],remov:[0,4,5,6,27,28,29,30],render:[0,27,28],reorder:[5,7,28,29,31],reorgan:[0,27],repeat:[0,1,3,4,5,6,9,10,11,13,14,21,22,24,27,29,30,31],repeated:27,repeatedli:[0,6,10,13,30],repet:3,repetit:[6,27,28,30,31],rephras:[13,31],replac:[0,1,3,4,5,6,10,12,14,15,16,20,22,27,28,29,30,31],replica:[6,30],repo:22,report:27,reportexampl:22,repositori:[0,4,22,27,28],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,24,27,28,29,30,31],represent:[0,1,3,6,24,27,30,31],representd:3,reproduc:[0,5,6,9,12,15,16,20,22,24,27,28],repuls:[0,27],request:[0,13,27],requir:[0,1,3,4,5,6,8,9,11,12,13,17,21,27,28,29,30,31],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,22],resampl:[0,7,10,19,20,27,28,31],rescal:[0,11,12,28],rescu:[5,29,30],reseach:[6,22],research:[0,4,13,20,26,27],resembl:[6,24,30],reserv:[1,5,6,24,29,30],reset:[],reshap:[0,1,2,3,4,6,8,9,10,15,16,21,27,28,30],residenti:[0,28],residu:[0,5,13,27],resiz:[5,28],resourc:27,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,22,24,27,28,29,30,31],respond:12,respons:[0,7,9,12,27,28,31],rest:[0,5,28],restat:[0,12,27],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,27],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,22,24,27,30,31],result_typ:2,retail:[0,28],retain:[5,6,28,30,31],rethink:30,return_data:14,return_kwarg:[],return_sequ:4,return_x_i:9,reus:[1,3,6,18,19,22],reveal:[0,12,27],revers:[1,21],review:[20,21],revisit:14,revolut:27,reward:[0,4,27],rewrit:[0,3,5,6,7,8,10,11,12,13,19,21,22,24,29,31],rewritten:[2,6,8,10,24,30],rewrot:[13,31],rf:10,rfft2:[3,4,14],rfft:[3,4,14],rfftfreq:[3,4,14],rfftn:[3,4,14],rgb:3,rgoj5yh7evk:20,rh:[6,30],rho:[0,10,13,27],rho_1:10,rho_2:10,rho_m:10,rich:[0,27],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,20,27],ridge_fit:30,ridge_fit_beta:30,ridge_sk:6,ridgebeta:[5,29],ridgecv:31,right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,19,21,22,24,27,28,29,30,31],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,24,27,28,30,31],rigor:[0,27],ring:6,rise:[0,27],risk:[0,13,15,16,27,31],rival:4,river:[0,28],rm:[0,24,28],rmse:[0,28],rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:24,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:24,rntrick2:24,rntrick3:24,rntrick4:24,ro:[0,13,27,31],robert:[18,22,26],robust:[0,27],robustscal:[0,28],roc:[7,10],role:[0,2,5,6,8,20,27,28,29,30,31],roll:6,room:[0,25,27,28],root:[0,5,9,13,24,27,28,29,31],rot:27,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13,28,31],routin:[13,21,27,31],row:[0,1,2,5,6,7,9,11,21,27,28,29,30,31],rr:[5,28],rrr:[5,28],rthe:[],rug:[13,31],rule:[0,1,5,6,13,22,27,28,29,30],run:[0,1,2,4,5,6,8,9,11,13,15,20,22,27,28,29,30,31],runtim:[1,6,14],runtimewarn:[1,6,30],russel:27,rust:[0,15,20,21,27],rustad:[],rv_frozen:31,rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,20,21,22,24,27,28,29],s_1:6,s_:[3,6],s_i:[6,7,31],s_j:6,s_k:6,saddl:[13,31],safe:[],safe_zip:[3,4,14],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,21,22,24,27,28,29,30,31],said:[6,9,13,31],sake:[0,5,7,11,27,28,29,31],sale:[0,27],sam:27,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,21,22,24,27,28,29,31],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,19,20,21,22,24,27,28,29,30,31],sample_vari:14,sample_weight:[],sampleexptvari:24,samwis:27,sastri:11,satisfactori:[0,27],satisfi:[1,2,3,6,8,13,17,21,24,30,31],satur:[1,6,30],save:[0,4,6,7,9,13,27,28,30,31],save_fig:[0,6,7,9,10,27,28,30,31],savefig:[0,4,6,7,9,24,27,28,30,31],savetxt:4,saw:[5,28],scalabl:10,scalar:[2,5,6,10,13,28,29,30],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,20,21,22,25,27,29,31],scale_mean:4,scale_std:4,scalei:[],scaler:[0,7,8,9,10,11,28,30],scalex:[],scan:[5,7,29,30,31],scari:[5,29,30],scatter:[0,1,6,7,8,9,14,27,28,29,30,31],scenario:[6,13,31],schedul:[13,25],scheme:[1,13,31],schigsog2l:[],schrage:24,scienc:[0,1,10,12,13,20,23,24,25,26,28,31],scientif:[0,15,20,22,27],scientist:[0,27],scikit:[3,5,6,7,8,9,10,13,20,21,22,23,26],scikit_learn:[0,16],scikitlearn:27,scikitplot:[7,10,31],scipi:[0,3,5,6,13,15,20,21,22,27,28,29,30,31],scl:6,score:[0,1,3,6,7,9,10,11,15,16,22,25,27,28,30,31],scores_kfold:[6,30,31],scratch:[1,13],sdg:13,sdt_bfla8ua:[],seaborn:[0,1,3,6,7,27,28,31],seamless:[0,15,20,22,27],search:[0,1,3,5,9,13,27,29],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,20,21,22,24,25,27,28,30,31],secondeigvector:11,secondli:12,section:[4,11,17,21,24,28,29,31],sector:[0,27],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,21,22,24,27,28,29,30,31],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,22,24,27,28,29,30,31],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,27],seen:[0,1,3,5,10,12,17,24,27],segment:[13,31],seismic:6,seldomli:[0,27],select:[1,5,6,8,9,10,11,17,22,23,24,25,26,27,28,29,30],self:[1,2,5,28,29],sell:4,semest:[7,23,31],semi:[8,13,31],semilogx:6,send:[5,12,13,25,27],senior:[23,25],sens:[0,4,6,8,22,27,30],sensibl:3,sensit:[0,5,6,9,13,27,28,29,30],sent:[2,30],sentenc:[4,12],sep:[28,30],separ:[0,1,2,3,4,6,8,9,12,14,15,20,22,24,27,30],septemb:[16,17,18,19,22,27,28],sequenc:[2,3,4,7,9,10,12,13,20,21,24,27,31],sequenti:[1,3,4,10,12,24],seri:[0,1,2,3,4,5,6,10,11,12,13,21,27,28,29,30,31],serif:[0,7,24,27,31],serv:[0,1,2,3,5,7,13,22,26,27,28,29,30,31],servic:22,session:[1,22,23,25,27,30,31],set:[1,4,5,6,7,8,10,11,13,14,16,17,20,21,22,24,25,29,30],set_major_formatt:[6,22],set_major_loc:[6,22],set_stream:[],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,27,31],set_xlabel:[0,1,2,3,7,12,27,31],set_xlim:[7,12,31],set_xticklabel:1,set_ylabel:[0,1,2,3,7,27,31],set_ylim:[7,12,31],set_ytick:[7,31],set_yticklabel:[1,6],set_zlim:[6,22],seth:4,setiosflag:[],setminu:[6,31],setosa:[8,9],setosa_or_versicolor:8,setp:[6,30],setprecis:[],setse:[],setup:[1,4,6,8,20,27,28],setw:[],sever:[0,3,5,6,7,8,9,11,12,13,20,21,24,27,28,29,30,31],sgd:[1,3,31],sgd_clf:8,sgdclassifi:8,sgdreg:[13,31],sgdregressor:[13,31],sgn:[5,28,29],sh:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,21,27,28,29,30,31],shape_bas:2,share:[1,3,27],she:[7,31],shift:[1,6,12,24,29],ship:3,shire:27,shortcom:[13,31],shorten:4,shorter:24,shorthand:[27,30],shortli:[21,27],should:[0,2,3,5,6,8,9,11,12,13,15,16,21,22,24,27,28,29,30],should_sync:[],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21,22,24,27,28,29,30,31],show_shap:4,shown:[0,4,5,7,8,11,12,13,21,28,31],showpoint:[],shrink:[3,5,6,8,11,22,28,29],shrinkag:[5,6,28,29],shrunk:11,shuffl:[0,1,4,6,13,28,30,31],side:[0,2,5,8,12,13,21,27,29,30,31],sigh:[20,27],sigma0:24,sigma1:24,sigma2:24,sigma:[0,1,5,6,7,10,11,12,13,17,18,19,21,22,24,27,28,29,30,31],sigma_0:[5,28,29],sigma_1:[5,28,29],sigma_2:[5,28,29],sigma_:[5,21,27,28,29,30],sigma_fn:[7,12,31],sigma_i:[0,5,27,28,29],sigma_j:[5,17,28,29],sigma_m:[6,24,30],sigma_n:[11,24],sigma_t:13,sigma_x:24,sigmoid:[1,2,4,7,8,10,12,31],sigmundson:[6,28,29],sign:[1,2,7,8,10,24,25,31],signal:[1,3,10,12],signatur:[],signifi:4,signific:1,significantli:[1,13,24,31],sigurd:[],sim:[4,5,6,13,18,22,24,29,30],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,20,21,22,27,28,29,30,31],similarli:[0,1,3,5,8,10,13,24,27,28,29],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,19,20,21,22,24,30],simple_rnn:[],simplepredict:10,simpler:[0,1,5,6,7,13,16,19,20,22,27,29],simplernn:4,simplest:[0,1,3,4,9,10,12,14,27],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,20,21,22,24,27,28,29,30],simplic:[2,5,6,7,8,9,10,11,12,14,28,29,30,31],simplicti:[5,28],simplifi:[0,6,9,15,20,22,27,28,29,30