From e0b90b192cd5ac1bbd2b79a13b6efbe7319f6cda Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Tue, 27 Aug 2024 15:21:48 +0200 Subject: [PATCH] added video --- doc/.DS_Store | Bin 14340 -> 14340 bytes .../_build/.doctrees/environment.pickle | Bin 266262 -> 266262 bytes .../_build/.doctrees/week35.doctree | Bin 506171 -> 506248 bytes .../_build/html/_sources/week35.ipynb | 822 ++++++++-------- doc/LectureNotes/_build/html/searchindex.js | 2 +- doc/LectureNotes/_build/html/week35.html | 61 +- .../_build/jupyter_execute/week35.ipynb | 886 +++++++++--------- .../_build/jupyter_execute/week35.py | 8 +- doc/LectureNotes/week35.ipynb | 822 ++++++++-------- 9 files changed, 1301 insertions(+), 1300 deletions(-) diff --git a/doc/.DS_Store b/doc/.DS_Store index b09063e1b1ba0d2ad6be3cec964f65cc011e4b09..83d1eeb6cb54c0966d50892e249b054323f8b212 100644 GIT binary patch delta 21 ccmZoEXernbFT`PNVyL5FWNxxKU1+W<08M5FfdBvi delta 21 ccmZoEXernbFT`PFV4F zTa+IurKf2mF)27>Q5&%?r@v4j*bFASV0ZWJXBYLN$u61Lin~692#Qr}@dd)gF(N3Q9T}z$jxRk!`w8CI6MH<+>;)VO3 zPH&6J>JSCHD|Ly(E*E_0T5W#c%fkch4rbE^`%HU+Ls-e7!n>SK3Nx-GTeIQaz8ggy z+)~`o?BmUTbY+#r6_v#ttt{sEPjD$@D4DYo%iB=J{CL8L68{`nN}o-KHLMM3LunW_ zz5}_;C+QZ@(3x#O5cKK1mXi121Oxg;2K1sBH^FbFuWg6Daz-VmA+y){PIJ5&BxB8se?0<>dRnBtjj$%jz1U)bRS z>Q)C#piMXczcWh$6SxqXa1dHhy!`>Rqb)0fdJM`3jVuNSLhDDcoDP+MegWc3WuPoF zh-JGDLqA$=Idq~OsDSI3%=QQ(k9&Audh!SyMdg!XUPF_sZrDQ4*TO-Jh1bD3w72W$578)}m;`QT zd%e{Jr!hF&49(1vwo!J4r&{4Eibd`4BF?D018y;v@_*6L`p=*g6Ct^ZnSU(f!N^x+U3!VLUBlh_z;8I^{i3~NJ1U<@OZ zaol>k;_{+h8%Ci6GhQEqKhZ{v!zgBUZ{Wg7_b3F?*eh}d`Ei`vOg4=$CFU9wV~#w? z%M zyUN5i{;DkOe-FOF1*Y!HbC3&b9^iASBPXCA`yPq7DU@?U5v zLG_q9XrqTm4SSy`6r!RC6-B8iSw*QTN>kBR6{WkWMBaXz8)eE?kwrxxtEfUnEh=hL z(WffvT%aU8eb)jaeWjuy6%DIs#7*SF97M49%x`nhtPFaW%d8_+kKutgj`Rqddf|T% z0PL2Wyysya>WmFk{agcvWO;&;F3QM^r$1>>1}gZ6)6E;ZK_#2q@_8} Ic%IBYEDw=JC5g8*Y!WMLHQ@801G28xfgT(Eg_h{k$({n%Pe9t-e zp4<0cLq}voN8}l0Mp>b~z|0yPYrXDJgHd1TVC`$>mq}iCIOotiOq|1H;Jofd7L!eH z*-Hg;X^CEU*j!rTf)cM$>3){YU;8R8V6ZqjTGnL4yg6}-Utpsx{KaVFK(Pgzpfw`c zV%BajaV#fP#T?FHWOq9)?1G$x`TDpo2V3mOD=5gP`}Vh8=Q)}Y7aeFqRlz2k!(QOg zW-C+yRq}iSp2@-LX)inH%iWw4yi6A)lf9LG+ox44`_`E?0s7Wh>bsdW#V|TwZ+6L2 zM&}vWwfv<=LGBQ%$>wyhoHuKclM@m?@~$#}5G<3S)lr*$$!FTVG?u0uEP23aJSyV~ zerrCw=eu3n%`C=-=FkxOqp7HIRoA!}Qsa{E8)tO=6_-jDnxJ zC66OFbnp~CiBpV%+}Qy;5NI_e$;t&cLi@CQ4L{34I8p8b3-yq4J*1!=$b*%rpse5v zSqLFB2FUY!2=zq!K@7L|jrw@^%b#PHAhJc8?}7r2))9S9dHAkrCsnc&ZxH=?o##?{i+~MpF=qc z6Y3ZxQGWsZ5QqtB4^LRUl_cvW-`h2c`yZ( z#*1Lb^dAYFL|b!Nyr9%8(1ZN&Ds-Y)xPz82#S2>hwYYsf{ZEo7gK!WP_&fzK3%WLsKsPGh7==I4s>fgimAxC7c)oW8qDb;}LBant#%$p? z4^vOlO>m(`8058a_zn|26EK7}=X-HyPk(@ZY&{hd){ZuA2+~!At@+D-I zP^E;bCDbmVP6>S`q2mF{z|;2x5a}xk4N7Q8Lc@OIFU*3PzGr@)g*I`}JH2KNU;7Lm zhu}yL)2WyI2a!N;$t@2$B!^~WBT)ng#fPoNZvcIjyMwI`la=*~ABX-WP3{o8(M2#^LOAtdZ>vMD5#(0i3$Lk*#a4kBHoLoPUUDN+RK zWdTu&1r$+=4_&&VqS6!*QGRFU_Uzp}&-;GgAAfLj=g#?@I%m$zE&IWfif=uw$W7sw zqTO8Q;0oDYI}GgGZ&-ByVTIBC#`P=gGjL?TkJo1U1y3G7u(Q3@;8E=z zBQq11tBgemrPockk8MHEP9|l1NL?g z-jDDuL}Er+s{6NSs&v>69Xg4dLQh%0prm01r<5+ul`fw`mn89OWbodHVK*?oiNxFK z<;4dPgYXYbEb+~934Se=-Z#aA2l4dgY6cV$)DRahJ2w-X?MR2v5git|LPHvQj>p2iEiIp9hK(LDmL-A$}Y5)UZRaVA4V(J?o}x#eo&#k70pd@0=B&(#iI4EhVZ>6`$a6?6WS(gdM;YM(wzpE?XsJ(VOrWgm;Wigg@yP+y>^0e>HH zOs6f*8mJQ^=%>(Af_}cUC4pxt_+racE1E%j`VUZhQZrQ!F6bkLhU#=Bh_0j-Ahb@r zm0p3Yo$u2FZ3VDIaY{KseCSHY>ntRHfln7Wii=mq($gOn_++yFE}~kppq4;_>>^aS=ydjf%v94c?Pa=z&_HS;K5I%w-K- z=orNeF~Q^vRt2El2km07M*dhBZipiG5jY z)3l9@Ko3;XYfWp*EioDzWdEwo{zVfDxLBRD>WHmphlod-C5vmDb;N$W=%`aoQAE$h zs0i?(ip*)QDYCVB6NF=VHc;RY(Xyc}miKVLh?Z?|nt{nSO%)*HTD6oxLNsbka+VTt zGw%RoT@@h~#frzfJH&yl{f&V$rS(eOmlq#DsG-E(p6#mp!67l>IC$?HZRR4|C=ba= zZoVa0OlcR5Co%3y0G;?oMHnS6Y}X!-VkSVNMC)raO>o5HqmuA)?+^j)lVk{bxIHdJ z{J4E1@nCxeSZWOx8+M2?Lm%5A8-L^-{b`30AQ>1ZP$xHNPBWBvpyPGxJ*s$E!5yAB zx}qup=l@c*yD6UObjJEby8ei#Rf9eJ8{Ku;WORtSZ)Bp=2>)ZS^_^I(jPskkG|tO* zBeqh4N01!vmW#s0puB3K^0e3V3B;_NBT5Nk{qC=0I6wr3>n_~X3sAZynvAer&^sHC zP(fq?_CDxY8KFABDhDev_0F4uT8WM!aqz!S@0zw&p7M3*9gp%1@`Wr@p<4+o25~D% zK;0F+fMV4?r||@Xc(F%S3`M+7eXAkc91j7=?jBrqBvJ`N6bm`OSE=WSLjRg3WMcdN z@o1BGst@~T;5kg{Kph&$!lI+$fFG=1Qc=PRz7SY+h~4x3(MfS&eof!2(uK|qI>Xo z^o;rJ+1~a;e7r&6NFSQsl%Z>YxH_~ZenzG6afnTa`56@0+iRE)!f8JGU@DxZ@(1Br z=J;ZGH*Bl#;}Oo8Bb(tC2F}yoQ;F+~pNt%V>-(@-r@q)_RC_ZBnluJ_he#fsr$O9; zoN;n=A8#--y~Au7)4&K*W$edt102Zh1WSk*H*T4}&u;xmi1@{LVr*D3A>NxHpL!Rh z_QdfNhE6d*P4vfdbclYhKd{~Ku&SLA|%m2AnY&z z?y1NX8zJJv87^x*2{2az6n~sy6m8GUy$H850G%JK2U^^n3lYO-{b1`!fs7SW&|Aqk z-&a3O?uaUFPjT{F&2Ud&=9!mo8QF?2=4}!W&EAiv8dyI$tdfIKSSfsNPGw|$M^a+7 zuQb!(J8HKTqGR58>vrk-HrZ+x-E~=NX0;ddx*~kYz|m&q6|1fAl_r{l3nHwiCBV;R ztNAVT4_Ki?5@Qyg!Ium`&W;{HZ5A!D-IuAfm6|wpQyzX~uv*9Bb8AaJ|1& zp(3ne`m#(D5OK<~mDp7RS@-3g%*akIPsNQ(Aj?_N*Nkk>iX_~%1hS}=!!gJTMYtLD zrzBETXC;m}Y!|n$^QX;w*49z32Cf^5KQvxFyl#|?7NR*#t72KW{JR7#tQ!h}UYd+{ zZ1BTM7@yhjEB;lI$!BAbc>mp0{JYG#`9^>A>)uWq!;$S*k2qlrt$s8zD$0wL!CGV} z{YUrC4-$KAP82(Cc2PDo{eHCBpK@mvz>Uqp2?Sz4FF&R`-CD}80joD{+~()dR8p`U zdNe~MZv~1HGq?1&rueb!SIv(EmB#VnS6lp0;@&G;>=@VZW0PJDF=g9!^`z+i_vF9f zKphw&-hIDFYhu3Hv7Hoad1FU+R72c#&>;ry^v8*Q(y&S1X~niNQ~*PgBfF=dTs)cC zLn#I(K2=A`81akU@pz0R-54=!PXiMSamb!{ywW?wzxULR_2jHuc@?Y%xy0A^l*K!| zqb%I(FynoGZyS8fJ5}F(3uW=?;r6&tF=hWst%V%_5F*}kpqd$U?txtV9fOXRBSmi+ z*_1R==J|_{ABT$H9SAam@pZ@J=iVh8?yfG&6QUVOH$X1A$Kuld`b=h!f-S0j<*kY_ z;PxEqa=I%hqC@Z5;{DA%ZfA&!$ERr?j~8nl&NU$usWs|(rwaZc1IPQbD2^A0eUKaF z$yx95M&j2WMB<(Xz4TJ}!(LU@a9vBHYH!%~7;U+fr_`08r6Qb#_4IQ$*n~(v!rrs2ZIh#z$X>Ol#)*sLD zmonwrvzuVoBcS-W5g%VjLX#+%GHOzcwvY) z(B*mw^`K(+ZyL!6^gs>u?Kh`QU?fBB_llEqv6Uvtu8SS%2~|7m5>uNEm(G_qS?^J; zVap>xTGXao_D47O*0>xE@#Sfc!B-}tKPgLPkL;5JT4)83R}PiWrM|r1Qb8UnfCCyt-?^GMEcQm1rro{%{$rgOu6+e=U7XGm|8wI`g`t7PgG`qq#i(25#fV#WJk}t^9nMEdbVJ2CxBA&U zK}2feIo_$J-)?0_b?>$VuVz$=L-o7@4ZF8P16f!P6<6LFZ-zw|=?A?_P;|Gp8P(mp zN%*vPs#f>XjfP%)Z!f-SF!Ylo)jEoyH-9(X`j{Fztl(jwwCu#~biE`OFvm^!{sa8C z0nau;*HfBSmfe5HTCNnsD_e@}o`>QC)~TIBOYI%`LpOx0lw$U&BL4Q{e))tR=m@^^ zQ+4_$48QP7dP1EXT^=k&jl@R})cXR?Q#uY(mTLR6FSd20a+uU}y-Mlpg}M(_>W-zL z^hEVzJqdM@rdqrbN_%)Id0jgd;EMnu2Wi{F58CrDmgB+lvL!L`O|`Y z+m>d-t~Ic!CJsNri`Ku4SbL-Ys*P|D16W~SJs8_UIPsF8$e|Pr#?Df|f5E+d_^0h* zkgw0fVtK|t)zDbIM$_i1NJGWP|HRuA2#r$l1)AfP@cmbZmJUUG&`=VCP!5(AB!viF zwQZ1P(g0aZp!fA?Gc++akh2&yG9yd0pbhA#SF%73Wt)+8;m|B}-YZ!wk225(D!7Bp z<&l4c-jQ&xPQ8`ZpX9kvGP%wpH-2DnN6{YDh@d*HJjgQvy=nC=!+a~0VWkJz=7apP zrHuQa4{C{QA@rh2o~uwspXc7aqC$t1AuFvY7KfCfc^D4lt`#*m!C}jqtP)^8@k2Rg zbab>gFM)2UKT6Zs)67qB0IF#MMcM?Q44luflvJx%g`6#oB9s+g2zgu@j2{_@`~xhq zRoE!%@*s|saU!0qwV*)p?1Lb2?SqPjmMA=>jDD2u`Il80WtK8*l#!~XP+Qv~4`VYU zEjI{wB3>n4M9P##4Wc~BJQ4(c-#dn0$wgGj9B@CCDumQ4gRa{?_K-?SmtPuu@QEhY z$7Sdel6)0Z%u?jLAVlyjgDK9pRJBn|anpvj+8%jf`lmsUJEK+VMAh_ zq%V67WWR=>2IvuUZn*A(-o@ngP;?tt4$}MZ$tsn#BKWZ|)WhZq@)$6=cGMZyGDv_w zQK?wHDG;p^)Q0W!!=OfVDwgDd8SzR#Pz&zIG zr-a`C^0FLiWx_7$2BT;ocAc#&Zq(}MUo*rEueT`QcM0RGWTtQ@(el}Nt z^mB-c99G~ClG0DNipU@BBl#84Slg!_+DMW2l|iify;R^&NuMZ`g+C1XS_J^qX%Wgl@9_$`=83Gc+gU2&K5{%21-p+$qie|aho?Mr z6A%51Oie)Q1m1gxO8p0^9*5#h=;*kH{OgtMr#RFk%9EYPxJFgHW9+B|HO(LJ*c3cT z@(1B6qjyXMp(!wgd|nyFp=?wBR5w$l1=~ERYq0Qcz ze_a)Il@)-)(h+6?Tann5vnJ}yBX`cw&kKx+1JglR#h4{)-g8XAPJ+i0dzqPg(j zYCN)N4k1UH3s&*Xqc$?R3GyX#lTj7lUnL*?Oxd#vkNlJjgIbU6Mk%Nf!Y>TqMRER0 zE|I~vRYx;ye!-?$5JLW3E>gEG);Cp&{esDLJ6ePNf>}m+-vK3#p1Hon`IMG8X=HO* z6hu2k=8G?a{Uf=N)a zkAu{570V{>*IXzDieAQ7d6?(?QI&pQkd)>wr=!oT6Djwwg7Lv5@1zhf2tOH5PlT3OB^{IEdpt>kRd1&xbFw1zCNQb)UTW?^vREWMHFbF}xl%nqvc~lS8 z0!LA`NWJ>#4{JgQb7YkeX-A{7CcoZLWKILL8K;HlL(;ibRh0n}TYZXUtgh+fwz!2s zy1M67y82{qBh(Yu4`I6)x(f#0T^pnKaDM~uw$D`zS(yP%P(AB7NtrRSGQFb$wOEow zV{!MQ3F?mU3Ci)51B9398&8K5$9ik9fQ68d-m z>D2;#V%;Yp?vW5l_m+^C^y<1twM2OcA2Ud|=Z*#@Ntf9gMOn{FSZ8IdMXiftZElVF zA$-Fi*m-*?%_`E69@ZA!vi>E3{TU(+>B;S2NI!GWX@`ms_6cR-L0Yy44$o*ua5J?f zx!Dm_AV)i(K(eqsI)uWAqc6&?C|4d&-cVVY5`6{}zP>-+~Q8rK62vJIm!CQ&~pR6i!uG~{7qa!*vd7}Os<(Q-pmDEXonT7-v%vKeGv z9vHrd%!vi@hCDPMqx}X=>(&o^E-M#yxZW!H_ta6v!%|{F6vyi*0CA5-=Y#oT&<3A0yD0Hi+cS)TB*eOuqs9E10 zgj_ZaOW7tOAGPpF!l7Z*s>+=cJ(6mi{Ghi7qb%~rAXo|Mfj1h?LP+f)Xn(P$0Whm?%^pMTCb|`v@n}pFv7l?Zp>Wy1Nq{Fidq}gyN@SC_h4oBM%?EnjifC-v@ zJxHBG^pACH7z?%0Km?C~k|863sE~{wiKg17(@Tc%5#fnyJdf$AOye_ds1}<}R*gc9 z@N~v1Tz8>R24c}sZ8TkFZ4A?|@rw8|N^lp3Nzt)v461B(OTz6Blb@xkrt78)kHE3$ zH2&CtxTl@2tAv<64#ipjEg@cz5l>9eb<+^tJI0}Kgl`)l&#%+jqRLAH9w`Tcg97izsN^gvewk<-uyGX`g;fpU|* z3zj(@HJ})D(Y$jyB&bN)Kx}6CY&trGmxb#i5QhgT5f~ZHoa??b1IpI}D(&n(zcyJWC{o{)@r z3l_GDEZSzPr+a_$j!|PaT8FnV_n3(gGzYdy|3%KN(iR$e5yDAO522a~AuEqzf#Q`; z|7r@br%qfo7e)zqhK-UVbJ5SfnPu6iNGH4IAty?8-<^jxB3pghY8(jcy{ZDiSfH`7oxT)!++tJz{mx2dG#V&p>e z-18TsOBTGmEW908k<3_%D*6&h$t9%Dawr5oho+Ds+ElfvbDpZg!m{Gy*f0|GHcGP2 zmk3hJl5@jwBSo=vA-<{-ZA_${O9I8bzb`N#1f4 zqUhB2sw&a-vLvWEACC5tb<0t_ucDUw>~a)_to{+q_tpq0Blbo%W$+3S?%0)RB(jCm zF2+D8vlb=d=m?q-m8{fPqYRHAw$-pO4v%0{>7#0vS~wLL(5ZCwI}m-)q465@8tp(g z+~M@Z8r0g*zjd+xTi-#id6lGZ36e})3tQ{JVfR{;?G$8H{(B#|E3QNE4Eyv58cC5} zoiHVWQYRyRzdM_x!B}7QU<-Y+nv#yg|@lJ$PhA-Rz$yP5giP?gJLreqZ z4AA4f|3SuG1{o{L(O)!1m2tafoq1&AyQngnM^3+s7L{_jGF_>zw2X`ldzRBh25v-| z=o_+rBdUbHCC8ibIU!$C(yC2$V4p{@p_IG{mM|wJ&9+C7bv3ytITDN8;MgWK1izF* zrtxN|#(9$W0qlsb-V6i#C3$Z%Y~I3Un!^0H{MV*&H{ODHge#XT*?+O+^!}SH+h)%v zs%@gmNrM0)=M-pDZ1kQ{n+ndtpYVS3H&RPN!A1CEo-lG$VZXc~OA0Q_XMN$V<0S=G z=~<{f#ct2a%5Y^l(;Ti0M_PJnmMg<=$>>Q-3ciI7Z;kAoS8xOVD7Z=gyG8#~(eJ?7 z?1H=S|68oT!5cd9v&u=~_lVpcDugHwi7Ho;L;7w*9esOHy~7H+QC}pJN831mD(my309rn$1xGqY%i)C`y1o}R`a>~?3yWQUV=NlVMHJ6w#nGsB+h zNM{%s>A=$Aln9;9jLc~G)8Wj5VVdfaFw*TAaDn!4xg1#zyMz8|ciGcjY3xr2NM}!% z{!B{;p(GxuE*C^#w0$ykPR#;!DYD&>Wlv3$#J9UrLG3h#=FCh>&ty`7+G&}oGLH;b zW?HHwg)=iVGm9bHGt<+YX_BsKAiG1dKq^o%>FpE@xHE|zsgqMP?O6;1Olyby!x*MJ zGE>tf-sz5Xuovr{=5je@pJb$i2N?zkneLR0;Y>?+f$eB#(8!*aDGQpO1x}%@Y2c=G zhvZi9CFnGnHm7H%Wu>{Ck{GUZ5LF@s*}xdI2O!%W>5{j>m97lt9=pq7x68VwLaSY} zhBL#J0b#_%NOxv|b?Kj}c2HZEIm?xrYG)9W)6&7p>CAK>L|Q8I3OFSLEbe4xv}a|c zWl9X48EMpq6b`%w!6XR>apuaDB+7zVcF0aiO@ok@%uiz~mC?Z=)ghVL0p6VK$Yi`7 z_6$dcU9!F_75F*+q-7|5Gg1MCDdkMff`DLRWaP&`yBP%l_y0j=5Ad4Wbs2GnX=*Rs%tf{E=zG+S;0nqwcLT-z}@w`*%G68sTL!hVtZ zrT0Be&SPZqN3b9?p*uk7Dlj@_VX3E6ClOd!_B@IbNr$77HuT2hF|z9@+F4B8WycV_ zIv}ab9Y?viZX_#c1N5+DI=v#eH;OrHalVNgC|_v zyFP|ZS?k0|Ht~)JHgq@X$4`*I?-*#KrK|T!&>iO0rpz zW+mB}NOF#j+u>)SF2-NWG4a7UGF z#|>F{X;G<^@?V0Obgk@j2|d97D$jC5;AK<`TgywUze$&2_4lvxWX@$Yj&`7{KR8Xe zf;uSumtR4dxJt49Wv-&;T7Q;*mR?1pX%k%!#&Gu<91(16EN=07^B{#!%ehZKBEVk)^cva*pxcZ1A0G%SZ<>wS`&Mlmz=wemg(B) zt8iq)9T@2vDMcG|7YzhHx9&n>Y(pOZ2BX`44|PI#vn0Z1vi&>AtkM}hP@;w3qgM29 zs#%%)RBlQc;FcU=X>*&4b10qiYEVDvy4m-`tl)SB4aPUP;-s2b3g`2`-aYExdaaNaM-f~-|4 zFbh|zAnhEqZ5E=`=rI-CYk!5i(8x)4``|e2tUw;qyGGW>aGObLgTrkBhmda`qt(Tl zwmyNIBx7OVL7lCec)1ur9@WN11HfPyI9lof6!Pe9Syf?uV5g>RA6o<&0nDt)}@7h(gUyL=qpr(3oG!i$o##u2lf|y zE7JLB|2RAi<8l?%QUJ$5A8NM;JobkRq{xD2&<=FC!zl}fwj3^!+h9j6CRGdAvUT) zu?YJt0LSCg6%G4sh3a?%X7)H##f)%3AQ0Xtf$(e~u0o}S?J-Ay2I*T-ih;(Z@G&bF z#YQ@gqHm%)&?|Sn()cmLWulm;S_R=u*qXP;VFx)B1P(6~MLr9{wGcdzSph~roL05r zFXU4=1eFJ0CkNxB#hNOI;N8WVN{8YG#hT`a;^W1dW`*IdR2qojfKkg;v%GRghvN{8 z2g-6rfJ}vwoJS+DKN?6*N8rhDpkl&dSULQjc6P2jB%TeCxFJ~28T8tz zoiWW0Rlti4O`&8)Mf|3r37*S{0>^-4bkwbi0;|1}Eq){lpR!(-EPgSHjkSPj$5f>* zxQ|BTaE$LsO0mlO7phbax<`h@;U>xzZ2+NYIvTU#db>(^100yX_uP?{aU`PML5A=d zIu?|#5weM(@czZa4g%~m#P?!8I)Q}{$lG;_q(WN^fV zC=!z-gpkw8__lR1RV=JvA()Vs5!X^6Zsxh~r@-g`@akxicMQdmBX%4ECtCX3&J1o3 z*ymF9T}?(g@Kl8aJi;o5>Q1~uYh!aTB)nM^jK;+Wsn|bYo^0CxQ1}0tif8lqW^~DQ z|Mh5n-QPmq<~-3&mGg?m?Z4UPOwe{BFOpg{aK&=+&ZM??Igjg`H!2S{M9J;eIMhA2 z2JYjRCGTtMwm5Y_u$k#~!<57~!24`6xsHbHZjFO0`~}i0jhX}n|FCApp8)@w?qLma zWxom~3h`e6x%|a3$JofiN$cRo?ENUGQ57 zo{M(r?+<3?vCLBpx!ZTQ1m9xdSIxF*%>|1 z+VFZ$?6UQa@fhZG)WMUiz)yXc_@0K`n=I^wYn##C>IE|iJi70Vu5BKq4^;%I7Cn=P zt3frrxIfG^Nxflgw3g+8vC)Ur?TydiJu&)Q(NE54I>t!P85H)x#CF0{kI23_1D$5_ zC}kEr(4wTP6ERY{G9mnu65cQKya;0@QrXhnpeHdR%x$DvbVjV%T{|!j zEOV#ZHhEg6|8SVrcN#Qw4preck*|j1`FN9L>iHuyQ@gj1z-5r_lqcfXg@Aa@fS9Hs zo+23|@ilykA%^QN=xtWQcG0v^*x`pC{Rcb!Vz5(ldD^JER8{OJ%|rjqw4vl^xI4!3 ztRN+BGHWuPT}nyrTGkFBSGHOl?mkm+``1m%bm`;2y&MedZ6l<1gsq^Vp%)P(y zK7@1Pq{86XE9~!^755*v=U%+Ri~P_V?zw)Jcl>ahxRT?uWt=`fmAjI?@2Ylh1{~#5 z?Z2_Re!4DcmW6Ab;FDbcf}ODF-u>XS&i$fC_Q`XHhgnWovh_D6b&mW`c#UBhNxluX z#JFEXSgIk1?B@UJT#0parOpujOg-2v&dh^ZagqlcmA6zu))mx*VFk+o06w!rR#&k2 zp{4FE6)gP_-V~=5bvwb+u%-B1;9p%zE>A|SIF_s1hUy}f?kqU7DAf3?z1+Y}I)TVy}K)^VS^-}kgN|s?3{8A!) zNkS4Vo3*oB2>>KrqX!D~S)zq#O=NMf5K5L+wJg`#Shs>C%d28d>#M;-T7aVL^yBPG z((=AnvW4E6ADnDyWP2$`qHga#mpWCd2F)3Vcg zpc0FyePAWJX86+yR@&|6Q!Py~K2eFq$_X;cW$9@t`o1LqkIHQ-K=0qK_R zG6)=`Rm4B(mK9nX^`iS+hNT`dwviTD5J|wF3jI+Q2)(-!+bi3ABg=xZZ)GxdH5Z2} zvtl7S$C8UfE3;x@agJpqz06)M@`dXVOc^yTiO{BnL`r3O$EPL$L+9r;Era!#<3h-q zT9#FYreOET+7@^=RL2^iKdxgr32*oWHLy6ykz7ekT8y}_=UQ?Q>O&&xS=!;DmD$2_ zaAh!H)uxLz6ZMe#x3CPv_^Bl0Q}@g;W z2GfezyISI96ndaWTGZ9DoBmC+v950|cq5UPyJ9!X0PCBQWHYKr4@w`@AZy7o(A9>! zX?II9!bMf|%Z(FfG%X}Z_thSjX2|-kgt=bABt3e8+kq+lyny?SUY1eFwyU^)P3YG- zVUt+WPyV9VH@~S2c9C(tAqnl0th9?%?PF;mpHsK($706ymb@ig)-j zeJwL(Kzg9&`>L;HpjSzM^A7c4KS)}DK{HSD{ucjmy(M*T$&q#aEy-kMf5<(7@p{AF zi7czkxr(o953sbbRfsPZ6-~&R0hV|eIB0}LeP!=SU6r~*Jn_l5B$yFWbHl>fJK;@u z*c4uaSzKswgzF&ny10`DS`ra%YY-k6sO%Nt-36AJw%(q?w;W_iLW7tL%GQ@{u}a;W z93BKR!U7mXAW?%Y{sDUCBz>^u7d*qjJNBST4ZPXyu{VcULXmYHWgb@WPCOld@#OSS zsCrhpFAlY2BHMOP!I*Il7>tv4Q-$6hFRhME2&Ya2i9a`Jq$eb~BP{A$aNFbAh~G}$ z9AU}zD#bnTU@Zz^*4s|alM}E?R)TE}Tq%U9;BSLv>cW$i@`tfk#Y@Bg{z!|%S~`Il zCNO~x|7;^n{wT`@6iMN8HqX?u+~5Fz+$g%43w}2$kOczFQ?f; zC!POz%OEt`fOw*ouB-Is=GF0*A8a!zqCP*%`D;M}o2TXcb-tfUJu^Xy852SpGk9GI zg#SdM6g)G5=96$8q`?|PUWaM@utD}a^HlDN%RioEIcfXCLw5G9`3nXKp6peLzetc? zCGeyp^(I?};qMutGJy4jz#Z#6JvuJt7WKoKAXKR(Z zOCqZ`Q5VwdElZLa{pzI{MU zFOlSlmRh8eXqkk6lk}47rM{o4B0L~>M9Y5sAd%(Z2js{S%Q`q?_XWwKr53+{t1>pk zLP-xGompyWAA~DZExCLwS5;p=Dmxp6KdbVDSCyg{xcy)6Z1_Pf^jhKQez3JMDz8R# zS7$YMnJpHCz1>y_)8AGo2!w?$+*>FeN1AW73^LoTa>H(wPm#$+)&I+0ht4#Ps%E=Y z;Z^l}9ZJ1@)%~a@R~Ml?vaUX??(#^-+T6;hJlVL~VqISz?j}KXxJW#*sy^@KuOYTF1uba?>!HEAg32KCj1JlF#s52nHx0uhi!j7i-$kfSay0 zv9A`BUJbb-t&LG8HR8J3=6VP%mB_~pa?aG`oJ#^4!|y;zA}K;FXv~G1L6vIYlZwCf z4wck|8v;|=$20c4r2&)HExA13 zGzk)(xdBKLJ&za2gO;3ONcSPA6?Y%kF^G8nqJ|{9xmjzj2ga?FSej@}zG};D*Ur|q zQ_pB4{0Iw~^%}QI?jSV+y+jfb5X#Zzco4BkO|@WuJw{i zYm=mf^07{wKU(envJ)4NtRG0%4oTMnaPtaE=pJyVbm1yl&`H&}0i6EoqV8O2WV=Y| zjWZ|v;gFk@O1;e`XoMF@OiwNYUu4pfIX%H$2V@LZ=B?|={f(a+Olupd36&&863XM= z#=h0qrplf?7_C8M#9#;k`i5ET3bng$H3BcaC)j+ec}U6L&#O$S)WwgH@Jes)AZ0-p zz`833WC`x};fDCup}1iMwIt^7;XE?CZ!v}3Yx_b1z|E`atf^z&0_9kZfR#7&!_QZFOB2Xj45$mr*%B1z35Tx0ka6m@|q@n=K0NqAW` zHhh+m{Gr@PGpJvNa&6FA?eP+ebkDH8&Kt zCL5*+y`feWa^F&2>AHX0NXVHG7p#IkJ(Byuw|X**vt*JxmXp8CP_#`ob5-)|C~law zrqn4rS=xO(YezFOrH0j$B^z$Ac1~u7_+kz3-sLeg=W zW(ab2BBZmW((opU-OEXwf5cLqt#oDlyf!50 zbDKA6hX+0N7Chfb1zjpxkkp(E0d(0@BKm>D+Xjj53{{CQljc*nWPDkY zXxkJRu6l{wC#G;bLN5%wpDb0$fp?phFx4eZIx2{l1Roj3!01ZsPHPP~I-9nhe;4&S}XBUBi6tqW+xCRJ9hZ*1$=~BdPl+W;~ z6jr}wirjSiHzoZ=lt@_$4qU?ZLiooNI_HV>_duS2f$3eg`kHNiBx!GRwb73f{*PqY z+uU~f3@D|VaWa9LQR+d_sJKm+akGmx1uW+hDGB}1UVz2`^kBlwTF&*x$WG3^2adFp zQmeRk%3eC$zhV)cRlCEXn`c|0&?$NuAXfH?P-iVdMj&f zb$#5`@2p1e0`kE|sK6x#uhFY zU#JfEkrK$mEim26EF$0I_7~%7-O6o)%gi}pnuL>NjaZuhdn-g5epX#y?Y5nwYBR~b z_O2c>u4eZ`D-_qg=;by6#E%uAY=A$O^aduxrf_HIn&SQk!yQ7KX}v% zbPRF7*vox@Y&|^`B`5cDHE}-UqSPPxnx;KTg9BVUGdd>SMDKK!+>pV0GE<pZjfQx?<(~%vg{+Sx)~iaz;*9*?T&II@G;2%$H2=T1o$An!?j_}8 zl)0%YdHOLo5?6Jw?4r8>fEz#IrlIDPQw(YHDHlzd4EmJohPp~^KSEnTgv^i)zR=IO zt_T&-%W93av7X8d=vfxMaFSb$@dO8}a3_%2UvP=G37&#a-IRyt83f-`pkhrR{ZE5^ zJ;}76tb2#iDg#MR>o8PZk|0zbn%Yi$32|!z>pBB=I_zDXAJ1?}vQ7$Ai?6sLCQvK_ zE_z35`89W_7*d_HTmus%P1h&h;r!2WjVK(QK6FL^XDmL)?Xmegi$%;3(*8V`2^GTe zyRb%-w*e1omiKqU=gheq*xyMZ$;}H;Ug@KNJiEaCfm59NqUywA)p5X=6;-YO%{{Tz zD$cwK7$<@ZxyU7;Moa)DL!CdUBGe)mFTxn95lg>t0NCFtCRc4q5f^5G?z`)ZNT zFToV$iBIS*4!qt%l{3YDei;gpT9R(tuSi3S&9i5&K#{kE3LI8Y}ya8JpYn|)~i!X0*x#&|$$bL1O)V#^n zLu<*@n_Pwo8~S^7F7oOoS07zv%#^^_GjmEaFl7Lte&7}tV}{i0DU>yjy-WQ0Z7#`- z4kSn*DR;Owm`l~?8@&YN*d0i&o>n60E_W1%d#6M9IQ2H5Y%L_I(d8c3lNyk|D@%U9 z2b)$4Whbzm75p7k4VkI>g5Ze|t0cgMzC2m`5Lo?SP_XS|RYnQV zUG#`+jqvkSI<($?0%a6RW6v&4c)~SA&&ly8Fbd%+)N!`wo@Ss!0+&nEM|JPAaY_(9 zCv|>_^pB**7QO{K?H!FhDOlxQkwJ-C_2A^nxRJLYh3)zW*1LesHF| z_8IY#YfI_agImod!Zk0snr0#>zp1i{iJ^p{UJOu-euK=5_&dFeU*#XLo@|1p!}(CM z?jNq92@V-%=bPcv-hpPmf)$Ple?|5iCCE-~fSLpQu4V{yT4JN{_Yxr3D|Vjj$p|N( zi+x@C=+WDal*4=@MSt0SD==T(L=JKd^I5o(cc}IjzM~l(`%Q=pMrZCi{cx0BA&at* z;}bzTHbQ^mc>jQGIX+o>MLfS9cXH`x`)U2v(9BMgX8Rz4Uu-RKu>p|pk~U_p3A}%} z9!t0HM368454rIZ=i|n{yg$NY3>?<)E5;#|6k7SIwl^sU!^k1L9~f+*LGeA;RO&Zf z(lZ7oga;|%`Vt7K#gs29ze#R~@Nwu(GS;7Of!}mV)t1Ibu|rq@e;s`+b^e%y2l6xJ zv#5_%(M_Modb<=KNnQl<)$tXB^Y?2!J|+dF`0BA5kn+V;{hhn1@P$Qka~dj(fA)?O zQkw5>^TZ+3OY=$iAMbPzOY`xXc6sIDv+%9T@ICRz%pT-c8Qvd*CFmmHKoB2nu|=mB z_ZKaW;bR+%BYE}y#9>Xv=yb9rgwMp$=`2xuk`wls#5yI=FAU`eoA6~nnu6MuK*(|= zFs8}X9mcy%Kv?lgvjnVxylXHuoUdd;Ouo#8Ul)Y6t5?u-^Mhtc*}A?c(?>YJ@}B}e+CWyn8~Ot`lSSUJ5}IwG;F$C8cM#dz$cl>JvoD~ z4v!+AtLiOWCspJ}X<$sys!=>C*7PEZ&ozT@5e@KgkH9PZN6~!WVpv^c_>Qy*7H0uE z8)lP7G5jT4s|=G7Crxdr6Jw;TiaynbT`STxju%a6*~|uyBT@lP>84fUyTi`2Bbj#u z>Hr}Lur-yVGJhT~%#b!Mld3?XpXbh~!q-K%H6C&jX6wxcUZ3DfN)5J#{1p#I^rX`U zGUK@Ml~X(oi4u<*M8I-}}| zNl+4>jn`zbnr;mlk;HG5&**^;g;v%0I1_MIKB2N?YK|7Idf*JUEuu_mYpB<9@VpFZ z(`H&SOo!N>$++6dt?K+Fn?195Fi9-xG8Rfee6BeO-i5Hk{HUVDxL}Hy>fkGzKxwAv zVUSo4mnkhjOypoWafEj{o;vxl#pKwK%Fim+)F+K!ZfI&k&*-+tDi_RUifxX#_}$31 z(bF0%WOo>(IICG>BYBv?w~F?V!4CTbhs_wGsly$K7nl! zz!^T>m%z{3Bj=KtOQtTFv?L*)hcA$Y6;!W5N3v4!>19(r2%q0O-VW}z9c;%}Hb@sr z!e8Tyipg{5HGYVhA?Uq?c8r-aE9sdLO9wu=7}CHF{CKJ*Eu(aO*OBOs{8!d#HCTL4 zsUgL8g-%eqOd^S$_@%Z5^pbH6dbSfEj|pS141De#)ej45h&vxfo6!yG40Kz)(~(;* zP=Xm@sV+eHp+R3gLo%id-ySchA#I@F@4_d*lSE~@@;PwBwMAFRupknBUv&Xl*Ol)H z2hJObbnx;mo05~Jm}9Ku}z`Z4S_(%BbrSdg<7>7_L&+7Q%H6`pJhTOEoxUWIwgMe zblL2ODH8|6)=ZwvlWxtp>kQkeFgW_#_s}MIx_2K+L6Iy9e{=%TRo-Ui@jD_mM zlPMWCfr5$22oE1Do^R-EshxW#zBry21_yv}zvqwD^_b@J&`0{M9| zzZxDY%w5QR8aX#x8yJPVRO+~zZvi1}Q~;r(tDcYq%;pD}F=V>JMuj)JpgDXT zUc)>St^+ivJZTR93;N!m@}B0Z&@F08bK9A@e3b8V$(7G2L-x8rnE(S+&OH7&=4$C@ zp7Sd_pnA>c_glkiv8V{CCEXQhxd5gy16IEU{52eFz91qsrb1tmR$RZ^CP8J@NeS_2Gi7iUlXC06fQn1`Q5g=o|33H)P82-s1xl472$3z z>DPPUm^%t8toK*(ei3?sboYzq<8va*X zXl;*xDfbR+=2RrdH|dgGOo9?Hp|wfiTK>8jA)B}yB@pUo|4k1+;VXy+-s|61$rauoyvKiK+wQ@el|JP9 zPQDB|yNR!;sJ-Vy6<|B5u#J!K9Sr;WFtKcx#2B`%xEOD4g9!wGWf0@UJrxDSV9%vR zZ|9d`_)y!_15k?HAm8qU`sjv-RN{!1ZD4gy<3o|?ynmt+A2-O6U3_O51mCF5MsdsC z{0I{y>DQ|Q$m9K9pxW($`BsugfpYJG+czdcDZ>dRc!zsyFCRm3=vR8e_wljh`@MX7 zluZewN2iAD?M?K|{cxj4qf|EH$i)5pXw=s`o#O!C zs+h`$4#3?=Pbh6)bBcGkt!}aa(f!n6xVWFWT6OF1PRMfhPIeY$(nSp_*#N6N#0egwtUD-Q|eXA^Si{HUmn zr>fMi>X0^9gbrQ_BN?GG4)lbi#c@6v1O4JG!9lhkhly1$HnE?D033dbk0Xhr`OomUsz8Yl^p>2H?L=gdk%|%w8;n&*E zd&r@VTYSwROYcD{%=ug?>PjO1wFKgp$6*0~UQ#6DY%xXL5PALx`4Gn?Z4p#hq%xOv za6^Pe!7tm@H4CB!IJ&NW#7sM+l84uo;>VLvQ#`c<;;%l1wU;L`Vcu(40wKH24&3>Z zJp8U+U0O1R>*O-{5&|if+`Pt>AvezQ!EaxJvtt+e;qc)ry-|v8sakXB2gpnSWquXD20aHQA80&qKlmHw_%3Oo3 zN5H1f;CWKBT`;`SJNYly`1xjZ^R9!02ffn0{Vm_djI7VMyaS*1N=E+uE&tSnj*a#k zUdi0A-{fPM1!+nD^(~k`6x%+$#eanGA54Gr2RVNS?(0ftaFAYN+I^QV(zUTKL{GZM zuh809z0vwR{t#`VEV93sSg=(?*YEj%d^75?8OlZS?(|+No8>cl*nKgC z{QUs#__rZ-eumQ3DZ{g=?X92rdI-&=f<_h9E3f>J_lfo%vZeeAFN9c$q{C8Khx4x& z??>Kx$ZxZ5l)7z@x{<+;AVcW+67~z&yNk2Evq2BXhQpx8{7Zz7OS&B=^PciMwXcSrX8SYn%yUVwXOwe1x%vnA<*EDoKj4lz=IT@X z!NJ}61)qlKImI~o7hpV<97JyZ#s7%QvyQg%^^3cS{PPmVL1KM<-tu{(s#Lzdv?pOg zxb1Hs%qfA8J{lC|NvOXeAl-Fs#Xyw%JqGTQxO5Zk?N@vvX;u#T5%dc77d>%VBJKE! zPr!L42zC4w>_ve!z)VY%1pn}-y2#S49Ni0$kd4UA)`E|FArcxRJfXg!_K2vaWGKbX zH7r7gbsjZvSizk7(zeA`i{KxiXW>3>5#Xn{ml?pE13bWzd11MAs|2=127AR910!LA za1tLdV71-vfmO#x=wm%4VSOfJUH2(L_ZX{C0l6csf&<}i4CsZHWS!b9*mwE~$1wah z!0#{ib@Ng;(ILAf&1%agl+N}9HjSK^Mc?}WKW6S?kuFDObJ;2Q3Kn+ic(ar|K15idwXu}kJXBby z61^QJ!~syHFrf>YM)7mt5_^<|cA?9&mtjI0dYfH>jzhzRk;U-Jl@;>5skhg=dMH9r z-=Y9kFg5~p>O+9DmCVQpAprSaZone^A_o?6D4HPCYsOYMM30Wpo}4o*c`AS zN*IFR>qbFog1TkBew-RY7aB-~$;cRC7P7@R^oYQKI6;ILYNu8f)SEeb-ciZp8|5q>Al0S@(W<7_D?Gd5hfVYdcRKzAnU3Ku~Zf?MYv8% zgFyn~g$D?|ZZOD+&s2@TAng6BE{VcjJg*^(re-sRYVfT9M~dJGJpYT@bzVcmdvMSh z_y*`YTyRIj&s-qi52#tg3Jy`8^2Yt0kQ6099B>b-CNxF(q{J*V1%9&lmt>(H+*1aQ zIq)Twp(#RTbjr7$H?xT_?ke2B}*H}+F{amO%hKlQZ$ElPd48aNT5?lv(E$l#skQ!Ao zs5HU$^bXiJQ)r<8qDCxEf65d#!iLeJEFs5eugh6NO@yZyjAWamYI#615*e2*WLt}< zjlv2RHIgR6pR-}U(Ho!BJ}XKl=Lmzy_#ELayoO;bFYh`pYuN7AHH96>w!_o(Woio< z*v&LlwkqnrQVDl}0Q41(9b{8&NXa`Iu@MaiIwD);!OlX$pIlipT;|eC2FvMj$@p9$ z*Nl$dV8uWE2YIL0mz_gWWj~;H^L0EzCu*NKp zxjRB08%Mb%lQP|4fDR)uorGa>|w9ng|Mmgf2_Jy{q7&zaOHLKDwJQ(Twr-ZtyC= zO@l}E0ymak*pgXx>@HL{1A*ZZO15_wV$n12DwKg}Ga+Urc76{b0b85sQ=MK4a;}Gv zj(aqg=9}_8g)`QuCM+N-G-0_Qe2!-19C|87C$oUFHu>;tP|x}c-OboR<$&jU=X8I7(7=F{q43?1FJ$7)M!pdP zh0%uIA>`yhP1NcILL>Z%kz`+i;GiV5sL+{7=Mm|V%>Vcs?T*31X_7QpxC!$&xGpL( zzjA(+g3V>&7nQcafAnV;2pnNDxDDS~T8^U7`y_8U3dxs$4P;LlyOKt3$WDcD_&^pmbP#J}q<;mg2V_eA|=h8_6*Ox4)Hf$cQKzbTxsMmA#+8Ud?Y__%)H zllRqbVa?o?X9+yQ@y*n=1GYmy_~ugJZ(6_jW@Oh}LI>K7#*pqx7{!*BZzaXhnAyU8 z_)KK8lArZ%(M%sh%2#0VH>$i%HE#chF%$tmZ&MFy_O4x%?I~&YbogQE^z`UtceDAh zR{dYbmXcv~!uM@vmSLJUGYhV;W-PeK#zn$>>ukw?vzkdo_n^fPLePP&-sdhB;K#w& zOFh;$BfICJcw4MPNxiG#!haav{}c(o``~^5!8N-Lu2GV_vx&-S$Nw*`aeuK=_{#eK z=mVXUr%ZjY!_)_>B_FsCZGusV9*}k0q3nD>>TMBr%4hfiSPcev(tE<pdVDTZI^kN0Y>yt>9r`&z^1Gx>a}s;fl@K3a4Uo((-*_t9Hux zJGKkMiZxx?F0?=u3EBg@01Y)h0LsE<+z!EseA_o?iJ=|I+pBE)T-gbkr?vaLokCw^ z%cIu~Qw?34;{v9IvMPIxs9NMTXKQo#6fp4331}^o(=w3k7ze+)8~CAMBY*4>x{|Yd zghgmNWvp)W^!`W%Y7Lt&@LV_fc(3rSP4tk0uFI3j&3!_1yviU;;dd&8*qlA_r)$xR z;iB!BrvM+d@JYg-8@ySRs!|^##|{ehOz7y^1Yh?~ zHv5neg^n?=k*kMbg=LWW@gd3yuORdRgt;o5uv*E|Lg0@oqX581-fvIKD0e7*n!Dm)e;YAFZ;4+oS10zAE=gP_5I znGuGthy#O0nRx;-@(>3UVPwuZb-QnO?!El;-M;tMId!V)tFNl7tGgkKo3?hAnw;-n z;!5Ty_Qb%!gET>Dl;u7Ftk~&Ft2lV>u--&7+K^8V9pwEF^*@TvS;Xp&_Cx(oI_9G47ropy&QHFdn!8S!PYveUypf7Rs4E6?ihBlwX*D( zKHRrW{kSFA8h^j-RMFaC9MnewYInyTPix$KIK?LA+AP&8a{i=WH4cRrfR`waaRKZz zUy;9;AFL|oLZD&f_ZXp(! z$V7Yq)5Z(9`0B0*x$lC0OYHVUJ!h1YFV+M16yHUCkMB>a9{ynRw6y-xXPsof$A56k zb?s!@^z)N(F1&c5y**W)GA;`_IVa!yLeGt4%yo0qQ%1KPwhJvSo|6Zw^l1_7`J%rs z+dY!I&E@$o@v71}lgDfPpb0|mSNc=*6AkXyze4g*34_z-iIR8vbjo&fXZ?0pWvB&` z{(sXgVPs@i?<+hc5B7w!?Gwj3L-zd|XR#UCd8jO2vwnH$GW>1%_s!@o^xvO7c+4nDvZ>eNQ}gX z^7Z%uujd9Q1r^OwZRJXpvwzT2TZNms$043B<2I3~J`#V#>2higvpQ8y`4QJtoNtLg z<1$Oe9qjz!nNZE+JB*_GZT*v;Tg}tkKjB<1f+yOey)L?^t#|dlk<2K7?QCW@y}NR9 z+b_@tEF`p~MZJf&8=JvAKQuz-@5ElFrCx2%KOvbzR#@Xeta8jLeq zhRlLKnv`o|qsV66^P zXeFK)#Ji3cJBAfL=;&KYF~nPobJY^SH6PS%=62?~?zU>L%>ATx_dx$TFhs+fn%qT9 zs@2o(hPL}Fbz!x!Ijo4-Pt={9Vh0z~?#RiV91okNuO2)jHmg#){%{8tI8hINrQtb^ zJB&ejjuQ-nwd6p3ctbNP!{ShFf8G;A-a^N`QtAdgCMt7T2rA`F19kKwYgYaJdC+ z5@Ne5&UX1$D=5To{N}0nEl$gq1q(<$ylg;enjDu1Z_6%;a7`S{qk+r026-%GBbTJ& z{fW;cLI0RPtGtg>A$l}fdOeiLNue<4UAb%UD~%W#o@xnN~CHvV0D8cP0Z(d(dNsm-J!2BKfHRKA! z>F}oT<-6y0$*+f;=czNa+zj~I*FK*EZHr5Mbm3so5hqzcl1no$w+^W`781BHt5W-Z!qC)eQK_f$)$f zCgro}O_J*e!E9qvcre^~=6Qmd(6F~%m6PNfk3mMr%c;RA4~+)HYo4DvMRLsDVIw=X z?-O@Bc1na#LP?d{AV`%TXF{gOZ(})V2=v7pq!tgsM)Fj`ABMniO?=>~ggI$W+==;W zelqVDFyA;4R%#yG__^BnCMs7mEPc}Pa6&E_3f&^us%JS}jc%7d3}%TF`P>8kIt;n% z4qVy+!e#&@g$?5I(6J<0GpB7azrvT6$u6IiQl%}jyIz~E*}9o z!YH6%>bd^0^XZTU%Z-$N zcD1?*tjmThO-%Jv&i=DbaqOT6=E4sT+4JMy4ZEGXa$c{e)O?5DjX z7mtKKxQFJ0kuWr>$DPqVF3X46=uyr2Ls{8@K3)JDeMczJcf|4p`X-S`Ai=fmvm!g;cjGsi*akTV{Y&WuAH zup(ZXcu6=FaJ(SYG-}c>tNJrob~YtGE`(FQ?%2=gm=W&AD0P(7|Tw zCsV;66QDxHTklW+>Sc;!rd98zbEd&}LLBk7-zyNiI$35$Q?7Fqjr&t zX;)R!*N%%bvf)hZk>SS9Ns0FV(QU8Kgo4Pn1BLLrwbGsCC{L$2qbjDl)#$H#Ug zN`DD_;p^b%3To%4A-_Xxy$rigCi&&;+3>WHLJ7PB{tvTZpyF;kS#Ci)nZE$~imlOIo?Zai zL6`JF)6AlUFgHSkvT7lo41K_^Y;kax)9-2IV!t|BJiZ7|7P0-f3a>4KahmaIcop&m zkT2M^EpwwoRcITq%zgPR+zEX4EY#M-r`)Xap;9CgX2GlbT}$C;Os&yOBq3)ngWxvu z2}_+8xi7mdhEIKlO4MMq8a( zuF6-FrIoH^in2Vt#OGS{(6l}tm+OCUrByD^EQ17}sa%c-y4=>XkKG&GK?eFQhu1WG zD~UVG{h6+`YQ~!WJUpct7Wwq{pTG;yOUxZjJ=g9(71JGaOLkiU9fUQShbjE%wkux# zZ3PUHXIDVJ>v!VK_?6HGe^MiM$jAL)MV(s-SAAPlsWz)p)jJxN?7;aHOT+DaiEHsz zez~zL%ixqI9w{VQvDX7Gz3>!FGtvvg+Jw#<#AAi- zHo5tgW0)?>CEOM1D&Nmvt)A~cUxhB3c*2vf@b$IXb6b{dfVIAvlx@5BLNN~;+A+7U4XB@eo3Nf*K7F{#74gUqggF1ali9ln{L17~uxNm^g&d1he81 zrW15;iqM6iW;28u1ixvH@D{<`1cZ`=Qp7*f;ZXv!1;TKGmJcH&5Y%poAPDXe;7d_! zSe301P7thUjqn^nRwBYMg8E4au>?KaAfyniCs<3cr!B%Rf~s~kYLr?R5v`2&2x$bb zbwGH9pfSE~-fBqj8NpeC4V@4q!2yDDf(~5}+7hfMSWAF+{GdOAMcokQ6U6sGXhg6o z8DRxMTIr*RsRS!}Av{O0xi`W_f<@^F^9jb{lMgK%9I=S_Y%J?>f=&GpHW0jr58kle zCFu4TLT7>-1m6-=W+I#*IDmI8S>*&{aKpSc`WH1yYgnyuo2>OPL8IXa4G1<6NP;Zf ziewEVSe1paf}p}gI81N{uXt=NS}h3f5!@m89)-rbK@eYr zP}&Ibm#cg;$ImE!dSOZNTzY(~MU*y~&L&gYWEz`HVUy`=TDv$6(HDP5)|yOPlPPO5 zT}`H{$uu>Yq9)VRWNMmB%Tkj$iAj-vCR5R58k$T&lj&zN^-QLn$&@phZYERBWSW^w zF_YUOG8;^0g2^l}nE@CyHaupAjgEDIt!{FIo7~u@RZ1<5rNIWq%&>7yZe5dG z*5p>jn!v_1xizsSuo1CJu>mneYJy)*ZAMK-0yMP`tIyO|l=P%&*uX43tw@Pjdal*P zqmOiis@e!;r7?)d=zH5b2pi}tt5HY#%4)O{n^>t)6*jX{qqv9gh}EbjDHN;G|B^Vd z8qFhdVl}$m7>`(u#*#S2H9?p|;>5a?(1iHU!jwWf#lobMPL&`Vti8<L^q?7Frgh%R_PMmOQLj%ZXi&)MBBiXF42x- zrAxGTQRx!x5K_8Cy9|^r(M3X~OSFQnbSaU=iiL?z4wW#`RNEq5vTncoTgcG<4XHW0 A4*&oF delta 60937 zcmcG12YeJo`@b`{yUC?MatR4N4M;)?xw|Bng8)frLO{CI0HFmUy@S$=fb<21Dn$_x zkrLokdhx|q1OXL9QJM{rY6q47Gqe3}FTeL!{`&cF+1Yu%Pk&~1c6N8}&ovJ|s>w~` zS9IUQb&Dtqth67Yg<@P~ySOE?pV%S#bl_I>%rk?cO1H4a`%zZB8Icve;Y1|(7HG2E9+niR zwzp2|jh4#o-zU|EcE-P9au6=kvFv7GDQ-$WVcSO)L4z!VlAaq>_qnlsOY4y7$pJ0# zVS}DM6vBO&jA$w(hqO^!_GtKGQHm8YZNyhn?gw6#O!@^gX_10(S?eF9HcCWMY10FL zmWUowBJq5h72nhK@2!AHCUd5rMJP~28TB!5(F|Lx_9`2hF%+R#=wTPb99CRI*Q=k} zi<(~??HG@9ERywkXC0IeL}_9-XDG@MOPn*|9J6S(%pjblLm6O1nVOj&IMBi(sXyf! zT%w#W)`-OPEGsU+;*uJ*BTDn6KvIL@FH|-%Ycj%9Eabw%fJx|OfJr7{O9E;VaZx~I zaGSvj;uP_Ms|T7QF3C%Pf7|D{DGf~%^2*|X9%zd~=n#9mgXp<-O9Gn1uaqDv421Z@ z&m+oE{Tax5RucUT$O`EZ+@|l3avpr}+Mxy*U17Ygh&LLxv|XWH4RIspHkyp?0M}Go zshl4D75XdUAC1x^dVIwqj@%d__G;Y39Hff)QRDt7K(yzjDQTwRSZJD64s=UV!UR$P zKghdc23VG#h~oW%ea2S@dSdU-M~bZrYEmqkxN8f7&5^S#xm zaP*8~60x{RlfaI&J*u=lFh~`bOcunin*>FFAlnAADG$ykPhUQHdD0+W%x{`2HfY)o z_cmZI>utb{6z?^?Y8y^*jpn`DtSy>A6^W3n+iLS1m2kK?r1?xdoD-Mk#iQY3WQ*W})>IGtvZ;W45-+wg#Z^ZW&^5%V4lfag)fhl$Pre-Y>D-FWzlc zXxr~AbgROV=(JwwH#DL5i+>fiml5a>m2*z(#&S!fh6eS$Zs9YuHi>_?-h#f@3#`X8 z3Ji!KaEPwM2W9!s6(RhT$xMGvwQX*D>ML~hcI|OEPwTv5mK~bZK(?#hb23PzMy&}c z70{$|0FJefrvM;cv<_JxHeyPLwNQhKiyA1Qw|A%NZEF9BvZRg+kgYxM9VeuHUrPiD zorhv^cP4@oE+;-!0osf8J9ozIc@{41#eJP;n*fOyzDdF3{6l!2Pmv+uhuFsokz(~O z>-0@DsUCHyX@(u&wEBLWwAp0O~a`I^Hi$1w_ihBs^IN%5%o_*jeuHB zMd$R2I%MFcsNKe7WYA)I%dES0%z6->IY} z;+~R*CPd2yC8C*rX$B2)p%QW9pj@gvb^F6XKLl>4oTEy&iZ=#3(CcDkX~RH|)U=-( zOw4$W7w4A-hrBLJNIhP*sdOqrC#haa{&dK+C=P#J+%!3|Z03++Wc$QdEeLybRWD-S z9xCN0V&7pC@h6fyKG{1wz%Rldei3GmXh;!g^6QWd(g%+WKsY?WF!Ib$g?PQJc+?1N ziwp3HgIi+?aoqq~xD=Pn*shYriNnW^L~-Jcu?g@mKd!SG0?qm6{t-SOSF9owzZfZw z8sE5${>2PW0U4$x#Xo;E*duwurbP(&z$+E^u zFf|!WM)ZkhS|5FK?U+-BP^up7;t;JTO)l~H+}pNXie{X{9GaJgn+59acvDmB6qWRp*i`I?PceguS41y0 z9*FnRcY3BBwy2cj1Ih8#Ttr#Hii;N8Z$50vjVz(2xMW2Yv1oMxe#-bOQ=z^esVKh% ziZ@p0n9z$UYt|y0xN)^QAQ`Cw*LF3d8nxC57v+AbzF*tljH+l|3S6W4rTTE)2n>S4 z#Mq2@#CjKM>!0}c`j2E{`a>tE_g)pX7E;_7RT2+vSgbWcr?(A95n|U(uRx1*Y5C8l zSUkr{>^+4HvEAli+OueLo_hM7&BO2-rcqOqadE@Es*-d#kgsrF-jR^wI(lA{0f-BxVtNJTJKsinVE5vLtY z!aalZmFh(eprbgpED?2Nf_4;-mo+m(sk|={Pw+Jo=w6h{DTjB$7x1c z_D&-Hj8Q3NL~qR?68eddE{UMCi5BEKtB6P6O%>mLHxK_*4jf%0P_A1$GWUxM-V4S8 z#1TyN-+FJmjSKec_0V9w*Jo&6=fv9w^Zij$yTtmZJaWi|xnMSn=ftXq^J9Dk&?#A3 zOPqAL8qQ^SipBJj1k+Wxy3x8OK@MX!-c&yF0&W{jr;o}YIisqe3}0Xcnu^~Y`N%qi zS|O^mG?=dU)CpOZuXZXayL)sZvQ6-Brs)P{musXG#K*@Qn^6{?NWshfQ+ZBw#1n$0 zh2Er-EznkR#K~E-g{msXo(c{rk)>fXeAlU`0zPa|a`PZf{$T3rvejp5Alq4AB`#cb z;Y$Wl_AXXw&x(0xv&^WJ_`mI+(t55XJ}de8tT_JMbTgO>S1XAzAID=pL?37d0cL#c zlwsh9JdENii4Q(@nt>^`D$YNc=llQ}EK)OtmR#glgLQ!fVL zl3=NP7G8V<79c`=5^3FMDY&}<&Z8N(y*T{SdANOuy!24xv!VVV#`%W`ywpO5pg(k2 zo_pzx8IEF|W&W|gzueXfYxw6)XbTJ)Av(cJ#0Q_hXFX2Ug*Au}mNDX$E3gDn_U)Be zh%#S8M1T1rzQi~yIehAX7G)u%wId+ajBe>K`S`X$Vm+O>{A!9B6^-e?{8P33YNQ#J z9MhI<+k{j4P_jMP4gfK|L+NwW7_q87QEVE;@4)Bm{CswGwx;7X!5O4gTPUbIu zr5flEcowSl_Ukuog`qw{w*E#J)Jf0!CKsSoxI!`O<^VGyFf6Pu=;SpJrQd36Mzr{r z9Zm8}gubbwj5LLzET{{`=HE;-1ELEHEBpdA{I;gpgk3P-z&@H5sg% z`&}6v@Y69@RFZqKQ4W9A^1vBg6}j z;><|p?8bBblT(H3CYQFQ)`}|C6xRj_z3P|65r0<0Yy9hw{Yy)8LGtli{;48<9gV^E zn^JIsxZ~HsCJ5xJ4cYMr{vlTV_L>Qq2o_lJJ4(V|`ltN(_r?nI2sLIj^~L6Y%*2oU zlL!6T;=hO&$!L5<{cvw^{6~Mj3=+`DkJhyt5@1OjB*4+f&*K^u^}*jEDp09_=ZK&%dWd)lgK6}%qz^*xhOI!)z#akkkKIRG zuvNV9&vq`Vw6G#I8TlKdU@U1*YFN-0wrRd%vgny-U^7b-aTE?=0J^niUj=x=S_%qB+)YC3oMd z$Yv#>o3E(7u2=N*v!dsa?V*oNsP)-p?qepV;m>e4JbkU0x{4)QRwLFCR(X4mHIheG*Y534^f$H!BBGe|ZSH z(X`WvdR?}ZGVZLvMPd4s+xv`FNxAD4Y08n$Dxwayp<&*+!3<2TGLFfjl>8HkD*aG$ zFbp+|@g?;wx$_MA=rO_!w`qrlfj)L}E*u46S-iX9=quYsAMvD$y4`?#N|SA47@J&> zi4iC`#9)&p5s2W!2Af=bPSr_fIzJMyy@zFY!sVwmel~FI7E!^9S~wK^&^ zAtS?wa@9yo4fHJT!-$pK))R-5s%Q9g+*A_WTGLB#5?d2}j3*l8cDPmEAUCZ(9b(X& zz?D?)sM6)+dJJ-)r6eL2jkj&~QAUcl9R_Wh_E8ZxlL~RjjWF}~jy)>MSRh}X7=nG`~)Q7oR?7lJ>r0?4*!l&WVFy)7q=J5lA?0Qc9-=({MIH{*>&hgEp8bLQ9+r*YuC_c_M0QLZ=$Q&PbJr&z+e8T|goc)*!6v$)2W$vy z0%U6n>TCv5Ar+OX=y}A>Aw; zy@1{&d(x45{X6P2H6WLQ7BIL()I%+;XKXCR{%w=yb2I+Z^^yt}%@NOA^-v3hE*lV+ zB?K!4Lq>ewj%L}ur-;U>94mAW49aY7r4oN{BQHD9tN42x)h1eZMxUmhVNSFQAuEZ? z(UjUdQbmD0eOPLVB-69d^R_AxJ~G_SLcLKu$uB_a1@DPfDs`0z(snDKimOC`4E8AP zgh7O-*(eU71_lu>9#uiW3bb_1%t8MO>`EnwDt(@`cSGswNM^aw{=k7!V}FugALWL0 zl!aslmNt@%V$jOQf=8htih(kq^Z8Ln8qgzSPD@-|MGJvyG;u%C}gkHci zsBRh2x)XW{)D0!C8)UHcRAD3;JnQmMdt}?^M~K4)A>wDM)ceTv0;oGCbaYoJI&bid zo(^WBx<&VW5v+>sBd96NJ^Z2F`H#_7ZbLPfb%-SAnxSBD6SMNYX6Sb-AITgD5k+_Y zkeV$Z$Mp6hS+J0d!pZdZNWJy#cvDqZhHCsQnrVxpP{xd4J7Mca>MM4^1(i6C^lFKE zGa#ls)R8)=8fZG3`(>LhB8H zdv9ueB}d(Ak7BI5B*2}rYz;b~;3|4Y>Gnx3*eIT#v-! zGET}pjf)u-R0F_PA;{^fozV5b&m~TmXkWSvMUp#1(0t;_>Wr2l{EaNYpU;DFKA~N~ zTTa&uQsIdk`_5|Wc@>(%k zr7`Q%7j2eB4T}AQgm}ADeo(kfH(D6 zbpb-B~2GY2ce!AACoL{j4Ucei{+!3W2zOj>5pzYN2b4ks*x98K=tq? zgIz{>R4&KJoflvkK!S%KdLt*2yfp-6+B9@^F0ttyAq7A3kJW1^nx}~h_N+wWhM^@I zJoDg>!_a=Orq73?ILiIT)&M(69RV@WK(b`v2=o`O6UFZTldU5`pUER(0+B|-C&52q zUmz}elBP|aC?#12g_G-}(1+ymD0B(vS^2v*8Wv#ym!{#<(dfs(PPBVeX$SIf3=FMp zNv*MHx~-3lq1)j?w>1x@98)9ZZR4$GeXW|X4{0$DwZMHOCdbBso7<{#z>MeeIJmq* zGsunc+H_+XAEv~7+b9+?O(vk)fy*U*ebfwfVa1!t}Da) zZX!wu+$-Vjrg*tVsk%)<(Fh$epj_PKjq=HhsLXcG$0BU|Fihg8Nh&EOx%q)geJ)BI zF*cI8CPV1L-;huty0dM`g~@0P+g_1C22VlV0{@oed_oxQfX(C4RhhT&4fzb&W$!P zV&%$BPaI8(tMW-^)Z6DF7ux5aYutReZuRBr>&MgnF}|ITHsRUK8D=7|HM#Szpak?) zISTaZC8U~BvpMsFatQU)P7s2ogU&R6&~%6-B@59{)=HIGMT)2_?RJPCpjto7vuF|8 zf^2cLhwsRT>Js~EU45#hQO1#vm!M)ZLMC{_atKc?MU71e)$nh}Xw?d!XIfdh42rAF z)YY8{BUnUPXs{>R;_{hp6d>5)o#t>99ayV_P+sd&(HNp_E3p{m4 z4iS_RSSpc(k^2PwjaOEd#)yE`C>d>_a^*rBySRlPFnPm*G8HFGHX>xq3-G71ooSFT zD4=M0=?LGZu`Ac0J@{y4GIFaWA!-(MD4h-ej2)C%DocKdNgjjd5&JF_smR{p3zg@) zO!jEBgv4$`iB?7W%5dFKm8@Kgo>+eXL>P{~lblbEt%Kp}R%OrGb!arQ{X$O~{eEy0 zsQS0j1^tmt$@O0-Y`p^B~`S)fNfKVTD;Wbpt)DcBh zXb35eh>(M5RFZ0!?&SDZ6pc$IM<`)*i-u8ka^Q7TXq{4pIpU=%(#);?7AUfMQAztP zC?e7Ss1RK2SGt7;>1xW-EgPpwH=pvB=KF(5yEjm6n0btQ11+hLo#D=LW!ST_ zv$Gv`CyCsOa?l>qW-F?N-XlvtM!6B&DQVqSIJNnY7!6 z=He?=r2P4L8{C<=DLFo5^LkaTE2PtQm`Gl!LUSovcj7-YjOXX=h({P#^`Ajc4W^kY zn`ZARRfNAZ(`V>W0seC z=uxGN^o)$0Oqbj4a%DT+?o9T7(DJd9mzTZ=9p;YiTU>e&{wO^}|2a(mQPGdW(Y(@Q z@b6sKpE)B^c7{&;sH(JhMWeIiLPIW6amrtMr+5Wp#hs{&wLw)DjBc9ac4L(7+7p(dX~fKaJU^#cGi{d$gt-)-C3-2P;53}XF4+Nne?<1u(Iq^b6nXj z2L-3BT@HH&94TPVoGfQ{W)>5SvIa2V<&s#t(zD!I0M2?duuNyRBirR-SRki6CyT}v zJq(IP-Ex-$z%v)xlOSoiF7d#1x~cV$!7PLL!s(@A5Kf-$XKa5^X3 znaxg9BiOT@Ihm56&UAa0+n$wamso?AE_;r{$%r$9fR{TXD=Wt>6I0d>P{K{s%9W)Q2G{^hCfNkkaM|q+ zM;6tR$qhO=oOZY5%>P+H2s=q@ce>r}0(VPb z&>K2tfwLsmU?XRS%js}4&QpOED4CVzvNJ7%!1vkqj0|vq6e$o2Ic|v9Y{|lQ;03vp zW0y>pm7blQ;dEuO^k8A;bbw^p8B!=XAORq?0FF8n1O?+}L3$~~nHf{v8Ln)*tTp(@ zodw>^qUUK8+JP-(kK{c^x*Hsu<(5;Ap3Th2$a2c*kqQ2AIU#JRpw3tqoOZgiGg$&q zEO(~e4Y^5KQ42b9T;O**vp);7j7(RC1N4ORcIXbQz}qtG%yg$6vPU}W1d~DM92a;5 zIs>sQ-393c?xDw&mjgyjccw#%QF}TV5FC_2p&h_F2kHl83yaaIEU&Zeu8a(~Vqtd% z2%4EC*^CAySR5S4sKK{6AP88EvZ8qnsprT5GqKYUH_q&ANIgkSut^qVR*q95rr82D z!_DLdVpqC*svTlDlcjwofI-Z1;cTBg)zZN@PMhQBgqa z3^)yPD{4Rl+wEXNCK%+B%bp2Q%R1AdkO{RYD|>3D(jIrCugr z=RiSDJY?2-FjfSzF>^g`BcoDTZgw}gCB^*Zc3{CmA z_44?uTlJ`Q1nvxeUsb=%Y2dZw2&!#Hcbd{YW^^^>2kG^6>Oc<*XCscHWKwbzF49y* zj~|6wX6g}Bd;2j2&u~8mTGp9Nshg|kp$gZqxD5H@3v5?f+Sum17 z9>=CZrE+9AU?k5j3hFefc<`{n!%AX1ID#^uOlRk~GjkxL-Hx1`EW38PO~+<%J_80A z$WI3pGAI1uf(;U#28cp6Ue^O=muDXS zB1+@%@p9tgh(0cqtH=0DYFr$Ygf?EqZ?8rk5Llb8d>P%rUsa=}pel*^95uw>NjX6l zeGV7%aAxi2XafAQ%WXJxUqR2)W_Y7cdkn8dp%2}uedE4Bt+l>v&G3yc&{*2EX^@>f z_a!WoZ?DFZW$2d>%T{M~mMr$_G+7eK;j55A>7Ea+qDdGvCidGs7ldX>0?Z;u zzJ(I19x(wneuvsZ6A;-$Ti1$IE%J9<5V%+$O_?64OHR!|!OOcEs4c{s-FO)in1{JO&kK*3b_@Jv5mL$%DrzSp^>O1a56N zdjhOh8qp6tL3T6rKc4{ln+#o9M$)6#Fx$qE&r*`ZV44VMJGsx9Sh{rQxpq(cYlx^T($2g)xqC_HOBT`5gsJ%_1!-Y&%pTi z8q(PRkF4NdJPxLfuUYUc_+_~chiy2#O+G}w6DDvvj~mjS^o3f)!{cy5cwUXJc0_dCcVo)3W4EE%!R6%?+Zrv~5^UJM@x;H6$orvmY6ucnn&pI&|7 zj+`pOc%2Be(HV?W>2Gl`EHl31b@KOMoaBYyH3Sc}QPI5u>v9OZyKGxc!wRBidtkse zX`2vE2nE7}aku0u^+iMXocIbOYfudeojGxQPjNOGnI zUSgnJs~zRVK=c3ynsPg1z+_izlHxf6Y?g_^rvvxLF!Ps@xQbx^8OK!n@AjOJ#nBia zX9{(J+qs}iE;>%8B;b~`)tEQvYvp|ZTKF|M&(u8bNv(~mA$myJPppH3Lv~Y+(&R3W zEUAObFuZ|H_bBSJ?==}>q!Rl^A|8rt;junJTRR!&M9ya5I5?8Z(EM1bMoqLs*GXiy9Z#2g z(jOX1c@78?iI`GNuL&D2BApOR&_+G+krO;IST^W?F`p00#PfK3DAxb#@w>75W&bwv z>hX!5swWO;oc@!w%p`4rw~Vx{k84(y7ksrP;RRg(;xWar&P>vq;|`uH^>Ljbx4c}e zTRGMN!5XpOb!d{)4DTzD$-QVo`VSsGVo34C-V(#lK^3KkCQj*>tl0y?j1Ow_U&`^{ z!hF;YcL>b&#T@Y8x(IMp;piPRd1+kdoAVHN+S0gkDR3ax5sr$J zR>kY~gn%9#%L2MpPka#;%H#TBw!P@)n`#K8dD<0W*kIK-jwMB763`p(l#k#?+WT^^ zH_o&*j`PWLmUi9a^s}CCH0Z`;V;|hujP79{Y{x_W)AcKc`XNa~f9TGDuZnRRm1pEh zWG4;#;-HW;SsqA}Jkqf*K8qGp1=T&dk1l9R0tReBn%NH%+Xi1XQu|{U-p0gHrdRk+ zm3Tv(RIW@2zoLW(4SMJaN#_B0xEVucw{!mK3I^idctad5386Z`v^eI>p9kVcfxl2S zqDmhrJ`J_SMkxjMejJG#1f%UU@yw^skg&mcG#p7+2b%`tMzBZZ`d}zU(5A19KtQX| z*;0s{`;yJ>mg04`)Oa7)uYCb3bymFI_0gIHsU&&`?qWtaZ3tBAXZ_RtGz3hV%H(LM z1H7*}`#-!p?O8Sy&qlZ;-v4?>f6{(9R&Mnux2NM050Pt-CV5SDR zg*-bNe~Gs+lSS)J=uKA6vXD3i+k^1ga?JFh-b@4JQKVpns?up$WJtvSWE4@Vw0sZJ zwC0jkQ}MhCO5vA_c)e+O%}XW)_kVaBQm4TU+0oK%NTt@EjyI{b_v6^I%P)W9{Rme{ zU~_|r4u@1@L?!%J3vv5{ElYw>foENiWkV27Pw+o}rzGgdZ{=QO-&-oPBw+UcWkIfM zWw;j!OJ1>k2MioOYC!Dhe#JvPb)ziDE#zK=CC<~LswEZKW&ivS?XT0L0PN^H)+HsF z*guLkR`rP0Es4lFis~O#IwFBQ{FO^2Ki04Wp`o5%Ygh)rn|KqXN!iP=0~c11LdFC| zEA?>-c^G3!fF7(oP9g4C%TD=-{?OqjCeE^${!Po_^*Bo~9t!PQ5eMQe%@8h=2+K%m z0uV|^^oJ6*t7U17%E*#hmRz8b=E*l|S$bITrxMktq&Ug4RX&0rY1eH*vSpRl#*iZF zT8N=3l6+Iwvc}L9K|Cpzr(R9>Q!P$tlGKl=CCy29rdfi~r{vu<3p^1chmCFt9k#1E zabhifIe$qr*r#Mpx}~$sCQ>8Uw%AH9Pi^EMV0}HyL=(o!wkh16kt)Nlo_7N2RVkoW zxy;$iJ_q?{KF@AhNCD`0s)Gif(tWRk9F|?yMYUKcEvUsZI%I}jjh1w!WSI8*|bnj$r62Cq2qfIz6;PN)5+JlmeI70Jz537BO5|Q!Y^Ae z5o)uj2%WFV2dA1fvJBCo(Rag=JB=*sv^E-;o@0$I(a6|F!tyPrX%m&uTEHY^>zv62 zmR$N!&%h>@j<|Vkc175m77|2U^rZQTSy>rt>6KXznWT# zp@ktYZl>w(+11SQGr~h_Gp`IKr(0NdX-AB7*Rz%vy_)*9w5&EXt<{chw6e_8ju^sg zg_cdUi3ZLJP2PF6Sm3N|ZCPbKO0|h9JzQJ5Oe|^xdG?-Xa2v~DjL%5Io$>tM*3tl} zhmvA1w6~PeCTg;F9W23)_b8Hd1^%DTaTa#41aSCKZU1A){o495M49Alo~nlTPart0 zy~at-d$n1ao!AAmu~w_YRIE}*%8k8msKim8qg^dC5l*bbypTvrx?4s^CDQ)-+-L@x zC6l-wmMX;B0}7414l6WrAneod63OHqmP8qj{;;Wk56d3pd+c z)?SiqJ?lspJ=2OT!68vHe|lx$Aw`xngy9|3y0wfGXEhBNmM5{dr4U(PlE5a(U_1IS zW>OJ9)5kIf+2(qyR)@Z6)QOi$8p(GNKmA3;pG)5F3&m%yWT3fZd_PMw`6x~U(+Vlp zZrYUYCaAxq8s6g{yQsfqwv0x9sI{sMunhJq=12aaf(AnE01Rs7)dRh(NOljjOvK+B zjCiwJWo1B>9kQUr(#H0yuZ8ZEfKUHntd#=)s6ZwDwGQbt$dY76NKFe%<(o!W)W-^q zgzT|G0D!kRH!!+=!eC1>f*rskhg#Gp$S`a$m0trNMIMw|R@>?)dPQm-vi1c_3Opf1 zc`8d#wxudveG)JP++9DB*=fiSZ#&H#Vz~<&)hSo?nV)x5YOoW%W%9{TOC=OIk@Aiz z9Zx$;5B*$IJC5-r47cRKc649)r0wWB=`uC4+2qCuOQIPS+m4<#(h^IzqwCD6Cr&h6 z3(ihtDLtEfGSZUo2hxcS84RUIBWp%knqWYo0abA{7;22H47*^jGupBPeP(b^flx(p z&lqxH0@VJ@F&2B^_mZ8yrJUG{j>xNHywUcLv3vp#f$5#yx05&8ow1g*Kt73C-9lo= zS#pgc4H{>ejKh;?p->(Yow3;)ap7l@S<=j#4Pky?whT*}jk7IR;4$mz3w6~cS*5<8#D>MIb1eI94qw)fPRDQAsW6cT+V#Um6%c=;dG zjMNh?NAX9J67r0vzeaeH)LU-Zk549({7^oDSXaP=6Asu-xvy4Of4N}|lJ&DeWkq4sPpTgGHE#dOT8{pXKzR%KaIR|*IJwiPu>)XD zVN7xT*dC5lPti6DyvRyf=23T#v%Tr2>q3A7TUttggcT=PE>i&Gj562#^#O>nsGC|n%-*8iC#?;T5vsV{d^>sCc>)?!p_!& z?MJ#j%eC}^`tn&W+6?N#=bRJo_YXCpB{!5pf!?7y9($8n1$4FIE?du20i#OK!4wdl z5r|%>NutZBJkqO>`x0NRtG_x}R$sNS47jc}_ppDr*>rT0)nAV+-k3;Pdahyy_&Xn<`#N24S(LNS6k>Xy$hEM5y$4V z7rSsF$T~?TJ!ZY92+BHc=VTFfQj+bPm|N&FhMFPty#%O%;a`^YJ+h5gM0RYqDP zVV!>5JLo!-l!Wz%w3QiW^yh|JE2pxMh)R`0qL#)|uZibwf36=wu;w$6Q!h0f$5ruU z#Ik{0zBOAy%#;vGS_u~%qQ@dlOSo@QfdQ&R#hQv`7p0K6F_vhuWDu8T?IdA!kfrOJ zt?Q->*wDe;EqEeLFWjgiT~{e!JC<_M*fxSf8a=%fUZ6EGRqyE;vsCI40ip zge@JO^H2A9B$Qk~cDmu8?Di<`D?B2Vl}VieAvWl`XXP>657vM*7Hxc*l(F^3LdIg! zU@SM>T1h$;ktPM=@*S!NFg*hvqbcQiJeCs?j!V-Qr_C32eQ8d69*pOzAe&t#)K;EV ztJP1_yL<1SDuA7=pU8PkNF}SaVRTBK>FLr8*RyswgjZpc1}}2(HjOl9f$lGI%dMj% zHAl!6sPPh5U?@p`iQ8$L;v=ra^JRmqr($E2RGC6bCv$KwA&rg5EvG=D4b|C-^qIn) z#v2W$y4XUc9-79=-~6c%B)ffBgQfEEy9UlThpDu?$?9ob8s5z~N9#`L`Fko(=XiuK z8U%Q>LIsfp7(W9>rf(#(+?2de{+{8jOWp6`ZFTi#a`W*61D@?0Z@lWWxY1Ue&I0Y3 zbQVpa@xif*(SR!r#~)^K?^vrzy{e>>hr=w1Z zVN0Yvja7qwb;X^o52H+n$|aF>n#b+ZKt_r%9_G&H)_OICy#gbh%8K>+?iG%BH62(0 z#!gJ9ZVu5giSooPxx#N<3fAg_&0WED5htEt;+E*Y3HL+J3C0h4o z^;qn6tw)PoB5Ac5qN=l}^JdP2@jywqfyBOrYhoKndm5sOWjvYyPYrYGf?(5bYFG^< zfp5U1Sw#V*BFU*Yxb1$Smivc7+qfENAYmBJZ4ie8$%Sq3^06J1B$?!H=c1LW`!}+E?Z+73GYyoI z+jpx<{&hXlZWlKPf6Z(PKjg1n+&TFWwjwgcEPJ@uyqd1<;kuY{dv-79hKFP99xhFJ zK*zvM^3~YB@PN*PyMbQ@fxP!>%%8-z>VTnW@;2NSl z##&iM8l)-eBFheN9nI*N$Q}LDjRak=D}yD3i=6au#U?21>p;W(f_OfEhdYhnMJpTM z<8ng`{{7)STHxnq=>0qDoa!J&?RJNtM%Y&Qs(tb>cLSD)sl^qwXZ)&?uOiZp4e`fOG%PYf#@Blif18+O>k$N1q&|oFHiP4E=5*Kfm(Bp8)^o{ob|SU zsI?z+?|MNkJkK>VgJO3=*mqVx^pDr|0@ng{AR8~hMd`x~>7w)kx50MH+vv^6=8Ieo z{z)>NyuA00X7yWkQvDO|YkZ3Z5=s4(3-%ij$3EqTkcHE^0CN0OZXy;O`lvXuRQ04R z(E87~N46-3PhfAl1W5$@z^`-aO|y&dsKikY_8O|3%Mhwj4(Sqi*JUml!Qa=pRCpP% zg(pFuv*|?C=P-O_}18H^zMnnLo_Xfz5D=^;%k?9n#>K8D@8$v~f zuNOI3o`&4Krpi|03H=fR-8R8jDOMS#GnUFo@Qp^O5U`P8_}4I04*Z(S!V?@UVJ47c zUvmxMi0+T5L8@Nk^5D5jkY0WsYW_8@2@LS(u5m6?)>%RpX?>k*iuM{**7GM9u5&dg zKbjAg8(f?j(9WN^4d~zgF`{mADQ0x=Rlg)M^(t49Ja?U|CH-~yCRY(%^^X;L3+l9D z7TvJ++%4`Xy3gp8G}r6lFr>L;KSiyr-*COD5$O)xD9!dIva{IoO51N?3KHhj2ks*w zUMZ?2U>~?|U-TU}IWXSIq5yWN-{sg{y=a`S>nKGv!-VUMEjZnPY3r=($}k;2aO-W2 zD5lBetp#PGhHCsvDsdyy?>1z$FCD!qB^m4ZB-EYJDz?(oI;F3;=$Z_s`20thcnmX$ z?RZV)ESuuTJKPG}6koBI{=`j1FB`-z_)sODLfYTuYMar`y~`~|YYZam>6`}lPI1z~ zjl6je21;3;5ASiFzhU7u^5+w-Aw3H3mPGpe#dW3K*mf-VW#2>i z=`SwVL<|u=9fQU&DU`s|OOZ*~Ti5)F|FVDaNB;vBlZ>EaQ&@96~Y(##*e7cD)B+0_N(O>_OY2f+4Ke!syG-+l?>US?tMR?GQ zSI29Er42c&I*;z>izHuhd=eEKQXpDK6d^}8tDn#D{7#&arLV~|2C6X~0Z|M!xtG8% z4J^oFNs~uqk!td?g}RQ4%VEv0aR6TpGZGSI_Tex|J#1vO^bwYhv085G1P zpb~@Hd%si>dSyxb6HKW2U@-rratQTLH1x`18Q+VX3g+8jK&5MdAsQc9{eB_*RlHW} zyO#71RP3=Fj$gh!n4*r9g(TrYwr6jIg z4#?F?{1Cs?>?1KLd!IEyQL6|pCF zK>5Lg${|$6rk}}~Q-#kpMS+@(r*Zj5 zSd$;)g*85gCtgi0V)=YC_%*Qr&%69*KyV!2-wSJ79Nz_+2#V($K#sA>*gl>=X-jl@ zS4J&5GZ+u0xV*1rSt8k%z>6ldgvD4B|8yVM;)`&ii{*Q-+AQDMMcI_v@CJ|)(!LJw zK>ahJ}~HqJ*h$+A-o@TYJsWi~dBJeve2^QF^NTIQd&Ml#>PgqD;h^KQJwKixOU zywi*>xh|iA-(hr0q0-ChA{86*HORTUf~I53B?4kT$A{A62Tj(0do ze5&T?*SP+z`7Dq;YllHmLZLrYYm&}`{njyxwn zUXw$5Ec&67pQCGI@220A$-~V8rZxOX&!*1I;xlO*wbAV?osF#7{2pYR>}wTPBjy;S zIj>n|GRe*1+s63PnG~(n{y{1<{2J5(J5iAr^_K=%i7gT&zHkmo5*MS z=kH}&nr-yeBpA$0|NaOpZzkUFjbUonmcc4lVg~V~tfxy~3t)Gji%%x2^PoCN&QrjH z^ZB#%Z<-}R1uRQg@vmFJziyr4W}bb?Ev=mY4d(+VLK|E@l(*&3)r8+9;3aPV51%Y_ z>$e*Yk{=zt*-jlc=2OmaaR8kDlkJ9HkB<6#eXVC#D?a^y`*@;G%Gbd#zKvzs*mhc0PqzTa7Bb-$hb~ATjaTh)n%r*7&%~$QtgxRZOWW~V1f#>;&=rqab0<*q}ZWgA~yYTN>yVqx7 z+O@v4f$W8@Jlw@4(E; zF-kIH*rPiTt}tk-XGl(V=R4zp^`#|uXAeFZZKIv#CHF-=_+YrVyQT+BFhMw25`&|A zJ>U|JiV9gfwI^h4=lat4zo94p5{fzFqqW|(vq=43d^LFHQ}5US%>-x2%3d%dJR>nX zLn`-%bpq*#{?L;2Pj7yOSJOv*V6v?CBKH1py|TWTuSwgen0Jerm~@uw3GK_LA{^F$ z6h~orinAZ!D+d|zoq)kgY52Wef;*52?6;elirL5qBkX2k~w*I_;`;3?o*eNl)BB zS_{@Sxn%+95{xIqE-Xf#>M!uG!o6AeaJqK0FaEB#_%(*|-K=XQC09vGl3hdj;1E3` zf%VtwBz+j4MWToC-SHa?RC#Kpph0bAUheiB8wRV`wgW!)(B>aU4L0e}S0z3`UK+s< zHlfvhu=S#U;^8AU5(b_7TUegAKRki~xFv*cI5X(|jdA=S4%T>07T%WLFvyM~)a3{@#3AtqQ2!4gejZ}N3dTNa&J7p4en6-r#?E0uWLrFS`iIk)XFuco;O)D5v*v! zI(QOTaY8v<>4i(68_E#O6yd4-sk}W@2Q1t2_eqe*wk0OEq>Ik04Prg7*>VYa^(DTW z8Qsw-d=`4kKi$;Hd}lK{HMP-E|HQqf@NLbA8PkjY>9VHs2jQt&utBadciq$Y_4rP% zz6|u8rzV|T#oW{R{+Fo}CaOvHV zH)il3S?e}r4oYe$-GZHQS*5Q{cFyEKvt`o`#`3v*mK3hQSo`9WMwm@PX7g>#2-)-+ zB2_Q(EFED(sdnm`YRlZ&^0j*oREvQP_10SUk0x(JR`ZKq<`3J(`3jvn7vgoQk@x1> zb(HEjuAy{+WkLyS)Nc5u8I@X9S5Ha0&EreVSTc3Dl*5vJe`Q=lI`l>B5DiLyIG?|Z zj~JBR+gcU7wxo2`1$<24dC8UMD8t+k1IWAuV7aRXkc(@)L3S?W_XpmSKz^bicCvO6 z9~`Ym((hV{Tg>+&eU8A&3H&t#KQ_QW`oSCi!D7g~phiB?)MW{nH-ao(qRlyRSfb*W zAaY>|th5F-VpEFxOJVfW%R|~P<)5Nd(ta7QZhg18RBG8gWy|9nSphD zFO@i#L@bBZ|J+7w3YJR_FNax+bVPsXtmw5Bu%HKj)9Fs?N*E%5Ax*8;EBSu~PNoc_ zN?)YHNl*2{GraOc#}h~!!audm^O1>7l9w4o%GAi_ty~SuBl9GN+gF1zCddeEa&c@m zZ%432kXl2X0lcMSnzxpJ-*(WKsd|t56yvPSYdUn`3dmlD7}mNK30JzfFG%r^2KX#*%sHB#l+&*y<9{#mIPGVdhm7Fnb)MTzL3p$R#i&2NX<9+b+(Q^?4?^T zJq`Sq4OfXflIOO7xV{&Z;?B2!)kdbfktMMBK$xeKu zf=_59UGEIt2@8MtKx3MeBzXrPM%=skRNDa`Va4k0+T#xlcDfjxtVGTMV%@`clX2(| zP3N_H_>pEv^qbk!4kqDm{G)B$3+v31ROkR~LFL=~0b+Ye@H2V(iw}cbpOx`(fFxZU z_TR_H6X!m-T#SGnsPy&M@9pD*IjSvvu`Nm3!H0_*@**QO{dH?`bcTSF{j-|AAMWpH zl-bF-Sa#9qfAf!Q6MVJZ6CO~EryGPWs8Lr5nhB)J8NMD|L;+VjnRLe6 z)DR;_5#7V3Gj)fiD!CROS>%Va{6^cGJ_2azS7tCl-xpMrH}lEvWBl{w6920l;(%LbMLnU_*$Rc(UOl1p_ZxCq4 zyDH3mIe>hrHB$r^=xeW@SPCLvTEhHTlhG+vM^Be8y)fav6h-$Xe=fe{gM&WEGPBUqCt(7Wm{JTlyMkuz-QC=u3#mLbCK5xLs*Nu3jeN$^J3wU*#8?5ns6q z(k}5&*XAo2HBFfA{))Hb*ZkAPf6f1FLdR17fL}7tzpwFe)Sj%+RlfnVcg51VH~1q6 zeax%?KQXuXE%FimxPZ+R{=UVFhNejJ;WzvmLsJA<|1JM6rGU$W&^I*iK&;b?gl*sP z|5z(FVPjBe6Y2VUZ@TKkAkU5Oq10MyNIj}GVXK@W`}95RxB0rrmP~v24pxpP`ZzzJ z(Iu0LcVLwSZV~+iD_O~8@Ev}ue1wymF#THo#5bXT(+is;KS3Y|$voI~#%FLA;i4uq zV3q5P6P-25;d>K&r02zZJVMstlK4Yq@h`rl>vsG;f7Ciz>hPk}fxP>`iyQk8IG$%< zcJnnI3NVZCcpmb9BUmtEDy=40e&%<{M|icQ((zyT6~-pd;$QhH2+p%Nz>qJ0#VBS7(^wB=s+- zbic5EwqIns>F)a!{>?iPBB+9(t=j}VQWg58iL?@7Liq=!gh%)NQ_^ieF}{@gn*q{S zofFGL34aRfl)fmegueb17LncMP_L*U#zL~@es{?09pwm=P z(pnILL-Zn&eu8isFEXHY*zb+DFhJ-RxKToTRYH3(f+uwYg&+f(CofRwhVfelxKWlg zgT@h_Cqcq-j1M)HD*WY8AsL;dsJZZRtwt3Dx9t#RWyo|wKROTJ8mBR#u1?LUt0EsF zzg7@>`w})I11kzS=tr4Qeq6;sc&(!FJ}{pC7>dLp^6xNVhjz3l66WYT!-X_oZX`o~caDTowW z8BXpp97U4VmEhiro;rf`i4ww~X=Iep9d~agT|w=N7J{jf=@u2$*e#=lOgv221E>y0 z3!@Eq@EPjLLa|?!Utub%69kZYEuj zJgF)KqaB`rYQi~$4>e=UP>0Cl>cUp}i2l&))-P%Z^Ry=EHL~k#3ahj>)@@jf;HFKq zs9%YJfZsv+K{&CZ{vbveitznr`dP^432GqiXeP}QQtBimD%QdicxB?ux8Y_6Z# z@7F&|kejuHRVFyJ$cP)y!d~Wbpx7owfTGIh)e)-r!=V@L4gBM< z^;Zyuu2Mv4vKq|NEm63GaHr;avz+*ss@Dz>0+z3~CJVPve{v%omcLfb7E2rwUXjB1 z^i7B9aLq+XAbIIRL%dDmNOq+|*A3)gx=>r{*&iR$o#HkCGF>~clx}FwLTUp!Sx*>h zqwQX`g-sSO8|?Q@WV%wcfc#kdc;G?xAXV%TP>W;?7Eo}jGtGh@Fv}^kghvfj@3|X5k^oa4L(+_phhElk!^9wT4B@D&S zv|x64hFEe0=YIhyjh-(5hEi1@c$@*q@wpKw!n3=fuol_o_}Y8%c)liX<{G(kW4mtc5P zA=}^r&z`2juL1a(XZ6nPP^X@fGE&SFYa5|upzT@a(J*4~3NsrzZCKF8%cGvnZG;*D zxF&;B-aa^Lj0V@7O;+PO3y-V~Bsll8(uKr~wQ8?yPuu5(H3+wOR+?9EUBMjfDBE0c z-LS60a5%*>pasF*V3yH>LK$ZnbV!F+p-k_lCF3lOLkn`en~-Hj$7Uzf{L_u;E)>b! z=?~48pdP|Pt%*DrCB%c6*Lw(U;UOeh=%GD@7tPo`?g=sMVeAx7>&1Llx=wFFmJ|t1 z%;+HpDv`%U!10`anTvYCw8z&*Y<9fAmym>Rlq0~1rb1oPvNw$U*`O|r9D{ocX9Iti zocF5~3oy$i!}~y;$d(xOz+d ztZegbl{|uc+F!`W5iMyTn2@V;f9&)RadrUIzKE7mm}LzV9JqN)Y0lMsFbql&WXnKd zfXsvbP;oRR;?pWF9>$p8_IXI&SE;}NLwRg%)Y5vS$l~ynKDE;LnaIn zuHi#1{eOz&U9xnjpnQr%*(kX;EJLXw2V~bmQ2ZZml!P5bLdpN~GY&c-&$l$&CwZWy z$v(;KXX*RJ$^PNOLF+TESWWx~sNqw?WWxx^lP4`bZ;cS(^(-N+Sdj`Lb4Lriv?DYV z#-kBqgtcBxO~(rBjZL1aZ_ZY2@dQc+l*~V73a{ebt)w!u zXO@tR-)$w8nUL8~W_FXxv!To=9oTgItgZt+qrXeETjKMbo)7*0-e=aIrEq)*+Ceym zK6*=)(Of6ADF`(7{WC{W@Wu!3oNHbR8{KCUgG3IH3x>M)$b&nP=b=+3=BU_AmX%lfF*y zSpS#4(FwoN%r|q)d@~llY)kW6*eVP__++8<65}P?Ag$#CxUIlGg*kD%uq5WBY!z(* zL4V;UJpuA{p}rs&j8IK_lFWKjhyz?!Aap0j7SaOY`Tb2{3c|k?((wX*$lAArH?>1H z?U=F?roCDZcF#HSZJ{-7gQ^qKT;n#@v*&H0IkKj;W&xMdTAE>ZAgVk`9>;E>KeD-L z597$fE};ur>sLiOX@u_9YzYE>=*Tj4FN`cnG6uwDo@eD=0lu%&qqTm{*Y}9Vw>7JW zVf%!yY%iGb&Jxl{@BKnBaqWk>-57%uqrO#PUT7`tyVErpqR=~&kXx~bveM!zqAty$m zF-@ceHOYlzLQS&sq>znjmxopRl#q*`w3hZuXcEa5Dmx|o%hsrkZ*ClcX;22EIdr zJ^CBnd08~-Bcg4sKyxUVx-sxk4W|;bC2d&dtp8BBZCh!g7hQVT!1PiV)p0YGdL;?_ zNJxqCCDhk2dGTp)IVcA{f@#i5W)-sVEF^!4P7lxPXN58ZU-i|iU>l+eA*=A-$HEu3 zFML&a<2)qoEu(AVMV0!CHl)b~*lA%x$#$dvRvu-|i^4!NO1cjkTc6VxJ0r``PlR;* zg{1J%PrMbL^~wM1>&oM!D6+rZz`RTj#SSDKhCt9Dawa4YOtKuJzz?Wg;SM|RA?dt04DjY%9lZ0LEQr|OO_E-3~$6eX(G{Iy^6@2lR|2f{smV^^{o7LZ8 zDnBBvQTT^`;o5KHk}0QX^IVfsM?ETfn3;2hnlTYBU3sDMaijdjQ8#-&p~hBfrTesNVu<|wH2zHZVw2Cf`suZTFWLA(LjzmRxF*q0 zbZyK$ixJ-JuMMB(G%-hSl4BofdvUwf0P@UL99>@djmx7Ou{l8@=Iio(Ira|5tA90f z$I9j3;j@z19KPek1!=!?jR|3e>y#1R$er(TG(j1`54Ds`)j3!95T?{@u90jjFu%<1 zkiP~zzij$>S6eyZysMMnb_=V1*5p6-ZBlsOCSGvO`KA17p6P<{1~y&9aXMAGkPfJ+ zUK_$2`2Lb^Ptx)GBbl6<(ZZ^|8OH1$C1^nf_U$Pcf%(i4O8*{?3@IYj61Hl|$19&$`B5m@%T z;)<1ruH!>O>xandIa{OT(i?cP2baXb*G7c5KKZ6AFUZ)no7j^JHbzX;CWg0F|FbJQ zL^kEayzu!xx`ktXjVsjlwrf;aW9!2ki)=voX>4pk!!H=aB~HV|Z~7gV`Q|*@ytgzZ z+6wPx!2GcrAu9Tq-$$ZMgZw#W?p?CLfJgLQd3+h$CEqt-xBnY{$N`CZ3%NBGl0#Uw z>UTW6^|BU_6C$tj>U{WokGF&eY<|pdhkks}5|)Ir#nRs_-_9F*4f7n*k2OV3N81u8 zO8ADv!&*&Ckn`I>NBn4L1*43F{2-=sVLiC8KtPMF=1h?PZVlCbD|$jcU$Wk90|lW> zad&B0cvD;3LhHa(fCTw*TgcLn<+3su_rdoO)5y6v&lIU8K&m#$mzDsVb#0!iz&!a= zB9!7c%$5>AcB>iiN&YI)d0c(5D#Q0#dw5yHN$qGQvAXK<`^<-kf41e}TcN{A(9iw4 zDs_9l>Q?vfh}vMc=_~FCI3;;ski8dM_6eLaldxTIkao@ka7;hIhEilzGDJEI$#u!F zO*;}~XWtl`9rZx#l}@l%qi1RuI^#@m%y=KQdIv!cEH|y3$(PX&!BT&I9ltW`>mEYZ zhcgygU}u}t*xD{IB~(V=T+flcQy|;ODF~wY;uKh{m$Rb*il6<$w3Q== zr9!t*`Ie_bCw-Qqg7$m`a{nz?lD~NRpzfUL1(WEQyIH*;syXIT=y{S(9bx^ zNZn*FgKpopWWsmu235wb0=n#Xiauy2x>4ZUp9Rx2BXVR={CGGmcBK8rWssFKQr7+o zHtLZhxy|SHgQ)l$ehyFz*xFo9?GJye?!Fe}wEplVzCu|(1k90={0lZ;jn<#M!Y&4Sk+0U6<}ZwtM~6eMet~_AvHf$S zK$eey^+r@-NbchN<+a1XoYJ-3G8rYG5il`CKHBXI_v#3nts)0{=~0Cg;CP!odt>?j znFAv!yL-!pstK)C2)p>Bv$PMFosl$TbZryqq_DqrSq@l(olds z^;{V_5{8DgTNU2!k&!SR?PASRqOJ0_J`O{S?SJ%^cP@CX z3~(R9FA7OO@IwxJ94d@2LKk*{3k!^cd}|dJNYCRSt4Bj?xp*}8B`vGGQ~kH2VUzWn z>ZUybb3>FSc>()-WQWmU&JA-EC*OY(x>~m6{01a&hjOS4WsJm6!!6Rn8cVBy>r{7I zI9)z51|oHT(?2%`Mrp>NqM%cTdZc(GZZ~hf(7rTUwUg*vaq*V|Q??@U*@kCqq~5Ev{9dCzJG@X<@ec4IpT#C4(+Uhnn0X>+GNsY-2oRBw* zLo;Bq9#za@X#3-)zY$3e~h{LV#3Vz!Xfu5 zG8pGMSx9f(iQ_jX7Qi@nL;`eEi8eBG3AFURzYuWDv_*-1Z0N;nRxV|` z{bFeAPFA+>XWJ=p?Xm)VxBKc_u^2XJdaA?VzDKRJY|!`o^Ds#>29ibR!<(kdppQPR z#D0Ptc-qW8P|jP1H!=fDn3@CS;blk4r8J*yn_8)seQ zt%K&8VUz|%gzpL3mf9n7`HY#{khdlLtQ)23ExaxpaHycpUiyFy&`s0Q9Hr~->;QM_ zxO92s6`1ROj0%tQ3@TORHG0}oDYv*jn>Ip?hD&DI>yuP$OUoCZH#Wln_gH1I!f!G4 zIa?~5#q2H6LBowi?G^{_u%%^-AOAnRY*Ym|5Z~1-b2L!?-^|Qa^3+xs5h`EiHt3>n z3ZHN1Hq_3lQi`qo)vKrpj&?1?Uo`D)htCyP%wp?Gl$srU4HBE^pOi9D*X_jKP+cjr z`qw+5i}s0Jx)X}=O%l^y^50@K?UT_vtc$CVkZ$f9?qmrcW!FDc@#d{!KE0(MFKr4K* z@cJHjDC0UdtLF;A4GrNZf*%R$2|j6paDd?5W(e;PY;z%Okr8_#-8(i4kIM<(jYfEf z;D;E5O9WrtgK&~y^}Pry2y$Z)Mi6|~0^w7FjFt%L1jFMHh7!cILWm?dP4E@LvNi}y z2yhE~w9?j#_&OcFM$qLxga-+JCb&*;HUZ&lf-l=494DwrMEE_yQ|%GP5IocYp%cL+ zg7XBi9TA!ncnHQ5EV&1cU~DQvIYD!88e$AVc^`z)1eJXe zW)kG%;+CEqg5H@3y$F(UohnZv!E9VK$TNdrEv}K_Sxo?sAT%X7Oz;W8u167e5Ujwr zlsrobdf^0nPtPHDd9jsoMz80;1Q&7Er{^5Oj9~~<2_6`ZkVG(c1VTB%EBG|pBMFY+ z69rEl!2}$i^o%3;3Gb>sR|u|Q*UNL2;22&(Jx2)sT7qzxpq?n}y@)t_rF%;GXXhpkVq5rk-Hh38tK2x(TM5V44Z0m|%JdrWXE=gc8gsOo>Di z%p}1q63igsW%^)dWDRCO#t5d2V7g%akR`&?90?+rA%fX~X^<3xSs|Dag4rOL34&Q5 zm;r*LkA-2-1xH$-(qbfL}f}<%ol7gd%E>f6gPiRdc zBLSL_#p*L*osymm4Fk;5bBm5xdJZ?iqb)9k51JuN^F|;s;NTyhq_K-}mE=?qv zVqNM+;>5b-{eccynBqF(5ew5~I$~W~Mmoj1^d89+>rx!DO6k%pk}1}uACO&2m-dlN zu`bQ-f=8@Nw9mQHCEB!F=@M;;jJibn8%H|D!bIC>Dq*4x83. 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","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","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (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"],titleterms:{"1":[0,15,16,19,26,27],"12":[],"13":[],"14":[],"17":20,"18":21,"19":[],"2":[0,15,16,20,26,27],"2023":[19,21,24],"21":[],"23":[],"26":27,"3":[0,15,16,21,26,27],"31":[],"34":[15,26],"35":[16,27],"36":[],"37":[],"38":[],"39":[],"3d":[],"4":[0,27],"40":[],"41":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"7":[],"9":19,"case":[8,10,23,27],"class":[],"do":1,"final":[12,20,27],"function":[0,1,6,7,8,10,11,12,13,19,20,23,26,27],"import":[5,18,26,27],"long":[],"new":4,"short":[],"try":[],A:[0,1,4,8,9,26],AND:[],And:[26,27],But:[],For:27,If:[],In:24,Is:[],Ising:6,No:[],Not:[],OR:[],The:[0,1,2,3,5,6,7,8,9,11,12,17,21,26,27],Then:[],To:[26,27],With:4,about:[26,27],abov:[],access:[],activ:[1,12,20],ad:[0,6,19,26,27],adaboost:10,adagrad:13,adam:13,adapt:10,add:[],addit:[],adjust:1,advanc:[],adversari:4,after:[],again:[3,9],ai:26,aim:[8,9,26],aka:[26,27],al:[],algebra:[18,26],algorithm:[9,10,11,12,20,27],algortithm:13,all:8,allow:[],altern:21,an:[0,4,10,26],analys:[5,27],analysi:[0,5,6,11,17,19,20,23,26,27],analyt:[0,16],analyz:21,ani:13,anoth:9,appli:17,approach:[0,8,14,26],approxim:12,architectur:1,argument:[],arithmet:[],arrai:[18,26],artifici:[],assist:24,assumpt:[],attend:[],august:27,autocorrel:23,autoencod:[],autograd:[2,13],automat:13,avoid:[],b:[19,20,21],back:[1,11,12],background:[17,19,20],backpropag:[],backward:[],bag:10,base:13,basic:[0,5,7,9,10,11,18,21,27],batch:1,bay:5,bayesian:[],befor:11,begin:[],best:[],beta:[],better:8,between:[],bia:[6,19],bias:[],binari:1,bind:26,bird:10,bm:[],boldsymbol:27,boltzmann:[],boost:10,bootstrap:[6,10],boston:0,breast:1,brief:26,bring:12,build:[1,3,9],c:[19,20,21,26],calcul:27,can:26,cancer:[1,7,9,11],canva:[],cart:9,cell:[],center:27,central:[13,17,23],chain:12,challeng:[],chanel:[],chang:10,channel:26,chi:[0,26],choic:[],choos:1,cifar01:3,classic:11,classif:[1,9,10,20],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,20,26,27],coeffici:[],coin:[],collect:[1,3],combin:[],come:[],commun:26,compact:[],compar:[2,10],comparison:[],compet:[],compil:[],complet:27,complex:[0,6,19,21,27],complic:6,compon:11,comput:9,computation:[],computerlab:26,con:9,concept:23,condit:[],confid:[],conjug:13,connect:[],construct:[],content:[],continu:[],contn:26,convex:[8,13],convolut:[3,12],convolution2dlay:[],correctli:[],correl:[11,27],correspond:[],cost:[1,10,27],cours:[17,25,26],covari:[5,11,23,27],cover:26,critic:20,cross:[6,19],ct:[],cumul:[],curv:[],cython:26,d:[19,20,21],data:[0,1,3,6,7,9,11,15,16,17,19,21,23,26,27],dataset:[1,3],deadlin:[19,20,21,26],decai:2,decemb:21,decis:[9,10],decomposit:[5,11,18,27],deep:[1,2,26],deepen:[],defin:[1,21,26],definit:[],degre:[0,27],deliveri:[19,20,21],delta:[],demonstr:[],dens:[0,26],deriv:[5,12,27],descent:[2,10,13,20],descript:19,design:27,detail:[3,26],develop:1,diagon:11,did:[],differ:[8,20],different:[],differenti:[2,13,21],diffus:2,dimension:[2,3,8,19,27],directli:[],disadvantag:9,discord:[],discret:23,discuss:[],distinct:[],distribut:[5,23],distrubut:[],dnn:[],doe:27,domain:23,don:[],dot:[],down:1,dropout:1,dual:[],e:[19,20,21],each:[],easi:[],economi:27,effect:[],effici:[],effort:[],electron:[19,20,21],element:[0,23,26],elimin:18,energi:26,ensembl:10,entropi:9,environ:[0,15,26],equat:[0,2,12,21,26,27],error:[0,10,26,27],essenti:26,estim:[],et:[],etc:26,euler:2,evalu:[1,20],exam:[],exampl:[0,1,2,3,4,6,7,8,9,10,26,27],exercis:[0,6,15,16,26,27],expect:23,expens:[],experi:23,explain:[],explod:[],explor:[0,15,16,26],exponenti:2,express:27,extend:[],extrapol:4,extrem:[10,26],ey:10,f:[19,20],f_1:[],face:[],factor:[],fall:24,famili:[1,26,27],famou:18,fantast:27,featur:[9,18,27],feed:[1,12],file:[],find:[],fine:1,first:[4,12,20,26,27],fit:[0,10,26],fix:27,flatten:[],flow:[],fold:[],forc:3,forest:10,format:[19,20,21,26],forward:[1,2,12],four:[],fourier:3,frank:[6,19,27],freedom:[0,27],frequent:27,frequentist:[0,26],fridai:[],from:[5,10,12,20,27],full:2,fulli:[],funtion:[],further:[3,5,27],futur:[],g:19,gain:[],gan:4,gate:[],gaussian:18,gd:13,gener:[4,9,26],geometr:11,get:[],gini:9,github:[],go:[],goal:[],good:[0,26],goodfellow:[],grade:[24,26],gradient:[1,2,10,13,20],grid:[],group:[],grow:[],growth:2,ha:17,half:[],hand:[],handl:[18,26,27],happen:[],have:[],head:[],heard:[],heroic:[],hessian:27,hidden:2,histogram:[],homework:[],hour:[],hous:0,how:[],hyperbol:[],hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ideal:[],ident:[],identifi:[],ii:26,iid:[],iii:[],illustr:[],imag:[],implement:1,implic:[5,27],impress:[],improv:1,includ:13,increment:11,independ:[],index:9,indic:[],inform:24,initi:[],input:2,insight:[],instal:[17,19,21,26],instructor:24,intellig:[],intercept:27,interest:[],interpret:[5,11,26,27],interv:[],introduc:[11,13,27],introduct:[0,6,17,18,19,20,21,26],invers:[5,18],invert:27,iter:10,its:27,iv:[],jacobian:27,jargon:[],jax:13,job:[],joint:[],judg:[],julia:26,jungl:10,jupyt:[],k:[],kei:[],kera:[1,3],kernel:[8,11],knowledg:[],l:[],lab:[],lagrangian:8,lambda:[],lasso:[5,6,19,27],last:27,later:[5,27],layer:[1,2,3,12],layout:[],learn:[0,1,2,11,13,14,15,16,17,19,20,21,26,27],least:[5,6,19,26,27],lectur:[26,27],level:10,librari:[17,26],like:[],likelihood:7,limit:[1,13,23],linear:[0,8,13,18,20,26,27],link:[5,11,22,25,27],list:[],literatur:[19,20],logist:[7,20,26],loop:[],loss:27,lstm:[],lu:18,machin:[0,8,13,17,19,20,21,26],made:[],mai:[],mail:[],main:[23,26],make:[0,9,10,15,16,26,27],mani:[10,12],manipul:27,margin:[],mass:26,materi:[22,26,27],math:[5,27],mathemat:[3,5,8,27],matric:[5,18,26],matrix:[1,5,11,12,18,26,27],matter:[0,26],max:27,maximum:[],me:[],mean:[0,27],measur:[],medic:[],meet:[5,10,23,26,27],memori:[],mercer:8,meta:[],method:[6,9,10,13,19,26],midnight:[19,20,21],min:27,mini:[],minibatch:[],minim:26,ml:26,mle:[],mlp:12,mnist:[3,4],model:[0,1,4,6,12,26],moment:[],momentum:13,mondai:27,moon:[8,9],more:[3,6,18,19,26,27],much:[],multi:[],multiclass:[],multilay:12,multipl:[1,3],multipli:8,need:[19,21,26],neg:[],network:[1,2,3,4,7,12,20,21,26],neural:[1,2,3,4,7,12,20,21,26],neuron:[],newton:[],nice:[],nn:[],node:[],noen:[],non:8,normal:[0,1],notat:12,note:27,notebook:[],novemb:20,now:[1,9,13],nuclear:[0,26],nueral:[],numba:26,number:[0,2,23,27],numer:[2,19,20,21,23],numpi:[18,26],object:3,obtain:11,octob:19,od:2,off:[6,19],ol:[5,6,19],one:[2,12],ones:[],oper:18,optim:[1,8,13,17,26,27],order:13,ordinari:[5,6,19,26,27],organ:[0,26],orient:[],oslo:25,other:[4,9,11,12,18,26,27],our:[0,4,5,11,13,26,27],out:[],outcom:[17,26],output:2,overarch:[0,4,8,9,26,27],overview:[10,26],own:[0,10,11,15,16,20,26,27],packag:[18,26],pad:[],panda:[26,27],paper:19,paramet:[26,27],part:[13,17,19,20,21,27],partial:[2,21],pass:1,path:21,pca:11,pdf:23,pencil:19,perceptron:12,perform:[1,9],period:3,perspect:1,pertin:[],plan:27,plot:[],point:4,poisson:2,polynomi:3,pool:[],popul:2,popular:26,posit:[],possibl:[],practic:[13,24,26],pre:[1,3],predict:4,predictor:[],prefer:[],prepar:[],preprocess:27,prerequisit:[3,17,26],present:[],princip:11,principl:3,print:[],pro:9,probabl:[5,23],problem:[1,2,13,21,26,27],procedur:[9,26],process:[1,3],product:[],program:[2,13,19,20,21],project:[6,19,20,21,26],prop:13,propag:[1,12],properti:[5,23,27],prune:[],python:[0,9,15,17,18,26],quantiti:[],quantum:[],question:[],quick:8,r:26,random:[10,11,23],raphson:[],rate:[],rbm:[],read:[9,26,27],real:[6,19,26],recogn:[],recommend:[26,27],rectangular:[],recurr:[4,12],recurs:[],reduc:[0,27],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,19,20,26,27],regressor:[],regular:1,reinforc:[],relat:27,relev:[25,27],relu:1,remark:3,remind:[6,8,26],repeat:27,repetit:[],replac:13,report:[19,20,21],repositori:[],repres:[],requir:[2,17],resampl:[6,19],rescal:6,research:[],residu:27,resourc:2,result:27,review:[],revisit:13,rewrit:[26,27],rewritten:[],ridg:[0,5,6,19,27],rm:13,rmsprop:[],rnn:[],roc:[],rule:12,run:[],s:[8,10],same:13,sampl:11,scale:27,scan:[],schedul:[22,26],schemat:9,scheme:2,scienc:26,scientif:[],scikit:[0,1,11,15,16,26,27],score:[],search:[],second:13,select:[],semest:24,sensit:[],separ:[],septemb:[],session:27,set:[0,2,3,9,12,15,21,26,27],setup:[],sever:[],sgd:13,share:[],sharp:[],should:1,sigmoid:[],similar:13,simpl:[0,4,9,13,26,27],singl:10,singular:[5,11,27],size:27,sketch:[],slept:[],slightli:[],so:[],social:[],soft:8,softmax:1,softwar:[19,21,26],solut:[],solv:[2,21],solver:13,some:[13,18,27],sound:[],specif:[],specifi:2,speed:[],split:[0,15,16,26,27],squar:[0,5,6,10,19,26,27],standard:[13,27],start:[],state:[0,26],statement:[],statist:[5,6,17,23,26],steepest:[10,13],step:20,still:27,stochast:[13,20,23],stop:[],stride:[],strong:[],strongli:26,structur:21,studi:[],subtract:27,suggest:26,sum:[],summari:[24,26],superposit:3,supervis:1,support:8,svd:[5,27],syntax:[],systemat:3,t:27,tabl:[],tail:[],taken:[],target:[],teach:[22,24],teacher:[24,26],technic:[],techniqu:[6,11,19],technolog:17,tensor:[],tensorflow:[1,3],tent:26,term:[],test:[0,1,15,16,20,26,27],text:26,textbook:[25,26],than:[],thank:[],thei:[],theorem:[5,8,11,12,23],theori:23,thi:26,thing:[],think:27,through:[],thursdai:[],time:[],tip:13,togeth:12,tool:26,top:1,topic:26,toss:[],toward:11,trade:[6,19],tradeoff:6,train:[0,1,4,15,16,26,27],transfer:[],transform:3,tree:[9,10],trial:[],tuesdai:[],tune:1,two:[3,8,17,19,27],type:[2,4,12,26],typic:[],uio:26,understand:[],unit:[],univers:[12,25],unsupervis:14,unsupport:[],up:[0,2,9,12,15,21,26,27],updat:[],us:[0,1,2,3,7,13,17,20,26,27],usag:[],valid:[6,19],valu:[5,11,23,27],vanish:[],vari:[],variabl:23,varianc:[6,19],variou:[0,15,20,26],vector:[8,12,18,26,27],veri:[],verifi:[],video:[],view:[0,4,10,27],visual:[1,9],volum:[],vote:[],vs:3,wa:[],wai:9,warm:[],wave:2,we:26,websit:[],wednesdai:[],week:[15,16,26,27],weekend:[],weekli:22,weight:[],well:[],what:[0,26,27],when:[],which:1,why:[26,27],wisconsin:7,wish:[],word:[],worri:[],would:[],wrap:27,write:[4,11,20],x:27,xgboost:10,xor:[],year:[],yet:[],you:[],your:[0,10,15,16,20,21,26,27],yourself:21,z_j:[],zero:[]}}) \ 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","intro","linalg","project1","project2","project3","schedule","statistics","teachers","textbooks","week34","week35"],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","intro.md","linalg.ipynb","project1.ipynb","project2.ipynb","project3.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,23,24,26,27],"00":[0,1,5,6,9,11,26,27],"000":[1,3,9],"0000":9,"00000":9,"000000":[5,11,27],"0000000010":[],"00000000e":[5,27],"00000215":[],"0000164":[],"00002678":[],"00003617":[],"000054":[],"0000747":[],"00009903":[],"0001":1,"00010133":[],"0001042":[],"00011154":[],"00012095":[],"0001225":[],"00012277":[],"00012569":[],"00012934":[],"00013313":[],"00013514":[],"00014654":[],"00014662":[],"00014875":[],"00015097":[],"00015239":[],"0001539814498783133":[],"0001613":[],"00016373":[],"00016536":[],"00016826":[],"00017031":[],"00017755":[],"00018022":[],"00018629164426077816":[],"00018647":[],"00018653":[],"00019212":[],"00019432":[],"00019544":[],"00019607":[],"00019838":[],"00019883":[],"00019982":[],"00019998":5,"00020665":[],"00021042":[],"00021438167895478945":[],"00021512":[],"00021673":[],"00021836":[],"00022035":[],"00022902":[],"0002364":[],"00023679":[],"00023737":[],"0002382102844775691":[],"00024035":[],"00024087":5,"0002442":[],"00024449":[],"00025381":[],"00026064":[],"00026456":[],"00026778":[],"00026861":[],"00027064":[],"00027126":27,"0002758":[],"00028129":[],"00028689":[],"00029012":5,"00029121":[],"00029993":[],"00030207":[],"00031112":[],"00031174":[],"00031535148309577417":6,"00031535148309580783":6,"00031579":[],"00032054":[],"00033136014047192484":[],"0003324":[],"00034076":[],"00034548":[],"00034759":[],"00034944":5,"00035097":[],"00035283":[],"00035753":[],"00036163":[],"00036838":[],"00038185":[],"0003826":[],"00038288":[],"0003844":[],"00038836":[],"00039592":[],"00039962":[],"00040199":[],"00040825":[],"000417932":2,"00042089":5,"00042114":[],"00042432":[],"00042748":[],"00043363":[],"00043401":[],"00043656":[],"00043672":[],"00044036":[],"00044152":[],"00044663":[],"00044903":[],"00045244":[],"00046356":[],"000464088":2,"00047025":[],"00047054":[],"00048049":[],"00048325":[],"00048748":[],"00048917":[],"00049911":[],"00049929":[],"00050142":[],"00050383":[],"0005051756404139333":[],"00050694":5,"00051025":[],"00051793":[],"00052115":[],"00053008":[],"00055182":[],"0005557":[],"0005603761549585715":[],"00056165":[],"00056836":[],"0005701":[],"00057042":[],"00057062":[],"00057083":[],"00057757":[],"00058016":6,"0005840075008020406":[],"00060705":6,"00061058":5,"00061585":[],"00061822":[],"0006225":[],"00062595":6,"00062752":[],"00063364":[],"00063862":[],"00064009":[],"00064115":[],"00064364":[],"00065237":[],"00065261":[],"0006527":[],"00066668":6,"00067395":[],"00068048":[],"00068088":[],"00068251":[],"00068734":6,"00068946":6,"00069073":[],"00070222":[],"00070937":[],"00071763":[],"00072326":[],"00072412":[],"00073541":5,"00074584":[],"00074611":[],"00074902":[],"00075597":[],"00075639":[],"00076029":[],"00076495":6,"00076617":[],"00076905":6,"0007698473260556325":6,"0007698473260556343":6,"00078616":[],"00079129":6,"00079216":[],"00079910":[],"00079968":5,"00081564":[],"0008159":[],"0008187895061620525":[],"00082447":[],"00083346":[],"00083685":[],"00083826":[],"00084705":6,"0008527":[],"00085301":[],"00085889":6,"00085946":[],"00086063":[],"00087126":[],"0008744":[],"00087697":6,"00088573":5,"00089187":[],"00089362":[],"00089434":26,"0009075":[],"00090992":[],"00091628":[],"00092039":[],"00092107":[],"00092647":6,"000929":[],"00092902":[],"00092904":[],"0009485400848532":[],"00096314":5,"00096557":[],"00097342":[],"00097487":[],"00097522":[],"00099888":[],"001":[1,2,8,13],"00100519":6,"00100807":[],"00101364":[],"00102956":[],"00103827":[],"00104613":[],"0010479245926411787":6,"00105081":6,"00105497":[],"00106677":5,"00107008":[],"00107405":6,"00109941":[],"00110716":[],"00111016":[],"00111454":[],"00111495":[],"00111512":[],"00111756":6,"00113717":[],"00114101":[],"0011526":6,"00115506":[],"00115669":[],"00115999":5,"00117071":[],"00117125":[],"00117627":[],"00118508":6,"00118591":[],"0011878":[],"00119699":[],"00119895":[],"0012":[],"00120436":[],"0012099":[],"0012202975664411882":[],"00122558":[],"00123144":[],"00123457":[],"00125459":[],"00126452":[],"00126617e":[],"00127423":[],"00127469":[],"00127672":[],"00128282":[],"00128479":5,"00131428":[],"00132125":[],"001323":6,"00132783":[],"00133103":[],"00134327e":[],"00134337":[],"00135736":[],"00137818":6,"00139705":5,"00140139":[],"00140849":[],"00143234":[],"00144711":[],"00145601":[],"00145652":[],"00145679":[],"00145732":[],"00146158":[],"00146287":[],"00148047":[],"00148709":[],"00149047":[],"00149311":6,"00149403e":[],"00149956":6,"00152117":6,"00154733":5,"00154860":[],"00155308":[],"00155701":[],"00156376":6,"00158754":[],"00160348":[],"00161414":[],"00163245":[],"