],simplist:[3,6,24,30],simul:[6,30],simultan:[6,30],sin:[0,1,2,3,4,9,12,13,21,27],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,21,24,26,27,28,29,30,31],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,21,24,27,28,29,30,31],singular:[0,6,13,21,22,27,29,30,31],sinusoid:3,site:[0,1,2,3,4,6,7,8,11,13,14,22,23,27,28,29,31],situat:[0,4,5,7,13,24,27,28,31],six:[3,4,14,24],size:[0,1,2,3,4,5,6,8,9,10,11,13,21,22,24,27,29,30,31],sketch:10,ski:9,skill:[0,27],skip:11,skiprow:28,skl:[0,6,27,28,29],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,27,28,29,30,31],skplt:[7,10,31],sl:[6,29,31],slack:8,slice:[2,21,27],slide:[0,3,15,16,22,24,27,28,30],slight:[6,13,30],slightli:[1,2,3,5,6,7,10,24,28,29,30,31],slope:[8,11,12],slow:[0,2,8,13,28,31],slower:[5,21,27,28,29],slowest:21,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,20,21,22,24,27,28,29,30,31],smaller:[0,1,2,5,6,8,9,11,13,24,27,28,29,30,31],smallest:[0,4,14,15,16,27,31],smallest_row_index:14,smooth:[0,3,6,9,13,22,27,31],sn:[0,1,3,6,7,27,28,31],sne:11,sneak:27,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,21,22,24,25,27,28,29,30,31],soar:6,social:[0,27],societ:27,soft:[1,7,10,12,31],soft_pmap:[3,4,14],soften:8,softmax:[3,7,31],softwar:[0,8,15,20,21],sol:8,sole:[0,6,27],solid:[0,7,27,31],solitem:[],soltyp:[],solut:[0,1,2,3,5,6,8,10,11,13,17,18,21,22,24,27,28,29,30,31],solutionsummari:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,21,22,27,28],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:[2,7,8,9,10,11,21,31],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,24,29,30],some_model:[6,28,29],somehow:4,someth:[0,1,3,4,7,9,11,22,24,27,28,31],sometim:[0,1,11,12,13,14,27,28],soon:[21,25],sophist:[0,27],sopt:13,sort:[5,6,9,11,24,28,30],sound:[3,5,29,30],sourc:[0,1,3,6,15,20,21,22,24,27,28,30],space:[0,1,4,5,8,9,11,12,13,14,24,28,29,30,31],span:[0,3,5,9,11,21,27,28],spare:1,spars:[3,6,21,27],sparse_mtx:[21,27],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],spdiag:[],speak:24,special:[6,7,10,12,13,21,24,27,28,29,30,31],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,20,21,22,24,26,27,28,29,30,31],specifi:[0,3,5,6,7,9,11,13,14,22,24,27,29,30,31],specifici:[0,10,27],spectacular:3,spectral:1,speech:[0,1,3,4,12,27],speed:[1,2,4,13],spend:24,spent:22,sphere:[0,28],spin:6,spite:[0,27],spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,22,24,29,30,31],splite:0,splitter:[1,10],spmatrix:[],spontan:24,spot:3,spread:[0,11,24,27,28],springer:[18,22,26,27,29],spuriou:13,sqquar:29,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,24,28,29,30],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,19,20,21,24,30,31],squarederror:10,squaredeuclidean:14,squash:12,squeez:2,srand:[],srtm:[6,22],srtm_data_norway_1:[6,22],sse4:[],stabil:[5,22],stabl:[0,4,5,6,7,9,11,20,27,28,29,31],stack:[2,3,4],stacklevel:[0,27],stage:[5,13,22],stai:[0,2,4,5,11,17,27,28],stand:[0,5,9,12,27,28,29],standadscal:28,standard:[0,1,4,5,6,7,8,10,12,15,16,17,19,21,22,24,27,29,31],standard_basi:2,standardscal:[0,6,7,8,9,10,11,28,29,30],stanford:[13,31],start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,21,22,24,25,27,28,30,31],start_box:[2,13],start_nod:[2,13],start_tim:14,startpoint:[],stat:[6,28,30,31],state:[1,2,4,5,6,7,8,10,11,12,13,20,24,28,29,30,31],statement:[0,7,21,31],stationari:31,statist:[0,1,3,4,7,9,10,11,12,13,14,18,21,22,23,26,28,31],statu:[0,7,11,27,28,31],stavang:[6,22],std:[0,4,6,27,28,30],stdev:[],stdout:[],steep:[13,31],step:[0,1,2,4,6,7,9,10,11,12,13,14,21,22,27],step_fn:[7,12,31],step_length:13,steps_list:9,steps_per_epoch:[],stereo:3,stian:[],still:[0,2,3,5,6,11,13,17,24,30,31],stimuli:12,stk2100:[26,27],stk3155:[15,22,23,25],stk4021:[26,27],stk4051:[26,27],stk4155:[23,25],stk5000:26,stk:[26,27],stochast:[0,1,5,6,8,11,12,15,16,22,27,29,30,31],stock:4,stoke:12,stone:[0,7,22,27,31],stop:[1,4,7,9,11,13,14,31],storag:[5,28],store:[0,1,2,3,6,11,13,22,24,27],storehaug:[25,27],str:[1,3,4],straight:[0,6,8,13,27,28,30,31],straightforward:[0,2,3,5,6,8,9,10,13,21,27,28,29,30,31],strategi:[0,1,9,27],stratifi:[6,30],streamtyp:[],strength:[0,5,14,28],stretch:11,strict:[8,13,31],strictli:[8,13,31],stride:[4,21],strike:6,string:1,stroke:[7,31],strong:[3,6,9,10,12,21,24,30],strongli:[0,8,20,21,28],stronli:[0,28],structur:[0,1,2,3,6,9,10,12,20,27,30,31],stuck:[1,13,31],student:[0,22,23,25,26,27],studi:[0,3,4,5,6,7,8,11,12,13,17,19,20,22,26,27,28,29],studier:26,style:[0,7,9,21,27,31],sub:[9,12],subarg:[2,13],subdivid:[0,21,27],subfield:[0,27],subject:[6,8,24],submit:27,submodul:[3,4,14],subplot:[0,1,3,4,6,7,8,9,10,13,14,22,27,28,30,31],subplots_adjust:[8,24],subprogram:[21,27],subract:[0,28],subroutin:[0,27],subscript:1,subsequ:[1,4,5,6,12,21,24,28,30],subset:[1,6,9,12,13,20,27,30,31],subspac:[0,8,11,28],substanti:[9,10],substep:11,substitut:[3,6,12,21,30],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,17,21,22,24,29,30],subtre:9,subval:[2,13],succeed:[0,4,27],success:[3,7,9,13,24,31],successfulli:[4,9],sucess:[],sudo:[0,15,20,22,27],suffer:[0,1,2,5,10,27,28,29],suffici:[1,6,8,11,13,30,31],suggest:[1,13,26],suit:[8,12],suitabl:[0,24,28],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,27,28,29,31],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,27,28,29,30,31],sum_i:[0,2,5,6,8,13,17,19,22,28,29,30],sum_j:6,sum_ja_:0,sum_k:[6,8,12,21],sum_logist:13,sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,29,30,31],summari:[1,3,4,10,23,29],summat:[0,3,16,28],sundai:[17,18,19],sunni:9,superconduct:[28,29],superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,20,27,28,30,31],supplement:[7,31],support:[0,1,9,10,11,13,20,27,28],suppos:[0,5,6,7,8,10,11,12,13,21,27,28,29,30,31],suppress:[5,13,29],sure:[0,1,4,6,22],surf:[6,22],surfac:[0,6,22,27],surpass:6,surpris:[0,27],surround:[3,20],survei:[0,5,6,27,28,29,30],suyrzm0:[],svc:[8,9,10],svd:[0,6,11,17,27,30],svdinv:[5,29],svm:[8,9,10,11],svm_clf:[8,10],swap:2,swapax:2,swath:[5,28],sy:[3,4,13,14,31],symbol:[1,5,11,13,20,24,27,28,29],symmeteri:1,symmetr:[0,5,8,11,12,13,21,27,28],symmetri:[6,9],sympi:[0,15,20,22,27],synonim:24,syntax:[1,13],syntaxerror:[1,8],syrk:[],system:[0,1,3,4,6,7,9,10,12,13,15,20,21,22,27,31],systemat:[4,6,30],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24,25,27,30,31],t_0:[2,9,13],t_1:13,t_:2,t_b:10,t_i:[1,2,5,12,28],t_j:12,t_k:9,tabl:[9,22,24,25,27],tabul:[0,27],tabular:27,tackl:4,tag:[2,3,4,5,6,7,12,13,14,21,24,28,31],taht:[0,27],tail:24,tailor:[2,8,11,27],taiwan:[0,27],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,22,24,27,28,29,30,31],taken:[0,1,3,6,10,13,21,27,30],tan:3,tangent:[1,4,12,13,31],tanh:[1,4,7,8,12,31],tape:[],target:[0,1,3,4,5,6,7,8,9,10,11,12,27,28,29,30,31],target_meta:[],target_nam:9,task:[0,1,3,6,9,11,12,14,22,27,30],tau:[3,5,24,29,30],taught:27,tax:[0,28],taylor:[2,13,31],taylornr:[13,31],tc:8,td:[1,6,13,22,27,30],teach:27,team:1,teaser:0,technic:[0,5,6,13,15,27,28],techniqu:[0,1,8,10,13,20,24,26,27,28,30,31],technolog:[0,1,27],tek5040:[],tell:[0,4,6,10,11,13,24,30],temp1:1,temp2:1,temp:1,temperatur:[0,9,27],temporarili:1,ten:[3,17,27],tend:[3,5,6,8,9,10,12,13,14,28,29,30],tendenc:[0,27],tension:[6,30],tensor:3,tensorflow:[0,2,4,8,14,15,20,21,22,23,26,27,28],term1:[5,6,11,22,28],term2:[5,6,11,22,28],term3:[5,6,11,22,28],term4:[5,6,11,22,28],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,22,24,27,28,29,31],termin:[0,4,5,9,10,13,15,27,28],terrain1:[6,22],terrain:[6,22],test:[3,4,5,6,7,8,9,10,13,