00163526":[],"00165867":[],"00166551":[],"00166612":[],"00168135":[],"00168251":5,"00169021":[],"00170724":[],"00172117":[],"00172452":[],"00174276":6,"00174457":[],"00175331":6,"0017567":[],"00176697":[],"00178871":[],"00181115":[],"00182747":[],"00183398":[],"00183869":[],"00184151":[],"00185848":[],"00186347":5,"00186362":[],"00186694":[],"001880":5,"00188233":[],"00189101":[],"00189665":[],"00190413":[],"00190483":[],"00190742":[],"00192092":[],"00192967":[],"00197982":[],"00198187":[],"00199495":[],"0019973":[],"00200":8,"00200523":[],"00201728":[],"00202624":5,"00202679":[],"00202756":6,"00203959":[],"0020496":[],"002050":[],"00206124":[],"0020717457079393":[],"00207732":[],"00208264":[],"00210909":[],"00211371":[],"00213144":[],"00213264":[],"00213616":[],"00213947":[],"00214832":[],"00215333":[],"00217499":6,"00217694":[],"00217774":[],"00219194":[],"00219502":[],"00219624":[],"0022":[],"00220306":[],"00223388":[],"00223784":[],"00224413":5,"00224679":[],"00224783":[],"00225189":[],"00225484":[],"00225909":[],"00227563":[],"00228698":[],"00228742":6,"00229911":[],"00233436":[],"00234197":[],"00234327":[],"00234831":27,"0023548":6,"002381316302584886":6,"0023813163025848865":6,"00239349":[],"00241318":[],"00241645":[],"00242398":[],"00242421":[],"00242847":[],"00242954":[],"00242999":6,"00243186":6,"00243341":[],"0024401":5,"00245177":[],"00245758":[],"0024598":[],"00248403":[],"00248515":[],"00248884":[],"00248975":[],"00249435":6,"00249831":[],"00251517":[],"00253137":[],"00254359":[],"00254976":[],"00255459":18,"00258249":[],"00259385":[],"00264305":[],"00266858":2,"00267063":[],"00267887":[],"00270244":5,"00271624":[],"00272135":[],"00272586":[],"00274989":6,"0027511":[],"00277816":[],"00279707":[],"00280363":[],"00283853":[],"00284542":[],"00284647":[],"00284682":27,"00286269":[],"00286972":[],"00287151":[],"00287871":[],"00288898":27,"00289358":[],"00289724":6,"0029114":[],"00291334":[],"00291822":[],"00292838":[],"00293072":[],"00293132":[],"00293838":5,"0029508":[],"00298058":[],"00298213":[],"0030207":[],"00303693":[],"00305172":[],"00306724":[],"00308251":[],"003100":[],"00310113":2,"00310577":[],"00311528":[],"00312207":[],"00312361":6,"00313125":[],"00313452":[],"00313577":[],"00315593":6,"00316561":[],"00317175":[],"00318122":[],"00320321":[],"00320591":[],"0032153180657605116":6,"00323332":6,"00324512":[],"00324969":[],"00324986":[],"0032531":[],"0032542":5,"00325429":[],"00325450":[],"00327313":[],"00327833":[],"00328377":[],"00328431":[],"00328494":[],"003301":6,"00332591":[],"00334743":[],"00335448":[],"0033575":[],"00335936":[],"00335942":[],"00335956":[],"0033955154592040923":6,"00340126":27,"00341073e":[],"00343257":[],"00345227":[],"00346394":[],"00348543":[],"00349817":[],"00353575":[],"00353823":5,"00354307":[],"00354492":[],"00354541":[],"00358844":[],"00359612":[],"003620":[],"00362111":[],"00362359":[],"0036237":6,"00363331":[],"0036367":6,"0036718":[],"00368581":[],"00369758":6,"00370554":[],"0037095":[],"00371918":[],"00372054":[],"00372262":[],"00372657":[],"00373984":[],"00374279":[],"00375475":[],"003755":[],"0037744":[],"00377783":[],"00378113":[],"00379522":[],"0038013":27,"00382166":[],"0038332550504751595":[],"0038335":6,"00383795":13,"00383872":[],"00387135":[],"0039037":27,"003909404072811221":6,"0039114":27,"00391839":5,"00392139":[],"00395659":[],"00396398":[],"00396906":[],"00396988":[],"00398509":[],"0039987":6,"004":5,"00402083":[],"00408859":[],"004091940707753925":6,"00410387":6,"00410478":6,"00410646":[],"00411073":[],"004113634617443131":[6,27],"00411363461744314":[6,27],"004113634617443147":[6,27],"00413413":[],"00415289":[],"0041559863458613296":6,"00419078":[],"00420072":[],"00422908":[],"00423753":[],"00424012":[],"00424046":[],"00424909":2,"00424967":6,"00425203":[],"0042536":[],"00426027":5,"00426531":[],"00427304":[],"00428336":[],"00429899":[],"00431775":[],"00433417":11,"00434364":[],"00436097":[],"0043675":[],"00437973":[],"00438551":[],"00439232":[],"00439287":[],"00440346":6,"00440395":[],"00441613":[],"00443743":6,"00445655":11,"0044697":[],"00446979":[],"00447992":[],"004480":[],"00449104":27,"00449913":[],"0045052":[],"00451679":[],"00453622":[],"00455536":[],"00456302":[],"004579219539673834":6,"00458878":6,"00460304":[],"00460405":[],"004610275230656182":6,"00461151":[],"00462287":6,"00463639":[],"00463706":27,"00464812":[],"00465099":[],"00469926":[],"0047085":[],"00471782":5,"00471983":[],"00472199":6,"00472251":[],"00472512":6,"00472549":[],"00473818":[],"00474485":[],"0047469652158":23,"00474697":23,"00478655":[],"00479935":[],"00480366":[],"00480371":[],"00485256":[],"0048526":[],"00486095":[],"00486122":[],"00486302":[],"00486475":[],"00487843":[],"00488992":[],"0048938":[],"0049544":6,"004999999999999994":[],"004999999999999996":[],"005":[],"005000000000000001":[],"005000000000000002":0,"0050256":[],"00502702":[],"00504808":[],"0050523":[],"00506541":27,"00506878":[],"00507876":[],"00509089":[],"00510049":27,"0051127":[],"00512927":5,"00517114":6,"00517832":[],"00518122":[],"00519105":[],"00520339":[],"00521152":[],"00526348":6,"0053018":6,"00530754":27,"005332694146660865":23,"00534938":[],"00536771":[],"0053717":27,"00537238":[],"00537764":[],"00538851":[],"00542313":[],"00543374":[],"00544013":[],"00544651":[],"00546406":[],"00549812":[],"00550379":[],"00550433":[],"00551642":[],"00552246":[],"00553874":[],"00554552":6,"00555311":[],"00555765":[],"00555974":[],"00556826":6,"00556958":[],"00557755":[],"0055851":[],"0055941":[],"00562524":[],"0056416":27,"00565625":[],"0056799":5,"00568413":[],"00569304":[],"00569405":[],"00569631":27,"005704419462575732":[],"00570653":[],"00575158411598985":[],"00575271":[],"00575843":27,"00579953":6,"00580212":[],"00584432":[],"00585113":[],"00587502":[],"00587564":[],"00587659":[],"00588657":6,"00594042":[],"00594353":[],"00595134":[],"00595615":[],"00598615":[],"0059888":[],"0060":[],"00600971":[],"00604105":[],"00604596":[],"006046":[],"00607227":27,"00607264":[],"00607783":6,"00610607":[],"00611979e":[],"00613258":[],"00615193":[],"00615394":[],"00616064":27,"006162":6,"00617499":5,"00618095":[],"00618364":27,"00619918":[],"00620039":[],"00620347":[],"00622235":18,"00624452":[],"00626028":[],"00626773":[],"00626797":[],"00627535":[],"0062825":[],"00628874":[],"00630331":6,"00630419":[],"00631057":[],"00635214":[],"00635375":[],"00635475":[],"00635624":[],"00635865":[],"00636841":[],"006388972817810939":[],"0064028529426007315":[],"00641337":[],"00642221":6,"00642268":[],"00642935":[],"00643466":[],"00643899":[],"006448211685467599":[],"00644939":[],"00646613":[],"00650452":[],"00651112":[],"006546368424400406":[],"00657884":[],"00658316":[],"00658451":[],"0065912":[],"00660427":6,"006607878954530523":[],"0066334":[],"006636003206469997":[],"00663699":[],"00665974":[],"00666902":[],"00669662":[],"00670173":[],"006719367598355617":[],"00672607":6,"00673407":6,"00674454e":[],"00674891":[],"00676387":6,"0067774848881855445":[],"00679037":[],"00679797":[],"00679887":[],"0068011":6,"00680794":[],"006829400694106674":[],"00683222":[],"00683748":5,"00683964":6,"00686801":[],"00686806":[],"0068697":[],"00687175":[],"00693229":27,"00693764":18,"00693821":[],"006948475927920023":[],"00695723":[],"00701442":[],"007021475481484069":[],"0070235":[],"007024126888938144":6,"00703161":[],"00703355":[],"00704231":[],"00704347":[],"00706728":[],"00710445":[],"00712321":[],"00713411":[],"0071642501586093735":[],"00717079":[],"00719176":6,"007241647844213045":[],"0072595":[],"00726135":[],"0072636":[],"00726673":[],"0072675":[],"00727211":[],"00727646693":[0,26],"00728374":[],"007315":27,"007322039527455341":[],"007328424743352142":[],"007352":[],"00736955":[],"007373820933373729":[],"00738008":[],"007384439324451296":[],"00739382":[],"00739489":[],"00741987":[],"00742577":[],"00743189":[],"0074331":5,"00745959":[],"007460527840396904":[],"0074724":[],"007472516848671787":[],"00752224":[],"00753349":[],"00754534":[],"00756235":27,"00756465":[],"00756831":[],"00759119":6,"007607459165915922":[],"00761275":[],"007631009573777696":[],"007652435292578527":[],"007661225358276448":[],"00768229":27,"00769731":[],"0076995":[],"00771754":[],"00777931":[],"007785":[],"00778523":[],"00779268":[],"00780776":[],"00781918":[],"00784393":6,"00784983":[],"00788598":[],"007891914573161948":[],"00790262":[],"00796028":[],"00798188":[],"007984802498580442":[],"00798988":[],"00799998":[],"00801855":[],"00802057":27,"008026669848792306":[],"00802883":[],"00803064":6,"00803115":[],"008043926731954223":[],"00804985":[],"00805074":[],"00805892":[],"00806245":[],"00813313":[],"00813803":6,"008142188979400687":[],"00817631":6,"00817834":[],"00822879725131466":[],"00823002":5,"00825399":[],"00827728":6,"00828799":[],"00830291":[],"00830733":[],"00830822":[],"00831018":6,"00832189":[],"00834567":6,"00836148":[],"00836194":[],"00843617":[],"00844667":[],"00846262916105675":[],"008479177639949449":[],"00848002":[],"00848904":6,"00851512":[],"00853836":[],"008547718003792035":[],"00856436":[],"00857028":[],"00858536":[],"00858886":[],"00862101":[],"00862798":[],"00864249":27,"0086649156":[0,26],"00866641755559425":[],"008675369724975977":5,"00868086":[],"00868983":[],"008771887357306985":[],"00879363":[],"00880861":27,"00880924":[],"00883798":[],"00886469":[],"00887114":[],"008886608472273775":[],"008897354602673473":[],"008900933315885705":[],"00890232":[],"00892604e":[],"00893027":[],"00893513":27,"00894639":5,"00900007":[],"00900879":[],"00903369":[],"00905423":6,"00906293":[],"00912605254990626":[],"00914964":[],"00915265":[],"00915433":[],"00915458":[],"009163470508352218":5,"009164545680330616":6,"00917248":6,"00919237":[],"00919685":[],"00920609":[],"00922229":[],"00923278":[],"009252005542369688":[],"00925952":[],"00929251598272297":[],"00934327e":27,"00934499":6,"00934865":[],"009371":[],"00938585":[],"0093869":[],"009442796383765939":[],"00946219":[],"00946466":[],"00946636":[],"0094885":[],"00949598":[],"00950778":[],"00952322":[],"0095239":[],"00952586":[],"00953152":[],"00953303":27,"0095653":[],"00956774":[],"00960513":27,"0096208":6,"00962351":[],"00968573":27,"00971419":[],"00974702":[],"00974873":27,"00976647":[],"00976807":[],"009780101492052846":[],"009843577857448754":[],"009855809602167547":[],"00986552":[],"00989298":27,"00989896":[],"00990475":5,"00992331":6,"00996754":6,"00996972":[],"009975924157146357":27,"01":[0,1,2,5,6,9,11,13,25,26,27],"01001307":18,"01001378":[],"010018312644139219":6,"01004321":[],"01004759":[],"010053880703541525":[],"01006042":[],"01006401":[],"0100706":6,"0100949":[],"01011906":[],"01012542":[],"01012951":[],"01014809":[],"01018743":[],"010203":[],"01023188":27,"01023308":[],"01024227":[],"0102482":27,"01025184":[],"01025732":[],"01027992":[],"01027999506395317":[],"01028728":[],"01029574":[],"010296":[],"0103092":[],"01031184":[],"010315":[],"01031541":[],"01031903":[],"010331721306655165":6,"01033856":[],"010349011563455255":[],"010349061754867921":[],"01035984":[],"01038358":[],"01044641":[],"01045155":[],"01045774":[],"010490200097725966":[],"01050849":[],"010516485576646504":6,"0105301":[],"01054509":[],"0105536":[],"01056529":[],"01057262":[],"01059601":[],"0106014":[],"010647923296938294":[],"01066519":6,"01066976":[],"01068907":[],"01071707":27,"01074123":27,"01076611":5,"01076733":[],"01080061":27,"01080274":[],"01083628":[],"01085192":[],"01088331":[],"01089797":[],"0109":[],"010902":[],"01091059":[],"01092119":[],"01094579":[],"01094846":[],"01095703":[],"01097223":[],"01097423":[],"0110":23,"011016261190269798":[],"011031108072207247":[],"01103246":[],"01107621901137467":6,"01111477":[],"0111154":[],"01112952":[],"011146285759286022":[],"01115073":[],"01120753":27,"011225":2,"01128968":[],"01130932":[],"0113104":6,"01131704845508782":[],"01135167":[],"01135924":[],"01136976":[],"011376853216444322":[],"01140481":27,"01145325":27,"01148039":[],"01151984":[],"01152362":[],"01152476":[],"01159033914386312":[],"01161357":[],"01163425":[],"01164198":[],"01165807":[],"0117496656370668":[],"01176096":[],"011761161707539526":[],"011789112484359082":[],"01179792":6,"0118633":[],"01191227":[],"011917343246903285":[],"01191824":5,"01193226":[],"01198614":27,"01201742":[],"01201880e":[],"012073649469946107":6,"0120771":[],"01212083":[],"01214101":[],"012176386103148444":27,"01219292":6,"01220627994790804":[],"01220987":[],"01222822":27,"01223198":6,"01229732982000352":[],"01231917":6,"01233322":[],"01233332":[],"01235481":[],"01238528":27,"01239337":[],"01247118":[],"0125267":[],"01257265":[],"01262581":[],"01264352":[],"01265755":27,"012658":27,"01267006":[],"01268892":[],"01269201":[],"01271496":[],"01272215":[],"01278035":[],"01281486":[],"012815095479733507":[],"01282674":[],"012874822204495243":[],"01288591":[],"01289962":[],"01290811e":[],"01290947":6,"01291943":[],"01292378":[],"01295356":5,"012961500458019132":27,"01299337":[],"01300561":[],"0130673":26,"01312013610582818":[],"013121574062587286":6,"01318643":6,"01318991":[],"01321652":[],"01323615":[],"01325225":[],"01328032":[],"01329488e":[],"01331589":[],"01333519":[],"013341":[],"01334173":[],"01335463":[],"01335857":[],"0134093":[],"01344196":[],"01344581":[],"01347636":[],"01347916":6,"01348565":6,"01349183949256158":[],"01362274":[],"013623165903312745":[],"01362461":[],"01365363":[],"01366733":[],"01367553":6,"01370514":[],"01372375":[],"013742894355267554":[],"01379422":[],"01382052":[],"01384493":[],"01386842":[],"01389847":[],"013918526350129823":[],"01397146":6,"01397927":[],"01402574":[],"01404858":[],"01405237":[],"01405935":6,"01408051":[],"01409821":[],"01410563":[],"0141301":[],"01416528":6,"01420034":[],"01420455":[],"01423609":[],"01424197":[],"01427149":[],"01427509":[],"01432847":[],"01433809":5,"01436601":[],"01440978":26,"014436800088896381":6,"01445124":[],"01448147":[],"01449782":6,"01455922":[],"01456159":[],"01458337":6,"014586":27,"01458611":27,"0146081":6,"01463049":6,"01463052":[],"01466418":27,"014717861297042837":[],"01474277":[],"01476097":[],"01477821":[],"01478446":[],"0148722":[],"01492":[],"0149713":[],"0149947":[],"01502518":[],"01506857":[],"0150723888951771":6,"01507238889517717":6,"01508632":[],"01508966":[],"01512934":[],"01514564":[],"01516054":[],"01518949":[],"01519861":[],"01521658e":[],"01524072":[],"015244":[],"01526688":[],"01529503":[],"01529708":[],"01531845":6,"01533437":[],"01537557":[],"0154132":[],"01541622":[],"01541649":[],"0154222":[],"01542292":[],"01544605":[],"01547395":27,"01548272":[],"01549377":6,"01549726":[],"01549939":[],"01550381208433455":[],"01550546":[],"01552289":[],"015547997320024485":[],"01554799732002449":[],"01555268":[],"01558197":5,"01562311":[],"01566461":[],"01571866":[],"01574606":[],"01580414":[],"01581562":[],"01584232":[],"01591021":[],"01593612":[],"01594452":[],"01596986":[],"01597952":[],"01600491":[],"01603602":[],"01604113":[],"01607534":[],"01612033e":[],"01616709":[],"01617722":[],"01617829":[],"01619456":[],"01619664":[],"01621244":[],"016285782696017142":6,"01629703":[],"01629911":27,"01631541":[],"01632149":[],"01632212":[],"01633169":[],"01633913":6,"0163462":18,"0163562":[],"01640891":6,"01642305":[],"01642653":[],"01644373":[],"01651438":[],"016541517177965183":[],"01655318":6,"01655376":[],"016587414993045335":6,"01659559":[],"01662346":[],"01663866":[],"01667827":[],"01671556":[],"01678384":[],"01678538":[],"016797223248922855":[],"01684326":[],"01686313":27,"01686552155492476":[],"01690512":[],"01691871":[],"01691985":6,"01692802":[],"0169643":5,"01696872":[],"016972818397989375":[],"01702968":[],"01704432":[],"01707943":18,"01708691":[],"01708781":6,"01708852":6,"01713366":6,"01715886":[],"01715895":[],"01718359":[],"01722502":[],"01724499":5,"01731293":[],"01733341":27,"01735584819559331":6,"017355848195593312":6,"01736502":[],"01736839":[],"01743586":[],"01747077":[],"0174912":[],"01752908":[],"0176":[],"01761095":27,"01762067":[],"01765474":[],"017665":5,"01771317":[],"01773579":[],"01775594":[],"0177568":[],"01777143":[],"017779706159045054":[],"0178182":[],"01782721":[],"01783105":[],"01783414e":27,"0178392":[],"01784714":[],"01788241":[],"01791265":[],"01797226":[],"0180":[],"01800865":[],"0180194":[],"01806634":[],"01809873":[],"01811045":[],"0181166":[],"01815639":[],"018232":27,"0182548":26,"01828101e":[],"01828593":[],"01831050e":6,"01831207e":6,"01834042":[],"01835274":[],"018425115690829077":[],"01842511569082908":[],"01842607":[],"01848399":[],"01853101":[],"01853877":[],"01856502":[],"01859922":[],"01865187e":[],"01866537":6,"01867985":[],"0186893":[],"01869843":[],"01873344":11,"01873869":5,"01878557":23,"01881546":[],"01882522":[],"01883403":[],"01887299":[],"01889695":[],"01890271e":[],"01895265":[],"0189559":[],"01896127":[],"01896880e":[],"01897575":[],"01898855":6,"01899119":[],"01900861":[],"01903413":27,"01905883":6,"01908936":6,"019140656913589":[],"01914066":[],"01915888":[],"01916913":[],"0191717":[],"01918548":[],"01919702":[],"01919885":[],"01925607":[],"01931743":[],"01934278":[],"01936105":[],"0193714":[],"01950910892363912":[],"019509108923639135":[],"01956921":[],"01959569":[],"01961887":[],"01962446":[],"01963203":[],"01963611":6,"01969145":6,"01970507":[],"019709199043491926":[],"01971341":[],"01975416527168255":6,"01975848":6,"01985410516551995":[],"01987248":[],"01989299":[],"01989549":[],"01992842":[],"01999282":[],"01it":6,"02":[0,4,6,7,12,26],"02002135":[],"020056422754215136":[],"020056743323946552":[],"020056743323946562":[],"0200568":[],"02006627":23,"0201182":[],"02012338":[],"02017377":[],"02017735":[],"02024701e":[],"02024962":6,"020271":[],"02030107":[],"020350773309798075":[],"02035077330979808":[],"02036289":[],"02036545":[],"02037613":[],"020404272938413143":[],"02042476":[],"02044454":[],"02045972":5,"020460":5,"02049182":[],"02052907":[],"02053512":[],"02054837e":6,"02058094":[],"02061026":[],"02061094":[],"02063627410934057":[],"020636274109340574":[],"02066371":[],"02068067":6,"020696011238315368":[],"02069601123831537":[],"02071142":[],"02071639169376938":[],"020716391693769383":[],"0207306":[],"02073509":5,"02075115":[],"02075802":[],"02079171":[],"02081274":[],"02081809":27,"02083512":[],"020876278817012876":[],"02087627881701288":[],"02089297":[],"02090296":[],"02093685":[],"02095266":[],"02097611":[],"02098261":6,"02100763":[],"02103178":[],"02106518":[],"02108223":[],"02109939":[],"02115366":[],"02123176":6,"02124814":[],"0212604":[],"02126208":[],"02131025":[],"02138525":[],"02138725":[],"02147188":27,"021592704588021174":6,"021592704588021178":6,"02161016":[],"02165757":[],"02174822":[],"02178063":[],"02178583":[],"02183021":[],"02186131":[],"02190496":[],"02192091870116783":[],"02194347":[],"02198702e":6,"02198703e":6,"02200532":[],"02206965e":[],"02208512":6,"02210753":[],"02215597":[],"022156":[],"02217472":[],"02220437":[],"022210866177877393":[],"02221978":[],"02222502":26,"02227466":[],"02228115":6,"02229529":6,"02230304":[],"02231445":[],"02241311":[],"02244382":[],"02244542":[],"02244755":[],"02250553":[],"02252765":5,"02260804":[],"02267534":[],"02268114":[],"02270334":27,"02276062":[],"0227732":[],"02279801":[],"02279888":[],"02283241":[],"02284019":[],"02286429":[],"02287894":[],"02288816":[],"022934":[],"02293408":[],"022964339924731444":[],"022964339924731455":[],"022999498260366198":6,"02308518":[],"02314144":[],"0231703":[],"02329285":[],"02330402":[],"02332052":27,"02333106":[],"02337045":[],"02339588":[],"02348765":6,"0235557":27,"02355925":[],"02356396":[],"02357982":[],"02365049":6,"02365779":[],"02365946":27,"02374036":18,"02375823":[],"023810076900619058":[],"0238318":27,"02385515":[],"02387339":[],"023888460698069384":[],"02392053":[],"02393489":27,"02395532":[],"02400359":[],"02400968":[],"0240445":27,"02410477":27,"02410491":[],"02410507":[],"02412449":27,"02413829":[],"02416381":[],"02417252675174287":[],"02417252675174288":[],"02419664":[],"02424794":[],"02426651":[],"02430551":[],"024318244280276506":[],"02447466":[],"0245528":6,"02459689":27,"02460166":27,"02460355":[],"024632":[],"02465031":27,"02468681":[],"02472584e":[],"02485679":[],"02492265":5,"02493299":[],"02498832":6,"025027":[],"02503753":6,"02507163":[],"02508836":[],"02509184":[],"025092":[],"02511518":6,"02518542":[],"02522069":6,"02527366":[],"02531037":[],"02536494":[],"02539264":[],"02539496":[],"02542246":[],"02545639":[],"02546675":[],"02568311":27,"02570599":[],"025709":[11,27],"02574735e":[],"02576476":[],"02582613386840159":[],"02586427":6,"02588522":[],"02590077":[],"02592329":[],"02593026":[],"02593596":[],"02597965":[],"02603725":[],"0260906":6,"02610528":[],"02611675":27,"02614999":[],"02618169":[],"02622906":[],"02623724":[],"026250840755899812":[],"02625193":8,"02635071":[],"02635835":[],"02636112":[],"02636766":[],"02641575":[],"02646579":[],"02659851591375224":[],"026605727637184554":6,"026605727637184558":6,"02666129":[],"0267125":[],"02689869":[],"0269":[],"0269769337028265":[],"02699539":[],"02699873":[],"02702328":[],"02702978":[],"02703163":27,"02706508":[],"02707227":5,"02711384":[],"0271761":[],"02717614469297529":[],"027176144692975295":[],"02723445":6,"02730775":[],"02733896":[],"02744664":27,"02745507":[],"02746315":[],"02747654":[],"02755583":27,"0275728":27,"0275742":[],"02757522":[],"02760079":[],"02760977349102238":6,"027609773491022394":6,"02761736":[],"02763182":[],"02764023":[],"02765621":[],"0276735":[],"02774744":[],"02783602":[],"02790465":[],"02791218":[],"027931820179105067":23,"02795048":27,"02798066":[],"0280":[],"02800421":[],"02804715":[],"0280728":[],"02809859":[],"02810253":[],"02810512":[],"02816083":[],"02825691704728396":[],"028256917047283964":[],"02836801":[],"028389":[],"02838933":[],"02845284":[],"0284569":[],"02846355":27,"02857":4,"02865084":[],"02866734":[],"0286851":[],"02869709":[],"02873348":[],"02876697":[],"02879514":27,"028797":[],"02881357":[],"02881541":[],"02888614870607853":[],"02888733707368374":[],"028892725706100464":[],"02889288030564785":[],"02892224":[],"02896611":[],"029":[],"02900389":[],"02900886":5,"029009":5,"02911162":[],"02912421":[],"0293055":[],"02930957":[],"02936993":[],"02942218":[],"02944425":[],"02947717":[],"029483":5,"02950229":[],"0295741":[],"0296969":[],"02971902":[],"0297291":[],"029733":27,"02976145":6,"02987833":[],"02992852":[],"02994311":5,"02997344":[],"02f":[6,19],"03":[1,6,27],"03010304":[],"03011012":[],"0301458":[],"03015649":[],"03019138":[],"03025391":[],"03027848":[],"03032441e":6,"03037095":[],"030371":[],"03042532":[],"03045198":[],"03049638":[],"03056169":[],"03058676":[],"03060273":[],"03061555":[],"03063575":[],"03063595":27,"03064238":27,"03065428":[],"0306628":[],"03067182":[],"03068717e":[],"03074083":[],"03077640549":4,"03099776":5,"031":5,"03101773":[],"03102525":[],"03104011":[],"03106988":[],"03107818":[],"03110176":[],"03110433":[],"03112297":[],"03113051":[],"03117156":[],"03117346":[],"03119091":[],"03126418":26,"03131157":[],"03131926":[],"031405320178937886":5,"03141454":[],"03145163":[],"0314934":[],"03172365":[],"03177421":[],"03192124":[],"03195835":[],"03196357":6,"03203047":[],"032142":[],"03219974":[],"03230546":[],"03241934":[],"03251863":5,"03256632e":1,"03257064":[],"03258131":23,"03267527":6,"03270341":[],"03273744":[],"03279636":6,"032829":26,"03285652":[],"03286226":[],"0330308045183219":6,"0330308045187757":6,"03308408":5,"03310687":[],"03310948":27,"0331134070762626":[],"03311341":[],"03316272":[],"03321947":[],"03325534":[],"03331552e":[],"03338173":[],"03342039":[],"03343177":27,"03353115":[],"03365768507152769":6,"03368503":27,"03370315":[],"03375068":[],"03376827":[],"03378293":[],"033790755027115954":[],"03388678":[],"03389626":[],"03389964":[],"03391617":[],"03394827":[],"0340060287164625":[],"03400603":[],"034047":[],"03407676546787885":9,"03412098":[],"03413554":[],"034169230664804":[],"03418359":18,"03421216":27,"03422156":[],"03432913":[],"03438051":[],"03443175":[],"03447512":6,"034557":27,"03456485":[],"03465345":[],"03467756":[],"03472297":[],"034723":[],"034985":[],"03502605":27,"0350905":[],"03512212":26,"03518305":[],"03523894":[],"03530741":[],"0353961":[],"03543039":[],"03543455":[],"03543554":[],"03543958":[],"035513525941656535":[],"03556032":[],"03557316":[],"0356":[],"03562355":6,"03564082":[],"03568016":[],"03568439":6,"0358":[],"0358108":[],"03582958":[],"03585592":[],"0359":[],"035909":[],"03591454":[],"0359565":5,"0361":[],"03611471":[],"03616508":[],"0362":[],"0362312015777108":[],"03630548":6,"03631783":[],"03633213":[],"0364":[],"03645765":[],"03649344":[],"0365":[],"03660869":[],"03663294":[],"0366352614656884":[],"0367":[],"0368":[],"03688621":[],"0369":[],"03697739":[],"0370":[],"03707133":11,"03717939":[],"03718245":[],"0372":[],"0372278":27,"03727597":[],"03728183e":[],"0373":[],"03735403":[],"03745017":[],"0374748":[],"0375":[],"03750064":27,"03756493":[],"0375827":[],"0376":[],"03760958":[],"03774822e":[],"0377625":[],"0377961":[],"0378":[],"03781367141738902":6,"038":[],"0380":[],"03800193":[],"03804636":[],"0381":[],"03813208":[],"03814292":6,"03815288":6,"038211969489939":[],"03821197":[],"0382287":18,"03827068":[],"0383":[],"038300":[11,27],"0385":[],"03856554":[],"0386":[],"0386443":[],"03868779":[],"03872663":[],"038727":[],"03876784":[],"0388":[],"03880581":[],"038844":[],"0389":[],"03894328":[],"03894873":[],"039":[],"03902389":[],"039039":5,"03903968":[],"03904224e":[],"03908546":[],"0391":[],"0391324":[],"03914571":[],"0393":[],"03935519":[],"03940381":[],"03945128":[],"03946221":[],"0395":[],"03955811":[],"0396":[],"03967758":[],"0398":[],"03982972":[],"0399587275832265":[],"039967668952797":6,"0399676689527975":6,"03999935":[],"04":[1,6,11],"0400":[],"04008416":[],"0401":[],"040102":5,"04010697":6,"04014929":[],"0401585":[],"04024121":27,"04028659":[],"0403":[],"04037945":[],"04045671":[],"04049356":[],"0405":[],"04051862":[],"04057027":[],"04057615":27,"04058784":[],"04059438":[],"04063602":6,"0407":[],"0408":[],"04081883":[],"04083439":[],"04084872":[],"041":9,"0410":[],"04103307":[],"041050166905828786":[],"04107874":[],"041079":[],"04111096":[],"0411487294305088":6,"041148729430523":6,"0412":[],"04127087":[],"0413787":[],"04138379":[],"0414":[],"04143717":[],"0415":[],"04166112":[],"0417":[],"04174576":27,"04175792":[],"04182729":27,"0419":[],"04191624":[],"04191629":[],"04193203":27,"04198166":[],"042044382097756156":[],"0421":[],"04210353":26,"04210928":[],"04214702":[],"04218461":[],"04220758":6,"04223754":[],"04225015":[],"0423":[],"04233470e":[],"0424":[],"04246989":[],"04252528":[],"04259402":[],"0426":[],"04272582":5,"042726":5,"04276324":[],"04276619":[],"0428":[],"04292593":[],"04294775":26,"04295757":[],"04299253":[],"043":9,"0430":[],"04310095":[],"04310698":[],"04314342":[],"04315108":5,"0431531":[],"0432":[],"0434":[],"043464037468677":[],"043464037468677004":[],"04346721":5,"0435":[],"04355837":6,"04362":9,"04362755":[],"0437":[],"04372783":[],"0437499":2,"04383596":[],"04389027":6,"0439":[],"04391163":[],"043912":[],"04400708":[],"0441":[],"04415412":[],"04416475":[],"04423486":6,"0442411":[],"04426647":[],"04426744e":27,"0443":[],"044334":27,"04438319":[],"04446751":[],"04448923":[],"0445":[],"04450975e":[],"044613":6,"0447":[],"04470158":27,"0447389":[],"04473913":[],"04478101":[],"04482932":[],"0449":[],"0451":[],"0453":[],"04532032":[],"04537385":6,"04539538":[],"04543942":6,"04547353":[],"0455":[],"04555073":[],"04557362":[],"04561434":[],"04565093":[],"04566964":6,"0457":[],"04570437990371566":[],"04574692":[],"0458":9,"04581197":[],"04584982e":[],"0459":[],"04597076":[],"04598223":[],"04600349e":[],"04607275":27,"0461":[],"04619338":[],"04626011":13,"0463":[],"04634083":[],"04640211541749118":[],"04648335":5,"0465":[],"046531":[],"04662395":[],"04669463":[],"0467":[],"04675468":27,"04683565":5,"0469":[],"04690007":[],"04699527":[],"04702436e":[],"0470705":[],"0471":[],"04720848":[],"0473":[],"04746791":[],"0475":[],"04754825003279861":[],"04754825003279862":[],"0476021":[],"0477":[],"04770636":[],"04771954":[],"04778116":[],"04779232e":[],"04784395":6,"04787888e":[],"0479":[],"04798291":[],"0481":[],"04811582":[],"04814746":[],"04816611e":[],"04818727730430286":6,"04822955":[],"04828291":[],"0483":[],"0485":[],"0486":[],"04869126e":[],"0487":[],"04875464":[],"048920":[],"04892055":6,"0489354":[],"04899609":[],"0490":[],"04900086":[],"04908155":[],"04909093":6,"04912436":6,"04919181":[],"0492":[],"04921476":[],"04926154":[],"04926746":[],"04931542":[],"04937621":[],"0494":[],"04944357":27,"049462":[],"049556996627824":6,"0495569966278269":6,"04956816":[],"04958045":[],"0496":[],"0496375":[],"04964381":[],"04965227":[],"04967168":[],"04977051":[],"04977093":[],"0498":[],"04it":6,"05":[1,3,4,6,13,19,27],"0500":[],"05000867":[],"05006306":[],"05009826":6,"0501397":[],"05024857":[],"0503":[],"05049873":[],"0505":[],"05056463":[],"05062537":[],"05063935014924984":[],"050663":[],"05066303":[],"05066388e":[],"0507":[],"05081566":[],"0509":[],"05091289":[],"05100557":[],"05100875":6,"0510594":[],"0511":[],"05110385":[],"05126901":[],"05133809":27,"05137822":[],"0514":[],"051418":5,"05151828":27,"0516":[],"05160313473529168":[],"051649":[11,27],"0516821246279795":[],"0517473":5,"05179687":[],"0518":[],"05183886":[],"05195184":26,"05197707":[],"0520":[],"05203331":18,"05206787e":[],"05211842":[],"05227921801205679":6,"0523":[],"052305":27,"05234611":[],"05235058":[],"0523738":[],"05238712":[],"05243298":[],"0525":[],"05250129":[],"05253796":[],"05254632":[],"05255806":[],"05263":9,"0526992":[],"0527":[],"05274561":[],"052836183775253814":[],"05293662":[],"052992":[],"0530":[],"05302":9,"053157":11,"0532":[],"05322899":[],"053326337300775":23,"05332634":23,"0534":[],"05341376":[],"053417":27,"05350297":[],"05357244":[],"05363014989229746":[],"05363498":[],"05364854":8,"05368812":[],"0537":[],"05383795":6,"053849":5,"05388549e":[],"0539":[],"053944":[],"0541":[],"05412502":[],"05419212":[],"0542566":[],"05432856":[],"054375":[],"05439747":[],"0544":[],"05441837":[],"05446143":[],"05447415":6,"05455225":27,"05459089":[],"0546":[],"054617":27,"054655":27,"05466359":[],"05485044745873865":[],"05485044745873867":[],"05486379":[],"05486516":[],"0549":[],"054954":[],"05502969":[],"05505310046363":2,"0551":[],"05515143e":[],"05519101":27,"05526765":[],"055294":11,"0553":[],"05533":9,"05544019":[],"0556":[],"055676":27,"055697":[],"05570692":[],"055706923889776":[],"055734":27,"0558":[],"05589275":[],"055893":[],"055910":27,"05594058":[],"055987":27,"05599355":[],"05599455":[],"056019":[],"056030":[],"0561":[],"05612456":[],"05614483":5,"05623":9,"05629549":[],"0563":[],"05637138":[],"056418":[],"05648":9,"05651951":6,"0565419":[],"0566":[],"05667":9,"056683":27,"0568":[],"056870":[],"05687021620384533":[],"056898":[],"05695438":[],"056996":[],"057050038714429464":[],"05705003871442947":[],"05708058":26,"0571":[],"057124":[],"05713748":[],"05715377":[],"057154":[],"05716368155342902":6,"057179":[],"0571849":[],"057219":[],"057231":[],"0573":[],"057300":27,"057361":[],"057393":27,"057406":[],"057418":27,"057446":[],"057457":27,"057462":[],"057502":[],"05750876":[],"05752451e":[],"057537":11,"057582":11,"0575829":[],"0576":[],"057613":[],"057657":[],"057722":27,"0578":[],"05781491e":[],"057831":[],"057835":27,"05785343":6,"057864":[],"05789007":6,"05792524":[],"05796251":6,"05807125":6,"0581":[],"058121":[],"058216":[],"0582573":[],"05825965":[],"05830426":27,"05834444":[],"05837221e":[],"058388":[],"0584":[],"058435":[],"05846851":[],"05852079":[],"05852973":[],"058550":[],"058552":27,"058556":[],"058567":[],"0586":[],"058645":27,"05873105":[],"058738":[],"058793":[],"05880359":[],"05883":9,"05884":9,"058854":27,"058856":[],"0589":[],"058921":[],"0589434":[],"058952":27,"058996":27,"059004":[],"05900655":[],"059031":27,"0591":[],"05915945740690532":[],"05916189":[],"059182":[],"059232":11,"05924492":[],"0594":[],"059427":[],"059439":[],"05948007":[],"05958988e":[],"05966593":[],"059685":[],"0597":[],"059736":[],"059749":[],"05977068":[],"059807":27,"05980771":[],"05982961":[],"059830":[],"05989176e":[],"05989727":[],"0599":[],"059925":11,"059949":[],"059951":27,"05996719":[],"05999":9,"059993":27,"06":[3,4,6,9,27],"060001":[],"060037":[],"060083":27,"0602":[],"06020587":6,"06020683e":[],"060254":27,"06026294":[],"060278":[],"060300":[],"060334":[],"060349":[],"060387":[],"06043581":6,"0605":[],"060524":11,"060567":[],"06059304":[],"06066397":[],"060691":[],"0607":[],"0607062":[],"060716":27,"06072551":[],"06075426":[],"060756":27,"06077967":[],"060845":[],"060872":27,"06090176":[],"060952":11,"060971":[],"060983":[],"0610":[],"061013":[],"061034":[],"06106228":18,"061068":11,"06107268":[],"061078":11,"061084":[],"061092":[],"061138":[],"061163":27,"061186":11,"061239":[],"06124676":[],"06125720e":[],"061264":[],"061281":[],"0613":[],"061359":27,"06136355":[],"061443":27,"061452":27,"061484":[],"0615":[],"061614":27,"061642":[],"061679":[],"06170091e":[],"061747":[],"061775":[],"0618":[],"061813":[],"061826":[],"061833":[],"061836":[],"061869":[],"061888":[],"061915":[],"061938":11,"061977":[],"06199837":[],"06200174":5,"062016":27,"062023":[],"062071":[],"062082":[],"062082386342319454":6,"0621":[],"062100":[],"062221":[],"062250":[],"0622641":[],"062273":[],"062292565":4,"06231773":[],"062325":[],"062337":27,"062351":[],"062390":[],"0624":[],"062470":[],"062485":11,"062523":[],"062599":27,"0626":[],"062624":27,"062631":[],"06263415":[],"062675":[],"062696":[],"06270382e":[],"062749":[],"062768":11,"062797":[],"06283890e":[],"062852":[],"062874":27,"062894":[],"0629":[],"06294313":[],"062963":[],"062967":[],"06299237e":[],"063000":[],"063006":11,"06301519":[],"063019":27,"063051":[],"063055":[],"063061":27,"063076":11,"06307625":[],"063080":27,"063081":[],"06308305":26,"063159":[],"0632":[],"063225":[],"063260":27,"06331463":[],"063325":[],"063359":[],"063374":11,"063378":[],"063407":[],"063434":[],"06343533":[],"063436":[],"063443":[],"0635":[],"063500":[],"063533":11,"063542":[],"063597":[],"06361921":[],"06362348":[],"063653":27,"063705":[],"063716":[],"063722":[],"063723":[],"063724":[],"063747":[],"06374917e":[],"063760":[],"0638":[],"06380941468319971":[],"063822":[],"063832":[],"063864":[],"063894":27,"06390074":27,"063905":[],"063912":[],"063927":[],"06394871":[],"063953":[],"06397412":[],"063980":[],"063982":[],"064000":11,"06404226":26,"06406913":[],"06407201":[],"064074":27,"0641":[],"064101":[],"064113":[],"06413187":[],"064134":[],"064145":[],"06417556":27,"064224":11,"064245":[],"06424868":[],"064275":[],"064294":[],"0643":[],"064320":[],"064412":[],"064420":[],"06444":9,"064444":[],"064501":27,"064527":[],"064532":[],"06453579006728322":6,"064568":[],"0646":[],"064602":[],"064606":27,"064609":27,"064627":[],"064634":[],"064640":[],"064696":[],"064699":27,"064702":11,"06472468":[],"064793":27,"06481015":[],"064814":[],"064827":[],"06484621":[],"064856":[],"06486283":[],"064874":[],"06488406":[],"064896":[],"0649":[],"06491736":6,"064938":[],"064948":[],"064985":[],"064987":[],"065006":[],"065012":[],"06502562":[],"065026":[],"065045":11,"065069":[],"065077":27,"065089":[],"065119":[],"06511966":[],"065147":[],"065155":11,"065158":[],"065171":11,"0652":[],"065207":[],"065214":[],"065215":[],"065249":[],"0652633":[],"065289":[],"06532712":[],"0653477":[],"06535721144629267":[],"06535721144629268":[],"065378":27,"065390":27,"065396":5,"065410":27,"06547790180152352":6,"06547790180152355":6,"0655":[],"065517":[],"06554078":[],"065559":[],"065582":[],"065588":[],"065593":[],"065613":[],"065614":[],"065631":[],"065645":11,"065666":11,"065690":11,"065735":[],"065753":[],"06578047":[],"0658":[],"065801":[],"065808":[],"065815":[],"06584783":[],"065872":[],"065909":11,"065910":[],"06594872":[],"065982":[],"065984":[],"066042":[],"066066":27,"066077":[],"0661":[],"066119":5,"066143":[],"06615863":[],"066200":[],"066323":[],"066344":[],"06637":9,"06638817":[],"0664":[],"06642248":[],"066438":[],"066453":[],"066467":[],"066474":27,"066500":27,"066564":11,"06656566":[],"066566":[],"066612":27,"066614":11,"066647":27,"06664867":[],"06666117":[],"0666807":2,"06668218":[],"06668613e":[],"0667":[],"066752":[],"066762":[],"066768":[],"066787":27,"066804":[],"06682268":[],"0668226833598415":[],"066837":[11,27],"066854":27,"066865":[],"066870":[],"066891":5,"066919":[],"06692165":[],"066944":11,"066992":[],"066999":27,"0670":[],"067009":[],"067042":11,"06713371":[],"067139":[],"067220":11,"06724062":5,"067272":[],"0673":[],"067315":[],"067328":[],"067388":11,"067409":[],"067419":[],"067420":[],"067433":11,"067437":[],"067440":[],"067457":[],"067462":[],"067591":[],"0676":[],"067611":[],"067619":[],"067630":[],"067637":27,"067659":11,"067660":[],"067707":27,"067709":5,"067745":[],"067748":[],"06776308367941637":11,"067765":[],"067769":[],"067774":[],"067820":[],"067826":[],"067832":[],"0678507":[],"067859":[],"0679":[],"067915":[],"067929":[],"067955":[],"067979":[],"068":[],"068017":11,"068019":11,"068082":[],"068083":[],"068141":[],"0681795":[],"0682":[],"068211":11,"068241":[],"06825695":[],"068257":[],"068264":27,"068307":27,"068340":[],"068364":11,"068378":11,"06839199":[],"068403":[],"068406":[],"068407":[],"06842111e":[],"068437":[],"068439":[],"06843936":[],"068441":27,"06844519414009444":6,"06844519414009445":6,"06849452":27,"0685":[],"06853772":[],"068551":[],"06855126e":[],"068568":5,"068606":[],"068609":[],"068612":[],"068624":[],"068629":27,"068650":[],"06866315":[],"068671":[],"068726":11,"068727":27,"068731":[],"068734":[],"068743":[],"0687531":[],"068757":[],"068771":[],"068774":[],"0688":[],"068800":[],"068809":[],"068815":[],"068816":[],"06886644":[],"068906":27,"068931":[],"068945":[],"068974":[],"068987":[],"06899505":[],"068997":[],"069028":27,"069033":[],"069048":[],"069055":[],"069084":11,"0691":[],"069119":[],"069136":[],"069148":11,"06915522":[],"069213":[],"069239":[],"069257":[],"069296":[],"06931309":[],"069320":[],"069327":[],"06934501e":[],"069365":[],"069384":[],"069388":[],"069391":[],"0694":[],"069452":27,"069456":[],"069475":[],"069522":[],"06954736e":[],"069570":[],"069584":27,"069594":[],"069595":[],"069629":[],"06962991":[],"069630":[],"069634":[],"069672":[],"0697":[],"069711":11,"069733":[],"069739":[],"069746":[],"069753":11,"069766":[],"069803":[],"069821":[],"069822":[],"069865":11,"069919":[],"069939":[],"06995653":[],"069968":11,"06it":[],"07":[6,27],"0700":[],"070009":[],"070042":[],"07004211":[],"070043":27,"070067":[],"070072":11,"070086":[],"070107":[],"070129":[],"070146":27,"07015414034641979":26,"070157":[],"07016":9,"07017":9,"070170":[],"07020234":[],"070213":27,"070220":[],"070228":[],"07023654656164897":[],"070275":[],"0703":[],"070338":[],"070370":11,"07038555":[],"07039":9,"070400":[],"070406":[],"0704374681593734":[],"070441":[],"070457":27,"070461":[],"070535":11,"070569":[],"070571":[],"070582":27,"070597":[],"07061848":[],"07062318":6,"070645":[],"07068033":[],"070694":[],"0707":[],"070705":[],"070737":27,"0707621":[],"070769":[],"070795":[],"07080407e":[],"070811":[],"070845":[],"070852":11,"070865":[],"070876":11,"070889":[11,27],"070964":[],"070986":27,"0710":[],"071008":[],"071062":[],"071080":[],"071138":[],"07115":9,"071160":11,"071191":[],"07119676":[],"0712":[],"07121097":[],"071252":[],"071258":[],"071274":5,"0713":[0,26],"07130734":[],"071323":[],"07136324":[],"07139233":[],"071423":[],"07145103":11,"071452":[],"071456":[],"07147609e":[],"071498":[],"071535":11,"071554":[],"071564":[],"071579":[],"071587":[],"0716":[],"07160048164232538":6,"0716004816423254":6,"071601":[],"071602":11,"071611":[],"071662":[],"071685":[],"071726":[],"071773":[],"07178264457746288":[],"07178725":[],"071788":[],"071792":[],"071801":[],"071805":[],"07182377e":[],"071854":5,"071857":11,"071872":[],"071879":[],"07188255":[],"0719":[],"071901":[],"071908":11,"071915":5,"071942":[],"071951":[],"071960":[],"07199977":[],"072000":27,"072009":[],"072022":[],"072034":5,"07203435":5,"07208896238192342":[],"072098":[],"072111":27,"07211696":26,"072128":[],"072132":27,"072140":11,"072168":[],"072194":[],"072200":5,"07225884":[],"07226292":[],"072285":[],"0723":[],"072305":[],"072310":[],"072338":[],"072369":[],"072404":[],"072410":[],"072470":5,"072476":27,"072478":5,"072483":[],"072486":[],"072495":[],"07250301":[],"072527":[],"072576":5,"072585":11,"0726":[],"072621":27,"072624":[],"072637":[],"072650":[],"072676":[],"072679":11,"072707":[],"072718":[],"072735":5,"072790":[],"072802":[],"072805":[],"07282462e":[],"072830":[],"07285":3,"07286416":[],"0729":[],"072914":[],"07291818479810824":[],"072931":[],"072948":5,"072953":[],"072954":5,"072967":[],"072971":11,"072973":[],"072976":[],"072990":[],"073008":[],"073011":[],"073059":[],"073063":[],"073079":[],"073080":[],"073088":[],"073113":5,"073131":[],"073141":11,"073152":[],"073154":[],"073184":[],"073187":[],"0732":[],"07321674":[],"073223":11,"073256":[],"07327275854723572":11,"073302":5,"07331468":[],"073354":[],"073362":[],"073376":[],"073378":[],"073387":[],"073406":[],"073417":5,"073421":[],"073422":[],"073425":11,"073431":[],"073444":[],"073445":[],"073458":[],"073465":[],"073471":[],"073476":[],"073494":[],"073498":[],"073504":[],"073541":[],"073582":[],"07358383":[],"073586":[],"073592":[],"073598":[11,27],"0736":[],"073618":[],"073621":5,"073630":[],"073634":[],"073635":[],"073640":[],"073644":27,"073706":11,"073708":[],"073712":[],"073716":[],"073720":[],"073728":[],"073734":[],"073736":[],"073766":[],"073773":5,"073797":[],"073802":[],"073810":[],"073824":[],"073828":11,"073840":[],"073842":[],"073853":[],"073858":[],"073871":5,"073876":[],"0739":[],"073929":[],"07393685":[],"07393855":[],"073972":[],"073980":[],"073984":[],"073987":[],"074008":[],"074010":[],"074026":[],"07404236":[],"074067":[11,27],"074084":27,"074096":[],"07410236e":[],"074108":[],"074128":11,"074152":[],"074161":[],"07417526":[],"074181":[],"0742":[],"07420079":[],"074201":[],"074210":27,"07421084":5,"074211":[],"074265":[],"074292":5,"074301":[],"074306":[],"074307":[],"074319":5,"074323":27,"074327":[],"074328":[],"074330":[],"074340":[],"074355":[],"07438088":[],"074403":[],"074411":11,"074419":[],"074425":11,"074428":5,"074439":[],"074455":[],"074457":[],"074477":[],"074509":[],"0745177":[],"074545":[],"074560":[],"07456491":5,"074577":[],"0746":[],"074686":[],"074708":[],"07472152457534222":[],"074772":[],"074780":[],"074809":[],"074826":11,"074879":[],"0749":[],"07490892":6,"074956":5,"074969":[],"074970":[],"075017":[],"075030":[],"075058":[],"075079":5,"075089":[],"075092":11,"075171":[],"0752":[],"075249":[],"075294":[],"075331":[],"075342":11,"075352":[],"075421":[],"075454":[],"075471":[],"075513":[],"075521":[],"075523":[],"075582":[],"075587":[],"075597":5,"0756":[],"07560398":[],"07563916":[],"075684":[],"075692":11,"07575375":0,"075758":[],"075779":[],"075804":[],"07581582":[],"075816":27,"075858":5,"075867":[],"075889":27,"0759":[],"075980":[],"075984":[],"075990":[],"076012":[],"076066":[],"076105":[],"076125":[],"076127":[],"076136":[],"076150":27,"07617146":[],"076249":[],"076266":[],"07627734":[],"0763":[],"076331":[],"076337":[],"076349":[],"076354":[],"076355":[],"07640212":27,"076413":[],"07641937":[],"076427":5,"0764924":6,"076504":[],"076527":[],"076560707521647":[],"07656071":[],"076586":[],"076587":[],"076592":[],"0766":[],"07660514":[],"076612":[],"07663067400487368":[],"076636":5,"076658":[],"076662":[],"076678":[],"076697":5,"076721":[],"076734":11,"076756":11,"07678":9,"076786":5,"076814":[],"076820":[],"0768224464930487":[],"07682245":[],"076825":[],"076833":[],"076857":[],"076897":[],"07692307692307693":9,"076938":[11,27],"076950":[],"076993":11,"076996":[],"0770":[],"077004":5,"077017":[],"077042":[],"077068":[],"07706814":[],"077110":11,"077117":5,"077121":5,"077146":11,"077168":27,"077171":[],"077194":[],"077219":[],"077226":[],"07725229":26,"07728714":5,"0773":[],"077304":11,"077313":[],"077330":[],"077358":5,"077403":[],"077429":[],"077431":5,"077455":[],"077460":[5,27],"077466":5,"07747943":[],"077517":[],"07752620206774397":[],"077542":[],"077549":[],"077571":[],"0776":[],"07760032":[],"077613":[],"077630":[],"077650":[],"077705":[],"077710":[],"077731":[],"077734":[],"077756":[],"07777777777777778":[],"0778":[],"07780377":[],"077810":5,"077822":5,"077833":[],"07783419":23,"077847":[],"077920":5,"077931":[],"077938":5,"078":[],"0780":[],"078029":[],"078035":11,"078041":[],"07804489":[],"078106":[],"078110":27,"078139":5,"078154":11,"078187":[],"078196":5,"07820":9,"07824586e":[],"078258":[],"07828283":[],"078283":[],"078329":[],"078336":27,"078370":5,"078377":[],"078379":11,"0784":[],"078412":[],"078423":[],"07842458":[],"078425":11,"078433":5,"07844345":13,"078445":11,"078467":[],"078514":5,"078529":5,"078540":27,"078545":[],"078548":[],"078593":[],"07859555":[],"078624":[],"07864":9,"078656":[],"078667":11,"0787":[],"078707":[],"07871":9,"078732":[],"078744":11,"078791":5,"078845":[],"078868":[],"078974":27,"078981":5,"078986":27,"079026":5,"079067":5,"0791":[],"079121":[],"079124":[],"079125":[],"079150":[],"079156":11,"079165":[],"079170":[],"079202":[],"079223":5,"079226":[],"079243":[],"079255":[],"07929472":[],"07930457e":[],"07932386":[],"079330":[],"079353":[],"079381":[],"079391":[],"0794":[],"07942491":[],"079432":[],"079434":[],"079437":[],"07944154":[18,26],"079455":[],"079581":[],"079597":[],"079606":[],"079611":[],"07962234":[],"079640":5,"0796891867672603":6,"079700":[],"079715":[],"079731":[],"079741":5,"079775":5,"079777":[],"0798":[],"079820":[],"079836":[],"079849":[],"079854":[],"079878":[],"07988085572440823":[],"079882":[],"079892":[],"079914":[],"079946":27,"079948":[],"079958":[],"079964":[],"079969":[],"079971":[],"079975":[],"07it":[],"08":[6,9,23,27],"080045":[],"080069":[],"080086":[],"080089":[],"0801":[],"080105":[],"08015655":[],"080157":[],"080163":[],"080181":[],"080193":[],"080197":5,"080233":[],"080248":[],"080256":[],"080262":5,"080284":[],"08030109":[],"080322":[],"080383":11,"0804":[],"080406":[],"080411":[],"08043851":5,"080473":[],"0805":[],"080502":[],"080505":[],"080541":[],"080543":11,"080571":[],"080572":[],"08057264":[],"080577":[],"080607":[],"080616":27,"08066381":[],"080665":5,"080690":[],"080696":5,"080702":[],"080750":[],"080755":[],"080764":27,"08076969085177746":[],"080773":[],"080832":[],"080878":5,"0809":[],"080903":[],"080906":[],"080933":[],"080935":[],"080953":[],"080980":[],"081000":[],"08101799":[],"081057":[],"081120":[],"081126":[],"081133":5,"081136":[],"081150":[],"081164":[],"081199":5,"0812":[],"081246":[],"081276":27,"08128265":[],"08131003":6,"081322":[],"08145936":[],"081466":[],"081472":11,"0814985":[],"081538":[],"08156108":6,"081563":5,"081570":[],"081581":5,"081584":[],"08159052":[],"08159374":[],"0816":[],"081617":[],"081621":[],"081647":[],"08165104":27,"081655":27,"081677":[],"081679":[],"081680":5,"081718":[],"08174081":[],"081742":[],"081753":[],"081762":[],"081772":[],"081779":[],"081804":[],"081821":[],"081832":[],"08185019":[],"08185315":[],"08187418e":[],"081896":[],"081908":[],"08191117":[],"081916726599974":[],"081937":[],"081955":[],"081960":[],"08196262":23,"081976":[],"0819836":[],"0820":[],"082105":5,"082168":[],"082189":[],"082196":[],"082203":[],"082205":[],"08221578":[],"082225":[],"082231":[],"082234":[],"082246":[],"082248":[],"082255":[],"082260":[],"0823":[],"082306":[],"08231145":[],"082329":[],"082347":[],"082368":11,"08238863600759742":[],"082390":11,"08245909":[],"082506":[],"08251519":6,"082517":[],"08255129":[],"08256285":[],"082577":[],"082590":[],"082615":11,"082621":[],"082632":[],"082653":27,"082657":[],"0827":[],"08271388":[],"08272096":[],"082734":[],"082746":[],"082754":[],"082760":[],"082781":[],"082805":[],"08282867":[],"082829":[],"082875":[],"08293853":[],"08294341":[],"08298871e":[],"08299273e":6,"083000":[],"083015":[],"083066":[],"083096":[],"0831":[],"08318298e":1,"08319649":[],"083242":11,"083269":[],"083317":[],"08333333":[],"08333333333333333":9,"083348":5,"08336233266":4,"083371":[],"083393":[],"08339896":[],"083414":[],"083416":[],"083423":[],"08346766":[],"0835":[],"083511":[],"083527":27,"08352721390288316":[],"083604":[],"083628":5,"083630":[],"083636":5,"083669":[],"08368077":[],"083726":[],"083762":5,"08376632":[6,27],"083766322923899":[6,27],"0837663229239043":[6,27],"083777":5,"083797":5,"0838":[],"083848":[],"083853":[],"083873":5,"08388138":[],"08389064":[],"083894":5,"08394792":[],"083982":5,"083988":[],"084042":[],"084051":[],"084075":[],"084076":27,"084078":5,"084110":[],"084114":5,"084137":5,"084141":[],"084164":[],"08417181":[],"084172":[],"0842":[],"084207":[],"084212":[],"08424143e":[],"084247":[],"08426840630693412":6,"08426840630693413":6,"084278":[],"084340":[],"08434487":[],"084365":[],"084387":5,"084457":11,"084471":[],"084489":[],"08449894":[],"08451695":[],"084536":[],"08455":9,"084550":[],"08456295":[],"084594":[],"0846":[],"08460107110703337":5,"084617":[],"084631":11,"084633":[],"084644":[],"0846527":[],"084672":[],"084678":[],"08474":9,"084740":[],"084764":[],"084809":27,"08481871":[],"084843":[],"08484802e":[],"084878":[],"084946":[],"084968":[],"084995":[],"0850":[],"085023":[],"08502551":18,"08502578e":[],"08505008":[],"08511411":23,"085121":[],"08513055":13,"085163":5,"085172":[],"085223":[],"085235":[],"085251":[],"0853136633465326":[],"085374":5,"085382":[],"085390":[],"085391":[],"0854":[],"085425":[],"085427":[],"085454":[],"08551306":6,"08551338":[],"08551625":[],"085557":[],"085709":[],"085746":5,"08576932":6,"0858":[],"085815":11,"085835":[],"085842":[],"085858":[],"085877":[],"085888":[],"085898":[],"085908":[],"085918":11,"08593216":6,"08604699":[],"086054":[],"086090":[],"0861":[],"086108":[],"08611111111111111":[],"086172":[],"086291":5,"086337":[],"086394":[],"08641073":[],"086411":[],"086441":[],"0865":[],"086511":11,"086518":[],"08652153831327969":[],"0865305":23,"086540":[],"086636":[],"086762":5,"086773":[],"086774":[],"086830":[],"086843":[],"086864":[],"086868":[],"086891":[],"086892":5,"0869":[],"08690":9,"086900":[],"08692465":[],"086932":[],"08695635":[],"08703034":[],"08704102":26,"087062":[],"087063":[],"087159":[],"087175":[],"087180":[],"087184":[],"087211":[],"087212":[],"087247":[],"087250":[],"087254":[],"087259":5,"087271":[],"087280":[],"08728068":[],"0873":[],"087311":[],"08737007811453563":[],"087393":[],"08756397":26,"087566":5,"08758":9,"087603":[],"087642":[],"08766472":23,"087674":[],"0877":[],"08770809":[],"087716":11,"0877162":11,"087761":[],"08776426":[],"087768":5,"08780195":[],"087802":[],"087845":[],"087887":[],"087899":[],"08793873e":[],"088007":[],"0881":[],"088155":[],"08815506":[],"088156":5,"08817972":[],"0881981":5,"088202":[],"08822806":18,"08823":20,"088240":[],"088314":[],"088323":5,"088339":[],"088369":5,"08838465":13,"088410":5,"088416":[],"08842405":[],"08844723450419088":[],"088456":[],"0885":[],"088510":[],"088521":[],"088563":[],"088665":[],"088697":[],"08871404":5,"08874631":[],"08876865":[],"08881497884574564":27,"08888888888888889":[],"0889":[],"088900":[],"089008":[],"08902":9,"0892144853354966":[],"089227":[],"08928088":[],"0893":[],"089356":5,"089365":[],"089414":[],"089513":[],"089523":[],"0895387":27,"089539":27,"089664":[],"089678":[],"0897":[],"089710":[],"08973767":[],"089752":[],"089781":[],"089793":[],"0898612":18,"08988514":[],"089893":5,"08990571":[],"08992459":[],"089925":[],"08993248e":[],"08996":9,"089979":[],"09":[1,3,4,27],"09002808747938586":26,"090091":5,"0901":[],"090123":[],"09026386e":[],"090301":11,"09030678":[],"090313":11,"090361":[],"090365":[],"0905":[],"090537":5,"09076319":[],"090777":[],"090832":[],"09087594":18,"090919":[],"090945":[],"0910":[],"091021":[],"091023":[],"091072":[],"091090":[],"091293":[],"091372":[],"0914":[],"09149148":[],"091571":[],"09166666666666666":[],"091685":[],"091697":5,"0917":9,"091714":[],"09172409":6,"09173024":[],"091796":[],"09179697e":[],"0918":[],"091913":[],"092":[],"09201618":[],"092051":11,"0921503":[],"09215268":[],"09215672":[],"0922":[],"092206":[],"092254":[],"092327":5,"092412":[],"092450":[],"092452":[],"092487":[],"092493":[],"09251":9,"092516":[],"092560":[],"092566":[],"092598":5,"0926":[],"092852":[],"093":[],"0930":[],"093080":[],"09308274":[],"093096":11,"09312344":[],"093218":[],"09327269724691106":[],"0933":[],"09336399":[],"093386":5,"093408":[],"0934955":[],"0935":[],"093551":[],"093559":[],"093570":[],"093657":[],"09375511":18,"093866":[],"0939":[],"09391542":[],"093993":[],"093996":[],"094001":[],"094026":5,"094050":[],"09408163":[],"094082198961999e":6,"0940821989652176e":6,"09413086":27,"094163":[],"094206":[],"0943":[],"0944":[],"09444444444444444":[],"0944958":[],"09455047":[],"09477998":26,"0948":[],"094993":5,"0952":[],"09524714":[],"09527217":[],"095273":[],"0954":[],"095420":[],"095528":[],"095596":[],"0956":[],"095624":[],"09567992":[],"09575469":[],"0958":[],"095821":[],"09599224":[],"09603196":[],"09607524":[],"09609807":5,"0961":[],"0963911829588757":[],"096434":[],"09648484":[],"0965":[],"09676156e":[],"096788":11,"0969":[],"097049":[],"09706624":[],"09712586e":[],"09712817":18,"0972":[],"097238":[],"09726322":[],"097294":[],"0973":[],"09739722453284225":23,"0974":[],"09744":9,"09760094":[],"0978":[],"09780":9,"09787053":[],"09791":9,"09797549e":[],"097995":[],"0983":[],"09832963":[],"09851217":[],"09858511":[],"09861229":[18,26],"0987":[],"098879":[],"09899913":[],"09903804":8,"09917246":[],"09919198949274803":6,"0992":[],"099209":[],"09920915":[],"099275":[],"0994119523801045":[],"09951287404314545":1,"099552":[],"0996":[],"099701":[],"09978307":[],"0998713":[],"09995364":[],"0n":[0,26],"0s":[3,4],"0x1022cc0d0":[],"0x1045a7eb0":[],"0x105b84cd0":[],"0x107a08b50":[],"0x10febc640":[],"0x10febcf10":[],"0x1162c32b0":[],"0x1183f2640":[],"0x118c9b1c0":[],"0x118f6d610":[],"0x1194ee790":[],"0x11ada9670":[],"0x11cb23a60":[],"0x11cb23fd0":[],"0x11de12520":[],"0x11df37280":[],"0x11f5f6520":[],"0x11fdbfd60":[],"0x122d2e790":[],"0x12334c310":[],"0x12463a760":13,"0x1262b9a90":[],"0x126323b50":[],"0x1268ba940":[],"0x126f4fa00":[],"0x126f922b0":[],"0x127461970":13,"0x127a38670":[],"0x127e425e0":[],"0x128cc9730":[],"0x128f6eee0":[],"0x129deef10":[],"0x12b1c2700":[],"0x12e9e6280":[],"0x13002a640":[],"0x1305bb1c0":[],"0x136af27c0":[],"0x13792dfa0":[],"0x13d4a1640":[],"0x13eaa7490":[],"0x13ef4e1c0":[],"0x156346610":[],"0x1635f5340":[],"0x1646da640":[],"0x168435640":[],"0x168f3fca0":[],"0x16c9a8880":[],"0x2800bca90":[],"0x280a35220":[],"0x2810f3430":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,21,22,23,24,25],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,21,22,23,24,26,27],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,21,23,24,26,27],"1000":[0,1,2,4,5,8,11,13,14,17,23,26,27],"10000":[2,5,6,10,11,13,23],"100000":8,"10001":10,"10005449":26,"1001":[9,23],"1002":23,"1003":23,"10030":9,"10031273":13,"10035098":[],"100351":[],"10041841":[],"1005":23,"1007":[],"1007216":[],"10077114273548984":6,"10080981":[],"1009":23,"10095106250934528":[],"101":[],"101058":[],"1011":23,"10120164":[],"1013":23,"1013904243":23,"101409":[],"10141413e":6,"1015":23,"10154612":[],"10156593":[],"1015am":26,"1016":[],"10160394":[],"10188623":[],"102":3,"1020":[],"1023":23,"10230":9,"1024":3,"10247463629935179":[],"10251317e":[],"10258872":23,"1026":23,"10268273":[],"1027":23,"1028":[],"103":1,"1030":23,"10320791":[],"103273":[],"10340":9,"10354083919795562":[],"103558":11,"10355817":11,"1036131":[],"103654":[],"1036544":[],"1037":23,"10378326e":1,"1038":23,"10391807":6,"10398646080125036":6,"10398646080125037":6,"10399743":[],"10399758":[],"104":[],"1040":23,"10401756":[],"10405456":11,"10426473":[],"10430":9,"1044":[],"10440776":[],"104411":27,"10455569":[],"1047":23,"10477501":[],"10479359":[],"10490195":[],"105":[],"10518426027535331":[],"10520":9,"10552836390308734":[],"10555555555555556":[],"1056":[],"10572":[],"10582403e":[],"10587157250737213":[],"10589577":5,"106":[],"1060":[],"106095":[11,27],"10615323e":[],"10630836e":[],"10638925":[],"1063892533225306":[],"10641396e":[],"10641647":[],"106431":[],"10645534":[],"10656534":[],"10683216":[],"107":[],"10706523":[],"10731958e":[],"10741066e":[],"10776220958055382":[],"1078":[],"10790125813226321":27,"108":[6,9],"10812381":[],"108124":[],"10814421":[],"10815559091341771":[],"10851799e":[],"10853105":27,"10856388":18,"10888134":[],"1089452":[],"109":[],"10913":6,"10927588":[],"109276":[],"10931453":6,"10942838":[],"10954867e":[],"109556":[],"10955639":[],"1095957":[],"10959669":[],"10960":9,"10983954":[],"10e":[],"10m":4,"10th":9,"10x":[0,26],"11":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,22,23,24,25,26,27],"110":[],"1100":23,"11007935789924998":[],"1101":23,"11022302e":5,"11022363":[],"11027723":[],"11039573e":[],"11053892":[],"11078018494378859":[],"111":[1,7,12],"11100":9,"11105306":[],"11110246":[],"11112589053037751":[],"11137061e":[],"11141718":18,"11148997":18,"1115":[],"11166818":[],"11197884":[],"112":[],"11202337":[],"1123":[],"11232098":[],"112383":[11,27],"1124":9,"11265847":[],"113":[],"11309850e":[],"11339075":[],"1134":[],"11352187":[],"1136198":[],"11385399":[],"11388888888888889":[],"11390":9,"113e3eff54a8":[],"114":[],"11400145":[],"1141":[],"11427818":[],"11450263":[],"114550":[],"11462415":5,"1148":[],"11482289e":6,"1148557":[],"114856":[],"11495144":[],"115":[],"11507992e":1,"11547777218876518":6,"1157376":[],"115822":6,"11587186":[],"11590":9,"116":[],"1160326":[],"11628185e":[],"11655508":[],"11657689":[],"11660":9,"11666666666666667":1,"117":8,"11704038":[],"117214":11,"11721416":11,"11723198e":[],"117430":[],"11743722141098414":[],"11744554e":6,"117456":[],"11749517":[],"11766707e":[],"11780":9,"118":2,"11816312":[],"1182":[],"118318":27,"11836068":[],"11837308":[],"11837671":[],"1184":4,"11840":9,"11890":9,"11896755":[],"119":2,"11911824":[],"11924676":[],"11925465":[],"11958697e":[],"119936":2,"11m":[],"12":[0,1,2,3,4,5,6,8,9,11,12,13,18,23,25,26,27],"120":[2,3],"12011393e":[],"12023635e":[],"1203":9,"1203284":8,"12044974":27,"120450":27,"12049203":[],"12049349":26,"120508":[],"12050822":[],"1206":8,"121":[8,9,10],"12129289":[],"1213":[],"12155548":[],"1215pm":[24,26],"121771":26,"1217953":[],"12182967":6,"122":[2,8,9,10],"12222222222222222":1,"12224317":[],"122282":[],"1224":[],"1228485":18,"123":2,"12318726e":6,"12330033":27,"12333649":6,"123711":6,"12380":9,"12381425":[],"124":[0,26],"12400":9,"12417157":[],"12422141":[],"12427537":[],"12428533":[],"124413":[],"12441319":[],"125":[],"1250":[],"12506251":[],"125304962667421":[],"12552073e":6,"12568438":[],"12575322":[],"12591227":27,"12594172":[],"126":9,"12602928e":[],"1261":9,"12618549":5,"12622478":[],"12625715":[],"12634093":[],"1265":9,"12693357":[],"12695501":[],"127":4,"1271":6,"12747234e":[],"12765651865754318":[],"1277":6,"12777777777777777":[],"127812":[],"12786653":[],"12790":9,"128":[3,4,13],"12814914":[],"1285896350792584":[],"12858964":[],"12864187e":[],"128664":6,"12867125":[],"128711548693024":11,"12871842":27,"128x128":[],"129":2,"12911793":[],"12921833":[],"1297":9,"12977735":27,"1298":9,"12994608":[],"129963":[],"12998822":[],"12m":[],"12pm":[24,26],"13":[0,1,2,4,5,6,9,11,12,13,18,20,21,23,26,27],"130":9,"13003291":6,"13010854":[],"13021533e":[],"13041":[],"13055555555555556":[],"130694":27,"13069442":27,"13073296e":[],"13076331":[],"131":9,"13155259":[],"132":9,"13201296":[],"13220608e":6,"1326":9,"13261905":[],"1326197715":26,"13280":9,"133":7,"13310008":[],"13314468":[],"13333333":[],"1336":[],"13371503":[],"13396439e":[],"134":[],"13400535e":[],"13404683":[],"13410999":[],"134110":[],"13422946e":[],"1343":[],"13443663368799186":18,"13444436":[],"1345":[],"13451895":[],"134565":[],"1346":[],"13492339":[],"135":9,"13535942":6,"13542726":[],"13571683":[],"13580759":[],"136":[],"13619518e":[],"13621148":[],"136236":[],"13646574":5,"13661243e":6,"13679863":6,"13688525e":[],"137":[],"1371":6,"13740":9,"137400784702911":[],"13747168":[],"13749148e":[],"13756504":[],"13759245e":[],"137652":[11,27],"1377":[3,4],"1378":[3,4],"1379":[3,4],"138":[],"1380":[3,4],"1381":[3,4],"1382":[3,4],"13821034":[],"13827006":[],"13829298":[],"1383":[3,4],"1383885":[],"1384":[3,4],"1385":[3,4],"1386":[3,4],"13862056e":[],"13865173":5,"138775":[11,27],"1387933":[],"13880371":[],"1388888888888889":[],"1388976715362099":[],"13890":9,"13894606338836166":[],"139":[],"1392559585048734e":6,"139255958