14,17,19,21,22,24,30,31],test_acc:3,test_accuraci:[1,3],test_error:6,test_imag:[3,4],test_ind:[6,30,31],test_input:4,test_label:[3,4],test_loss:3,test_pr:1,test_predict:1,test_rnn:4,test_scor:[7,10,31],test_siz:[0,1,3,5,6,10,27,28,29,30,31],test_split:9,tester:29,testerror:[0,6,28,30],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,21,24,26,27,28,30,31],textbook:[17,22,28,30],textual:9,textur:[1,9],tf:[1,3,4,13,14,31],tfe_py_execut:[],tflite:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,21,22,24,27,28,29,30,31],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,20,24,27,28,29,30],thank:[4,6,28,29],theano:[1,20,27],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,22,24,28,29,30,31],them:[0,1,3,4,6,8,9,10,11,12,13,21,22,27,28,29,30],theme:[0,27],themselv:[0,24,27],thenc:[6,30],theorem:[2,6,7,28,31],theoret:[0,4,10,27],theori:[0,1,3,8,9,12,13,18,20,22,26,27,29],thereaft:[0,5,6,11,12,15,16,17,21,22,27,30],therebi:[0,5,7,11,27,28,29,31],therefor:[0,1,2,3,4,6,7,8,11,13,24,27,28,30,31],therein:11,thereof:[0,6,13,27,30],theta:[1,4,13,24],theta_:[1,13],theta_i:1,theta_k:[],theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,21,22,23,24,26,28,29,30,31],thing:[0,1,2,4,5,7,9,24,27,29,30,31],think:[0,1,3,4,6,9,12,13,14,24,27,30,31],third:[0,3,6,13,25,27,30,31],thirti:[7,31],thorughout:27,those:[0,3,5,6,8,9,10,11,21,22,23,27,28,30],though:[1,2,3,4,13,21,24],thought:[6,14,22,24,30],thousand:[0,1,22,27,28],thread:[],three:[0,1,3,5,6,8,9,12,15,21,22,23,24,25,27,28,29,30,31],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,20,21,24,27,28,29,30,31],throughout:[0,4,5,14,20,21,24,27],thu:[0,1,2,5,6,7,8,10,11,12,13,22,25,27,28,29,30,31],thumb:[0,6,22,27,28],thursdai:[25,27],tibshirani:[6,18,22,23,26,27,28,30],tick_param:6,ticker:[6,13,22,24,31],tif:[6,22],tight_layout:[1,7,31],tightli:11,tild:[0,5,6,7,11,15,16,17,18,19,22,24,27,28,29,30],till:[0,4,7,8,9,10,12,21,27,28,31],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,20,21,22,24,27,28,29,30,31],timefunct:[],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,22,24,27,28,30,31],tmp:13,tmp_log:[],tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,27,30],to_str:[],todai:3,todo:[3,4,14],togeth:[0,3,6,8,11,13,20,27,28],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,24,26,27,28,30,31],took:[8,27],tool:[0,1,3,6,13,20,28,30],toolbox:8,top:[0,3,4,5,6,9,10,14,18,20,27,29,30],top_node_typ:[],top_trac:[],topic:[0,5,6,7,8,20,22,28,29,31],topograph:22,topolog:[1,3,12],toposort:2,torkjellsdatt:[25,27],toss:[10,24],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,21,24,25,27,28,30,31],total_loss:4,totalclustervari:14,totalscatt:14,totalvari:[],toward:[1,2,7,12,13,22,31],town:[0,28],tp:[4,7],tpng:9,tpu:[13,20,27],tqdm:6,tr:28,trace:[2,13],trace_stack:[2,13],traceback:[0,2,3,4,6,9,10,13,14,15,22,27,29,30,31],traceback_util:[],tracer:[2,13],track:[3,13,14,21,31],tract:[0,28],tractabl:[0,27,28],trade:[5,9,19,29,30],tradeoff:[0,5,19,22,27,28,29,31],tradit:[0,1,4,6,27,30],train:[2,3,5,6,8,9,10,11,12,13,17,19,22,29,30,31],train_accuraci:[0,1,3,27],train_dataset:4,train_end:[0,1,28],train_error:6,train_funct:[],train_imag:[3,4],train_ind:[6,30,31],train_label:[3,4],train_pr:1,train_siz:[0,1,3,28],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,27,28,29,30,31],train_test_split_numpi:[0,1,28],trainabl:[],trainable_vari:4,trained_model:[6,28,29],trainerror:[0,28],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,training_gradient_fun:[],training_loss:[],trainingerror:[6,30],trainpredict:4,trainscor:4,trainx:4,trait:[0,27],trajectori:4,tran:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,20,21,27,28,29,30,31],transit:[6,12],translat:[1,4,6,10,28,29],translate_vjp:[],transpos:[1,5,11,21,28,29],travers:[0,5],treat:[0,1,3,6,12,13,24,27,28,29,30,31],tree:[0,1,6,20,22,27],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:24,treue:7,trevor:[18,22,26],tri:[2,3,4,9,13,31],triain:0,trial:[0,2,4,6,13,24,27,30,31],triangl:[13,31],triangular:21,trick:[3,4,8,11,13,24],trickier:24,tridiagon:21,trillion:20,trivial:[0,1,5,11,24,27,29],troubl:[0,8,12,28],truck:3,true_beta:[6,28,29],true_divid:1,true_fun:[6,30],truli:27,tucker:8,tuesdai:[25,27,30,31],tumor:[7,9,31],tumour:[7,31],tunabl:1,tune:[4,9,13,21,27,31],tup:[],tupl:[2,13],turn:[0,1,5,6,7,8,9,10,11,12,13,19,21,22,24,27,28,30,31],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,24],twice:[13,31],twist:11,twister:[],two:[0,1,2,4,5,6,7,9,10,11,12,13,14,15,16,21,23,24,26,27,29,30],tx:[13,31],tx_1:[13,31],txt:4,ty:[13,31],type:[0,1,3,6,8,10,13,16,21,22,24,28,29,30,31],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,24,27,28,29,30,31],typo:22,u:[0,2,5,6,8,10,11,12,17,21,27,28,29],u_:21,u_i:12,u_m:10,ua:[0,27],ubuntu:[0,15,20,22,27],uci:[0,28],ufunc:[],uio:[22,25,26],un:14,unari:[21,27],unary_f:[2,13],unary_oper:[2,13],unary_to_nari:[2,13],unbalanc:[6,9,30,31],unbias:[0,5,6,27,29,30],unbroadcast:[],unbroadcast_f:[],uncent:[6,29],uncertainti:[0,5,27,29,30],uncertitud:24,unchang:[1,3],uncorrel:[10,24],undefin:[5,28],under:[0,1,3,4,5,6,10,13,14,15,16,20,22,27,28,29,30,31],underdetermin:[0,27],underfit:[1,6,30],underflowproblem:[5,29,30],undergo:[5,29,30],undergradu:[23,25],underli:[0,1,9,13,24,27],underset:[4,14],understand:[0,1,3,5,6,10,13,14,20,27,28,29,31],understood:[8,13],undesir:8,undetermin:[5,8,29,30],undo:4,unexpect:[6,30],unexpected:24,unfair:[6,28,29],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,22,24,27,28,31],uniform_real_distribut:[],uniformli:[13,24,31],unifrompdf:24,unimport:[13,31],union:[5,6,29,30,31],uniqu:[0,2,6,13,14,21,27,30,31],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,24,27,28,29],unitari:[5,6,21,28],unitarili:[21,27],uniti:24,univari:24,univers:[0,1,2,13,15,20,22,23,25,27,28,29,30,31],unix:1,unknow:[0,21,27],unknown:[0,1,3,4,5,6,8,10,13,16,21,27,28,29,30],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,22,27,28,30,31],unlik:[1,3,8,13,31],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9,31],unstabl:1,unsupervis:[0,1,4,12,20,27],unsymmetr:[21,27],until:[1,2,4,9,12,13,14,31],untouch:0,unus:[3,4,14],unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,18,20,21,22,24,25,29],updat:[1,2,3,4,10,12,13,14],uploa:27,upload:[20,22,26],upon:[0,1,6,7,11,21,22],upper:[0,8,9,16,21,28],uppercas:[21,27],upsampl:4,upscal:4,url:[],us:[4,5,6,8,9,10,11,12,14,15,16,17,18,19,21,22,23,24,26,29,30],usa:27,usag:[0,8,20,27,28],usd10000:[0,28],usd:[0,28],use_bia:4,use_multiprocess:[],usecol:[0,27],useless:1,user:[0,1,2,3,4,6,7,8,11,14,15,20,21,22,27,28,29,31],usernam:22,userwarn:[3,4,6,14],usetex:24,usg:[6,22],usr:24,usual:[0,3,4,7,12,13,14,27,31],ut:[5,29],util:[0,1,3,4,6,7,10,14,27,28,30,31],ux:21,v0:24,v1:[3,4,14,24],v2:[3,4,14,24],v8ejbfezkui:[],v:[2,4,5,6,11,13,17,20,28,29],v_0:11,va:1,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,20,24,27,28],validation_batch_s:[],validation_data:3,validation_freq:[],validation_split:4,validation_step:[],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,19,20,21,22,27],valuat:9,valueerror:[0,2,27],valy:4,van:[0,18,22,27,28,29,30],vandenbergh:[8,13,31],vandermond:[0,27],vanilla:[0,6,11,14,28,29],vanish:[1,4,13,24,31],var_x:24,varabl:8,varepsilon:[5,6,18,22,29,30],varepsilon_:[5,6,29,30],varepsilon_i:[5,6,29,30],vari:[0,1,3,5,6,10,15,16,27,30],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,21,27,28,29,30],varianc:[0,1,5,7,9,10,11,13,14,18,19,20,21,24,27,28,31],variance_i:[5,11,28],