997547e":6,"13925918083728273":[],"139431112903922":[],"1394311129039245":[],"1395084586525954":[],"1395235273363669":[],"13987729":[],"13990198":18,"13m":[],"14":[0,2,3,4,5,6,8,9,10,11,12,13,18,23,25,27],"140":[2,9],"14021063":6,"14023656":[],"14036907":[],"141":2,"14100":9,"1412":[],"14133772":[],"141338":[],"1416054":[],"1416398":6,"14164536e":[],"14174745":6,"14179769":[],"1418":9,"142":9,"14211764e":[],"14250":9,"14277718e":27,"143":[2,7,9],"1437":1,"1438149":[],"14389839":[],"144":[],"14400":9,"1440501043841336":1,"14421971":[],"14440":9,"14465971":26,"1446729567":4,"14479759":18,"14482255345953607":[],"144993":[],"145":2,"14526269":[],"14538257":[],"14549142":[],"146":2,"14600426":[],"14629156":[],"146591":[],"146704":[],"14670413":[],"14697721":[],"147":[],"14702929":[],"14710":9,"14722222222222223":1,"14738036e":[],"1473833":[],"147400":[11,27],"147420":[11,27],"147896":[],"1479":9,"148":[3,4],"148009":[],"14812206":6,"14816084":5,"148161":5,"14837948":[],"14839786":[],"14845":[],"14857":[],"14859":6,"148632":[],"148711":6,"14871402":[],"14889678":26,"14896753":[],"149":[3,4],"149294":[],"149299":[],"14957387e":[],"14962649":[],"14967691":[],"14970532e":[],"14978631":[],"14g":6,"14m":[],"15":[0,1,2,4,6,7,8,9,12,13,15,16,23,26],"150":[3,4,8,9],"15005476":5,"150218":[],"15024162":[],"15043":[],"15047127":[],"15048894":[],"15055258":[],"150592":6,"150726":[],"150749":[],"15098090e":6,"150989":[],"151":[3,4],"15119514":[],"1511986":[],"151199":[],"15124893":26,"15130074e":6,"1513237":[],"15148810e":[],"151515":[],"151517":[],"15169011":18,"15172728e":[],"15183857":[],"152":[3,4,9],"15200":9,"1520039":[],"152701":[],"1527777777777778":[],"153":[],"15301931e":[],"153036":27,"15313054":[],"1532465":[],"15352815e":[],"15383855":[],"15384615384615385":9,"154":[],"15400455":[],"15431083":[],"15443469e":[],"15449587":[],"15457792":[],"155":9,"155073":6,"15536966":26,"15553403":[],"155664":[],"15578306":[],"15593134e":[],"15597277":[],"156":[],"1560":[],"15628391e":[],"1563":[],"15649598":[],"15654521":[],"15673992":[],"15693449e":[],"156956":5,"15697121e":[],"157":[],"15706394e":[],"15724663":[],"1575":9,"15768662":[],"158":9,"15804451e":[],"15806326":[],"15827078":[],"15863713":[],"1587":9,"159":[],"1590":9,"15912833":[],"15913825":[],"15915417e":[],"15953495":[],"15957051":[],"15962297":[],"15972118":[],"15975618":[],"15990":9,"15990395":[],"15am":26,"15g":6,"15m":[],"15pm":[],"16":[1,2,3,4,5,6,8,9,10,23,26,27],"160":[],"1600552":[],"16022138":[],"1603":3,"16043757":[],"1608179281668718":[],"16081793":[],"16082975":18,"16087734":[],"16089488":[],"160913":[],"161":[],"16111111111111112":1,"161573669199933":[],"16168603e":[],"16168848":[],"1619":[],"16198646e":[],"162":[],"16211139":5,"16220":9,"162246":5,"16231451":4,"1625":9,"1628":9,"162999":[],"163":[],"16304863":27,"163049":27,"1630775253":[],"16309331":[],"16325134":[],"16336815":[],"16342407":5,"16343471":6,"16356503":[],"16365729":18,"16384":3,"16385836":[],"16389131":[],"164":[],"16422434":[],"16456084":[],"164812":[],"16481217":[],"16487517":[],"16492688":[],"165":[],"16500":9,"16509204":26,"16521791":[],"16539406e":[],"16570701":[],"166":9,"16650509":[],"16655769":26,"16666667":[],"167":[],"16725475":[],"16761991":[],"16762223e":[],"167787":5,"168":9,"16805821e":6,"16815626":[],"16816701":[],"169":[],"1690242":[],"16921883":[],"169219":[],"16933554":[],"16954396e":[],"16956148e":[],"16it":[],"17":[1,2,4,5,6,8,9,23,27],"170":[],"17006020e":[],"17016741":[],"17022089147584388":[],"17078905":[],"17086577":[],"1709":9,"171":[],"17112259e":[],"17121077":[],"17136288":[],"17138811":[],"17144765665252978":[],"171525":27,"1715252":27,"17174962e":1,"172":[],"17222222222222222":[],"1724601":[],"17257288":[],"1726":9,"17275391":[],"173":[],"17300":9,"17303133e":[],"17305512":[],"173087120899479":11,"1731":9,"17346628":26,"17350714":23,"17362603":[],"17387308e":[],"174":[],"17432695":[],"174327":[],"17440757e":[],"17446471":6,"17451":[],"17456211":[],"17459712":[],"17469167":[],"174692":[],"175":[],"1752":9,"175300":27,"17540272":[],"176":[],"17603044":[],"17604689":[],"17615838052499":[],"17622984":26,"17641709":6,"17644873":[],"17647619":6,"17648722":[],"177":[],"17707259":26,"17733642":[],"17736035":[],"17757752":[],"17758251":[],"17777777777777778":1,"178":[],"17801022":5,"17829104":[],"17841553":[],"17861098":6,"17886788e":[],"179":[],"1790289":[],"17917768":5,"17927079":[],"17934657e":[],"179404":[],"17949575":5,"17953942":11,"17964265":[],"1797":[1,3],"17m":[],"18":[2,4,6,7,8,9,10,13,23],"180":[],"18004907e":[],"18023984e":[],"18029127":5,"1803":20,"18044829":[],"1804736801658276":[],"18065292":[],"18065689e":[],"1807":4,"1809":9,"181":9,"1812":9,"18128852":[],"18188532":[],"182":[],"1821":9,"18243276e":[],"18269964":[],"18276764":[],"183":[],"18302441":[],"18303628e":[],"18314387":[],"18321314e":[],"18324395":[],"18333333333333332":[],"1836":[],"18375572":[],"18383522":27,"184":9,"18409473e":[],"18410452":[],"18433544":[],"184519":27,"18474816e":[],"1848":[],"18488944":[],"18489312":[],"1849":[3,4],"18496":[],"185":[],"1850":[3,4],"18500705":[],"1851":[3,4],"18518557":[],"1852":[3,4],"18525109":[],"1853":[3,4],"18534538":18,"1854":[3,4],"1855":[3,4],"1856":[3,4],"1857":[3,4],"185713":[],"18571316":[],"18573920e":[],"1858":[3,4],"1859":[3,4],"1859082":[],"186":6,"1860":9,"18604968":[],"18611111111111112":[],"18613217e":6,"1862":[],"18624242":[],"18660":9,"18663019":23,"18670072e":27,"18673098":11,"187":[],"1871257":[],"18726877":[],"1875353":[],"18753987":[],"187540":[],"18761375":[],"18780801":[],"188":[],"188029":11,"18802913":11,"18807824e":[],"18824315":[],"18825916e":[],"18829946":[],"18856622":[],"1887":6,"189":6,"18905573e":[],"189367":[],"189496":27,"189621963782685":[],"189622":27,"18993003":[],"19":[2,4,6,9,13,15,23,26],"190":[],"19003":6,"19010909":[],"19026272":[],"19029687":[],"19073291":[],"191":[],"19114964":[],"19123037":[],"19154013e":[],"19166136":[],"19166666666666668":[],"191963":[],"192":[],"19207979":5,"1921649":[],"19220":9,"193":[],"19314584":[],"19335893":[],"19343949":[],"19347197":23,"1937079":[],"19393543":[],"194":[],"1940":0,"194042826649355e":6,"1940428268204826e":6,"19407473":[],"19426595":[],"19429581":[],"1943":12,"19431161":[],"194312":[],"19436962e":[],"19457423":[],"1946":[],"19461919e":[],"19463967":[],"194861702085775":[],"195":[],"1950":[],"1956":9,"19569961":[6,27],"19571155":[],"19590868":[],"196":[],"19623863e":[],"19648287e":[],"19652884e":[],"19683648":[],"197":[],"1970":[18,26],"19704684e":[],"19717411":[],"19718893":[],"19721923":[],"1973":9,"197370":[11,27],"19740":9,"19743643":[],"19769458e":[],"1977":[],"19772911":[],"1978":[],"19783086":[],"1979":6,"19790229":[],"198":[],"19800":9,"19802685":[],"19824029":[],"19825288e":[],"19870992":[],"19888258":[],"199":[],"19910208":[],"19942021":[],"19968537":[],"1997":[],"19983530":6,"1999":[20,21],"19it":[],"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,23,26],"1d":[1,2,3],"1e":[1,2,3,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":18,"1n":[0,26],"1s":[3,4],"1x":[0,26],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,22,23,25],"20":[0,1,2,4,6,7,8,9,13,23,24,26],"200":[0,2,3,4,8,9,10],"2000":[0,27],"20015436":6,"20017452":[],"20020918e":[],"2004":13,"2006":25,"2008":26,"2009":[],"201":[],"2010":1,"20101684":[],"2011":1,"2014":4,"20142361":[],"2015":1,"2016":[0,26],"2017":[],"2018":[0,6,27],"20183951e":[],"2019":[8,9],"202":[],"2021":[6,14,27],"2022":26,"2023":[3,4,20],"2024":[15,16,26,27],"20240089":[],"20261698e":[],"20265997":[],"2027":9,"20272874":[],"20277777777777778":1,"20289224":[],"203":[],"20330004e":[],"20355156":[],"20366091":[],"20371418":[],"204":[],"20404676":[],"20430356":[],"20484434":[],"20485165":[],"204932":[],"20493234":[],"20494446":[],"205":[],"20500":9,"20513942":[],"205231":[],"20525241":[],"20536556":[],"20554718e":[],"20580025":[],"20594513":[],"206":[],"2060":9,"2069":9,"20695722":[],"207":[],"2070":[],"20716469":[],"20719051e":[],"20726939":[],"2073339":[],"20752401":[],"207545":[11,27],"20759186":11,"207592":11,"20764972":[],"207888":[],"208":[],"208190393562401":[],"20820528e":[],"208257931205295e":9,"20833333333333334":1,"20867052175003364":6,"209":[],"20916295":27,"20944931":26,"20946226e":[],"20956318":[],"20967833":[],"20975255":26,"209789":[],"20980":9,"20m":[],"21":[0,1,2,3,4,5,6,7,9,12,13,18,23,26,27],"210":[],"210340":[11,27],"21049575":[],"210496":[],"21053692":[],"21055226":[],"21058097":5,"21059098":[],"21074205":[],"211":[],"2110":[],"21110005":[],"21129518e":[],"21130":9,"21152452":[],"2116753732":4,"21169159e":6,"212":[],"21237677e":[],"21275991":[],"21283160e":[],"213":[],"213103":[11,27],"213743":[11,27],"214":[],"21401303e":[],"2141":[],"2144122":13,"21460652":[],"214607":[],"21467941":[],"21489709":[],"21493779":[],"215":[],"21522960e":[],"21530495e":[],"21546249":[],"21569425e":[],"21596432":6,"21597684":[],"215977":[],"216":[],"2161908":[],"216290":[11,27],"216683":[11,27],"2167":[],"21682143":[],"217":[],"21706540e":[],"21710121":[],"2171263":[],"217282":11,"21728232":11,"21747116506516934":[],"21760199":[],"21793896":23,"218":[],"218292":11,"21829201":11,"21831419":11,"2184":[],"21860973":[],"21879159":[],"2188":3,"219":[],"21908927":13,"21910072":[],"21913628":[],"2193546":[],"21947455":[],"22":[0,1,2,4,5,6,9,12,13,18,26,27],"220":[],"22001043":[],"22015945":18,"22044605e":[5,27],"22091393e":[],"22092934e":[],"221":8,"22103874e":[],"221180":27,"22130126":[],"22144968":11,"221450":11,"2216":9,"22169909":[],"22178183":[],"2218":9,"221805":2,"221921":5,"22197349":[],"222":[],"22209775e":[],"22227163e":[],"222400":27,"22241171":[],"22291364":[],"22297358":[],"22297752":[],"223":[],"22328509":[],"22354860e":[],"22368396":[],"223884":[],"22388434":[],"224":[],"22416937":[],"22467274":[],"22475203":[],"225":4,"22524684":[],"22532324":[],"22574374":[],"2257879":[],"226":[],"22616902":[],"22623101e":[],"226296567359957":[],"2266005204464925":26,"22663583":[],"22679825":[],"22689573":[],"22690428":5,"227":[],"22729927":[],"22752605":[],"2277":3,"228":[],"228059":[],"22805937":[],"22812848":18,"22830615":[],"2284246870217162":6,"22847924":5,"22885848":[],"228942":[],"229":[],"229241":[],"22928063":26,"22935165":[],"229352":[],"22939767":18,"22974406":[],"22979294e":[],"22981877":26,"22996417":[],"23":[1,2,4,6,7,9,12,13,15,18,26],"230":[],"23002365e":6,"23031634":[],"23044077":[],"23047985":[],"23076923076923078":9,"23077531":[],"231":[],"23110543":[],"2314999":[],"23167717":5,"23172169e":[],"23177548":[],"23192074e":[],"232":[],"23239667e":[],"232435":27,"23257415":[],"2326112614636416":[],"2326112623420511":[],"23261268155176382":[],"23288045":[],"233":[],"23305112":[],"23333333333333334":[],"23374497":18,"2338675":27,"233868":27,"23392132":[],"23395094":[],"23396766e":[],"234":6,"234370":[],"23437046":[],"23499198":[],"235":[],"23516186":[],"23528337":[],"2356299":[],"2361161":[],"236354":26,"23636536":[],"2364":9,"23643365":[],"23663774e":[],"23692158":[],"237":[],"23712617":[],"23754723":[],"23780865":[],"2379":6,"238":[],"23849741":[],"2389":3,"239":3,"23908241":18,"2397":9,"23971032":27,"23979359":[],"23997187":[],"24":[0,1,2,4,6,9,13,18,26],"240":[],"24005098e":[],"24053124e":[],"24085321":[],"241":[],"24128917":[],"24140":9,"24159785":27,"2416":9,"24175744e":6,"2419":9,"242":[],"24251681":[],"24252405":[],"24280599":[],"242806":[],"243":[],"2430":9,"24339513":[],"2436295":23,"24390":9,"244":[],"244119":[],"24411906":[],"24434901e":[],"24444444444444444":[],"24485338":23,"245":[],"24569547":[],"246":2,"24602503e":[],"24605947":[],"24647622":[],"2465439":[],"24679418":[],"247":[],"24785221":[],"24797183e":[],"248":[],"24809277":[],"24828523":[],"24829908":5,"24849282":[],"248493":[],"249":[],"24906604e":6,"24960675":[],"24968001e":[],"24it":6,"25":[2,3,4,5,6,7,8,9,11,13,19,27],"250":[2,4,7,9],"25000":0,"25002882":[],"250029":[],"25018275":[],"25042813e":[],"25050227":[],"250636":[],"25077762":[],"25084316":[],"25091007":[],"251":[],"25129984e":[],"25139357":[],"251879":27,"252":[],"25212002":27,"2522939":[],"252436":27,"25254477e":[],"25285802":[],"253":[],"25312591":18,"254":[],"25404247":23,"2544422":[],"2545724":[],"255":3,"255001":27,"25549693":[],"25561567":[],"256":[2,4],"25617654e":6,"25617658e":6,"25650679":[],"25663096":[],"256841168348422":18,"257":[],"257004":[],"25700419":[],"25713219e":[],"2572":9,"2575":9,"25772788":[],"25794223e":[],"258":[],"25844504":[],"25872167e":[],"25898624":[],"259":[],"259153":[11,27],"2591811":[],"25920793":[],"25923926":[],"25969618e":[],"2597":9,"259901":[],"25it":[],"25m":[],"26":[2,4,6,9,13,16],"260":[],"26037366":[],"26063304":[],"260840":[],"26084008":[],"261":[],"26113838e":[],"26121775e":[],"261498":[],"26149831":[],"2619":[],"26195054e":[],"262":[],"262638":[],"26263837":[],"26280707e":[],"26291451":[],"26292364":[],"26297455":27,"263":[],"26301436":5,"26318493":[],"26331821e":[],"26370919":[],"26372759":[],"264":4,"26403986587386163":18,"26409315307910025":6,"2640931530791004":6,"2641":[],"264377":[],"26437713":[],"264421":[],"26482560e":[],"265":[],"2650":9,"265109911":4,"26513904":[],"26514544":[],"26518597":[],"2654":9,"266":[],"26624586e":[],"26633825e":[],"26660718e":[],"26666667":13,"26697059":[],"267":[],"26710969":5,"26776828":[],"26780278":5,"26799966":26,"268":9,"26803966":[],"26805987":[],"269217029290255":[],"26931499":[],"26939493":26,"26944417":[],"26961519":[],"2697447":[],"26995402":27,"26it":[],"27":[0,1,2,4,6,13],"270":[],"2700575":[],"27068495e":[],"2707158":[],"27092910":6,"27096183":[],"27099835":[],"271":[],"2710765113417533":[],"2710867359084896":[],"2711004934923823":[],"2711099029541577":[],"27126808e":[],"2714":[],"27151245":13,"27152452":[],"2717818":[],"272":[],"27204759":[],"27221341":[],"27230624e":[],"27252371":[],"273":[],"27305669":[],"273094":[],"27309401":[],"2731899981798276":[],"27335131":[],"27347181":[],"2736":[],"27377363":[],"27424746e":[],"27438488":[],"27463692":[],"27485633":[],"275":[],"2750":9,"27547557":[],"2756303":13,"276":[],"276263":[11,27],"27637358":[],"27650047":[],"27650338":[],"27693602e":[],"277":[],"27700":9,"27700271":[],"27717261":[],"27743488e":[],"2774877574815404":[],"27760":9,"27790702":[],"27793476":[],"277935":[],"278":[],"27826845e":[],"27832584e":[],"27853155":26,"27859357":[],"27880068":[],"279":[],"27911941":26,"27919014":[],"27924636":5,"27971414":[],"27987128":[],"27n_":23,"28":[0,1,2,3,4,6,9,13],"280":[],"28008933":[],"280179":[],"28031381":[],"280573":5,"280647":[11,27],"28081221e":[],"28096517":[],"281":[],"281127658556346":23,"28112766":23,"28134042":[],"281930":[],"28194659":[],"28194794":[],"282":[],"28205578e":27,"28206156":[],"28210895":[],"28212616":26,"2822017":26,"282259":[],"282727":[11,27],"28291282":[],"28294305":[],"283":[],"2830637392":4,"283078":[],"28336218e":6,"28347954e":[],"2837521e":[],"28390":9,"28391978":27,"284":[],"28418209":[],"28433473":[],"28443039":[],"284499":[],"28473779e":[],"28475098":8,"28478815":18,"28490569":[],"285":[],"28535441":[],"28566769":[],"2856881":[],"28570701":[],"28573357":[],"28585116":[],"28595266e":[],"28596284":[],"286":[],"28607817":[],"2861":23,"28621796e":[],"28622606":[],"28624958":[],"28638913":[],"28641189":[],"28662669":[],"28687236e":[],"287":[],"2870363":[],"2871":9,"2873":9,"2874496":18,"28749016e":[],"28767964":[],"28795864":[],"288":[],"28818554":[],"288186":[],"2882":23,"28837459":[],"28857501":26,"28858038":[],"2886":23,"289":[],"2890":[0,26],"28908491":[],"28909679e":[],"289105":5,"28910504":5,"2892":23,"28951491799791806":[],"28962017":[],"28962869031035515":[],"28962877060331055":[],"2896287710119233":[],"28it":[],"28x28":[],"29":[2,4,6,7,9],"29009852":[],"2901":[],"29022057":[],"29025302":[],"29030069":[],"29064873e":[],"29069448":23,"29097377":[],"291":[],"29135778":[],"291358":[],"2915":23,"29153991":[],"29167186":5,"29174301":[],"29176118":[],"29199381":[],"292":[],"292202":[],"29220202":[],"29228133":[],"29259268":[],"2927":[],"29275129":[],"29282684":[],"293":[],"2931":26,"29311961e":[],"293245":[],"29334886e":[],"29341942":23,"29350903":[],"29374695":[],"29378469":[],"29384004e":[],"294":[],"29401213":[],"29405153":[],"2941718e":[],"29426584":[],"29432269":26,"29454955e":[],"29496954e":[],"295":[],"2953":[3,4],"2954":[3,4],"2955":[3,4],"29557246e":[],"2956":[3,4],"2957":[3,4],"29588674":[],"29592687":[],"296":[],"29633889":[],"296414":[],"29679459":[],"2968":26,"2970942":[],"29726695":[],"29731502":[],"29732036":[],"29734306":[],"29765192":[],"29796056e":[],"298":[],"2980":26,"29822833":6,"29866668":[],"298667":[],"29894362":[],"299":[],"2990":26,"29918458":13,"29933720e":[],"2996":[],"299748":27,"2999692169766251":[],"2999692370478538":[],"2999728846145681":[],"2999728858924457":[],"29998782047173667":[],"29998783056606604":[],"29it":[],"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,23],"2_t":13,"2_x":23,"2b":23,"2c8f433990d1":[],"2cm":8,"2d":[1,3,11,12,17,26],"2e":6,"2f":[0,7,9,10,11,12,26,27],"2g":2,"2g_i":2,"2k":3,"2m":6,"2n":[0,2,3,26,27],"2nd":9,"2p":23,"2pm":24,"2pt":4,"2s":4,"2u":21,"2x":[0,3,8,13,26],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,22,23,24],"30":[0,1,4,6,7,9,10,13,16,24,27],"300":[],"3000":[],"30000":[0,26],"30000278325980556":[],"30000279381576256":[],"30010":9,"30012384":[],"3001669239476101":[],"3001669318826541":[],"30020439":26,"30085673":[],"301":[],"30119421":8,"30125775":[],"30129931":[],"30150056":[],"30170017":[],"30177145":[],"302":[],"3020":[],"30237154":[],"3024":[],"30248034":[],"30258509":[18,26],"30259263e":[],"3029":[],"303":6,"3030":[],"303107":[],"30311767":[],"3032":[],"30326262":[],"30335380e":[],"30339081517583943":[],"30361418":[],"30442964":27,"30447937":[],"30466214e":6,"3047648":[],"30478013":[],"30485583":[],"30494363":[],"305":0,"30506642":[],"30567713":[],"30571694e":[],"306":0,"30630294":[],"3064":[],"3065":[],"30666456":[],"30674822e":[],"30677003":[],"306770031113352":[],"30685269":[],"306853":[],"3068687590657415":[],"30690504":[],"307":0,"3072":3,"3073":[],"30739146":[],"307631":[],"30763135":[],"3076923076923077":9,"3077":[],"30774404":[],"30787294":6,"308":0,"3082":[],"309":0,"30902533":18,"30914432":[],"30928349":[],"30940":9,"30971881":[],"30990916":[],"31":[4,6,12,18,23],"310":0,"31022577":[],"310277":[],"31027702":[],"310579":27,"3105791":27,"31072238":[],"31082439":[],"311":0,"31113868e":[],"31124303e":[],"31145723e":[],"312":[],"31212802":[],"3123314713548606":6,"31244861":[],"312449":[],"31248389":[],"3126":[],"31276579e":6,"31290061e":[],"31290684":[],"313":[],"31318084":5,"313183599076104":[],"3135197":18,"31394100e":[],"31395784e":[],"3139661":[],"31415359e":[],"314471861842257":[],"31457796":5,"315":6,"31532451":[],"3155":[0,5,6],"31579721":[],"31588043":[],"31588332":[],"31597257":[],"316":[],"31600436e":[],"31633433":[],"31650694":6,"317":[],"31705377":[],"31714002":[],"31718909":11,"31728952e":[],"317367":11,"3175938":[],"317594":[],"31774469":13,"31780875":[],"318":[],"31803769":[],"31814386":[],"3189":[],"31895514":[],"31896852":8,"319":[],"31921368":[],"31927572":[],"31949465":[],"31960205":18,"31995103":[],"32":[3,4,6,12,13,18,23],"320":[],"3200":1,"320131":11,"32013106":11,"32019835":[],"32023229":[],"32032017":[],"32041353":[],"32075649e":[],"32078531":[],"321":[],"32108713e":[],"32133765":[],"32141575":[],"32149601703519115":6,"3214960170351912":6,"3215":9,"32185967":[],"322":[],"32220836":[],"32221699":[],"32225480e":[],"32234998":[],"32244056":[],"32257967":[],"3225819":[],"32265589":[],"3228044":[],"32341247e":[],"3235":[],"32372846":[],"32382849":[],"324":2,"32441343e":[],"3245":2,"32450054":27,"325":[],"3250":[1,6],"32507975":[],"32577534":[],"32584888":[],"326":[],"32605607e":[],"32615859":[],"326238":27,"32632463":[],"326325":[],"327":[],"32708194":[],"327291":[],"32729105":[],"3273472571412799":[],"32775737e":[],"328":[],"3283771":[],"328458":[],"32845846":[],"32858131":[],"32863661e":[],"329":[],"32941592e":[],"329492":[],"33":[4,9,12,18,24],"330":[],"33015882":[],"33020191":[],"3303366":[],"33066907e":[5,27],"33078483":[],"33079132":[],"33104875":[],"33108943":[],"33113018":[],"33159476":[],"33166055e":5,"331939":27,"33197004e":[],"332":[],"33213799":[],"33283583":26,"33285444":[],"33285905":[],"3329671101137754":[],"333":7,"33333333":13,"33408606":[],"33444711e":[],"33457718e":[],"33486875":[],"335":[],"33525471e":[],"33534416":[],"33537181":[],"335849":[],"336":[],"33600213":[],"3364":[],"33656494":[],"33708747":[],"33746734":[],"33746734412664":[],"33751667":[],"33788596":[],"33793867":[],"338":[],"33800793":[],"33857909e":[],"33860497":[],"33876558e":[],"33880129":[],"33897624e":[],"339":[],"33903511":[],"33918941":[],"33959063":18,"33978089e":[],"33995567":[],"339961":[],"3399612":[],"33it":[],"34":[4,9,18],"340":[],"340071371496255":27,"34010963":[],"34011629":[],"3403":9,"340583":[],"340782":[11,27],"341":[],"34100913":[],"34114547":5,"34133193":[],"34149655":[],"341497":[],"34154132":[],"34158540e":[],"34193915":[],"34243146":23,"34254673e":[],"34254681":[],"342680":27,"3426926":[],"34294831e":[],"343":[],"3431178":[],"34347894e":[],"3436":[0,26],"34362409":[],"3437":[0,26],"34373214":[],"3439564710454786":[],"344":[],"34412923":27,"34440086":[],"34447052":[],"34459931":[],"34460089":[],"34498001":[],"345":[],"34517495":[],"34569596":5,"346":[],"34606431":[],"34609499":[],"34619711":18,"34636057":[],"34642944":[],"34650316":26,"34685874":[],"346941":[],"34694145":[],"347":[],"34718587":[],"347186":[],"3472":[],"34728094e":[],"348":[],"34814162":[],"34816464e":[],"34836424":26,"348676117830458":[],"349":[],"3493":[],"34943652":18,"34968453":26,"34975242":[],"34977681":[],"34998197":[],"35":[0,4,6,19,24,26],"350":[],"3501046":18,"35058127":[],"35084272":[],"351":[],"35109296":[],"35125829":26,"3512747":[],"351275":[],"35140":9,"35146218":[],"35149796":[],"351498":[],"351636":[11,27],"35182854":5,"35193678":18,"352":[],"35227195e":[],"35248847":[],"35255737e":[],"35292923":[],"353":[],"3532":[],"35322418":[],"35325013":18,"35329636":[],"3536":[],"35392690e":[],"354":[],"35401107":[],"35403494":[],"35408251":[],"354083":[],"35412147":[],"35417405e":[],"35434042e":[],"3544313922":6,"3546689":[],"35470445e":[5,27],"3549":[],"355":[],"35518140e":[],"35533773":6,"35539164e":[],"35564856":[],"35567049":18,"35587778675776993":[],"356":[],"356399":27,"3568919":[],"357":[],"357508":27,"35758612e":[],"35771826":6,"35795044":[],"35796655":[],"35799174":[],"358":[],"3581341341":4,"35823605":[],"35825829e":[],"35845332":[],"35846425":[],"35858674":[],"359":5,"3591093":[],"3592571":[],"3597516959642966":[],"3597517":[],"35984424":[],"35it":[],"35m":3,"36":[0,1,4,5,6,19,23],"360":1,"3604":[],"36051635":[],"36094261":26,"36097055e":[],"36099915":[],"361":[],"36128659e":[],"3613":9,"361556":27,"36163844e":[],"3616476":[],"36170438":13,"3619":[],"362":[],"36212275":5,"362123":5,"3621311":5,"363":[],"3632959111950474e":6,"363295916323784e":6,"36348681":[],"36392181e":[],"364":[],"36400724":26,"36403046":[],"36420967":[],"36434588":[],"3646":[],"36537059":[],"36550376":[],"3655222":5,"366":[],"36654107e":[],"36674564":[],"36681298":[],"367":[2,9],"3676":[],"36789460e":[],"3679":[],"36795972e":[],"368":[],"36802977":[],"36825174":[],"3689":[],"369":[],"369139":[11,27],"36922009e":[],"36928":[],"36970119e":[],"36it":[],"37":[1,4,6,9,19],"370":[],"3701":[],"37021881":[],"3703":[],"3703468543933255":[],"3705":[],"37054827":[],"3706":[],"370782966":4,"37092452":[],"371":[],"37112277":[],"3713":[],"3714":[],"3716":[],"3717":[],"37171107e":[],"37187359":[],"372":[],"3722291337559605":[],"37236385":[],"372364":[],"37239927e":27,"3724":[],"3725":[],"37266855":[],"3727":[],"3728":[],"3729492":[],"373":[],"3730":[],"3732":[],"3733":[],"37335014":[],"3734":[],"3735":[],"37351692":18,"3736":[],"37369014":[],"3737":[],"37376184":[],"37388140e":[],"37391132":[],"37396662":6,"374":[],"3740":[],"3741":[],"3743":[],"3744":[],"37443731":23,"3745":[],"3747":[],"37477725":[],"374777250972322":[],"3748":[],"3749":[],"375":[],"3750":[],"3752":[],"3753":[],"37540613":[],"3756":[],"375694":[],"3758":[],"3759":[],"376":[],"3760":[],"37618253e":[],"3762603":18,"3763":[],"3764":[],"3765":[],"376547":[],"3766":[],"37667238":[],"3767":[],"3768":[],"3769":[],"377":[],"3770":[],"3773":[],"377372":27,"37737221":27,"37749489":[],"3775":[],"37757757":26,"3776":[],"3777":[],"3777801602":6,"3778":[],"3779":[],"378":[],"3780":[],"3781":[],"3782":[],"37836163":5,"378362":5,"3784":[],"3785":[],"37853034e":[],"3786":[],"3787":[],"37871763":[],"3788":[],"3789":[],"37895549":[],"3790":[],"37900111":6,"3791":[],"37917253":[],"3792":[],"37938584":[],"3794":[],"3795":[],"3797":[],"3798":[],"3799":[],"38":[1,4,9,19,23],"380":9,"3800":[],"3801":[],"3802":[],"38020451":[],"380205":[],"3803":[],"38035637":[],"3804":[],"38046294":[],"3805":[],"3806":[],"3808":[],"38088413":[],"3809":[],"3810":[],"3811":[],"38115471e":[],"3812":4,"3813":[],"38135654":[],"38135733e":6,"3814":[],"3815":[],"3816":[],"38160211":[],"38165546":[],"3817475779":6,"3818":[],"3819":[],"382":[],"3820":[],"38201155":[],"3821":[],"382187":[],"3822":[],"38220141":[],"3823":[],"3824":[],"3825":[],"3825029":[],"38259375":[],"3826":[],"3827":[],"3828":[],"3829":[],"38298328e":[],"383":[],"3830":[],"3831":[],"38319502e":[],"3832":[],"383315":4,"3834":4,"3835":[],"3836":[],"3837":[],"3838":[],"38380352":[],"38382691":[],"3838917029":[],"3839":[],"384":[],"3840":4,"3841":[],"3842":[],"3842967":[],"3843":[],"3844":[],"3845":[],"3846":[],"38461538461538464":9,"38461539":[],"38465596":[],"3847":[],"38478181":[],"384782":[],"3848":4,"38488879":[],"3849":[],"38493367":[],"385":[],"3850":[],"3851":4,"38511237e":[],"38511413":[],"3852":4,"3853":[],"38533185":6,"38536455e":[],"3854":[],"38540656":[],"3855":[],"3856":4,"3857":[],"3858":[],"3859":[],"386":9,"3860":[],"3861":[],"3862":[],"38629436":[18,26],"3863":4,"3864":4,"3865":[],"3866":[],"3868":[],"38688646e":[],"3869":[],"387":[],"3870":[],"3871":[],"3872":[],"3873":4,"38743286":[],"3875":[],"3876":4,"38764522e":[],"3877":4,"3878":[],"38782352":[],"38787447":[],"3879":[],"3880":4,"3881":[],"3882":[],"3883":[],"38831624":[],"3884":[],"388451":[],"38845241":[],"3885":[],"3886":[],"3887":[],"38875182":[],"3888":4,"3889":[],"389":[],"38916861e":6,"38923192e":[],"3893":4,"3894":[],"3895":4,"3896":[],"38962192e":6,"3897":[],"38970078":26,"3898":[],"3899":[],"39":[0,1,4,9,20,24,26],"390":[],"3900":[],"3901":[],"3902":4,"39026883":[],"3903":[],"3904":4,"3906":[],"3907":[],"3907408":[],"39078751e":[],"3908":[],"39094810e":[],"391":[],"3910":[],"39108542e":[],"3911":[],"3912":4,"3913":[],"3914":[],"39148625":[],"3915":4,"3918":[],"3919":[],"39197698":27,"391977":27,"392":[],"3920":[],"39200159":[],"3921":[],"39214397":27,"392144":27,"3922":[],"39229856":[],"3923":[],"3924":[],"392564":[],"39256409":[],"3928":[],"39287528":[],"3929":4,"393":[],"39300201":[],"393030":[],"3930301":[],"39308683e":[],"3931":[],"39313789e":[],"3932":4,"3933":[],"3935":[],"3936":[],"3937":4,"3938":[],"3939":4,"394":9,"3940":[],"3942":4,"3944":4,"39452621":[],"39457095":[],"3946":[],"3948":4,"39483726":[],"39494529":23,"395":[],"3951":[],"3953":[],"3954":4,"39541528":[],"3957":[],"39572825":[],"39579407":5,"396":[],"3960":4,"39609089":[],"3961":4,"39612983":[],"3962":[],"39623570e":[],"3964":[],"39644178":[],"3966":[],"3967":[],"3968":4,"397":[],"3970":4,"39706038":5,"3971":4,"3972":[],"3973":[],"39730396":19,"3975":4,"3976":[],"397700":[11,27],"3978":4,"39789527":[18,26],"3979":[],"398":[],"3980":[],"3980313467":6,"3981":[],"39822715":[],"39837199":[],"3984":4,"39856058e":[],"39857639e":[],"39863686":26,"3987":4,"39890447":[],"39895173e":[],"399":[],"3990":[],"39917327":[],"3992":[],"39931051e":27,"3994":[],"3995":4,"3996":[],"39965905e":[],"3998":[],"399836":27,"3999":[],"39it":6,"3d":[2,3,4,6,13,19],"3f":[1,3,9],"3n":18,"3s":[],"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,19,26],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,23,26],"40":[0,1,4,6,9,19,20,24,26],"400":4,"4000":[9,26],"40009482":[],"4001":[],"40043644":[],"4007":4,"40075395":[],"4008":4,"4009":[],"401":[],"4010":[],"4011":[],"40111899":[],"401119":[],"4013":[],"4014":[],"40167092":[],"4018":4,"40182469":[],"401842":[11,27],"402":[],"40216748":[],"4024":[],"4025":[],"4027":[],"40293251":[],"4032":4,"4033":[],"40359681":26,"4036":4,"40362053":[],"4037":[],"40389562":[],"404":[],"404130":[],"40413036":[],"4043":[],"404470":5,"40447029":5,"4048":[],"405":9,"4050":[25,26],"40500157":[],"4051":4,"40512793":[],"40513177e":[],"4052":4,"4053":4,"4054":[],"4055":[],"4056":[],"405890":[11,27],"406":[],"40620066":27,"406201":27,"40629059":[],"4063":[],"40634991":[],"40644745":[],"4066":[],"40660618e":[],"40666305":[],"4068":[],"407":9,"40714201":18,"40763529":26,"4078":[],"408":9,"40810216e":[],"4082":[4,6],"40837262":[],"40837954":[],"4085":[],"4086":[],"4087":9,"4087793":5,"4088":[],"40881429":18,"40892146":[],"4090":[],"40907614e":[],"40920261e":[],"40927184e":6,"4095":[],"4096":[],"4099":4,"40contain":20,"40it":[],"41":[1,2,4,9,18,20],"410":[],"4100":[],"41021561":[],"41042542":18,"4106":[],"4107":9,"41097603":[],"411":[],"4111":4,"41125816":18,"41151358":27,"411730":[],"41173033":[],"412":[],"41219619":[],"41226929e":[],"41235715":5,"41246325":[],"4128":[],"41291861":[],"413":[],"4130":[],"4134":4,"4137":[],"41371745":[],"414":[],"4141":[],"41433969":5,"41441328e":[],"4146":[],"41471556e":[],"4148":4,"415":[],"4150":21,"415066":[],"41506637":[],"41511965e":1,"415201":[],"4155":[2,15],"41594943":[],"416":[],"41600503":26,"4162":[],"4162706317":6,"41639971":26,"41644629e":[],"4166666666666667":9,"41671085":[],"417":[],"41708096e":[],"41716708":[],"41739393":[],"4177":[],"41771755":[],"41772265":[],"417741":11,"41774143":11,"41790059":[],"418":[],"4181":[],"41842164":[],"418506":[11,27],"4187996":[],"41882037e":6,"41891092":[],"41894238":[],"419":[],"4192":[],"41928689":[],"41936371":18,"4199":[],"42":[1,4,8,9,10,18,23],"420":[],"4203":[],"420442688206847":[],"4208":[],"42109456":[],"421120085426022":[],"42138688e":[],"42143986":[],"42172457":[],"42198678":[],"421987":[],"422":[],"4220":[],"42203045":[],"4221":[],"4222":[],"42239354":[],"422658":[],"42265837":[],"423":[],"4230769230769231":9,"42323635":[],"4234":[],"4236":[],"424":[],"4241":[],"42441033":5,"42450":9,"42457498":[],"424575":[],"42484290e":[],"42484459":[],"424863":[],"42486342":[],"42487977":[],"425":[],"4253":[],"42535003":[],"425564":[],"42556446":[],"4256":[],"42578415":[],"4258049":[],"42584543":[],"426":[6,7,9],"42633236e":[],"42642980e":[],"4266":[],"427":[],"42738539":26,"4277":[],"42777999":[],"428":[],"42800148":[],"4281152":[],"428690538456245":[],"4287":[],"428741":[],"42874148":[],"42876571":[],"429":[],"42913842e":[],"429345":[],"42934502":[],"42967903e":[],"42it":[],"43":[0,4,7,9,18,21],"430":[],"43043913":[],"43054282":5,"4310":26,"4314":[],"4316":[],"432":[],"432019":5,"43201921":5,"43226747e":[],"43233857":[],"433":[],"43330971e":6,"43334205":[],"4336":[],"4338":[],"43392925":[],"434":[],"43425860e":[],"43466245":[],"4349":[],"43490863":[],"43495641e":[],"43496417":[],"435163":27,"4353":[],"43559429":[],"43579948e":6,"43590660e":[],"436":[],"43608740e":[],"43639284e":27,"436462435":4,"43647835":[],"436501":[],"43650129":[],"43650214":26,"43656654":23,"437":[],"43713337":[],"4372":[],"4375":[],"43766686":11,"438":[],"43801947":[],"438060758":6,"43809274e":[],"438136":27,"43883403e":[],"439":[],"43902948":[],"439230":6,"4394":[],"43941514":[],"43951204":[],"43989497":[],"439m":4,"43it":[],"43m":4,"44":[0,4,18],"440":[],"44020145e":[],"44079937":[],"44082882":[],"44089210e":[5,27],"4409806":23,"440m":4,"441":[],"44116407":[],"441182":[],"44118245":[],"441264":[],"441m":[],"442":[],"44210664":[],"4426":[],"442600":[11,27],"44298022":[],"442m":[],"443":[],"44308477e":[],"443217":27,"44347438":[],"443m":[],"444":9,"44402322":[],"44407741e":[],"44418822":[],"44437409":[],"44440345":[],"444m":4,"44507049":[],"44520102":[],"44595818":[],"445m":4,"446":[],"446033":[],"44624525e":27,"44632008":[],"44637348e":[],"44642273":[],"446453":[],"44657526e":[],"4466":[],"446m":4,"4472":[],"44729805":[],"44732200e":[],"447659635275407":[],"44765964":[],"44781662":[],"447817":[],"447m":4,"448":[],"44842116":[],"44886896":[],"448m":4,"449":[],"449001126081919":[],"44900113":[],"44921888":[],"44957069":[],"44967228":[],"44970586e":1,"449m":4,"44it":[],"45":[4,9,24,26],"450":9,"45000312":[],"45014":[],"45017176":[],"450257":[11,27],"4504":9,"45047066":[],"45048537":26,"45062284":[],"45065211":[],"45073476e":[],"450m":[],"451":[],"45101677e":[],"4512":[],"45133278":[],"45134965":[],"451m":[],"45207509":[],"45227801":[],"45253585":[],"452553":[],"45255977":[],"45281756":[],"45290234":[],"452m":[],"453":[],"45308692":[],"45380691e":[],"45399416":[],"453m":[],"454":[],"45405253e":[],"454241":11,"45424136":11,"454m":[],"455":[],"45502684":[],"455173":[],"4555094":[],"455592":[],"4556":[],"4557763":11,"455947":27,"455m":[],"456":9,"4560786541572335":[],"45610021":[],"45642521":[],"45668633":[],"456m":[],"457":[2,4],"457m":[],"458":[],"458027":27,"458078":[11,27],"45808919":[],"45811552":[],"45827245e":[],"458740":[],"45878472":[],"4588":[],"45884458":18,"458m":[],"459":[],"45915671e":27,"45922756e":[],"45960079":5,"45976616e":[],"459m":[],"46":[4,9,24,26],"460":[],"46000649":[],"4600624385659884":[],"4601":9,"46010160e":[],"46022436e":[],"46026a8f5d2c":[],"46045199":23,"4605":[],"460m":[],"461":[],"46117193":[],"46132345":[],"46138883":18,"46139936":26,"46153846153846156":9,"46156624":[],"461m":[],"462":7,"4627795":[],"46285399":[],"46294168":18,"462m":[],"463":[],"46306318e":[],"46313714":[],"46383925e":6,"46383926e":6,"463861":[],"463m":[],"464":[],"4642383":[],"464m":[],"46580623":[],"465m":[],"466":[],"46609435":[],"46660343":18,"4667":[],"46687212e":[],"466m":[],"467":[],"467427755242117":[],"46753261e":[],"46754435":[],"4676059":27,"467606":27,"46766277":[],"467663":[],"467818":[],"46781836":[],"467m":[],"468":[],"46873567":[],"46895658":[],"468m":[],"469":[],"46904874e":[],"4694":[],"46957262e":[],"46984697e":6,"469m":[],"46it":[],"47":[4,9,24,26],"470":[],"47013955":26,"47042744":5,"470683":11,"47068328":11,"470714":27,"47075725":6,"470m":[],"47116132":[],"47116868e":6,"4712168":[],"47125748":5,"47128426":[],"47128712":[],"47132891":5,"4714":[],"4716412":26,"47176716":[],"47176783":[],"47179152":[],"47179272e":[],"471874":[],"47187428":[],"471m":[],"472":[],"47202442":[],"4722":[],"472445":[],"47244548":[],"4727":[],"47297104":[],"472m":[],"473":[],"47313680":[],"47340594":[],"47364408":[],"47391428":[],"473m":[],"47430124e":[],"47447472":[],"474m":[],"475":[],"475405":[],"47540513":[],"475582":[],"47558206":[],"4757488":[],"475m":[],"476":[],"47605918e":[],"47610036":6,"476m":[],"477":[],"47700752":[],"47701204":[],"47704686":[],"4772":[],"47748887":26,"47757483e":[],"47781605":[],"477m":[],"47815203":11,"47831084":[],"47868192":[],"478m":[],"479":[],"479465113":4,"47950427":[],"47959046":23,"47991139":[],"479m":[],"47it":[],"48":[4,9],"480":[],"48081379e":[],"48096529707360347":[],"4809676":[],"480m":[],"481":[],"4810":[],"48134747":[],"481401":[],"48140137":[],"48145226":[],"481979":6,"481m":[],"482":[],"48209629":[],"48240312e":[],"48243352e":[],"48257387":[24,26],"48263731":[],"48289037":[],"482m":[],"483":[],"4831993814276723":11,"483257001":13,"48333258":[],"48336413":[],"48356153e":[],"483m":[],"484":[],"48405082e":[],"48417033":[],"48418018":[],"48423285":[],"48444949":[],"48461009":[],"48464841":[],"48476997":11,"484m":[],"48534921":[],"48576217e":[],"48577692":[],"48598711":[],"485m":4,"486":[],"48613114":[],"48629506":[],"48668089":18,"48681218":26,"486852":[],"48685204":[],"48699577":[],"486m":[],"4871":[],"4871984":[],"48766753":23,"487m":[],"488":[],"4881344092288954e":[],"48815255e":[],"488m":[],"48914361e":[],"48935121":[],"48938433":26,"489502":[],"48950243":[],"48994188":5,"489m":[],"49":[4,5,6,9,11,19,27],"490":[],"49057373":[],"49065324e":[],"49078463":[],"490m":[],"491":[],"49152":3,"49186362e":[],"491m":[],"49216685":[],"49230548":26,"492m":[],"493":[],"49313815":[],"49369173":[],"493m":[],"494":[],"4940954":[0,26],"49423098":[],"49486583":[],"49494452e":[],"494m":[],"495":[],"49529781":[],"49545139":[],"49555885e":[],"49556373e":[],"49580918":[],"4959161509357395e":6,"495916150936645e":6,"495m":[],"49616116":[],"49648665":[],"49699702e":[],"497":[3,4],"4974606_hedonic_housing_prices_and_the_demand_for_clean_air":[],"4974810657432664":[],"497m":[],"498":[3,4],"49825509":23,"4983":[],"49865980e":[],"49873827":[],"498m":[],"499":[3,4],"4990":23,"49901588":[],"4992":23,"4993133":[],"49940538":[],"4997":23,"49971236":[],"499m":[],"49it":6,"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[24,26],"4s":[],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,23,26,27],"50":[1,2,3,4,6,7,8,9,10,13,26,27],"500":[1,3,4,6,9,10,13],"5000":[],"50000000e":[],"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,"50046106":[],"50079895":[],"50083166":[],"500m":[],"501":[3,4],"5014":[],"50153896":18,"50172141":[],"5018":23,"50184628e":[],"501m":[],"502":[3,4],"50227564e":6,"50274255":[],"502m":[],"503":[3,4],"50321091":5,"50359169e":[],"504":[3,4],"5040323":26,"50427787":[],"50462474":[],"5046808":[],"504m":[],"505":[3,4],"50519365":[],"50538312e":[],"50562981":[],"505m":[],"506":[0,3,4],"50626752":[],"50653545":[],"506553":27,"50655336":27,"50661281":[],"50676615":23,"50691065":[],"50697511":[],"5069860830630872":[],"5069860830630875":[],"507":[3,4],"50721349":[],"50764587":23,"5078":[],"507d50":[9,10],"507m":4,"508":[3,4],"50837888e":[],"50846111e":6,"50846112e":6,"508m":[],"509":[],"5091":[],"50925722e":[],"5092982":[],"50999053e":[],"50it":[],"50j":13,"50x10":1,"51":[4,10],"510":1,"5105983":[],"511":[3,4],"511888":5,"51191552":6,"511m":[],"512":[3,4],"512204707520711":[],"51220471":[],"51249881":[],"512499":[],"51267283e":[],"512m":[],"51349834":[],"51374050":[],"514":[],"514219":27,"5148389267750961":[],"515":[],"51549827":[],"515m":[],"516":[],"51619543":26,"51635486":[],"51647799e":[],"516m":[],"517":[],"51727541":[],"51729923e":[],"51741855":[],"517582":[],"51758232":[],"51760532e":[],"517615":[],"51761523":[],"5177783846":4,"51821339":[],"51828710e":[],"51845286":[],"5186":[],"51876722e":[],"518895":[],"518923":[],"51892347":[],"519":[],"519m":[],"52":[3,4],"52006777e":[],"52015514":[],"52067151":[],"52078202":[],"52180619":[],"52180757":18,"521m":[],"522":[],"52204004":[],"52208436":13,"52209178":[],"5222222222222223":1,"5222400324755649":[],"522240032475565":[],"5222400329453616":[],"5222413718621189":[],"522836":[],"522m":[],"523":[],"52305374":[],"52322923e":[],"52362157e":27,"52377342":11,"524":[],"5240":[],"52400486e":[],"52470105":[],"52482437":[],"525010":[],"52501047":[],"525054":[],"52512898":[],"52518625":[],"52552042":23,"52565509e":[],"52573894e":[],"525739":[],"52573941":[],"526":[],"52626194e":[],"526744":[11,27],"52687741":[],"527":[],"52725477e":[],"5274":[],"5276":[],"52775466":[],"52795454":[],"527m":[],"528":[],"52823177":[],"52856208":[],"52874252":5,"529":[],"52942586":[],"52944573":[],"529446":[],"52950417":[],"52960552":18,"52977457":[],"5297947920715131":[],"52988562":[],"529886":[],"53":[3,4,9],"5302517":[],"5303329":11,"53049637":[],"5305555555555556":1,"531":[],"53120039e":[],"531280":27,"53149684e":[],"532":[],"5320148":[],"53229196":[],"53250091":[],"53278871":[],"532789":[],"53294653":[],"533":[],"53367133":[],"53371547e":[],"53375204":18,"53380807":26,"534":[],"5340022":[],"534362":[],"53452255":[],"53459992":[],"5349":[],"535":[],"53506617":[],"53515878":[],"5353":[],"53542722":[],"53558374":[],"53596681e":[],"536":[],"5361201":26,"53632379":[],"53632918":[],"5364857":[],"53683592e":[],"536915581616642":[],"5369485":[],"537":[],"53700083":[],"53703498":6,"53703671":23,"53738247":[],"53755010e":[],"5378811":11,"538":[],"53811172e":[],"5384615384615384":9,"53859920e":[],"53895778":[],"539":[],"539261":[11,27],"5393":[],"53946725":[],"53it":6,"54":[3,4,6,9,23],"540":9,"54039921":5,"54041041e":5,"54050804e":[],"54071847":[],"54129367":[],"541605":27,"54190070e":[],"542":[],"54205622":[],"54213329":[],"54220589":[],"54285633":[],"54342461":[],"5435":[],"54362677e":[],"54378734e":[],"54379087e":[],"543939":27,"54393936":27,"54398576":26,"544":[],"5442":[],"544439":27,"5449":[],"545":[],"545099":[],"54509921":[],"54514209":[],"5452708224046345":[],"5454":[],"54601264e":[],"54608238":18,"54611024":[],"54617756":[],"54622374":[],"54637219":[],"54640368":[],"54644868":[],"54672588":[],"547":[],"5470":[],"5477":[],"54852248":[],"54890204e":[],"549":[],"54969188":[],"54993524":[],"55":[1,3,4,9],"55011282":18,"55043852e":[],"55063291":[],"55086461":[],"55152034":[],"552":[],"552042":[],"55206229":[],"55295871":[],"55315304":[],"55328795e":[],"55331574":[],"55342366":18,"554":[],"55433019e":[],"55438359e":[],"555":[],"55511609":[],"55527296":[],"55549435e":[],"5555555555555556":1,"55555773":[],"555m":[],"556":[],"55628123":26,"55649207":[],"55684718":[],"55685628":[],"556m":[],"557":[],"557795":[11,27],"55790428":[],"558":[],"55812916":[],"55847112":[],"55854694":11,"55865092":[],"55867377":[],"55868255":[],"559":[],"55906894":[],"5594":6,"55940301":[],"55955126":[],"55972302e":[],"55it":[],"56":[1,3,4,9],"560":[],"5601973572808581":[],"56033697":5,"56069111":18,"5608253":[],"56083543":23,"561":[],"56135704":[],"56151035":[],"5615739502773949":[],"5616":[],"56171141":[],"56198284":5,"561m":[],"56217428":[],"56235444e":[],"56240703e":[],"56249706":[],"56288447":[],"56288861":[],"562888614232874":[],"56291744":[],"563":[],"563167":[],"56364308":[],"56366546":[],"56397327":[],"56399029e":[],"56399576":26,"563m":[],"564":9,"56424167":[],"564242":[],"56424378":23,"56425249":[],"564374":[11,27],"56465688":[],"56475572":[],"56477354":[],"56486674":13,"565":9,"56535839":[],"56536":[0,26],"56548318":[],"56570797e":[],"56589683":[],"566":9,"56603693":18,"56636537":[],"56636616e":6,"56640341":18,"56676694":[],"56678624":[],"56686787":[],"566m":[],"567":9,"56733919":[],"56740132":[],"56749245":[],"56756375":[],"568":9,"5680":[],"56822376":[],"56830193":[],"56841764":18,"56846508":23,"568587":[],"56858701":[],"56878976e":[],"56899695":[],"569":[1,9],"56912044e":6,"56933711":18,"56939714":5,"56965674":[],"57":[0,3,4,8,9,24,26],"570":9,"5703663":[],"57056494e":[],"571":5,"571105947979344e":6,"571105947979394e":6,"5712104":[],"57146034":[],"57201944e":6,"572069":[],"57219055":[],"5721905504656455":[],"57223110e":[],"57285536":[],"573":[],"573029":[],"57302926":[],"573091":5,"57309147":5,"57316402e":[],"57329374":[],"5733843":[],"5735888":[],"574":[],"57406865":[],"574465":[11,27],"575":[],"57537966e":[],"57572321":[],"576":[],"5762":3,"57670824":[],"57677544":[],"5769230769230769":9,"577":[],"577421319924605":[],"57794243":18,"578":[],"57811941":[],"5786304":[],"57875488e":[],"579":[],"57935482":[],"5793788":[],"579437":[],"57943748":[],"57952471e":[],"57976346e":[],"58":[4,9,10,24,26],"580":[],"58076367":[],"5808118":[],"58083888":18,"58098325":[],"5810785":[],"58182803":[],"58193124":[],"58196606":[],"581m":[],"582":[],"58207928":[],"58268575":[],"5828247":[],"5829913":[],"5833333333333334":9,"583595":27,"58368727":[],"58397472":[],"584":[],"58427764":[],"58465096":[],"58486384":[],"58487995":18,"58492636e":27,"585":[],"58519863":[],"58581665e":[],"58621153":[],"58639705":[],"58662003":[],"587":[],"58739348":[],"58742004e":[],"58793527":[],"58810494":[],"58818643":[],"58841019e":[],"5888888888888889":1,"589":[],"58948138":[],"58948347":[],"589971818845805":[],"58it":[],"58m":[],"59":[4,9],"590":[],"59004971":[],"59033885":18,"590609":[],"59060904":[],"5909":[],"59101492e":[],"59120619e":[],"591317992":4,"5914397":[],"59187177":[],"591872":[],"592":[],"59206948":[],"59222238":[],"592658":[],"59265811":[],"593":[],"59327016":[],"594":[],"59412285":[],"594141":[],"5944444444444444":1,"59446603":[],"59511582":[],"59545081":[],"59558002":[],"59583924e":[],"59589728e":[],"595934":5,"59593425":5,"596":[],"59602968":[],"59640396":[],"59642735":[],"59668773e":[],"596m":[],"59703606":[],"5974862":[],"598":[],"59816099":[],"59883217":[],"59895188":[],"599":[],"59905073":[],"59916814e":[],"59922967":[],"5993":[],"59939312":[],"59987612":[],"59it":6,"59m":[],"5cm":[21,23],"5f":8,"5m":[],"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,23,24,26,27],"60":[1,3,4,6,9],"600":[],"6000":[],"60000":4,"6003":[],"60090208":[],"601":[],"60108393":[],"60133578e":[],"6019067271":4,"60293962":5,"603":[],"60307141":[],"60356071":11,"603561":11,"603636":[],"6037092":[],"603765":5,"60376519":5,"60381656e":[],"60383004":[],"60398689":[],"604":[],"60407268":[],"60420593":5,"60493501":[],"605":[],"60543038":27,"606":[],"60673226":11,"6067329321734374":[],"60675691":[],"606760":5,"607":[],"6071713":[],"60742555e":[],"60792149":[],"608":[],"60815105":6,"60846694":[],"608467":[],"60863613e":[],"6088":[],"60883945":[],"6088727":[],"60893494":18,"609":[],"60943791":[18,26],"60it":[],"61":7,"610":[],"61004589e":[],"61024004e":[],"61043964e":[],"61050884e":[],"61055084e":[],"611":[],"6111111111111112":1,"61117629e":[],"61137175":11,"61197218":[],"612":[],"61213079":11,"612131":11,"61219726":[],"61238907":[],"61246573e":[],"61253537":[],"612939":27,"613":[],"6130353":[],"61336683e":[],"613579":27,"61394448":[],"614":[],"614808":[11,27],"61480907":[],"615":[],"61504341":[],"61532006":[],"6153846153846154":9,"6155":[],"61585143":[],"616":[],"61631038":[],"61653285e":[],"61669885e":[],"61695829":18,"617":[],"61702282":6,"61775176":[],"61795354":23,"617961":[],"61796102":[],"618":[],"61861937":23,"618982":27,"619":[],"61939429":[],"61949985e":[],"61955303":[],"61971639e":[],"61992828e":[],"61it":6,"61m":[],"62":[3,4],"620":[],"6200":26,"6201":26,"6202":26,"62025406":[],"6203":26,"62034461e":[],"62038116e":[],"6204":26,"621102":[],"6214":[],"62146709":26,"62199022":[],"622":[],"623":[],"62373464":11,"62397973e":[],"624":[],"62412322":[],"62460522":[],"62464344":[],"625":7,"62518501":[],"62554614":[],"6258":[],"6259":[],"62592637":[],"62606121":[],"6262":4,"62633359":[],"62642303":[],"6266335":18,"626635268":6,"627":[],"627153":3,"62765028":[],"62799325e":[],"62841921":[],"62862896":[],"6288":[],"6289054":[],"62894215":5,"629":[],"629100":[],"62910047":[],"62919818":[],"6297":[],"62it":[],"62m":[],"63":[0,1,3,4,6,7,9],"630":[],"6300745149331701":[],"63025821e":6,"63081005":[],"63130027":26,"63162342":27,"63180447":[],"632":[],"63212587":[],"63227278":[],"63249532e":6,"63277911e":[],"63281889":[],"633":[],"63304358":11,"633949":[],"634":[],"63401971":[],"634020":[],"634715":[],"63471545":[],"63498144":5,"63504283":[],"6353716266230895":[],"63537163":[],"63565881":[],"63567272":[],"6357":[],"636":[],"63613568":5,"636136":5,"63659131":[],"63677721":[],"63685221":[],"637":[],"637129335071195":[],"63727258e":[],"63790586e":[],"638":[],"63837812":[],"63843494e":[],"63849228e":[],"63860117":18,"63870745":[],"63875295":[],"639":[],"63957747":[],"63958074e":[],"6398684":[],"63997403e":[],"63m":[],"64":[1,3,4,7,13,18,26],"64012627":5,"64018793":[],"64056395":[],"64056731":[],"64064106":[],"64093905e":[],"641":[],"64101039":[],"6411":[],"64110154":[],"64111239":[],"64147722":[],"64158883e":[],"64192269":[],"642":[],"64228618e":[],"64257697e":[],"64291044e":[],"64292493":[],"64299732":[],"643":[],"64316192":[],"64316482":[],"64342603":[],"64347371":[],"64347512":[],"64365518e":[],"64378812":18,"64391062":[],"643m":[],"64432571":[],"64472123":[],"644829":[],"64482901":[],"6448861":[],"645":[],"64502836":[],"64527549":[],"64530585":[],"64550753":[],"64594566":[],"645946":[],"646":[],"64624281":18,"646283":[11,27],"64695862":[],"64697933e":[],"647":6,"64704843":26,"64733822":[],"64742912e":6,"647473":[11,27],"648":[],"648382":[],"64846973e":[],"64874236":[],"64895758":23,"649":[],"649382":[11,27],"64969451":[],"649695":[],"64m":[],"64x50":1,"65":[1,3,4,7,8,9],"650":[],"65015024":[],"65034613e":[],"65036493":[],"65062476":[],"65129524":[],"6513444":[],"65196615":[],"652":[],"652187":[],"65218729":[],"6522099":[],"65244075":[],"6527":[],"65313891e":[],"65318467":[],"65322635":[],"65339992":[],"6536392":27,"654":[],"65408703e":[],"65409368":[],"65442354":27,"654424":27,"65470462":23,"654m":[],"655":[],"6556":[],"65565751":[],"65571174e":27,"65599456":27,"6559956":[],"65600":[],"6561627":23,"65626992":[],"65628888":[],"65652778":[],"65673455":[],"6568551":[],"657":[],"65704027":[],"657041":[],"65715086":[],"65720414":[],"65728698e":[],"65743689":27,"65766777":[],"65773892":26,"658":[],"65805069":[],"65822169":[],"65825344":[],"65833132":27,"65885453":5,"65891389":27,"658914":27,"65913552":[],"65925306":[],"6599":[],"65it":6,"65m":[],"66":[3,4],"660":[],"66013062":[],"66036618e":[],"66037582e":[],"660470":[],"66047048":[],"66051179":[],"66064822":27,"66080313":27,"6608358":[],"6608592":[],"661":[],"66174067e":[],"66181587e":[],"662":[],"66204648":6,"66219404":6,"66289131":[],"66289428":[],"6628996975186953":[],"66294408":27,"66323494":[],"6638":9,"664":[],"664586":[],"66489687":[],"66490332e":[],"665":[],"66510547":[],"6652177":27,"66545355":[],"66560":9,"66562658e":[],"665m":[],"66608227":[],"6663":[],"66634905":26,"666597":[],"66667985":[],"66675932":18,"666897":[],"66689729":[],"667":9,"66722647e":[],"667239":[],"66725024":[],"66798429":[],"668":[],"668172":27,"66847115e":[],"66855692":[],"66878535":[],"669":[],"6691852":[],"66951925":[],"66959644":[],"66979282":[],"66it":6,"66m":[],"67":9,"670":[],"67035174":[],"67047975e":6,"67083919":[],"671":[],"67109613":[],"6714298027296224":[],"67189384":[],"67193435":[],"67199316":[],"671m":[],"672":[],"67264685":[],"672721":27,"6727393":[],"67314874e":5,"67347822":[],"67354637":27,"674":[],"67432237e":[],"67541155":[],"67554897":[],"676":[],"6764":[],"67640036":[],"67671601":[],"677":[],"677235":[],"67723533":[],"678":[],"6780674":[],"6781":[],"67869899e":[],"6788":[],"67890723":[],"6795":[],"67957316":26,"67it":6,"67m":[],"68":[],"680":[],"68029581":[],"68037392":[],"680374":[],"681":[],"68129773":26,"68184997":[],"6819":[],"68192193":5,"682":[],"68241292e":[],"68250601":[],"68259989":[],"68284332":[],"68286725":27,"683":[],"68303739":18,"68324974e":[],"6835":[],"68351374e":[],"68375286":23,"68419351":[],"684194":[],"6848187":[],"6849":[],"685":[],"68534263e":6,"68542204":5,"68548206":[],"685643":[],"68564345":[],"68581655":[],"68592431":[],"68596176":[],"685962":[],"68599651":[],"6860597312101988":[],"68632877":18,"68655761":[],"68671762":23,"68685905e":[],"6869":9,"6869858":[],"687":[],"68711054":[],"68736603":[],"68759903e":[],"68762810e":[],"687m":[],"688":[],"68809785":[],"68818255e":[],"68871199":[],"6887363571":4,"6890":[],"68929213e":6,"689345":[],"68941909e":[],"689519":[11,27],"68971917":[],"68992377":[],"68m":[],"69":[7,9,23],"690":9,"69009002":[],"69018454":[],"69029803e":[],"690617":27,"69069n_":23,"690710":[],"69071035":[],"691":[],"69111133e":[],"69127233":[],"69161166e":[],"69167569":[],"692":[],"692268":[],"69226802":[],"69230769":[],"6923076923076923":9,"69232893e":[],"69233822":[],"69236842":26,"69273094":[],"69275323":[],"692m":[],"693":[],"69303559":[],"69314603":[],"69355844":[],"694":[],"6945612":[],"69481287":[],"69484813e":5,"69488259":11,"694883":11,"69492254":[],"695":[],"69504801":6,"69519297":[],"69524041":[],"69542733":[],"69564736":26,"69582036":[],"69585594":[],"696":[],"69609556":26,"69629255":[],"69634577e":6,"69666941":[],"69686293":26,"69695259":5,"697":[],"69714468":[],"697584":[],"69758412":[],"69773572":18,"6980":[],"69802962":[],"69818111":[],"69827131":[],"69873514":[],"69887085":[],"699":[],"69908626":6,"69912343e":[],"69917379e":[],"69948916":18,"69966724":[],"6999536":11,"69997503":[],"69it":[],"69m":[],"6n_":23,"6pm":26,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,15,18,19,21,22,23,25,26,27],"70":[1,6,7,9],"700":[],"7000":[],"70037324e":27,"7005538702846336":[],"701":[],"70115106":[],"701370":5,"70153836":26,"702":[],"70221196e":[],"70224083":[],"7023746599300384":9,"70249832":[],"70252786":[],"7025846":[],"70262543":[],"703":[],"7031743":[],"7031999826431274":[],"7032":[],"70328587e":[],"7033":[],"70344416":[],"70367282":18,"70368882e":[],"704":[],"70408916":[],"70477499":23,"7047854":[],"7049":[],"705":[],"70506522":[],"70573539":[],"70594499":[],"706":[],"70653767":4,"706833":[],"7069":[],"707":[],"70710678":[5,27],"7073":[],"7078":[],"70792235":[],"70796162":[],"708":[],"7082333":[],"70832814":5,"708589":[],"7086067479626619":27,"70888990e":[],"7089":3,"70899024":[],"709":[],"70913648":23,"70917314":[],"7094664":[],"70967214":[],"709698":[],"70it":[],"71":1,"710":[],"7100524":[],"71038664":[],"71038982e":[],"71039815e":[],"710746":[],"71082182":11,"710822":11,"711":[],"71137935":[],"71142161":27,"711422":27,"7119":9,"71193859":[],"71196799e":[],"712":[],"712018":[11,27],"71213744":[],"71269506e":[],"71285447":[],"713":[],"713163":[],"7135487":[],"71365128":[],"71369789":[],"71375273e":[],"714":[],"71424969":[],"71437567912473":[],"71437568":[],"71467081":[],"71504681":[],"715536":[],"71553646":[],"71615146":[],"71640333":[],"71647328":[],"71654553":[],"717":[],"71727268":[],"717273":[],"71737253":27,"71761101":27,"718":[],"718165":5,"71868557":[],"71875845e":[],"71977472":[],"71979573e":[],"72":[],"720":[],"7203":[],"7207467":[],"721":[],"72107224e":[],"7215423":[],"72174172":11,"722":[],"72228205":[],"72264336":[],"72271878e":6,"72277345":18,"7228270501360416":[],"723":[],"72328506":[],"72359843":18,"7236674":5,"724":3,"72452914":[],"725":[],"72546953":[],"72598009":[],"72651548":[],"727":[],"727278":26,"72742343e":[],"72782592":[],"72795751":26,"728":[],"72850577":26,"72859758":5,"72959917":[],"7296587":[],"72981762":8,"73":[6,9],"730":[],"73000497":[],"730005":[],"731000":27,"7312":3,"731344":18,"731441119315968":[],"7317759":[],"732":[],"73231305":[],"73293228266057":[],"73293298":[],"7330932":[],"733096":27,"73333333":[],"73359971":23,"73379189":[],"73391309":5,"734":[],"734107":[],"73410729":[],"73441814":[],"73448544":[],"73456649":[],"73482109":[],"73492514":[],"735":[],"73538998e":[],"7354157":[],"73582138":18,"736":[],"737":[],"73806921":[],"73875685":11,"7392":[],"74":6,"740":9,"74042291":[],"7407":[],"74081822":8,"740m":[],"741":[],"741391":[],"7413913":[],"74147751":[],"74194699e":[],"741m":[],"742":[],"74218636e":[],"74233133":[],"74280244":[],"743189104728408":[],"74384949":27,"74391438":[],"744":[],"74401372":[],"74430995":[],"74437617e":[],"74462857":[],"745":[],"7451077":[],"74529434":23,"74577867":[],"74587018":[],"746":[],"74607851":27,"74631004":[],"747":[],"74724767":[],"74731872":[],"74734301e":[],"748":[],"74818082":[],"74829661":27,"7483":[],"74840212":5,"74845516e":[],"7484672e":[],"74849204":[],"749":[],"7490462":[],"74934715":[],"749765":27,"74978227":18,"74995126":[],"7499831":23,"74m":[],"75":[5,6,8,9,11,19,27],"750445":27,"75050135":27,"75054469":[],"7506274061293645":[],"7506410412799234":11,"7508636683863235":5,"75091492":[],"751":[],"75162857":[],"751699":[11,27],"75170092":5,"75174305":[],"75191717":26,"75240336e":[],"75268791":[],"75269037":27,"75282841":[],"753":[],"75301638e":[],"75309058":[],"75315452":[],"7532":[],"75354069":[],"75377872":26,"754":[],"75406265":[],"75413629e":[],"75457798":[],"75472506":[],"755":[],"75525377e":[],"75546705":[],"75563845":[],"75576092":[],"75576555":27,"756":[],"75627883":[],"756279":[],"75631027":[],"756352":27,"757":[],"757019617707678":[],"75707243":[],"7571572558830478":[],"75719828":[],"75744838e":[],"75770568":27,"758":[],"75821358e":[],"75823753e":[],"75848064":[],"7588118737641243":[],"759":[],"75963425":[],"75979803e":[],"75m":[],"76":[9,24,26],"7600134536106469":[],"76004012":[],"76010633":[],"76014528":[],"760154":5,"76015446":5,"76059447e":[],"76071777e":[],"76075617":[],"76077707e":[],"76084455":[],"76097737":[],"761":[],"76135601":[],"7613959":[],"76174289e":[],"76181397e":[],"762":[],"76206763":[],"76220793e":[],"76274779":5,"763":[],"7635689":[],"76366462":[],"7640203256838339":[],"7644":[],"764997683364458":[],"765":7,"7651068":[],"76577552":26,"7659922":[],"766":[],"7664107":[],"7671587":26,"76771975":[],"767750":[],"76775004":[],"769":[],"7692307692307693":9,"76936315":5,"7694444444444445":[],"76954723":[],"7696":[],"7697":[],"7698352":[],"76985203":[],"76m":[],"77":[9,24,26],"770204":[],"77025447e":[],"77067609":[],"7707199":[],"77079389e":[],"77117804e":[],"77124043":[],"77124395e":[],"77133246":[],"77152076":5,"77155539":18,"77172582":[],"7718":9,"77184871":[],"772":[],"77203046":[],"77260857":[],"77265448":[],"77265782":[],"773":[],"77312796":11,"773128":11,"77325382":[],"77343022e":[],"77359835":26,"774":[],"7742213":[],"77448317e":[],"774553354452195":[],"7748567":[],"775":[],"77589027":[],"776":[],"77605945e":[],"7761":[],"77615813":[],"77632628":[],"77636e":13,"77646856":[],"77669775":[],"777":[],"77714169":8,"7779287093124035":[],"77794957":[],"778":[],"77805840e":[],"7782028952":4,"77856932":[],"7788":[],"779":[],"77908137":26,"77m":[],"78":[],"780":[],"78009660e":27,"78031111e":[],"7803213":[],"78094722":[],"78156479e":5,"78177713":[],"78177874":18,"78184120e":6,"78192446e":[],"782":[],"78220032":[],"78299706":[],"783":[],"78316665":[],"78345878":26,"78347558":[],"784":[],"7840642":[],"7842452":26,"78427913":18,"78449688e":[],"78459969":18,"78478186":[],"785061":[],"78515112":[],"78521833":[],"78524451e":[],"78556129":[],"786":[],"78624061e":[],"78647442e":[],"7865355":[],"78669458":23,"78672237e":[],"78724182":[],"788":[],"78834469":[],"788388":[],"78838813":[],"78882958":[],"78886274":[],"789":[],"7893215781870513":[],"78941903":5,"78944094":[],"78951443":[],"78989003e":[],"78m":[],"79":[],"790":[],"79009118":[],"79015162e":[],"79035184":[],"7906583":[],"79072516":[],"791":[],"79106945e":[],"79111643":5,"79125269":[],"79142002":[],"79161356":[],"79167312e":[],"791809":[],"792":[],"79254918e":[],"79256181":18,"792898603630095":[],"79297948":[],"793":[],"793167":27,"79328516":[],"79367372":[],"79375465":[],"794282":[11,27],"79454986e":[],"79463805":23,"79473273":18,"79482449":[],"794906":[],"79490641":[],"795":[],"79501684e":[],"79503422":[],"79516409":[],"795225339396409":[],"79529368":[],"79550688e":[],"79578306":[],"79595791":[],"796":[],"7966":[],"79675445":[],"797":[],"79754897e":[],"79787771":[],"797e":6,"798":[],"7980":[],"79831624e":[],"79835897":[],"79877535e":[],"79896478e":[],"799":[],"79909592":[],"79914677":[],"7993408651198877":[],"79934087":[],"7995707762668065":[],"79981535e":[],"79998516":[],"79m":[],"7d7d58":[9,10],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,23,26,27],"80":[0,1,5,6,8,9,27],"800":[4,7],"8000":[],"80006130e":[],"80038919":18,"800407897050107":23,"8004079":23,"80074264":[],"80076024e":[],"80101942":13,"80114766e":[],"80136087":[],"80152684":[],"80180325":0,"80189569":[],"80203363e":[],"80207897":[],"802267":5,"80226723":5,"80228781e":[],"802550782087107":[],"80289543":[],"8028954343792245":[],"803":[],"80312429":[],"80354994":6,"80389541":[],"804":[],"80418542":[],"80419748e":[],"80447153":[],"80460179":[],"80469739":5,"805":[],"80540415e":[],"80548430e":[],"8055555555555556":1,"80566926e":[],"80589357":[],"80609615e":6,"80609616e":6,"80621648":[],"80625657":[],"80669838e":[],"807":[],"808":[],"80802836":[],"80847477e":6,"80858500e":[],"80861057":[],"808611":[],"8087144":[],"80946326":[],"80m":[],"81":1,"81048318e":6,"81071342":[],"811":[],"81112337":[],"81114345":[],"81122914":[],"8115":[],"81160425":5,"81175543":[],"812":[],"81233249":[],"81243166":13,"81268342":[],"81307569":[],"81333804":6,"813929":[],"81392948":[],"814":[7,9,11],"81425332":[],"815":[],"81597834":[],"815am":[24,26],"81633628":11,"816454":27,"81651921":[],"81664404":[],"816847":27,"817":[],"81753152":[],"81759234":[],"81784973":[],"818":[],"8182":[],"81840893":[],"81853487e":[],"8186717":[],"81868633":[],"81873184":[],"819":[],"81948868":[],"81953844":[],"8197":[],"81990111":[],"81m":[],"82":[],"820":[],"82001111":[],"820122":[],"82012236":[],"82028236":[],"82029869":[],"82032378":[],"82050873":[],"82084195":[],"821":[],"82102668":[],"82139086e":[],"82178144":[],"82198978":5,"822":[],"82292185":[],"82296251":[],"823":[],"8237254":26,"82379443":[],"824":[],"82402448":[],"82410428":[],"8249367":[],"825":[],"82508706e":[],"82550815":[],"825607":[],"826":[],"82602592e":[],"82629718":[],"82651934e":[],"8265786":5,"827":[],"82717721":[],"82742755e":[],"827462":[],"82766482e":[],"82781715":[