variance_x:[5,11,28],variant:[0,1,6,8,12,13,27,28,31],variat:[3,4,11,27],varieti:[0,3,12,15,20,22,27],variou:[1,3,5,6,7,8,9,11,12,13,16,18,20,21,22,24,28,29],vartempvec:[],varvec:[],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13,31],ve:22,vec:[6,30],vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,20,29,30,31],vector_mean:14,ventur:[0,8,15,20,27],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,24,26,27,28,29,30,31],verifi:[3,11,21,27],versatil:[8,27],versicolor:[8,9],version:[0,3,4,10,13,14,15,20,21,22,24,27,28],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,27,28,29,30,31],vert_1:[5,6,28,29,30],vert_2:[5,6,11,17,28,29,30],via:[0,5,6,7,8,9,10,11,12,15,19,20,21,22,23,24,25,27,28,29,30,31],vidal:11,video:[0,1,12,20,23,25,27,28,29,30,31],view:[1,3,5,6,12,13,24,26,27,29,30],violat:8,virginica:9,viridi:[0,1,2,3,27],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3,27],visual:[0,3,11,12,15,20,27,28],visualis:1,viz:[6,8,24],vjiseqm2lci:[],vjp:[2,13],vjp_0:2,vjp_0_fun:2,vjp_1:2,vjp_1_fun:2,vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:[2,13],vjps_dict:[],vmap:13,vmax:[1,6],vmc:[],vmin:[1,6],voic:3,volum:[0,3,27],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vrtx:[],vs:[0,4,6,28,30],vspace:[2,13],vstack:[5,11,21,24,27,28],vt:[5,28,29],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,21,24,27,28,30,31],w_1:[8,21],w_1x_1:8,w_1x_:8,w_2:[8,21],w_2x_2:8,w_2x_:8,w_3:21,w_4:21,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:21,w_m:21,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,17,21,22,27,28,29,30,31],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,21,24,27,28,29,31],walk:9,walker:24,wang:[0,27],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,20,22,24,27,28,29,30,31],warn:[0,1,3,4,8,14,27,28],warrant:[6,30,31],wast:3,watch:20,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,30,31],weak:[9,10,14],weather:[1,12],web:[20,23,25,27,28],webpag:27,websit:[6,21,22,23,27],wedg:[8,24],wednesdai:[25,27,30,31],wee:11,week:[0,5,6,7,22,23,25],weekli:[20,22,25,26,27],weight:[0,1,2,3,6,7,9,10,12,13,22,24,28,31],weigth:2,welcom:[8,20],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,19,20,21,22,24,26,27,28,29,30,31],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,24,27,28,30,31],wessel:[0,18,22,27,28,29,30],westbi:[],westby:[],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,22,24,31],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,21,22,24,27,28,29,30,31],whenev:[13,24],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24,25,27,28,29,30,31],wherea:[6,24,30],wherein:[1,12],whether:[0,3,5,7,9,22,24,27,29,31],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,27,28,29,30,31],whichev:[1,3],while_p:[3,4,14],white:9,whiteboard:[19,28,29,30,31],who:[0,23,27],whole:[1,3,4,5,9,11,13,29,30],whose:[0,6,10,24,28,30],whow:[11,28],whrn:30,why:[0,1,3,6,13,22,29,31],wide:[0,1,3,6,7,12,15,20,21,22,27,30,31],widehat:[6,30],width:[0,3,8,9,27],wieringen:[0,18,22,27,28,29,30],win:10,wind:9,wing:[25,27],winther:2,wiothout:[6,28,29],wiscons:[7,31],wisconsin:10,wisdom:[6,29],wise:[0,1,5,12,13,28],wish:[0,2,5,7,8,11,13,14,21,22,27,28,31],with_std:[0,28,30],wither:6,within:[0,2,3,4,7,9,12,13,14,24,26,27,31],withinclust:14,without:[0,1,5,6,8,9,11,12,13,27,28,29,30],won:[0,27],wonder:8,woodi:27,word:[0,1,3,4,5,6,7,14,24,27,28,29,30],work:[0,1,4,6,7,8,9,13,15,20,22,23,24,25,27,28,30,31],worker:[],workshop:27,world:[0,8,27,28],worldwid:[0,27],wors:[0,1,3,4,6,27,30],worst:9,worth:9,worthi:22,would:[0,1,3,5,6,7,8,9,10,11,12,13,21,22,24,27,28,29,30,31],wrap:[2,3,4,6,14,21,27],wrap_toco:[3,4,14],wrap_util:[2,13],wrapper:[0,27],write:[0,1,2,3,5,6,7,8,12,13,15,16,17,21,22,27,28,30,31],written:[0,2,3,5,11,12,13,16,20,21,22,24,27,28,29,30,31],wrong:[1,8],wrongli:10,wrote:[5,11,28],wrt:[2,10,13],wth:[10,13],www:[20,21,22,26,27],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:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,27,30,31],x_0:[0,5,11,21,27,28,29,30],x_1:[0,2,5,6,7,8,9,10,11,13,21,24,27,28,29,30,31],x_2:[0,2,5,6,7,8,9,10,11,13,21,24,27,28,30,31],x_3:[8,21,24],x_4:21,x_:[0,2,3,5,6,8,10,11,13,14,18,21,22,24,27,28,29,30,31],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,21,24,27,28,29,30,31],x_input:2,x_ix_:[0,27],x_iy_i:8,x_j:[0,2,8,9,12,16,24,28],x_jy_j:8,x_k:[12,14,21,24,28],x_l:24,x_m:[6,12,21,24,30],x_n:[0,2,3,6,8,11,12,13,21,24,27,30,31],x_new:[9,10],x_offset:[6,28,29],x_output:2,x_p:[3,7,9,31],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_small:13,x_test:[0,1,3,5,6,7,9,10,11,27,28,29,30,31],x_test_own:6,x_test_scal:[0,6,7,9,10,11,28,29,30],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,27,28,29,30,31],x_train_mean:[6,28,29,30],x_train_own:6,x_train_scal:[0,6,7,9,10,11,28,29,30],x_val:1,xarrai:[20,27],xavier:1,xbnew:[13,31],xcode:[0,15,20,22,27],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:29,xk:8,xla:[3,4,13,14,20,27],xla_client:[3,4,14],xla_comput:[3,4,14],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,22,24,27,28,29,30,31],xlim:[6,10,30],xm:9,xmesh:13,xnew:[0,13,27,31],xp:24,xpanda:[0,28],xpd:[5,11,28],xplot:0,xs:9,xscale:[0,28],xsr:9,xt_x:[13,31],xtest:[6,30,31],xtick:[3,6,8,9,30],xtrain:[6,30,31],xu:[0,27],xx:[0,21,27],xy:[0,6,8,21,22,27],xytext:8,xz:[21,27],y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,24,27,28,29,30,31],y_0:[0,5,11,21,27,28,29,30],y_1:[0,5,8,9,11,13,21,27,28,29,30,31],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:[0,5,8,9,11,21,27,28],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,21],y_4:21,y_:[0,1,5,6,10,11,21,27,28,29,30],y_data:[0,1,5,6,27,28,29,30,31],y_data_ful:1,y_decis:8,y_fit:[0,28],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,18,19,21,22,27,28,29,30,31],y_if_:10,y_ix_:[0,27],y_ix_i:[7,8,13,28,31],y_iy_jk:8,y_j:[6,8,12,19,22,30],y_k:12,y_m:21,y_model:[0,4,5,6,27,28,29,30,31],y_n:[8,13,31],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:[6,28,29],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,28,29,30,31],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10,31],y_scaler:[6,29,30],y_test:[0,1,3,4,5,6,7,9,10,11,27,28,29,30,31],y_test_onehot:1,y_test_predict:[0,28],y_test_scal:30,y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,27,28,29,30,31],y_train_mean:[6,28,29],y_train_onehot:1,y_train_predict:[0,28],y_train_scal:[6,29,30],y_val:1,ye:[3,6,7,30,31],year:[0,20,27],yet:[0,1,6,8,11,13,27,31],yhd5w:[],yi:13,yield:[0,2,5,6,8,10,12,13,14,21,24,27,29,30,31],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,22,24,27,28,29,30,31],ylim:[3,6,30],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,26],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,19,20,21,22,24,25,26,28,29,30,31],young:[0,27],your:[1,2,4,5,6,8,11,13,17,19,20,21,22,29,30,31],yourself:[11,13,27],youtu:[],youtub:20,ypred:[6,30,31],ypredict2:[13,31],ypredict:[0,13,27,28,31],ypredictlasso:[5,29],ypredictol:[0,5,29,30],ypredictown:[6,28,29],ypredictownridg:[6,29],ypredictridg:[0,5,6,29,30,31],ypredictskl:[6,28,29],yridg:27,ys:9,ytest:[6,30,31],ytick:[3,6,8,9,30],ytild:[0,6,27,28,30],ytilde_test_ol:30,ytilde_test_ridg:30,ytildelasso:[5,29],ytildenp:[0,27,28],ytildeol:[0,5,29],ytildeownridg:[6,29],ytilderidg:[5,6,29],ytrain:[6,30,31],yvqgvcsovpw:[],yx:[21,27],yy:[21,27],yz:[21,27],yzbxji6lgl0:[],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,21,22,24,27,28,30,31],z_0:[21,27],z_1:[21,27],z_2:[21,27],z_:[1,2,12,21,27],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,28],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:24,zaxi:[6,22],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,22,24,27,28,29,30,31],zeros_lik:4,zeroth:28,zfill:4,zip:[2,4,6,13],zl:[],zm_h:[0,27],zn:[0,28],zone:[0,28],zoom:27,zx:[21,27],zy:[21,27],zz:[21,27]},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","Exercises week 37","Exercises week 38","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","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization"],titleterms:{"1":[0,15,16,17,18,22,27,28],"10":[],"11":[],"12":[],"13":[],"14":30,"15":[],"16":[],"17":[],"18":[],"19":[],"2":[0,15,16,17,18,27,28],"20":[],"2021":[],"2022":[],"2023":[22,25],"21":31,"22":[],"23":31,"24":[],"25":[],"26":[],"27":[],"28":[],"29":[],"3":[0,15,16,27,28],"30":[],"31":28,"34":[15,27],"35":[16,28],"36":[17,29],"37":[18,30],"38":[19,31],"39":[],"4":[0,28],"40":[],"41":[],"4155":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"6":[],"7":29,"8":[],"9":22,"case":[8,10,24,28,29,31],"class":31,"do":[1,27,29,30],"final":[12,28,29],"function":[0,1,6,7,8,10,11,12,13,22,24,27,28,29,30,31],"import":[5,21,27,28,29],"new":[4,29,30],A:[0,1,4,8,9,27,29,30,31],And:[27,28,29,31],In:25,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,20,27,28,29,30,31],To:[27,28],With:[4,29],about:[27,28],abov:29,activ:[1,12,29],actual:[],ad:[0,6,17,22,27,28],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9,31],ai:27,aim:[8,9,17,18,19,27],aka:[27,28],algebra:[21,27],algorithm:[9,10,11,12,28],algortithm:[13,31],all:8,an:[0,4,10,27],analys:[5,28],analysi:[0,5,6,11,20,22,24,27,28,29,30],analyt:[0,16,17],ani:[13,31],anoth:[9,29,30],appli:20,approach:[0,8,14,27,30],approxim:12,architectur:1,arrai:[21,27],assist:25,assumpt:[29,30],august:28,autocorrel:24,autograd:[2,13],automat:13,b:[17,22],back:[1,11,12],background:[20,22,30],bag:10,base:[13,30],basic:[0,5,7,9,10,11,21,28,29,30,31],batch:1,bay:[5,29,30],befor:11,beta:[29,30],better:8,bia:[6,22,30],binari:1,bind:27,binomi:[],bird:10,block:[],boldsymbol:[28,29,30],boost:10,bootstrap:[6,10,30],boston:[0,28],breast:1,brief:[27,30,31],bring:12,build:[1,3,9],c:[22,27],calcul:28,can:[27,30],cancer:[1,7,9,11,31],cart:9,center:28,central:[13,20,24,30,31],chain:12,challeng:31,chang:10,channel:27,chi:[0,27],choos:1,cifar01:3,classic:11,classif:[1,9,10,31],classifi:[8,31],clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,27,28,29,30,31],collect:[1,3],come:31,commun:27,compact:31,compar:[2,10],comparison:29,complet:28,complex:[0,6,22,28],complic:6,compon:11,comput:9,computation:30,computerlab:27,con:9,concept:24,condit:[29,30,31],confid:30,conjug:13,continu:[],contn:27,convex:[8,13,31],convolut:[3,12],correctli:[29,30],correl:[11,28,31],correspond:31,cost:[1,10,28,29,30,31],cours:[20,26,27],covari:[5,11,24,28],cover:27,cross:[6,22,30,31],cumul:[],cython:27,d:22,data:[0,1,3,6,7,9,11,15,16,20,22,24,27,28,29,31],dataset:[1,3],deadlin:[22,27],decai:2,decis:[9,10],decomposit:[5,11,17,21,28],deep:[1,2,31],defin:[1,27],definit:[],degre:[0,28],deliveri:22,delta:30,demonstr:[],dens:[0,27],deriv:[5,12,28,29,30,31],descent:[2,10,13,31],descript:22,design:28,detail:[3,27],develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,22,28],disadvantag:9,discret:24,discuss:31,disguis:[],distribut:[5,24,29,30],distrubut:[29,30],doe:[28,29],domain:24,down:1,dropout:1,e:22,each:31,economi:28,electron:22,element:[0,24,27],elimin:21,energi:27,ensembl:10,entropi:[9,31],environ:[0,15,27],equat:[0,2,12,27,28,29,31],error:[0,10,27,28,30],essenti:27,estim:[29,30],etc:27,euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10,27,28,29,30,31],exercis:[0,6,15,16,17,18,19,27,28,30],expect:[18,24,29,30],expens:30,experi:24,explor:[0,15,16,27],exponenti:2,express:[17,18,27,28,31],extend:31,extrapol:4,extrem:[10,27],ey:10,f:22,fall:25,famili:[1,27,28],famou:21,fantast:28,featur:[9,21,28],feed:[1,12],find:30,fine:1,first:[4,12,27,28,29,31],fit:[0,10,27,29],fix:28,fold:[30,31],forc:3,forest:10,format:[22,27],forward:[1,2,12],fourier:3,frank:[6,22,28],freedom:[0,28],frequent:28,frequentist:[0,27],fridai:31,from:[5,10,12,28,29,30,31],full:2,further:[3,5,28],fy:[],g:22,gan:4,gaussian:21,gd:13,gener:[4,9,27],geometr:[11,31],gini:9,good:[0,27],grade:[25,27],gradient:[1,2,10,13,31],grid:31,group:31,growth:2,ha:20,handl:[21,27,28],happen:[29,30],have:27,heard:27,hessian:[28,31],hidden:2,histogram:30,homework:31,hous:[0,28],how:31,hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ideal:31,ident:[29,30],identifi:30,ii:27,iid:[29,30],illustr:29,implement:1,implic:[5,28],improv:1,includ:[13,31],increment:11,independ:[29,30],index:9,inform:25,input:2,instal:[20,22,27],instructor:25,intercept:28,interpret:[5,11,27,28,29,30,31],interv:30,introduc:[11,13,28],introduct:[0,6,20,21,22,27],invers:[5,21,29],invert:28,invok:[],iter:10,its:28,jackknif:[],jacobian:28,jax:13,julia:27,jungl:10,k:[30,31],kera:[1,3],kernel:[8,11],lagrangian:8,lambda:31,lasso:[5,6,22,28,29,30,31],last:[28,30,31],later:[5,28],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,20,22,27,28,29,30,31],least:[5,6,18,22,27,28,29],lectur:[27,28,29,30,31],level:10,librari:[20,27],likelihood:[7,29,30,31],limit:[1,13,24,30,31],linear:[0,8,13,21,27,28,29,31],link:[5,11,23,26,28,29,30],literatur:22,logist:[7,27,31],loss:[28,31],lu:21,machin:[0,8,13,20,22,27,31],made:[29,30],mai:27,main:24,make:[0,9,10,15,16,27,28],mani:[10,12],manipul:28,margin:[29,30],mass:27,materi:[23,27,28,29,30,31],math:[5,28],mathemat:[3,5,8,28],matric:[5,21,27,29],matrix:[1,5,11,12,21,27,28,29,31],matter:[0,27],max:28,maximum:[29,30,31],mean:[0,27,28,29,31],measur:31,meet:[5,10,24,27,28],mercer:8,mersenn:[],method:[6,9,10,13,22,30,31],midnight:22,min:28,minim:[27,31],ml:27,mle:[29,30],mlp:12,mnist:[3,4],model:[0,1,4,6,12,27],moment:[],momentum:13,moon:[8,9],more:[3,6,21,22,27,28,29,30,31],multilay:12,multipl:[1,3],multipli:8,name:[],need:[22,27],network:[1,2,3,4,7,12,27,31],neural:[1,2,3,4,7,12,27],newton:31,non:8,normal:[0,1,30],norwai:[],notat:12,note:[28,29,30],novemb:[],now:[1,9,13,29,30],nuclear:[0,27],nueral:31,numba:27,number:[0,2,24,28],numer:[2,22,24],numpi:[21,27],object:3,observ:[],obtain:11,octob:22,od:2,off:[6,22],ol:[5,6,22,29,30],one:[2,12,31],oper:21,optim:[1,8,13,20,27,28,31],order:13,ordinari:[5,6,18,22,27,28,29],organ:[0,27],oslo:26,other:[4,9,11,12,21,27,28,31],our:[0,4,5,11,13,27,28,31],outcom:[20,27],output:2,overarch:[0,4,8,9,17,18,19,27,28],overview:[10,27],own:[0,10,11,15,16,27,28],packag:[21,27],panda:[27,28],paper:22,paramet:[27,28,31],part:[13,20,22,28,31],partial:2,pass:1,pca:11,pdf:24,pencil:22,perceptron:12,perform:[1,9],period:3,perspect:1,plan:[28,29,30,31],plot:[30,31],point:4,poisson:2,polynomi:[3,29],popul:2,practic:[13,25,27],pre:[1,3],predict:4,predictor:31,preprocess:28,prerequisit:[3,20,27],princip:11,principl:3,pro:9,probabl:[5,24,29,30],problem:[1,2,13,27,28,29,31],procedur:[9,27],process:[1,3],program:[2,13,22,31],project:[6,22,27,31],prop:13,propag:[1,12],properti:[5,24,28,31],pseudo:[],python:[0,9,15,20,21,27],quick:8,r:27,ran0:[],random:[10,11,24,31],raphson:31,read:[9,27,28,30],real:[6,22,27],recip:[],recommend:[27,28],rectangular:29,recurr:[4,12],reduc:[0,28],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,17,18,22,27,28,29,30,31],regular:[1,31],relat:28,relev:[26,28,30,31],relu:1,remark:3,remind:[6,8,27,31],repeat:28,replac:13,report:22,repositori:30,requir:[2,20],resampl:[6,22,29,30],rescal:[6,29],residu:28,resourc:2,result:[28,29],revisit:[13,31],rewrit:[27,28,30],rewritten:31,ridg:[0,5,6,17,18,22,28,29,30,31],rm:13,rng:[],rule:12,s:[8,10,30,31],same:[13,30],sampl:11,scale:[28,30],schedul:[23,27],schemat:9,scheme:2,scienc:27,scikit:[0,1,11,15,16,27,28,29,30,31],search:31,second:13,select:31,semest:25,sensit:31,septemb:[29,30,31],session:29,set:[0,2,3,9,12,15,27,28,31],sgd:13,should:1,similar:13,simpl:[0,4,9,13,27,28,29,31],singl:10,singular:[5,11,17,28],situat:[],size:28,soft:8,softmax:1,softwar:[22,27],solv:[2,29,31],solver:13,some:[13,21,27,28,31],specifi:2,split:[0,15,16,27,28],squar:[0,5,6,10,18,22,27,28,29],standard:[13,28,30],state:[0,27],statement:27,statist:[5,6,20,24,27,29,30],statitsitc:[],steepest:[10,13,31],step:[30,31],still:28,stk3155:[],stochast:[13,24],strongli:27,studi:31,subtract:28,suggest:27,sum:30,summari:[25,27],superposit:3,supervis:1,support:8,svd:[5,28,29],systemat:3,t:[28,29],teach:[23,25],teacher:[25,27],technic:29,techniqu:[6,11,22,29],technolog:20,tensorflow:[1,3],tent:27,term:30,test:[0,1,15,16,27,28,29],textbook:[26,27],than:31,thei:27,theorem:[5,8,11,12,24,29,30],theori:24,thi:[17,18,19,27],think:28,three:[],thursdai:[28,29,30,31],tip:13,togeth:12,tool:27,top:1,topic:27,toss:[],toward:11,trade:[6,22],tradeoff:[6,30],train:[0,1,4,15,16,27,28],transform:3,tree:[9,10],tuesdai:29,tune:1,two:[3,8,20,22,28,31],type:[2,4,12,27],uio:27,uncorrel:[],understand:30,uniform:[],univers:[12,26],unsupervis:14,up:[0,2,9,12,15,27,28,30,31],us:[0,1,2,3,7,13,20,27,28,31],usag:[29,30],valid:[6,22,30,31],valu:[5,11,17,18,24,28,29,30,31],variabl:[24,31],varianc:[6,22,29,30],variou:[0,15,27,30,31],vector:[8,12,21,27,28],view:[0,4,10,28],visual:[1,9],vs:3,wai:[9,30],wave:2,we:27,wednesdai:29,week38:[],week:[15,16,17,18,19,27,28,29,30,31],weekend:31,weekli:[23,30],what:[0,27,28,29,30],which:1,why:[27,28,30],wisconsin:[7,31],wrap:[28,30],write:[4,11,29],x:[28,29],xgboost:10,yet:29,you:27,your:[0,10,15,16,27,28],yourself:31}})
\ No newline at end of file
diff --git a/doc/LectureNotes/_build/jupyter_execute/exercisesweek38.ipynb b/doc/LectureNotes/_build/jupyter_execute/exercisesweek38.ipynb
index b7ce6dd2e..15327f1bf 100644
--- a/doc/LectureNotes/_build/jupyter_execute/exercisesweek38.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/exercisesweek38.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b2cf4bdf",
+   "id": "d8f7704f",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43316fd6",
+   "id": "9e388b87",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f8db1a6",
+   "id": "80d7df2a",
    "metadata": {
     "editable": true
    },
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41067a3c",
+   "id": "80e18e80",
    "metadata": {
     "editable": true
    },
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68997f6b",
+   "id": "3a74059f",
    "metadata": {
     "editable": true
    },
@@ -76,7 +76,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7e45184",
+   "id": "1f92f219",
    "metadata": {
     "editable": true
    },
@@ -88,7 +88,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c15509e",
+   "id": "416cd63a",
    "metadata": {
     "editable": true
    },
@@ -97,13 +97,12 @@
     "\n",
     "Show that you can rewrite  this in terms of a term which contains the variance of the model itself (the so-called variance term), a\n",
     "term which measures the deviation from the true data and the mean value of the model (the bias term) and finally the variance of the noise.\n",
-    "\n",
     "That is, show that"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "046ec084",
+   "id": "d65d4905",
    "metadata": {
     "editable": true
    },
@@ -115,7 +114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b2cc33db",
+   "id": "d102dec2",
    "metadata": {
     "editable": true
    },
@@ -125,7 +124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7ab1bc0e",
+   "id": "869dc9d9",
    "metadata": {
     "editable": true
    },
@@ -137,7 +136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a8da71db",
+   "id": "fee09cce",
    "metadata": {
     "editable": true
    },
@@ -147,26 +146,23 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b74aa5e4",
+   "id": "b6fb6522",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "\\mathrm{var}[\\tilde{y}]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n",
+    "\\mathrm{var}[\\tilde{y}]=\\mathbb{E}\\left[\\left(\\tilde{\\boldsymbol{y}}-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right]\\right)^2\\right]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "de559d80",
+   "id": "6fa010b9",
    "metadata": {
     "editable": true
    },
    "source": [
-    "The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 37.\n",
-    "Explain what the terms mean and discuss their interpretations.\n",
-    "\n",
     "Explain what the terms mean and discuss their interpretations.\n",
     "\n",
     "Perform then a bias-variance analysis of a simple one-dimensional (or other models of your choice)  function by\n",
diff --git a/doc/LectureNotes/_build/jupyter_execute/project1.ipynb b/doc/LectureNotes/_build/jupyter_execute/project1.ipynb
index 19fe51876..e69ce0ab7 100644
--- a/doc/LectureNotes/_build/jupyter_execute/project1.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/project1.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7424fea1",
+   "id": "ee871b85",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9ca1d90",
+   "id": "de647a13",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e4164b6",
+   "id": "f0094ea8",
    "metadata": {
     "editable": true
    },
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd4dcdf5",
+   "id": "9d47e07f",
    "metadata": {
     "editable": true
    },
@@ -85,7 +85,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71ddc478",
+   "id": "13b3c63c",
    "metadata": {
     "editable": true
    },
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4184afb",
+   "id": "588eb391",
    "metadata": {
     "editable": true
    },
@@ -133,7 +133,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "62880fe6",
+   "id": "2b565e88",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -143,7 +143,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_20604/39730396.py:11: MatplotlibDeprecationWarning: Calling gca() with keyword arguments was deprecated in Matplotlib 3.4. Starting two minor releases later, gca() will take no keyword arguments. The gca() function should only be used to get the current axes, or if no axes exist, create new axes with default keyword arguments. To create a new axes with non-default arguments, use plt.axes() or plt.subplot().\n",
+      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_21682/39730396.py:11: MatplotlibDeprecationWarning: Calling gca() with keyword arguments was deprecated in Matplotlib 3.4. Starting two minor releases later, gca() will take no keyword arguments. The gca() function should only be used to get the current axes, or if no axes exist, create new axes with default keyword arguments. To create a new axes with non-default arguments, use plt.axes() or plt.subplot().\n",
       "  ax = fig.gca(projection='3d')\n"
      ]
     },
@@ -208,7 +208,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f7e7c97",
+   "id": "5a80d8fa",
    "metadata": {
     "editable": true
    },
@@ -230,7 +230,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7377112f",