],"828":[],"8283245":[],"82843726":26,"82894312":[],"829":[],"82909728":[],"82933065e":[],"82988221":[],"83":[],"830":[],"83009076":[],"8305555555555556":[],"8306":[],"83091912":[],"831":[],"8311393813043355":[],"83140314":[],"83140314044099":[],"83146596":[],"83167477":[],"83190841":[],"832":[],"83237282e":[],"83283826":[],"83293077e":[],"83298727":[],"832987270767667":[],"832m":[],"833":[],"833774":[],"83384573":[],"834":[],"8342":[],"83443463":[],"83443698":[],"83446313":[],"83471014":[],"83488328":[],"835":[],"83505053":[],"83509815":[],"8351":[],"83512277":5,"83519995":[],"8353591":[],"836":[],"83603568":[],"83607342":[],"836085":26,"836186":[],"83618601":[],"83646135":[],"83657122":[],"83691029":23,"837":[],"83716603":[],"83752888e":[],"83770406":[],"83774539":[],"83793362":[],"83793923":[],"838":[],"8383548":[],"83870794e":[],"839":[],"83909743":[],"83917436e":[],"83959386e":[],"839818":[],"83995681e":[],"83m":[],"84":[],"840":[],"84061976":[],"84082439":[],"84094234":[],"841":[],"84132082":[],"84143964":18,"84159521":[],"842":[],"842101":[],"84210141":[],"842436":27,"84256187":[],"84257054":[],"84268865":[],"84290819e":[],"843":[],"84355903e":1,"84359332e":[],"84380376":[],"843873":[],"844":[],"84421309":[],"84443254e":1,"84444399":[],"84447599e":[],"84462849":[],"84495995":[],"845":[],"845387":[],"84538739":[],"845716766413386":[],"84571677":[],"84574257e":[],"84575663":[],"8459616":[],"846":[],"84614892":[],"8461538461538461":9,"84638256":[],"846383":[],"84666445":[],"84671508":[],"84698999":[],"847":[],"8470287":[],"84737694":26,"84780262":6,"84783351e":[],"8478361":[],"848":[],"84835621":[],"84846601":[],"84856859":18,"84858":[],"84859258":[],"849":[],"84900747":[],"84923989e":6,"84927263":[],"84929103":[],"849315":[],"84931504":[],"84942247e":[],"84991754":[],"84994524":5,"84m":[],"85":[1,9],"850":[],"850164":5,"85035714":[],"85067652":18,"8509716":[],"851":[],"85115237":[],"85144525":18,"85159661":18,"85185762":11,"85193598e":[],"852":[],"8522997":[],"8524":[],"85263220":6,"85276246":[],"85278920e":5,"8528":[],"85288931":[],"85297050e":[],"853":[],"85355539":[],"85365229":[],"853835":[],"854":[],"85456249":26,"85466682":[],"855":[],"85514104":[],"8554451":[],"85548858":[],"856":[],"85600299":[],"85601654":[],"85601992":5,"85615662":[],"85640706e":[],"85654993":[],"85714286":[],"8574":[],"85759522":[],"858":9,"85813693":[],"858185":[],"85824275":[],"8583333333333333":[],"858357":11,"85835723":11,"85857332":23,"85888897e":[],"859":[],"85910255":[],"85949635":[],"86":[],"860":[],"86012593":[],"86015267":[],"860303069807892":[],"86052354":[],"861":[],"8611":[],"86117291":5,"86134827":5,"86145244":11,"86156954":[],"861676":[],"861773":[],"86177342":[],"86192438":[],"862":[],"86221134":[],"86252988":6,"86282204":[],"863":[],"86341536":[],"8635085":[],"86376300e":[],"8638888888888889":[],"864":[],"86420934":[],"86452742":[],"865":[],"86528733":13,"86544433":[],"86570776":[],"86592590e":[],"86599003e":[],"866":[],"86619181":[],"86629645":[],"86630":9,"8666666666666667":[],"86666667":[],"867":[],"86750237e":[],"868":[],"86810":9,"86811569":[],"86830766e":[],"86850693":[],"86850963":[],"86852099":[],"8688":[],"869":0,"86901486":[],"86906683":[],"86963555e":[],"87":9,"870":0,"8702764":[],"8702784034":4,"87043345":[],"87072815e":27,"870856":11,"87085636":11,"871":0,"87134207":[],"87135280e":[],"87196574":[],"872":[],"87200322e":[],"87206824":[],"87211615":[],"8722222222222222":[],"87242312":[],"8727831":[],"8729107":[],"873":0,"87338811e":[],"87354403":[],"87363580e":[],"8736902":18,"87381451":5,"87386332":[],"87391702e":[],"874":0,"87403627e":[],"87431418":[],"87450434":[],"87458904":[],"8747":[],"87477172e":[],"87496787":[],"87499269":18,"875":[],"87533278":[],"87533326":[],"875794":[],"875856":[],"87585634":[],"8759":13,"876":6,"87604059":18,"87627342":[],"877":[],"877168286047408":[],"8773885":[],"87795661":[],"878":[],"87810129":[],"878123":[],"8784267":[],"879":[],"8791492":[],"87918262":[],"87931006":[],"87953769":[],"87955713e":[],"87964097e":[],"88":[0,13,26],"880":[],"88046261":5,"88050263":[],"8805555555555555":[],"88088818e":[],"881":[],"88168168":26,"88168312e":6,"881720":5,"88172029":5,"88182591":27,"882":[],"88228452":[],"88291866":[],"88292369":18,"883":[],"88305878":[],"88323026":27,"88332426e":[],"88336879":5,"88364362":[],"88391015":[],"88395664":[],"884":[],"8840647":18,"884399":[],"88442538":[],"884669":27,"88473534":[],"885":[],"88529063e":6,"88570382":26,"88595314":[],"886":[],"88613493":27,"88623007e":[],"88657125":[],"88667234e":[],"887":[],"88744469e":[],"88754562":23,"888":[],"888214":[],"88821402":[],"888577549915147":[],"88866133":[],"88887574":18,"888883015934703":[],"8888888888888888":[],"889":[],"88901776":[],"88908909e":[],"88960586e":[],"8897518e":[],"89":9,"890":[],"89005305":[],"89098129":[],"891":[],"89126914e":27,"89142357":[],"89142728":[],"8915573":[],"89182406e":[],"89184354":[],"892":[],"89215419e":[],"89273223e":[],"89288636":11,"89292804":26,"893":[],"89321335":[],"8932215":[],"8934":[],"89355886e":[],"89371164":[],"894":[],"89410423":5,"8942133":[],"8944444444444445":[],"89454132":[],"89462507":[],"89481038":[],"8948621306998614":23,"895":[],"89558707":[],"89564974e":[],"896":[],"89604286":[],"89609007":[],"8964059":[],"89670222":[],"89686618":[],"896911":[],"8969113":[],"897":[],"89707309e":[],"89793609":[],"898":[],"89805982e":[],"8982":[],"89823921":[],"89881513":[],"89897156":[],"899":[],"89940861":[],"899444949551402":23,"89976047":[],"89996783":[],"8f":6,"8g":6,"8n":18,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,18,22,23,24,26,27],"90":[1,6,9],"900":[],"9000":[],"90018622e":[],"90027459e":[],"90075537":5,"901":[],"9011":6,"9012691":[],"90133797":27,"90164278":[],"902":[],"90220243":5,"90223115":[],"90228807":26,"90239437":[],"9026":[],"90266948":5,"9027777777777778":[],"9028":[],"90297441":[],"903":[],"90325763":[],"90343239":[],"9036573":[],"904":[],"9040":9,"90414392":[],"904648525660773":[],"90475506e":6,"905":[],"9050595316983907":[],"90510842":[],"9054":[],"9055555555555556":[],"90556496":[],"90558936e":[],"906":[],"90602444e":[],"90604454":26,"90612093e":[],"90670236":[],"906747":5,"907":[],"90715001":[],"90763970e":[],"90793019":[],"908":[],"90803422":[],"90854751":[],"908548":[],"90871918":[],"908736":[],"90873644":[],"90876452":[],"908765":[],"90884438e":[],"909":[],"90911719":[],"90932454e":[],"909327":[],"90960269":[],"91":[24,26],"910":9,"91022359":[],"91050344e":[],"91071448":[],"91080327":[],"91086026":[],"911":[],"9111111111111111":[],"91128596":5,"912":[3,4],"91210472":[],"9129629":[],"913":[],"91358019":[],"91373404":[],"914":[3,4],"91408373e":[],"9142491":[],"91438463":[],"9145":[],"91471524":18,"91473433":[],"91482983e":[],"91487049e":[],"91492986e":6,"915":[3,4],"91514067":5,"915141":5,"91538877":[],"91540705e":[],"91581662":[],"915888":23,"91591367":[],"916":[],"91619855":[],"91634595":[],"91650774":[],"916508":[],"9165822":[],"9166666666666666":9,"9167":[],"91699467":[],"917":[3,4],"91700604":[],"9172":[],"9173859":23,"917482":[],"91748202":[],"91760278":5,"91784246":[],"918":[3,4],"91812702":5,"91816586":[],"918166":[],"91845464e":[],"91855299":[],"9189726":[],"918992":27,"919":[],"9194":[],"91966064":[],"91970243":[],"91992985e":[],"92":[6,9,24,26],"92012445e":[],"92018239e":[],"92054587":[],"92057605e":[],"920619":[],"92063704e":[],"92067658":[],"9207":[],"9208878":[],"92098926":[],"921":[],"92103867":[],"92123586e":[],"921368":[],"92136836":[],"92153252":5,"921533":5,"921567":[],"922":[],"922002":[],"92200223":[],"92201062":[],"922010623244745":[],"92213792e":[],"92236466e":[],"92241867":26,"92293994e":[],"923":[],"9230769230769231":9,"92317667":[],"92327822e":[],"9234":[],"92351924":[],"923602":[],"924":[],"92405283":[],"92419995":[],"924e":6,"925":[],"9250":[],"92507116e":1,"92526882":[],"92543216":[],"92576742e":[],"92578916":5,"92579609e":[],"92595981e":[],"926":[],"92604308":[],"92630576":[],"92643252":[],"926488923435684":[],"92648983":[],"92651068":[],"927":[],"92717417":[],"92729959":[],"9275":[],"92772833":[],"9277777777777778":[],"928":[],"92805329":[],"92822216":[],"92857143":7,"9286":[],"929":[],"92930426e":[],"9295763474254684":[],"92991719e":[],"92998014e":[],"93":[],"930":[],"93003138502386":[],"93018185":26,"93022647":[],"93037027":18,"93049763":[],"9305555555555556":[],"93082209":[],"930829":[],"93082933":[],"931":[0,26],"93137583":[],"93145755":[],"93155188":5,"93158979":5,"932":[],"932656":[],"93267138892912":[],"93267139":[],"933":5,"93333333":[],"93356993e":[],"93362216e":[],"93363269":[],"934":[],"93420126":[],"93438490e":[],"93482217":[],"93492130e":6,"935":[],"93500562":[],"93528653e":[],"93535577":[],"93571082":[],"93575624":26,"936":[],"93601008e":27,"93626155":5,"936262":5,"936313":[],"9363131":[],"937":23,"937082":27,"93710544e":[],"93799826":5,"938":23,"93808768e":[],"93820524":[],"93828592e":[],"9384":[],"9387":9,"93873645":[],"93884803":[],"9389615":[],"939":[0,23,26],"93900613":[],"93901621":[],"93944615e":[],"939507":[],"93988393":[],"94":[7,9,23],"940":[],"94035843":[],"941":[],"9415":[],"94193224e":[],"942":[],"94226022e":6,"94230225":[],"9423652864980914":[],"942422095469182":[],"9424428e":[],"94246006":26,"94256677":[],"94260358":[],"942604":[],"94273542":27,"94280548":[],"94284104":5,"943":[],"94320205":5,"94338159":[],"943439":[],"94399217":[],"944":[3,4],"94400087":[],"94433302e":[],"9444444444444444":1,"94466321":[],"94484047e":[],"945":[3,4],"94501598e":[],"94558442e":[],"94578579":[],"94589469":[],"94591015":[18,26],"946":[3,4],"9460":[],"94610136":[],"9461173":23,"94611730275583":23,"94639099":11,"94642209":[],"946957":5,"94697839":[],"947":[3,4],"9472":[],"9472222222222222":[],"94727053e":[],"94756925":[],"94759672":26,"94782102e":[],"94785447e":[],"948":[3,4],"94814932":[],"94815131":[],"9481513127527335":[],"94822514":6,"94823368":[],"9482527":5,"94854992":[],"94866246":[],"949":[3,4],"949162":[],"94916237":[],"9493303":[],"94938706":[],"94948363e":[],"949807":[],"94980712":[],"9499":[],"95":[1,7,9,11],"950":[3,4],"95008046":6,"9503219":[],"95055425":[],"951":[3,4],"951109":[],"95115279":[],"95117099":[],"95166414":[],"95190644":[],"952":[],"9520":[],"95231424":5,"95235306":[],"952387":27,"9527777777777777":[],"9528":[],"95284275":5,"953":[],"953065564":1,"95327702":[],"95329348":[],"9534":[],"95344302":26,"95351665":5,"95355327":[],"954":23,"9541":[],"9541100061668464":5,"95429024":[],"955":[],"95508909":[],"95511792":27,"955118":27,"95513615":[],"95534385":18,"9555555555555556":[],"95558642":[],"95558887":[],"9556":[],"955820c21e8b":4,"95597666e":[],"956":[],"956563":[11,27],"95661705":[],"95679388":[],"95682858":[],"95684892":5,"95686268":[],"95696156":[],"95697233e":[],"957":[],"95703":13,"95746721":[],"95762994":[],"95763525":[],"9577228":[],"9578":[],"958":[],"95815651":[],"958228616652075":5,"9588":[],"959":[],"95921115":[],"959402":[],"95940231":[],"95982273":[],"959839":11,"95983949":11,"95984465":18,"96":[1,6,7,9,11],"960":23,"96008541":[],"9601304850035702e":6,"960130485007504e":6,"96019951":[],"96024953":5,"9603":[],"96033509e":[],"96042508":[],"96046928":[],"96079426e":[],"96084663":5,"96087803":[],"961":23,"96183456":[],"962":23,"96228836":23,"962653":[],"962990":[],"963":[],"963198":[],"96331549e":[],"9637117593816477":6,"96388867":11,"963889":11,"964":[],"9640435":5,"96438655":23,"96439516":[],"964588":[],"96459246":[],"96461989e":[],"96489054":[],"9649652536":4,"965":[],"96525482e":[],"965295":5,"96543101":[],"965548":27,"96574402e":[],"965944":[],"96599594":[],"966":[],"96611032":[],"96618584":[],"96631321":27,"966337":[],"96649164":[],"96688672":5,"966899":[],"967":[],"9674":[],"9674916":5,"96750421":[],"967809":[11,27],"96783837":[],"968":[],"96804366":[],"96841776":[],"96850702":[],"96852109":[],"96856697":[],"96861187":[],"96863656":18,"9688":[],"96890557e":[],"969":[],"96911909":[],"96932041":23,"9694":[],"9697031":[],"97":7,"970":[],"97005689":5,"97032289":[],"97033646e":[],"97062694":[],"97069774":[],"970698":[],"97075378":[],"97097196":[],"971":[],"97108e":13,"97135613":26,"9716":[],"97161341":26,"97177697e":[],"97198474":[],"972":[],"9722222222222222":[],"9723":[],"97243128":5,"97262227":[],"97266041":18,"972745":[],"973":[],"97300836":5,"97320866":11,"973209":11,"97326759":[],"97346886":[],"97375628":[],"9738062":23,"97389297e":[],"974":[],"97449977":[],"97488151":[],"97497404e":6,"975":[],"9750":[],"97504526":[],"97507735":5,"97514104e":[],"97555188":18,"97565845e":[],"97593541":26,"97594511":[],"976":[],"97606135":[],"97606135399951":[],"97624609":18,"9764":[],"97644118":[],"9765":[],"97663980e":[],"97690235":[],"977":[],"97702512":18,"97705827":5,"97739698":[],"97758848":5,"97761429e":[],"9777777777777777":[],"9778":[],"97784379":18,"978":[],"9780387310732":25,"9780387848570":25,"97804446":[],"9781098134174":26,"9781492032632":25,"9781492041931":[],"9781801819312":26,"9783319210079595":[],"978553":5,"97861433":[],"97864285":[],"97864648e":[],"97866042":[],"97879245":[],"97898392":[6,27],"979":[],"9790209790209791":[],"97906022e":27,"97926491":5,"97939372":[],"97948913":[],"9797317":[],"97991527":[],"98":[0,1,7,9],"980":9,"98004227":[],"9805555555555555":[],"9807":6,"98073929":[],"98091621":5,"981":[],"98127617":[],"981321":27,"98139097":5,"98157799":[],"98180203e":[],"982":[],"98201379":[],"98215566e":[],"982252":11,"98225665":[],"9824638":[],"98270777e":[],"98275501":5,"982829":[],"983":[],"98316168":[],"98320492":[],"983310":27,"984":[],"98401894e":[],"98404993":[],"98409646e":[],"98413020e":[],"98413059":5,"984182":[],"98418221":[],"98430782":[],"984308":[],"98454786":5,"984601":[],"98460101":[],"98491136e":[],"9849967686928113":[],"985":23,"98502634":[],"98566191":5,"98597638":[],"98598055":[],"986":23,"98601306":[],"9860553":[],"9861111111111112":[],"98620879e":[],"986699":5,"98680716":5,"98686102":[],"98694705":[],"987":[],"98706221":[],"98716878":5,"9871776311306221":[],"98764765":[],"987648":[],"98765625":[],"987722":[],"98772232":[],"988":[],"98808176":5,"98822371":6,"98844754":[],"98849276":18,"9885":[],"9887034589972739":[],"9888005551376943":[],"988835":[],"9888544725633199":[],"9888888888888889":[],"9889":[],"989":23,"9890348":5,"98904365":26,"98904619":[],"98914003":[],"9892":[],"9893447":5,"98947894":27,"9898ff":[9,10],"99":[1,7,9,11,13],"990":9,"99006712":[],"99009525":5,"9901527242749735":[],"990171109310765":23,"99017111":23,"99051150":6,"99083639":[],"99084226e":[],"99088801":5,"9908934":[],"991":23,"9910":[],"99106686":[],"99115119":5,"9915165982451293":[],"991753":[],"99175336":[],"99176998":5,"9919":[],"992":23,"99215828":[],"9924":[],"99242921":5,"99246148":[],"99265097":5,"99267755":[],"99268332":[],"993":23,"9930":[],"993148":[],"99316252":5,"99322932e":[],"99330715":[],"99344165e":[],"993463":11,"99346318":11,"9935551267466322":[],"993658072083743":[],"99371056":5,"99377492":[],"99389612":5,"993993":[],"99399301":[],"99399308":[],"99399309":[],"99399315":[],"994":[],"9940253773173835":[],"9940852985232707":27,"9940922949744571":[],"99418976":[],"994304":[],"9943201":5,"9943899533894374":27,"99439119":[],"99450177":[],"994502":[],"9945729062189713":[],"99465516":23,"9947756":5,"99484719":[],"9948937588794076":[],"994910550643694":[],"99492986":5,"9949909770903465":[],"9949937802432685":[],"995":[],"9950597269547777":[],"99520433e":[],"9952222065466447":[],"99523653":[],"9952638231265687":[],"99528218":5,"99534399":[],"99537250e":[],"99539415":5,"9955273625597437":[],"9955500279779226":[],"9955853547770925":27,"995597266739957":[],"99566069":5,"9957273060382023":[],"9957793953467874":[],"99578809":5,"9958":[],"995840825550726":[],"9958543328528107":[],"9958819974114181":[],"9958824304846606":[],"99589367":[],"9958946686888259":[],"9959044445566834":[],"995998835818754":23,"996":5,"99608161":5,"9960987015666213":[],"9961996615568259":[],"99630114":[],"9963311287748658":[],"9963961":5,"99650061":5,"9966579875073338":[],"9967005948940135":[],"996738628265756":[],"9967458":5,"9968948714928851":[],"9969332511584248":[],"99700706":5,"9970401344409285":[],"99709215":5,"9971066204281798":[],"9972493421341901":[],"99729756":5,"99751458":5,"99752738":[],"99754609":[],"99758326":5,"9976639055733267":[],"99767262":[],"99772199":[],"99775587":5,"9978":[],"9978254":[],"99784051":[],"99793613":5,"99799099":5,"998":[],"9981":[],"99813653":5,"9981377":[],"99828624":5,"9983295":5,"99845267":5,"99854557":27,"998577":5,"99858411":[],"9986":[],"99861053":5,"99861427":[],"99862019":27,"99866581":[],"99869482":27,"99871521":5,"99876055":[],"99876945":27,"99881845":5,"99883628":27,"99884384":5,"99884409":27,"99888222":[],"9988867":[],"99891093":27,"99891873":27,"99893323":5,"99897733":[],"99898558":27,"999":[9,23],"99901896":5,"99903755":5,"99906023":27,"99907985":[],"99911427":5,"99912709":27,"99913489":27,"99918546":5,"99919837":5,"99920175":27,"99926459":5,"99927642":27,"9993237":5,"99932732":[],"99933188":5,"99933329":[],"9993511":27,"9993736":[],"99938942":5,"99941797":27,"9994385":5,"99944037":[],"99944272":5,"99949077":[],"99949266":27,"99949306":5,"99951642":[],"99953381":5,"99953475":5,"99956735":27,"99957911":5,"99961294":5,"9996357":[],"99965056":5,"99966322":[],"99966842":[],"99967865":5,"99970894":27,"99970988":5,"99972468":[],"9997332":5,"99975913":5,"99976935":[],"99977849":5,"99978365":27,"99980002":5,"9998161":5,"99984215":[],"99984732":5,"99985103":[],"9998542":[],"99986253":[],"99987324":5,"99988325":[],"99988697":[],"99989476":5,"99991263":5,"99992263":[],"99992746":5,"99993978":5,"99995":5,"999955585168597":6,"99998193":[],"99998703":[],"99998899":[],"99999773":[],"99999797":[],"99999956":[],"99999985":[],"9m":4,"9x":[6,19],"9y":[6,19],"\u00f8yvind":[6,27],"\u03b4":[],"abstract":[1,21],"boolean":4,"break":[0,4,6,11,14,26],"byte":[18,26],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,17,18,19,20,21,26],"catch":0,"class":[0,1,3,4,6,7,8,9,11,12,13,23,26],"default":[0,1,2,4,6,7,13,16,18,19,20,26,27],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,18,19,20,21,26,27],"ekstr\u00f8m":4,"export":9,"f\u00f8470":[24,26],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,19,21,22,23,24,26],"float":[0,3,4,5,9,11,13,14,18,26,27],"function":[2,3,4,5,9,14,15,16,17,18,21],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,19,23],"int":[0,1,2,3,4,5,6,11,13,14,18,23,27],"l\u00e6ring":[],"long":[0,1,3,4,12,13,26],"m\u00f8svatn":[6,19],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,18,19,21,26,27],"null":[],"public":[0,17,26],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,18,19,23,26,27],"sch\u00f8yen":[6,27],"schr\u00f6dinger":[],"short":[4,5,19,20,21],"super":[3,5,27],"switch":0,"throw":[3,6,23],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,18,19,20,23,26,27],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,18,19,20,21,23,26,27],"var":[1,5,6,10,11,13,19,23,26,27],"while":[0,1,3,4,5,6,7,8,9,11,12,13,23,26,27],A:[2,3,5,6,7,10,11,12,13,16,17,18,19,20,21,22,23,24,25,27],AND:2,And:[0,3,4,5,6,9,13,17,19,20,21,23],As:[0,1,2,3,4,5,6,8,10,12,13,16,18,19,20,21,23,26,27],At:[0,4,6,13,19,26],BE:[0,26],Be:[2,17,26],Being:13,But:[0,1,2,3,5,6,9,10,20,23,27],By:[0,3,5,6,12,13,18,26,27],FOR:[],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,25,26],IF:6,IN:25,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,17,18,19,20,21,23,26,27],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,25,26,27],Is:11,Ising:[5,12,27],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,23,26,27],Its:[1,2,4,11],NO:[7,9,11],No:[3,4,6,9,26],Not:[0,1,5,6,27],OR:23,Of:23,On:[0,3,15,22,23,24,25,26],One:[0,1,3,4,5,6,7,8,11,12,13,19,23,27],Or:[0,1,6,19,21,26],Such:[0,6,12,16,23],TO:[],That:[0,5,7,10,11,12,14,19,21,23,26],The:[4,10,13,14,15,16,18,19,20,22,23,24,25],Their:[],Then:[0,1,6,8,9,10,11,12,13,14,18,19,21,26],There:[0,3,4,5,6,8,9,11,12,14,18,19,22,23,24,26,27],These:[0,3,4,5,8,9,10,11,12,13,14,15,16,18,19,20,21,23,24,26,27],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,20,23],With:[0,5,6,8,9,10,11,12,14,18,19,20,23,26,27],_0:[5,8,10,11,13,27],_1:[2,5,6,8,10,11,12,13,14,18,27],_2:[2,5,8,11,12,13,18,27],_3:18,_4:18,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,18,19,26,27],_________________________________________________________________:4,__call__:[3,4],__class__:10,__del__:[],__doc__:6,__future__:[8,9],__getattr__:[],__getattribute__:26,__getitem__:[],__init__:[1,3],__main__:2,__name__:[2,10],__traceback__:[3,4],_accessor:26,_accuraci:[],_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,18,23,27],_auto2:[2,3,4,5,6,12,13,18,23],_auto3:[3,4,5,6,12,13,18],_auto4:[4,6,12,13,18],_auto5:[4,6,12,13,18],_auto6:[4,6,12,18],_auto7:[4,6,12,18],_auto8:[6,12],_auto9:[6,12],_backpropag:[],_base:8,_build:[0,17,19,25,26],_build_call_output:[3,4],_c:1,_call:[3,4],_call_flat:[3,4],_can_hold_identifiers_and_holds_nam:26,_check_for_error:[],_check_optimize_result:[7,9,11],_compon:11,_compute_scor:[],_coordinate_desc:6,_decor:0,_depth:9,_distn_infrastructur:[],_eagerdefinedfunct:[3,4],_extract_window:[],_feedforward:[],_fmt:[],_format:[],_fraction:9,_gb:[],_h:[],_handl:[3,4],_i:[0,1,2,5,6,7,8,11,12,13,15,16,19,26,27],_inference_funct:[3,4],_info_axi:26,_initialize_scor:[],_initialize_weight:[],_interpolatefunctionerror:[3,4],_j:[0,1,2,3,5,6,8,13,19,27],_jit_compil:[3,4],_k:13,_l:12,_lambda:[6,26],_leaf:9,_lock:[3,4],_logist:[7,9,11],_m:10,_make_vjp:13,_maybe_define_funct:[3,4],_multilayer_perceptron:[],_n:[2,5,8,11,13,27],_node:[9,13],_notokstatusexcept:[3,4],_num_output:[3,4],_o:[],_p:[5,8,27],_pad:[],_process_traceback_fram:[3,4],_progress_bar:[],_r:[3,4],_ratio:11,_reset_schedul:[],_reset_weight:[],_reset_weights_independ:[],_sampl:9,_select_forward_and_backward_funct:[3,4],_set_classif:[],_set_pred_format:[],_split:[6,9,19],_src:[],_stateful_fn:[3,4],_stateless_fn:[3,4],_t:13,_test:[6,19],_trace:13,_unpad:[],_valu:13,_varianc:11,_weight:9,a0:3,a0faa0:[9,10],a1:[0,26],a2:[0,26],a3:[0,26],a4:[0,26],a_0:[0,20,26],a_1:[],a_1a:[0,26],a_1x:20,a_2:[],a_2a:[0,26],a_2x:20,a_3:[0,26],a_3a:[0,26],a_4:[0,26],a_4a:[0,26],a_:[0,1,16,18,26,27],a_h:1,a_i:[0,1,2,12,26],a_j:[1,12],a_k:[0,1,12],a_matric:[],a_matrix:[],a_previ:[],aaron:25,ab:[0,2,5,13,14,26,27],ab_channel:17,abandon:1,abbrevi:22,abid:23,abil:[0,10],abl:[0,1,4,5,6,7,10,12,13,16,19,27],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,18,19,20,21,24],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,23,25,26,27],abovement:[6,26],abs_eek2t0c4ro:[],abscissa:13,absolut:[0,2,5,6,13,26,27],absorb:27,acceler:13,accept:[0,3,6,9,19,26,27],access:[0,3,11,23,26],accid:[4,6],accompani:[0,26,27],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,23,26],accordingli:11,account:[0,3,5,13,15,23,26],accross:[],accumul:[12,13,23],accur:[0,3,4,6,10,13],accuraci:[0,1,3,4,5,6,7,9,10,11,12,20,21,26,27],accuracy_scor:[0,1,10,26],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,18,26],aco:23,acquaint:17,acquir:[1,17,26],acr:0,across:[1,3,6,9,17,26],act:[1,3,18],act_deriv:[],act_func:[],act_func_deriv:[],action:23,activ:[0,2,3,4,9,21,22,24,26],activation_deriv:[],activationfunct:[],actual:[0,1,4,5,6,8,11,16,18,23,26,27],ad:[1,3,4,5,8,13,15,16,18],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:20,adagradmomentum:[],adam:[1,3,4,20,24,26],adam_schedul:[],adapt:[4,6,13,25],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,19,20,23,26,27],add_convolution2dlay:[],add_flattenlay:[],add_fullyconnectedlay:[],add_lay:[],add_outgrad:2,add_outputlay:[],add_poolinglay:[],add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,18,19,21,23,24,25,26,27],addition:[12,13],address:[1,9,11,13,26],adequ:[],adjac:[3,12],adjoint:[5,27],adjust:[0,5,12,13],admin:[],admir:[0,26],adopt:[],advanc:[4,6,12,25,26],advantag:[1,3,5,6,10,13,18],adversari:26,adversi:[],afecionado:26,affect:3,affin:[0,3,8,11,27],afford:3,aficionado:26,aforement:14,african:0,after:[0,1,2,4,5,6,9,11,12,13,15,17,18,19,20,21,23,26,27],afterward:[0,26],ag:[0,7,22,26,27],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,19,20,23,26,27],against:[1,4,7,10,20],agegroup:7,agegroupmean:7,agent:[],aggreg:[9,10],ago:[],agorithm:10,agre:[5,6,23],agreement:13,ahead:9,ai:[0,20,25],aid:11,aim:[0,1,4,6,7,11,14,15,16,17,18,19,20,21,27],ainv:5,air:[],airplan:3,aka:5,al:[0,2,4,15,16,20,21,25,26,27],alan:[],alarm:[5,7],albeit:[],aldo:27,algebra:[0,3,5,13,17,27],algorithm:[0,1,2,4,5,6,7,8,13,14,17,18,19,21,23,25,26],algortihm:[],align:[0,2,5,6,7,8,13,19,23,26,27],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,19,20,21,22,23,24,25,26,27],allevi:[1,13],alloc:[3,18],allow:[0,1,2,3,5,6,8,10,13,15,16,17,18,19,21,26,27],almost:[0,1,6,8,11,13,21,23],alon:[2,9],along:[2,3,4,5,6,9,10,11,17,18,21,26,27],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,23,26,27],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,alphago:[],alreadi:[2,3,4,5,6,10,12,17,18,23,26,27],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,26,27],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,18,19,26,27],although:[0,1,5,6,8,10,13,16,21,26],alwai:[0,3,5,6,12,13,16,23,26,27],am:4,ame2016:[0,26],american:0,among:[0,3,5,9,10,12,18,21,26,27],amongst:5,amount:[0,1,3,4,6,8,10,14,17],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,21,23,24,25,27],an_:23,anaconda:[0,1,15,17,19,21,26],analog:13,analys:[6,21],analysi:[1,3,4,7,14,15,16,18,21,25],analyt:[2,3,5,6,7,12,13,15,17,19,20,21,26,27],analytical_gradi:[],analyz:[0,1,3,4,5,6,16,19,20,23,27],andrew:1,angl:[0,3,9,27],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,23,26,27],anim:[4,12],ann:12,anneal:[],annot:[0,1,3,7,8,26],announc:26,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,18,19,20,23,26,27],ans_vspac:[],ansatz:[0,26],answer:[0,1,3,5,6,18,19,20,21,24,26],antialias:[2,6,19],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,23],anytim:[24,26],apach:1,apart:[11,13],api:[1,17,26],appar:2,appear:[0,1,3,13,16,18,23],append:[1,3,4,8,9,13,26],appendix:19,appl:[3,4],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,19,20,23,25,26,27],applic:[0,1,3,4,5,6,7,9,12,13,18,19,23,25,26,27],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,21,23,25,27],appropri:[2,6,9,12,13,17,23],approv:26,approx:[0,2,3,6,10,11,13,21,23,26],approxim:[0,1,2,3,4,5,6,7,10,11,13,19,23,26,27],apt:[0,15,17,19,21,26],aq:23,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27],aragorn:26,arang:[1,3,4,6,7,9,10,12,13,19,26],arbitrari:[1,4,6,8,12,13,23],arbitrarili:[0,1,11,26],arc:[6,19],architectur:[3,4,12],archiv:20,area:[0,3,6,9,19,25,26],arg:[0,2,3,4,13],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:[],argnum_1:[],args_with_tang:[3,4],argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,19,26,27],argval:[],aris:[0,6,12,13,23,26],arithmet:[0,13,18,26],arm:6,armadillo:18,around:[0,1,4,5,6,11,23,26],arr:[],arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,19,23,27],arrang:[3,26],arraybox:13,arriv:[0,6,9,11,18,23,26],arrow:12,arrowprop:8,art3d:13,art:[0,1,15,17,26],articl:[0,3,4,6,10,20,21,26,27],artifici:[0,2,7,12,25,26],artificialneuron:12,arug:13,arxiv:[3,4,20],as_fram:[],asap:[],asarrai:[0,2,6,9,27],ashort:[],asid:27,ask:[5,6,11,12],aspect:[0,6,17,19,26,27],assembl:[0,3,26],assert:4,assertionerror:[],assess:[0,6,19,21,26,27],assici:4,assign:[0,7,8,9,12,13,14,22,24,25,26],associ:[0,6,9,12,14,23,26],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,21,23,26,27],assumpt:[0,3,5,6,9,11,19,23,26,27],assur:[],ast:[0,5,6,19,26],astronomi:26,astyp:[4,9,10],asymmetr:[],asymmetri:[0,26],asymptot:[4,6],async_wait:[3,4],atla:[],atom:[0,26],attempt:[0,4,6,7,8,10,26],attend:22,attent:[0,18,21,26],attr:[3,4],attract:[0,10,26],attractor:[],attribut:[0,9,13,20,21,26],attributeerror:[13,26],audi:[0,26],audio:[3,4],august:[15,16,26],aurelien:[0,15,22,25,26],austfjel:[6,19],author:[0,1,10,23],authour:26,auto:[6,9,10,23],autocor:23,autocorrelation_tim:23,autocorrelform:23,autocovari:23,autoencod:[4,17,26],autoencond:17,autograd:[17,20,26],autom:[0,17,25,26],automac:18,automag:26,automat:[0,1,2,3,4,11,16,17,18,26],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,17,18,19,20,21,22,24,25,26],averag:[0,1,3,6,9,10,13,14,23,24,26,27],avoid:[0,4,5,6,9,11,13,18,26,27],awai:[2,3,6,27],awar:[2,10],award:[24,26],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,18,19,20,21,26],axes3d:[2,6,13,19],axes_grid1:6,axessubplot:[],axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,18,19,23,26,27],axiom:5,axlabel:[0,26],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,23,24,26,27],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,18],b_group:9,b_i:[0,1,2,12,26],b_ia_:[0,26],b_ia_i:0,b_index:9,b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_score:9,b_valu:9,babcock:26,bachelor:[22,24],back:[0,3,4,5,6,8,9,10,15,18,20,23,26,27],backbon:18,backend:[1,4],background:[21,25,26,27],backprogag:[],backpropag:1,backtrack:9,backup:18,backward:[1,2,4,12,18],backward_pass:2,backwardpass:[],bad:[6,27],badli:23,bag:[9,17,21,26],bag_clf:10,baggin:26,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:6,baluka:[],band:18,bandwidth:18,bar:[0,6,11,15,16,19,26],barber:25,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,17,23,24,25,26,27],basi:[5,7,8,10,11,12,13,18,27],basic:[6,8,12,13,14,17,19,23,26],batch:[3,4,11,12,13,20],batch_shap:4,batch_siz:[1,3,4],batch_typ:[],batchnorm:4,bay:7,bayesian:[5,17,25,26],beam:26,beat:[],beaten:[],becattini:24,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,26],beccatini:[],becom:[0,1,2,5,6,7,9,12,13,23,26,27],been:[0,1,2,3,4,5,6,11,12,13,17,18,19,20,21,26,27],befor:[0,1,2,3,4,5,6,7,8,12,13,14,18,19,20,23,26,27],beforehand:[0,23,26],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,19,23,24,26,27],behav:[1,6,13],behavior:[0,1,13,26],behaviour:12,behind:[0,1,6,8,13,26],being:[0,1,2,3,4,5,7,8,10,11,12,13,23,26,27],belief:[],believ:[9,18],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,20,21,23,26,27],benchmark:10,benefici:[1,13],benefit:[0,1,4,11,13,15,17,26],benefiti:[],bengio:[1,20,22,25,26,27],benign:[1,7,9],besid:[4,5],bessel:[5,27],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,19,20,24,26,27],best_estimator_:[],beta1:[],beta2:[],beta:[0,1,3,5,6,7,10,11,13,16,19,26,27],beta_0:[0,1,3,5,6,7,13,26,27],beta_0x_:[