+   "id": "2b8a75d3",
    "metadata": {
     "editable": true
    },
@@ -243,7 +243,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "72f83fe7",
+   "id": "de8e68ca",
    "metadata": {
     "editable": true
    },
@@ -255,7 +255,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7a3578ff",
+   "id": "70a2795e",
    "metadata": {
     "editable": true
    },
@@ -267,7 +267,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0aef819",
+   "id": "07d74c94",
    "metadata": {
     "editable": true
    },
@@ -277,7 +277,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7f751af",
+   "id": "cb7a1688",
    "metadata": {
     "editable": true
    },
@@ -289,7 +289,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c026a4bd",
+   "id": "0c273378",
    "metadata": {
     "editable": true
    },
@@ -318,7 +318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2635bcbd",
+   "id": "b6aa07e9",
    "metadata": {
     "editable": true
    },
@@ -336,7 +336,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92892df2",
+   "id": "4c297a7f",
    "metadata": {
     "editable": true
    },
@@ -353,7 +353,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35987aab",
+   "id": "9b65abbd",
    "metadata": {
     "editable": true
    },
@@ -369,7 +369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e61048c2",
+   "id": "9f2c97bc",
    "metadata": {
     "editable": true
    },
@@ -381,7 +381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ef456d4",
+   "id": "1390caea",
    "metadata": {
     "editable": true
    },
@@ -392,7 +392,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52e6fbad",
+   "id": "757a87d4",
    "metadata": {
     "editable": true
    },
@@ -404,7 +404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db6028a0",
+   "id": "cf182a2a",
    "metadata": {
     "editable": true
    },
@@ -416,7 +416,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9477ad5e",
+   "id": "c7f15f3d",
    "metadata": {
     "editable": true
    },
@@ -428,7 +428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c2aeccd",
+   "id": "70c8c4e9",
    "metadata": {
     "editable": true
    },
@@ -439,7 +439,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a774b74",
+   "id": "3879a5b4",
    "metadata": {
     "editable": true
    },
@@ -451,7 +451,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98fde9b7",
+   "id": "17191387",
    "metadata": {
     "editable": true
    },
@@ -464,7 +464,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87a4d11d",
+   "id": "a7e3a698",
    "metadata": {
     "editable": true
    },
@@ -476,7 +476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4844f1e",
+   "id": "93fc4a12",
    "metadata": {
     "editable": true
    },
@@ -486,7 +486,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7662ade",
+   "id": "85d336ad",
    "metadata": {
     "editable": true
    },
@@ -498,7 +498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d61362e",
+   "id": "869ed780",
    "metadata": {
     "editable": true
    },
@@ -509,7 +509,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74bbb4ab",
+   "id": "88502fe8",
    "metadata": {
     "editable": true
    },
@@ -542,7 +542,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac939724",
+   "id": "db4583da",
    "metadata": {
     "editable": true
    },
@@ -554,7 +554,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4066d012",
+   "id": "da3a0dfc",
    "metadata": {
     "editable": true
    },
@@ -573,7 +573,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e5c5ef4",
+   "id": "07b53a45",
    "metadata": {
     "editable": true
    },
@@ -585,7 +585,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "690337b9",
+   "id": "1d8bc8d4",
    "metadata": {
     "editable": true
    },
@@ -599,7 +599,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92dabf3c",
+   "id": "7f06bfd3",
    "metadata": {
     "editable": true
    },
@@ -611,7 +611,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7da90966",
+   "id": "5624047e",
    "metadata": {
     "editable": true
    },
@@ -621,7 +621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "33a81d54",
+   "id": "1b26ef35",
    "metadata": {
     "editable": true
    },
@@ -633,7 +633,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "abb9bd28",
+   "id": "6319fcec",
    "metadata": {
     "editable": true
    },
@@ -643,24 +643,24 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b4668fd",
+   "id": "2253bb98",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "\\mathrm{var}[\\tilde{y}]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n",
+    "\\mathrm{var}[\\tilde{y}]=\\mathbb{E}\\left[\\left(\\tilde{\\boldsymbol{y}}-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right]\\right)^2\\right]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b453f8fc",
+   "id": "d08baf03",
    "metadata": {
     "editable": true
    },
    "source": [
-    "The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 37.\n",
+    "The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 38.\n",
     "Explain what the terms mean and discuss their interpretations.\n",
     "\n",
     "Perform then a bias-variance analysis of the Franke function by\n",
@@ -674,7 +674,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fe323b0",
+   "id": "d06c2f80",
    "metadata": {
     "editable": true
    },
@@ -699,7 +699,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5fd2f486",
+   "id": "2a957aee",
    "metadata": {
     "editable": true
    },
@@ -727,7 +727,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "e88e39ea",
+   "id": "1c0d6323",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -751,7 +751,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29817da1",
+   "id": "183f2666",
    "metadata": {
     "editable": true
    },
@@ -763,7 +763,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "560fc9f4",
+   "id": "3ccf3ab9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -789,7 +789,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3fc05383",
+   "id": "cf6cdda9",
    "metadata": {
     "editable": true
    },
@@ -814,7 +814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb21261e",
+   "id": "f28a3bdf",
    "metadata": {
     "editable": true
    },
@@ -828,7 +828,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5ab9dbf",
+   "id": "ed920879",
    "metadata": {
     "editable": true
    },
@@ -858,7 +858,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7d0dbb14",
+   "id": "f2bef519",
    "metadata": {
     "editable": true
    },
@@ -880,7 +880,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e301049d",
+   "id": "e1891d3f",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/project1.py b/doc/LectureNotes/_build/jupyter_execute/project1.py
index 8342f068e..34615c06a 100644
--- a/doc/LectureNotes/_build/jupyter_execute/project1.py
+++ b/doc/LectureNotes/_build/jupyter_execute/project1.py
@@ -317,10 +317,10 @@ plt.show()
 # and
 
 # $$
-# \mathrm{var}[\tilde{y}]=\frac{1}{n}\sum_i(\tilde{y}_i-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right])^2.
+# \mathrm{var}[\tilde{y}]=\mathbb{E}\left[\left(\tilde{\boldsymbol{y}}-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right]\right)^2\right]=\frac{1}{n}\sum_i(\tilde{y}_i-\mathbb{E}\left[\boldsymbol{\tilde{y}}\right])^2.
 # $$
 
-# The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 37.
+# The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 38.
 # Explain what the terms mean and discuss their interpretations.
 # 
 # Perform then a bias-variance analysis of the Franke function by
diff --git a/doc/LectureNotes/exercisesweek38.ipynb b/doc/LectureNotes/exercisesweek38.ipynb
index 5f82b3d79..9f34b9108 100644
--- a/doc/LectureNotes/exercisesweek38.ipynb
+++ b/doc/LectureNotes/exercisesweek38.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b2cf4bdf",
+   "id": "d8f7704f",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43316fd6",
+   "id": "9e388b87",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f8db1a6",
+   "id": "80d7df2a",
    "metadata": {
     "editable": true
    },
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41067a3c",
+   "id": "80e18e80",
    "metadata": {
     "editable": true
    },
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68997f6b",
+   "id": "3a74059f",
    "metadata": {
     "editable": true
    },
@@ -76,7 +76,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7e45184",
+   "id": "1f92f219",
    "metadata": {
     "editable": true
    },
@@ -88,7 +88,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c15509e",
+   "id": "416cd63a",
    "metadata": {
     "editable": true
    },
@@ -97,13 +97,12 @@
     "\n",
     "Show that you can rewrite  this in terms of a term which contains the variance of the model itself (the so-called variance term), a\n",
     "term which measures the deviation from the true data and the mean value of the model (the bias term) and finally the variance of the noise.\n",
-    "\n",
     "That is, show that"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "046ec084",
+   "id": "d65d4905",
    "metadata": {
     "editable": true
    },
@@ -115,7 +114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b2cc33db",
+   "id": "d102dec2",
    "metadata": {
     "editable": true
    },
@@ -125,7 +124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7ab1bc0e",
+   "id": "869dc9d9",
    "metadata": {
     "editable": true
    },
@@ -137,7 +136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a8da71db",
+   "id": "fee09cce",
    "metadata": {
     "editable": true
    },
@@ -147,26 +146,23 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b74aa5e4",
+   "id": "b6fb6522",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "\\mathrm{var}[\\tilde{y}]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n",
+    "\\mathrm{var}[\\tilde{y}]=\\mathbb{E}\\left[\\left(\\tilde{\\boldsymbol{y}}-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right]\\right)^2\\right]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "de559d80",
+   "id": "6fa010b9",
    "metadata": {
     "editable": true
    },
    "source": [
-    "The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 37.\n",
-    "Explain what the terms mean and discuss their interpretations.\n",
-    "\n",
     "Explain what the terms mean and discuss their interpretations.\n",
     "\n",
     "Perform then a bias-variance analysis of a simple one-dimensional (or other models of your choice)  function by\n",
diff --git a/doc/LectureNotes/project1.ipynb b/doc/LectureNotes/project1.ipynb
index 467bad587..e28db853b 100644
--- a/doc/LectureNotes/project1.ipynb
+++ b/doc/LectureNotes/project1.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7424fea1",
+   "id": "ee871b85",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9ca1d90",
+   "id": "de647a13",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e4164b6",
+   "id": "f0094ea8",
    "metadata": {
     "editable": true
    },
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd4dcdf5",
+   "id": "9d47e07f",
    "metadata": {
     "editable": true
    },
@@ -85,7 +85,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71ddc478",
+   "id": "13b3c63c",
    "metadata": {
     "editable": true
    },
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4184afb",
+   "id": "588eb391",
    "metadata": {
     "editable": true
    },
@@ -133,7 +133,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "62880fe6",
+   "id": "2b565e88",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -185,7 +185,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f7e7c97",
+   "id": "5a80d8fa",
    "metadata": {
     "editable": true
    },
@@ -207,7 +207,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7377112f",
+   "id": "2b8a75d3",
    "metadata": {
     "editable": true
    },
@@ -220,7 +220,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "72f83fe7",
+   "id": "de8e68ca",
    "metadata": {
     "editable": true
    },
@@ -232,7 +232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7a3578ff",
+   "id": "70a2795e",
    "metadata": {
     "editable": true
    },
@@ -244,7 +244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0aef819",
+   "id": "07d74c94",
    "metadata": {
     "editable": true
    },
@@ -254,7 +254,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7f751af",
+   "id": "cb7a1688",
    "metadata": {
     "editable": true
    },
@@ -266,7 +266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c026a4bd",
+   "id": "0c273378",
    "metadata": {
     "editable": true
    },
@@ -295,7 +295,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2635bcbd",
+   "id": "b6aa07e9",
    "metadata": {
     "editable": true
    },
@@ -313,7 +313,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92892df2",
+   "id": "4c297a7f",
    "metadata": {
     "editable": true
    },
@@ -330,7 +330,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35987aab",
+   "id": "9b65abbd",
    "metadata": {
     "editable": true
    },
@@ -346,7 +346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e61048c2",
+   "id": "9f2c97bc",
    "metadata": {
     "editable": true
    },
@@ -358,7 +358,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ef456d4",
+   "id": "1390caea",
    "metadata": {
     "editable": true
    },
@@ -369,7 +369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52e6fbad",
+   "id": "757a87d4",
    "metadata": {
     "editable": true
    },
@@ -381,7 +381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db6028a0",
+   "id": "cf182a2a",
    "metadata": {
     "editable": true
    },
@@ -393,7 +393,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9477ad5e",
+   "id": "c7f15f3d",
    "metadata": {
     "editable": true
    },
@@ -405,7 +405,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c2aeccd",
+   "id": "70c8c4e9",
    "metadata": {
     "editable": true
    },
@@ -416,7 +416,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a774b74",
+   "id": "3879a5b4",
    "metadata": {
     "editable": true
    },
@@ -428,7 +428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98fde9b7",
+   "id": "17191387",
    "metadata": {
     "editable": true
    },
@@ -441,7 +441,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87a4d11d",
+   "id": "a7e3a698",
    "metadata": {
     "editable": true
    },
@@ -453,7 +453,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4844f1e",
+   "id": "93fc4a12",
    "metadata": {
     "editable": true
    },
@@ -463,7 +463,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7662ade",
+   "id": "85d336ad",
    "metadata": {
     "editable": true
    },
@@ -475,7 +475,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d61362e",
+   "id": "869ed780",
    "metadata": {
     "editable": true
    },
@@ -486,7 +486,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74bbb4ab",
+   "id": "88502fe8",
    "metadata": {
     "editable": true
    },
@@ -519,7 +519,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac939724",
+   "id": "db4583da",
    "metadata": {
     "editable": true
    },
@@ -531,7 +531,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4066d012",
+   "id": "da3a0dfc",
    "metadata": {
     "editable": true
    },
@@ -550,7 +550,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e5c5ef4",
+   "id": "07b53a45",
    "metadata": {
     "editable": true
    },
@@ -562,7 +562,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "690337b9",
+   "id": "1d8bc8d4",
    "metadata": {
     "editable": true
    },
@@ -576,7 +576,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92dabf3c",
+   "id": "7f06bfd3",
    "metadata": {
     "editable": true
    },
@@ -588,7 +588,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7da90966",
+   "id": "5624047e",
    "metadata": {
     "editable": true
    },
@@ -598,7 +598,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "33a81d54",
+   "id": "1b26ef35",
    "metadata": {
     "editable": true
    },
@@ -610,7 +610,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "abb9bd28",
+   "id": "6319fcec",
    "metadata": {
     "editable": true
    },
@@ -620,24 +620,24 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b4668fd",
+   "id": "2253bb98",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "\\mathrm{var}[\\tilde{y}]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n",
+    "\\mathrm{var}[\\tilde{y}]=\\mathbb{E}\\left[\\left(\\tilde{\\boldsymbol{y}}-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right]\\right)^2\\right]=\\frac{1}{n}\\sum_i(\\tilde{y}_i-\\mathbb{E}\\left[\\boldsymbol{\\tilde{y}}\\right])^2.\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b453f8fc",
+   "id": "d08baf03",
    "metadata": {
     "editable": true
    },
    "source": [
-    "The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 37.\n",
+    "The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 38.\n",
     "Explain what the terms mean and discuss their interpretations.\n",
     "\n",
     "Perform then a bias-variance analysis of the Franke function by\n",
@@ -651,7 +651,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fe323b0",
+   "id": "d06c2f80",
    "metadata": {
     "editable": true
    },
@@ -676,7 +676,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5fd2f486",
+   "id": "2a957aee",
    "metadata": {
     "editable": true
    },
@@ -704,7 +704,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "e88e39ea",
+   "id": "1c0d6323",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -716,7 +716,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29817da1",
+   "id": "183f2666",
    "metadata": {
     "editable": true
    },
@@ -728,7 +728,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "560fc9f4",
+   "id": "3ccf3ab9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -754,7 +754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3fc05383",
+   "id": "cf6cdda9",
    "metadata": {
     "editable": true
    },
@@ -779,7 +779,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb21261e",
+   "id": "f28a3bdf",
    "metadata": {
     "editable": true
    },
@@ -793,7 +793,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5ab9dbf",
+   "id": "ed920879",
    "metadata": {
     "editable": true
    },
@@ -823,7 +823,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7d0dbb14",
+   "id": "f2bef519",
    "metadata": {
     "editable": true
    },
@@ -845,7 +845,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e301049d",
+   "id": "e1891d3f",
    "metadata": {
     "editable": true
    },
diff --git a/doc/src/week38/exercisesweek38.do.txt b/doc/src/week38/exercisesweek38.do.txt
index 58e43b517..a04146c53 100644
--- a/doc/src/week38/exercisesweek38.do.txt
+++ b/doc/src/week38/exercisesweek38.do.txt
@@ -39,7 +39,6 @@ Here the expected value $\mathbb{E}$ is the sample value.
 
 Show that you can rewrite  this in terms of a term which contains the variance of the model itself (the so-called variance term), a
 term which measures the deviation from the true data and the mean value of the model (the bias term) and finally the variance of the noise.
-
 That is, show that
 !bt
 \[
@@ -55,11 +54,10 @@ with
 and 
 !bt
 \[
-\mathrm{var}[\tilde{y}]=\frac{1}{n}\sum_i(\tilde{y}_i-\mathbb{E}\left[\bm{\tilde{y}}\right])^2.
+\mathrm{var}[\tilde{y}]=\mathbb{E}\left[\left(\tilde{\bm{y}}-\mathbb{E}\left[\bm{\tilde{y}}\right]\right)^2\right]=\frac{1}{n}\sum_i(\tilde{y}_i-\mathbb{E}\left[\bm{\tilde{y}}\right])^2.
 \]
 !et
-The answer to this exercise should be included in the theory part of the report.  This exercise is also part of the weekly exercises of week 37.
-Explain what the terms mean and discuss their interpretations.
+
 
 
 Explain what the terms mean and discuss their interpretations.
@@ -76,3 +74,4 @@ You can follow the code example in the jupyter-book at URL:"https://compphysics.
 See also the whiteboard notes from week 37 at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep14.pdf"
 
 
+