0,26,27],beta_1:[0,1,3,5,6,7,10,13,26,27],beta_1x_0:[0,26],beta_1x_1:[0,7,26],beta_1x_2:[0,26],beta_1x_:[0,26,27],beta_1x_i:[7,13,27],beta_2:[0,3,13,26,27],beta_2x_0:[0,26],beta_2x_1:[0,26],beta_2x_2:[0,7,26],beta_2x_:[0,26,27],beta_2x_i:27,beta_3:3,beta_3x_i:27,beta_4x_i:27,beta_:[0,3,6,7,13,26,27],beta_i:[0,3,5,26,27],beta_j:[0,5,6,13,19,26,27],beta_k:13,beta_linreg:13,beta_m:10,beta_mg_m:10,beta_n:3,beta_ol:[],beta_p:7,beta_px_p:7,beta_ridg:[],betaol:[],betaridg:[],betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,26,27],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,20,21,23,26,27],beyond:[0,1,5,6,8,13,19,26,27],bf:[13,14,18,23],bg:26,bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,20,26,27],bias:[1,2,3,5,6,9,12,20],bias_index:[],big:[0,1,2,5,6,14],bigger:[1,6,27],bigr:12,bike:9,bilbo:26,billion:[3,12,17],bin:[0,7,23],binari:[0,3,5,7,9,10,12,20,26],binarycrossentropi:4,bind:[0,27],binomi:[17,23,26],binsboot:6,bioinformat:0,biolog:[1,12],biologi:[],bios1100:[17,26],bird:[0,3],birth:26,bishop:[22,25,26],bit:[1,4,18,23,26],bitwis:23,bivari:2,bk:[0,13],bla:[18,26],black:[8,9,14],bledso:[],blob:[16,19],block:[6,10,17,18,23,26],blog:26,blogpost:4,blue:[0,3],bluntli:[],blur:[],bm:[],bmatrix:[0,1,3,5,7,8,11,13,18,26,27],bmi:1,board:[],bodi:[0,1,4,12,26],bold:1,boldfac:[0,5,16,27],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,19,26],boltzmann:[12,17,26],book1:25,book:[19,20,25,26,27],bool:[],boost:[1,9,17,21,26],boostrap:10,bootstrap:[1,13,17,19,20,21,26],border:[],borrow:26,boston_dataset:0,bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,17,18,19,20,23,24,26,27],bottl:7,bottleneck:[],bound:[0,8,12],boundari:[2,4,8,11,12,21],box:[4,9],boxed_arg:[],boyd:[8,13],bracket:[4,23],brain:[1,7,12],branch:9,breakthrough:[],breast:[5,7,11,20],breat:20,breviti:13,brew:[0,15,17,19,21,26],brg:8,brief:[19,20,21,27],briefli:[0,26],bring:[0,5,6,10,20,27],broad:[0,3,4],brought:[13,17,26],brownle:4,browser:26,brute:[3,5,11,27],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,18,23,26],built:[0,1,3,4,6],bunch:11,busi:0,byproduct:[],c1:[8,11],c2:[8,11],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,23,24,25,27],c_0:23,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,23],c_i:[12,13],c_j:[],c_k:23,ca:[1,26],cach:10,cal:[0,8,10,12,13,15,16,26],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,20,23,26],california:[20,21],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,23,24,26,27],callabl:[3,4],callback:[3,4],calor:[0,27],cambridg:[13,25],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,25,27],cancel:[0,13,26,27],cancellation_manag:[3,4],cancer:[5,10,20],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,22,23,27],canopi:[0,15,17,19,21,26],canva:[19,20,21,26],cap:5,capabl:[0,1,8,13,17,26],capac:[2,24],capita:0,caption:[19,20,21],captur:[4,11,12],captured_input:[3,4],car:[3,4],card:[0,7,26],cardin:1,care:11,carefulli:13,carlisl:[],carlo:[0,6,17,23,25,26],carri:[2,6,7,19],cart:10,casella:25,cast:1,cat:[3,4],categor:[0,1,3,9,11,26],categori:[0,1,3,7,10,12,14,26],categorical_crossentropi:[1,3],catgeori:[],caus:[0,5,6,23,26,27],causal:0,causat:[0,26],caution:[],cax:1,cb:[6,26],cbar:1,cc:[0,1,3,4,5,13,20,21,26,27],ccc:[5,12],cd_fast:6,cdf:23,cdot:[0,2,6,12,13,14,18,23,26],ceil:[],celebr:13,cell:[0,1,2,3,4,6,10,13,19],cent:[],center:[0,1,6,7,8,9,11,14,19,21,23,26],central:[0,3,5,6,8,16,18,20,21,26,27],centroid:[14,23],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,23,26,27],certainti:[],cg:13,cha:0,chain:[0,1,13,17,23,26],challeng:[],chanc:[1,5,13,23],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,18,19,20,21,23,26,27],channel:3,chap4:[],chapter3:[0,19],chapter:[0,6,10,11,16,18,19,20,21,25,26,27],charact:[0,3,5,8,26,27],character:[8,9,10,12,23],characterist:[0,1,3,10,13,26],charg:[0,26],charl:0,chase:4,chat:[],chd:7,chddata:7,cheap:[5,27],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,18,26],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chemistri:[],chen:10,cheng:27,chiaramont:2,chin:[],choic:[0,1,2,3,4,6,9,12,13,14,18,20,26,27],choleski:[5,18,27],choos:[2,3,6,9,10,11,13,14,19,20,21],chosen:[0,1,2,6,8,9,10,13,16,20,21,23,26],chosen_datapoint:1,christian:25,christoph:[22,25,26],cifar10:3,cifar:3,circ:[1,12],circl:[0,8,12,27],circuit:3,circumfer:9,circumv:[1,5,13,27],ckpt:4,clariti:23,class_nam:[3,9],class_predict:[],class_val:9,class_valu:9,class_weight:[3,4],classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,17,19,21,25,26,27],classifc:[],classifi:[0,1,4,7,9,10,11,20,21,26],classificaton:1,classifii:10,clealri:[],clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,23,27],clever:[1,10],clf3:0,clf:[0,6,8,9,10,26,27],clf_lasso:6,clf_ridg:[6,26],clip:[3,23],clone:24,close:[0,1,2,4,6,8,9,11,12,13,14,19,21,23,25,26],closer:[3,5,13,27],closest:[8,11,13,14],closur:[17,26],cloud:[17,26],cluster:[0,1,4,6,11,17,26],cluster_label:14,cm:[1,2,3,6,8,9,13,19],cmap:[0,1,2,3,4,6,8,9,10,19,26],cmap_arg:6,cmb:22,cmd:9,cmu:[],cn_:23,cnn:12,cnn_kera:3,cntk:[17,26],co:[0,2,3,6,9,13,26],cobserv:[],code:[3,4,6,7,8,15,16,17,18,19,21,23,25],codebas:[],coef0:8,coef:[0,26],coef_:[0,5,6,8,9,13,26,27],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,18,26,27],coerc:[0,6,26],cognit:[],cogniz:[],coher:[],coin:[10,23],coin_toss:10,col:[0,11,26,27],colab:[17,26],cold:9,colinear:0,collabor:[19,20,21],collaps:8,collect:[0,2,6,10,11,17,23,25,26],collinear:[5,27],color:[0,3,4,6,8,9,10,19,23],color_channel:3,color_cod:6,colorbar:[1,6,19],coloumn:[],colsample_bytre:10,colsaobject:10,colspec:0,column:[0,1,2,5,6,7,8,9,11,12,18,26,27],column_or_1d:[],columntransform:9,com:[4,6,16,17,19,20,25,26],combin:[1,2,5,6,7,10,23],come:[0,1,3,4,5,12,13,14,15,20,26,27],command:[0,1,26],comment:[0,4,5,6,15,16,19,20,21,26,27],commerci:[0,15,17,19,21,26],commod:[0,26],common:[0,1,3,5,6,7,9,11,13,14,19,20,21,23,26,27],commonli:[0,1,4,6,7,9,13,14,27],commun:[0,12,19,21],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,26,27],compair:0,compar:[0,3,4,5,6,11,13,15,16,18,19,20,21,26,27],comparison:[2,4,13,20],compat:7,compet:0,competit:10,compil:[0,1,3,4,13,15,17,18,26],complet:[0,2,3,4,9,12,26],completenn:12,complex:[1,5,8,9,11,12,13,15,16,20,26],complic:[0,1,9,13,26],compoment:27,compon:[0,1,3,4,5,6,7,9,14,16,17,21,26,27],components_:11,compos:[9,12,13,14,17,26],compphys:[0,6,16,17,19,22,24,25,26],comprehend:[],compress:[0,26,27],compris:6,compromis:[5,27],compulsori:[17,26],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,21,22,23,25,26,27],computation:[0,3,6,9,13,23,26],computationalscienceuio:26,computerlab:[19,20,21],con:20,concat:[],concaten:[2,4,6,14],concav:[1,9,13,27],concentr:[0,10],concept:[0,2,17,26,27],conceptu:[12,13],concern:[0,1,4,7,26],concic:26,conclud:[0,5,13],conclus:[1,21],concretefunct:[3,4],cond:2,conda:[0,1,15,17,19,21,26],condis:27,condit:[0,2,4,5,6,8,9,11,13,21,23,26,27],conduct:17,condwav:2,confer:[],confid:[0,5,6,7,8,19,26,27],configur:3,confirm:[5,12],conform:[],confus:[5,6,7,10,18,21,27],confusion_matrix:9,congruenti:23,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,18,26,27],consecut:[],consequ:[5,6,8,10,12,13,27],conserv:[5,14,27],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,18,19,20,23,26,27],consider:[0,1,5,13,26,27],consist:[0,1,2,3,4,6,12,13,19,20,21,23,27],constant:[0,2,4,5,6,8,12,13,23,26,27],constitu:[0,26],constitut:[2,6],constrain:[1,3,5,7,11],constraint:[5,6,8,13,27],construct:[0,1,2,3,5,6,7,8,9,10,11,18,23,26,27],consult:20,contact:[0,26],contain:[0,2,3,4,5,6,7,8,9,11,12,13,18,19,20,21,23,25,26,27],contemporari:26,content:[1,17,18,26],context:[3,4,6,10,13,19,21],contigu:18,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,18,19,20,23,26,27],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,23,26,27],contributor:[0,19,21],control:[0,1,3,9,13,15,17,26],conv2d:[3,4],conv2d_49:[],conv2d_50:[],conv2d_51:[],conv2dsep:[],conv2dtranspos:4,conv:[3,4],conv_imag:[],conv_lay:[],conv_result:[],convei:26,conveni:[0,5,6,12,13,18,19,20,21,26],convent:[12,27],converg:[1,2,4,5,6,7,8,9,11,13,14,20,27],convergencewarn:[6,7,8,9,11],convers:[],convert:[0,1,4,5,9,11,13,18,26,27],converttomatrix:4,convex:[4,5,7,27],convinc:13,convolut:[1,4,17,21,26],convolution2dlayeropt:[],convolv:[],convolved_imag:[],convout:[],cool:[4,9],coolwarm:[6,19],coordin:[5,12,14,27],coorel:0,cope:[],copi:[0,1,14,27],copyright:[20,21],core:[2,3,4,10,13,26],corel:26,corner:[],coronari:7,corr:[0,5,7,11,27],correalt:[11,17],correct:[0,1,2,3,4,5,7,13,18,23,26,27],correctli:[1,2,6,7,10,20],correl:[0,1,3,5,6,7,10,12,13,17,23,26],correlation_matrix:[0,5,7,11,27],correspond:[0,3,5,6,8,9,11,12,15,16,17,18,19,23,26,27],corss:[],cortex:12,cosin:[3,6],cost:[0,2,3,5,6,7,8,9,12,13,16,19,20,26],cost_deep_grad:2,cost_func:[],cost_func_deriv:[],cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_function_train:[],cost_function_v:[],cost_grad:2,cost_sum:2,costcrossentropi:[],costfunct:[],costlogreg:[],costol:13,could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,20,21,23,26,27],coulomb:[0,26],count:[0,9,22,23,24,26],countor:13,coupl:[4,5,6],cours:[0,1,3,5,11,19,20,21,22,24,27],courvil:[20,22,25,26,27],cov:[5,6,11,18,23,26,27],cov_xi:[5,11,27],cov_xx:[5,11,27],cov_yi:[5,11,27],covari:[0,7,17,18,26],covariance_matrix:[5,11,14,27],cover:[0,5,17,21,24,25,27],covert:[0,26],covxi:23,covxx:23,covxz:23,covyi:23,covyz:23,covzz:23,cpu:[1,3,4],cpu_util:[3,4],craft:3,crawford:[],creat:[1,2,3,4,5,6,9,10,11,12,13,17,19,26],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,27],creation:[],credit:[0,7,24,26],crim:0,crime:0,criteria:[0,4,9,10,14,23,26],criterion:[9,10,13,21],critic:[6,19,21,27],critiqu:[19,20,21],croot:[],crop:[],cross:[0,1,3,7,9,10,13,17,20,21,23,26,27],cross_entropi:4,cross_val_scor:6,cross_valid:[7,10],crossvalid:6,crucial:[1,23],cs231:3,cs231n:[],cs231n_2017_lecture4:[],cs:[22,24],csr_matrix:[18,26],csv:[0,4,6,7,9,26],ctnk:1,ctx:[3,4],cubic:0,cumbersom:5,cumsum:[10,11,26],cumul:[7,10,21,23],cumulative_heads_ratio:10,cup:5,current:[1,2,3,4,6,13,14,19,25],curs:[0,27],curv:[6,7,10,12,19,21],curvatur:13,custom:[6,14,19],custom_cmap2:[9,10],custom_cmap:[9,10],cut:[],cute:[],cutpoint:9,cv:[6,7,10],cvxbook:13,cvxopt:[5,8,27],cwe:[],cyber:[],cycl:[1,12],cyclotron:[],d2_g_t:2,d:[1,2,3,4,5,6,7,8,9,10,11,13,14,18,23,24,26,27],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,18,27],dai:[1,9,17],damp:3,dan:[],daniel:24,darget:9,darkr:23,dat:[0,26],dat_id:[0,6,7,9,26,27],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,18,20,25],data_handl:[3,4],data_id:[0,6,7,9,26,27],data_indic:1,data_modul:[],data_panda:26,data_path:[0,6,7,9,26,27],data_url:[],databas:1,dataconversionwarn:[],datafil:[0,6,7,9,19,26,27],datafram:[0,4,5,7,9,11,26,27],datapoint:[1,5,6,7,11,13,27],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,19,20,26],datatyp:4,date:[15,16,19,20,21,26,27],daughter:10,david:[25,26],davison:[],dbh:1,dbo:1,dc5e85cd93c3:20,dcomposit:18,ddot:2,de:[],dead:1,deadlin:[16,22],deal:[0,1,3,5,6,8,11,13,14,18,19,21,23,26,27],dealt:0,debt:7,debug:[0,5,6],decad:[0,3],decai:[0,13,23,26],decemb:[22,24,26],decent:10,decid:[0,2,3,5,6,9,19],decim:[0,26],decis:[0,1,8,11,17,21,25,26],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,18,26],decod:[],decompos:[5,6,18,27],decomposit:[0,6,12,19,26],decompost:[5,27],deconvolut:3,decor:0,decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13],dedent:[],dedic:[],deduc:[0,26],deep:[3,7,12,13,17,20,21,22,25,27],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepcopi:[],deepen:[5,17,26],deeper:[0,3,4,26],deepimag:[],deeplearningbook:[25,26],deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,19,23,26,27],def_covari:23,def_funct:[3,4],default_tim:4,defect:[5,27],defici:[5,27],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,23,27],definit:[1,2,5,6,7,8,10,11,12,13,18,23,27],defint:23,defualt:[],defun:[3,4],defvjp:[],degre:[3,5,6,8,9,10,11,15,16,19,23,26],deiana:[],deisenroth:27,del:1,delet:6,delimit:4,deliv:[22,26],delta:[0,2,3,6,8,12,13,14,21,26],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,18],delta_h:[0,1,26],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_matrix:[],delta_momentum:13,delta_n:[0,3,26],delta_next:[],delta_term:[],delta_term_next:[],delta_term_pad:[],delug:17,delv:0,demand:13,demonstr:[0,3,5,6,7,11,12,17,26,27],demostr:[],demystifi:[],den:4,denomin:[1,5],denot:[1,2,6,7,13,23],dens:[1,3,4],dense_1:4,dense_98:[],dense_99:[],densiti:[0,2,6,23,26],depart:[20,21,24,26,27],depend:[0,1,2,4,5,6,7,8,11,12,13,15,17,18,19,21,23,26,27],depict:23,deploi:[],deploy:[0,15,17,19,21,26],deprec:[2,3,6,13,19],deprecate_nonkeyword_argu:0,depth:[0,3,9,10,18],deriv:[0,1,2,6,7,8,10,11,13,16,17,19,26],derivati:13,derivative_fn:13,descend:[5,9,11,27],descent:[0,1,3,7,8,12,21,26,27],descent_i:[],descent_x:[],descr:[],describ:[0,2,4,5,6,8,10,11,12,13,18,19,20,21,26],descript:[0,8,9,20,21,26],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,19,20,26],designmatrix:[0,26],desir:[0,2,4,5,13,14,26,27],despit:[1,12],destroi:18,destruct:[],det:[5,18,27],detail:[0,6,11,13,14,18,19,20,27],detect:[3,8,12],detector:[],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,18,23,26,27],determinist:[7,13,23],dev:1,develop:[0,3,5,8,10,11,12,17,18,19,20,21,26,27],deviat:[0,1,2,4,5,6,19,23,26,27],devic:[3,4],device_nam:[3,4],devis:12,df1:26,df:[4,8,11,13,26],di:0,diag:[5,8,27],diagnost:[1,10],diagon:[0,5,7,13,18,19,21,23,26,27],diagonaliz:[5,27],diagram:10,diagsvd:6,dice:[6,23],dict:[6,8],dict_kei:[],dictat:21,dictionari:0,did:[0,1,5,6,7,10,11,14,19,20,21,26],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,19,21,23,25,26,27],different:[],differenti:[0,3,16,17,18,26,27],differential_oper:[2,13],difficult:[0,1,6,10,13,19,23,26],difficulti:[0,1,13,26],diffonedim:2,diffus:21,digit:[0,1,3,4,6,19,20,22,24,26],dilemma:13,dilut:1,dim:[4,11,14,18],dimens:[0,1,2,3,4,5,8,9,11,14,16,18,21,26,27],dimension:[0,4,5,6,9,11,13,14,17,18,20,21,26],dimensionless:[0,3,26],diment:18,dimention:[],dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,26,27],directli:[1,4,5,6,23,27],directori:[],disabl:[3,4],disadvantag:[0,26],disappear:[3,6],disc_loss:4,disc_tap:4,discard:[6,11],disciplin:[0,3,12],disclaim:23,discord:26,discourag:13,discov:[0,26],discover:5,discoveri:[],discrep:[],discret:[1,3,5,7,13,21],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discriminitav:[],discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,25,26,27],diseas:7,disguis:[6,27],disord:[1,7],dispai:[],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,19,23,26,27],displaystyl:[0,5,26,27],displot:[],disregard:[0,26],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,23],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,23,26],distplot:0,distribut:[0,1,4,6,7,10,11,13,14,15,16,17,18,19,20,21,26,27],distrubut:[0,15,17,19,21,26],ditto:21,dive:[0,8,18,26],diverg:[1,13],divid:[0,1,3,5,6,7,8,9,11,12,20,23,26,27],divis:[6,8,9,13,18,23],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,26],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,26],doamin:[],doc:[0,6,16,17,19,20,21,22,24,25,26],docintang:[],document:[4,7,9,11,13],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,18,19,23,26],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13,19,20,21],domin:[0,26],don:[0,1,3,5,6,8,11,13,15,17,19,20,21,26,27],done:[0,2,3,4,5,6,9,10,11,13,18,19,21,26,27],dot:[0,2,3,5,6,7,8,9,10,11,12,13,18,19,23,26,27],doubl:[3,4,18,26],doubli:1,down:[0,3,6,9,11,12,13,21],download:[0,1,3,5,6,18,19,25,26],downsampl:3,dozen:1,dq:6,drag:13,dramat:11,drastic:4,draw:[4,6,10,13],drawback:[0,1,3,13,27],drawn:[1,4,6,7,11,23,26],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,23,26,27],dropna:[0,6,26],dropout:4,dt:[2,3,13,23],dtype:[0,1,2,3,4,14,18,26,27],dualiti:6,dub:[0,26],due:[1,2,5,6,8,10,12,13,24,26,27],dummi:0,dumoulin:[],dure:[0,1,3,4,8,9,11,17,19,21,26],dwell:0,dwh:1,dwo:1,dx:[2,3,8,23],dx_1:23,dx_1p:6,dx_2p:6,dx_mp:6,dx_n:23,dxp:6,dy:[1,8,23],dynam:4,dyp:[],dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,23,24,26,27],e_:[0,2,26],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,21,22,23,24,26,27],eager:[3,4],eapprox:[0,26],earli:[1,3,4,13],earlier:[0,5,7,8,9,11,12,13,26,27],earliest:[],earthexplor:[6,19],eas:[6,9,14],easi:[0,5,6,7,8,9,10,11,12,13,17,18,20,26,27],easier:[5,6,8,9,13,20,23,26,27],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,26,27],eastern:[24,26],ebind:[0,26],eblock:9,echo:[],econom:[],econometr:26,economi:5,ecosystem:[17,26],ect:22,edg:3,edgecolor:6,edu:[13,20],educ:[0,19,20,21,26],eff:23,effect:[1,4,10,13,23],effic:1,effici:[0,3,10,13,17,18,23,26],efron:6,egrad:13,eig:[5,11,13,18,23,26,27],eigen:23,eigenpair:[5,11,27],eigenvalu:[0,5,8,11,13,18,26,27],eigenvector:[5,11,13,27],eight:[18,26],eigval:[18,23,26],eigvalu:[11,13],eigvec:[18,23,26],eigvector:[11,13],eispack:[18,26],either:[1,5,6,7,8,9,10,11,13,15,16,19,20,21,23,26,27],elabor:23,elarn:3,elect:[],electr:[0,3,12,26],electron:26,eleg:11,elegantli:[],element:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,20,22,25,27],elementari:[10,13,18],elementwis:[3,13],elementwise_grad:[2,13],elessar:26,elif:[3,4,14],elim:18,elimin:[3,8],els:[1,2,3,4,7,9,12,13,18],elu:1,elus:[0,26],em:[],email:[22,24,26],emb:[],embed:[0,11,27],embodi:[6,19],emerg:[],emit:23,emner:25,emphas:[0,10,17,26],emphasi:[0,17,25,26],empir:[1,11,23],emploi:[0,1,5,6,11,13,19,20,21,23,26,27],employ:0,empti:[6,10],emul:12,en:[17,25],enabl:11,enbodi:6,encapsul:[],encod:[0,3,5,9,11,14,26,27],encompass:[0,19,21,23],encount:[0,1,5,6,7,13,23,26,27],encourag:[19,20,21],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,21,23,24,26,27],end_box:13,end_nod:[2,13],end_valu:13,endpoint:[3,6],energi:[0,4,6,27],enet_coordinate_desc:6,enforc:12,eng:25,engin:[0,1,3,4,17,26],english:[19,20,21],enhanc:[],enlarg:[],enorm:3,enough:[0,6,13,26],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,23,27],ensure_initi:[3,4],entail:26,entangl:[],enter:[5,6,27],enthought:[0,15,17,19,21,26],entir:[1,3,7,9,17,23,26],entiti:[9,12,18,26],entri:[0,5,8,11,12,18,26,27],entropi:[1,3,7,10,13,26],enumer:[0,1,2,3,4,6,8,26,27],env:[0,2,3,4,6,7,8,9,11,13,23,26],environ:[2,17,19,21],environment:[],eo:[0,6,26],eol:[0,26],eosfit:[0,26],epoch:[0,1,3,4,12,13,20,26],epoch_num:[3,4],epsilon:[0,5,6,7,13,19,26,27],epsilon_0:[0,26],epsilon_1:[0,26],epsilon_2:[0,26],epsilon_:[0,26],epsilon_i:[0,26,27],eq:[3,13,14,18,23],eqnarrai:[3,5,6],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,18,19,20,23,26,27],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,18,19,23],equilibrium:[2,12],equiv:[3,13,18,23],equival:[0,1,5,7,8,11,13,17,18,26,27],erf:23,eriador:26,eric:[],eridg:26,err:[0,10],err_:6,err_sqr:2,errat:13,errno:[],erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,20,23],error_estimate_corr_tim:23,error_handl:[3,4],error_hidden:1,error_output:1,escap:13,esn:[],especi:[1,3,9,12,13,19,20,21],essenti:[0,5,6,9,10,12,14,19,20,23,27],establish:[0,6,10,11,15,19,20,21,26],estim:[0,1,5,6,7,10,11,13,17,21,23,26,27],estimated_mse_fold:6,estimated_mse_kfold:6,estimated_mse_sklearn:6,et:[0,2,4,15,16,20,21,25,26,27],eta0:[8,13],eta:[0,1,3,8,12,13,20,26],eta_:13,eta_t:13,eta_v:[0,1,3,26],etc:[0,1,3,5,7,8,9,11,12,13,14,15,17,18,19,20,21,23,27],ethic:17,etsim:[],euclidean:[0,14,27],euler:21,eval_metr:[],evalu:[0,2,3,4,5,6,9,13,19,21,23,26,27],evaluationform:19,evaluationgrad:19,evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,17,18,21,23,26,27],evenli:4,event:[5,7,10,23],eventu:[0,5,6,11,12,13,19,20,21,24,27],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,17,23,24,26,27],everyth:[4,12],everywher:[4,13],evid:[],evolv:0,exact:[0,5,11,12,13,18,23,26,27],exactli:[0,3,4,6,12,17,19,27],exam:26,examin:6,exampl:[5,11,12,13,15,16,17,18,19,20,21,23,25],exce:[1,12,13],excel:[0,1,4,5,10,20,26,27],except:[3,4,6,8,9,18],excess:[0,26],excit:0,exclud:[1,6,12,19,27],exclus:[0,1,3,6,23,26],execut:[2,3,4,5,13,27],execute_with_cancel:[3,4],executing_eagerli:[3,4],exemplifi:13,exercic:[24,26],exercis:[5,17,19,20,21,22,24],exercisesweek35:[],exhaust:6,exhibit:[0,5,6,8,26,27],exisit:21,exist:[0,1,2,3,5,6,7,8,9,13,18,19,20,21,26,27],exit:[5,18,27],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,19,23,26,27],exp_term:1,expand:[5,7,11,13,27],expans:[0,3,5,8,10,12,13,26,27],expect:[0,1,5,6,7,11,12,13,15,16,17,19,20,26,27],expectation_value_of_h_wrt_p:23,expediti:[],expens:[6,10,13],experi:[0,1,6,8,13,17,19,26,27],experiment:[0,3,4,6,9,23,26],experimental_get_tracing_count:[3,4],expert:[1,9],explain:[0,6,9,10,11,13,19,21,26],explained_variance_ratio_:11,explan:20,explanatori:[0,26],explicit:[0,3,6,13,18,19,21,26,27],explicitli:[0,4],explod:1,exploit:[0,3,12,13,26],explor:[1,4,6,8,13,17,19,20,21],expon:1,exponenti:[0,1,5,6,10,13,19,23,26],export_graphviz:9,export_text:9,exporttext:9,expos:17,express:[0,2,3,5,6,7,10,12,13,16,18,19,20,23,26],exptmean:23,exptvari:23,extend:[0,2,7,11,13,17,26],extens:[0,12,15,17,21,26],extent:[0,1,6,21,25],extern:[3,6,9],extra:[1,3,5,24,26,27],extract:[0,3,5,6,7,8,11,13,18,26,27],extrapol:[0,26],extrem:[0,1,4,5,6,7,8,9,13,16,18,27],extremum:13,extrins:11,ey:[0,5,6,13,14,18,26],f11:[0,26],f12:[0,26],f13:[0,26],f1:13,f1_grad:13,f1d:13,f2:13,f2_grad_x1:13,f2_grad_x1_analyt:13,f2_grad_x2:13,f2_grad_x2_analyt:13,f3:13,f3_grad:13,f3_grad_analyt:13,f4:13,f4_grad:13,f4_grad_analyt:13,f5:13,f5_grad:13,f6:13,f6_for:13,f6_for_grad:13,f6_grad_analyt:13,f6_while:13,f6_while_grad:13,f7:13,f7_grad:13,f7_grad_analyt:13,f8:13,f8_grad:13,f9:[0,13,26],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,23,24,26,27],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:23,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16],f_m:[3,10],f_n:3,f_raw:[],f_vec:2,f_wrap:[],face:13,facecolor:[6,8,23],facil:[0,15,17,26],facilit:12,fact:[0,1,3,5,9,11,12,13,26,27],factor:[0,1,3,5,6,9,10,11,13,18,23,26,27],factori:13,fade:6,fafab0:[9,10],fahimeh:[24,26],fail:[0,3,4,6,7,8,9,11,13,24,26],failur:7,fairli:[1,2,23],faisal:[16,27],fake:4,fake_loss:4,fake_output:4,fale:20,fall:[8,9,22],fals:[0,1,2,3,4,5,6,7,9,10,14,18,19,26,27],famili:[0,7,8,23],familiar:[0,3,5,6,8,15,17,18,19,21,23,26],famou:[6,12],fanci:[],far:[0,3,4,5,6,8,11,12,13,14,26,27],fashion:[0,9,10,26],fast:[1,3,6,10,12,13,17,23,26],faster:[1,11,13],fastest:[13,18],favor:7,favorit:23,fc:3,fdr:[],featur:[0,1,3,5,6,7,8,10,11,12,13,17,19,20,23,26],feature_map:[],feature_maps_index:[],feature_nam:[0,1,7,9],feautur:9,fed:1,feed:[0,2,3,11,17,20,26],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,26],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,17,19,20,21,24,26],feet:0,fei:[],felt:[19,20,21],fetch:[6,19],fetch_california_h:[],fetch_openml:[],few:[1,3,4,5,9,23,26],fewer:[0,9,11,26],ffnn:[1,12,20],fft2:[],fft:[],field:[0,3,6,12,17,21],fifth:[0,6,15,16,19,26],fig:[0,1,2,3,4,6,7,12,13,14,19,26],fig_id:[0,6,7,9,26,27],figaxi:23,figsiz:[0,1,2,3,4,6,7,8,9,10,26],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,17,19,20,21,26,27],figure_id:[0,6,7,9,26,27],figurefil:[0,6,7,9,26,27],file:[0,2,3,4,5,6,7,9,13,19,20,21,26,27],file_prefix:4,filenam:26,filenotfounderror:[],filepath_or_buff:0,fill:[5,9,27],filter:[3,4],filter_traceback:[3,4],filtered_flat_arg:[3,4],filtered_imag:[],filtered_tb:[3,4],financ:0,find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,26,27],fine:[0,14,15,26],finish:2,finit:[3,5,6,12,13,21,23,27],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,18,19,21,23,24,25],first_moment:[],first_term:[],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,19,20,23,27],fit_beta:[6,27],fit_intercept:[0,5,6,27],fit_mod:9,fit_transform:[0,6,8,9,11],fiti:[0,26],five:[0,9,19,26,27],fix:[0,3,4,6,10,11,12,13,19,20,26],fixedformatt:6,fixedloc:6,flag:4,flat:[12,13],flatten:[1,3,4,5,18],flatten_49:[],flattenlay:[],flexibl:[1,6,8,10,12,20,26],flip:[24,26],float32:[4,9],float64:[4,18,26,27],floatingpointerror:[],floor:[],flop:[5,18,27],flow:[1,4,12],fluctuat:5,fluid:21,flush:[],fly:11,fm:[0,26],fmap:[],fmax:3,fmesh:13,fn:[3,4,7],fnr:[],focu:[0,3,4,5,6,15,17,20,25,26,27],focus:[1,6,7,18,27],fold:[6,9,19],folder:[0,1,4,6,13,19,20,21,26],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27],font:[0,7,23,26],fontdict:23,fontsiz:[1,6,8,9,10,23],fontweight:1,footprint:3,foral:[8,27],forc:[0,5,6,10,11,26,27],forcast:4,forecast:[4,12],forest:[0,1,9,17,21,26],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,18,19,20,21,23,26,27],formal:[3,4,14,23],format:[0,1,3,4,6,7,8,9,10,11,17,23,25,27],format_data:4,formatstrformatt:[6,13,19],formul:[4,6,11,14],formula:[3,13,21,23],forth:[4,12],fortran2003:[17,26],fortran2008:[19,20,21],fortran90:23,fortran:[0,15,17,18,26],fortun:[0,11,27],forward:[0,3,4,6,17,18,20,21,26],forward_backward:[3,4],forward_funct:[3,4],foster:26,found:[1,2,4,5,6,12,13,19,20,21,26,27],foundat:[17,26],four:[4,5,6,8,12,18,19,22,24,26],fourier:[0,26],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,26,27],fp:7,fpr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,23,26,27],fractal:9,fraction:9,fragment:[],frame:7,framework:[1,8,10,23],frank:[5,11,20],frankefunct:[5,6,11,19,27],fredli:[24,26],free:[0,6,11,13,15,16,17,18,19,20,21,23,24,25,26],freecodecamp:17,freedom:5,freeli:[0,19,21],frequenc:[3,4,6,7,23],frequent:[0,8,9,13],frequentist:17,fresh:10,fridai:[16,24,26],friedman:[6,19,22,25,26],friendli:4,frodo:26,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,21,23,24,25,26],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,26,27],fruit:[],fuction:[],fulfil:[2,5,12,27],full:[0,1,3,5,7,9,10,13,23,26,27],full_matric:[5,27],fulli:[3,6,12,22,23],fullyconnectedlay:[],fun:[2,13,17,26],fun_nam:[],func:[0,2],functionali:11,functionfit:[],fundament:[0,6,17,26],funtion:2,further:[2,7,9,26],furthermor:[0,3,5,6,7,11,12,13,17,19,26,27],futur:[0,4,8,9,26],futurewarn:0,fy:[15,19,20,21,22,24,25,26],fys3150:21,fys4155:[19,20,21],fys5419:[25,26],fys5429:[25,26],g0:2,g2d:[],g:[0,1,2,3,4,6,8,9,10,11,13,23,26],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_invers:[],g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,7,9,10,13,21,27],galleri:[0,26],game:4,gamge:26,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,26],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,26],gamma_i:[0,8,23,26],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:[0,26],gan:[],gap:[6,8],gate:[4,12],gather:[0,1,12,27],gaug:12,gauss:[],gauss_kernel:[],gaussbacksub:18,gaussian:[4,5,6,8,14,23],gaussian_point:14,gaussian_rbf:8,gave:13,gavra:26,gbc:[22,26],gca:[2,6,8,13,19],gd:[1,20],gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,21,23,27],gen_loss:4,gen_tap:4,gender:[0,26],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,18,19,23,25,27],generaliz:[],generallay:12,generate_and_save_imag:4,generate_gauss_mask:[],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,genet:[],genom:17,geodes:11,geoffrei:[],geometr:[0,13,26],geometri:5,georg:25,geotif:[6,19],geq:[2,5,8,9,13,27],geron:[0,15,22,25,26],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,17,18,19,20,21,23,24,26,27],get_dummi:9,get_paramet:2,get_pred_format:[],get_prev_a:[],get_split:9,get_yaxi:8,get_yticklabel:6,getattr:[],gg:26,gibb:[17,26],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,17,26],giter:13,github:[0,6,15,16,17,19,20,21,22,24,25,26,27],gitlab:[0,15,17,19,20,21,26],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,19,20,21,23,26,27],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,23,26,27],global:[6,7,13,19],gloriou:20,glorot:1,gnew:13,go:[0,1,3,5,6,8,9,11,12,13,19,26,27],goal:[0,7,9,26],godfath:[],goe:[0,1,2,5,6,13,14,18,26,27],golden:13,gone:[5,27],gong:1,good:[1,3,4,5,6,9,10,11,13,17,23,25,27],goodfellow:[4,20,22,25,26,27],googl:[1,4,17,26],got:[1,6,19],gotcha:[],gotten:26,gov:[6,19],gp:25,gpu:[1,13,17,26],grad:[2,13],grad_analyt:13,grade:22,gradient:[0,3,4,7,8,9,12,17,21,26,27],gradient_bia:[],gradient_desc:3,gradient_kernel:[],gradient_weight:[],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradients_util:[3,4],gradienttap:4,gradual:[1,14],grai:[4,6,19],graph:[1,9,11,12,13],graph_from_dot_data:9,graph_funct:[3,4],graphic:[0,1,9,26],grasp:0,gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,23],greatli:13,greedi:9,green:[0,3,9,23],gregor:[],grei:4,grid:[1,3,6,7,8,12,23,27],gridsearch:[],gridsearchcv:[],grossli:13,ground:[0,26],group:[0,6,7,9,14,17,19,20,21,22,24,26],groupbi:[0,26],grow:[1,3,9,10],growth:[0,26],gru:4,guarante:[0,3,4,13,23,26,27],guess:[1,4,10,13,14,20],guestrin:10,guid:1,guidelin:[],h1:2,h:[0,1,5,6,8,13,16,19,23,24,25,26,27],h_1:[2,13],h_2:[2,13],h_:[0,13,26],h_ind:[],h_j:[],h_m:10,h_stride:[],ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,23,26,27],haa:24,haabrwft72:[],habit:[0,27],had:[0,1,6,7,13,26],hadamard:[1,12,13],half:[1,8,9],half_dim:[],half_kernel_height:[],half_kernel_width:[],halv:10,hand:[0,1,2,3,5,11,12,13,15,17,18,19,20,21,22,23,24,25,26,27],handi:[3,19,20,21],handicap:[],handl:[0,1,2,5,9,11,17],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5],handwrittennot:[],hang:[],happen:[1,2,3,4,5,6,10,13,23,27],hard:[1,7,8,10,13],hardcopi:[17,26],harder:[0,1,27],harmon:3,harrison:[],hasn:[],hassl:[0,15,17,26],hast:[17,26],hasti:[0,6,15,16,19,22,25,26,27],hat:[0,1,5,6,7,9,10,11,12,13,18,19,27],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26,27],haven:1,he:7,head:[0,4,10,23],header:[0,26],heads_proba:10,health:[0,27],healthi:[],hear:[0,13,26],heart:[0,7,26],heat:[],heatmap:[0,1,3,7,26],heavili:0,heavisid:1,hedon:[],height:[1,3,6,27],height_index:[],hein:[],held:13,help:[0,1,4,12,13,16,19,20,21,26],helper:[4,14],henc:[0,5,6,8,9,10,12,13,19,26,27],henrik:[24,26],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,26,27],hereaft:[0,8,12,26],hermitian:18,hessenberg:18,hessian:[0,2,5,13,16],heterogen:[9,10],hi:7,hidden:[1,3,4,12,20,21],hidden_bia:1,hidden_bias_gradi:1,hidden_deriv:[],hidden_func:[],hidden_layer_s:[0,1,26],hidden_neuron:4,hidden_nodes1:[],hidden_nodes2:[],hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,27],higg:[],high:[0,1,2,3,4,5,6,9,10,11,13,14,17,18,19,20,26,27],higher:[0,1,3,5,6,8,13,19,20,26,27],highest:[1,2],highli:[0,3,4,10,17,18,20,21,25,26,27],highwai:0,hing:8,hint:[13,16,20,27],hinton:[],hip:17,hire:0,hist:[4,6,7,23],histogram:[0,6,7,23],histor:[7,11],histori:[3,4,12],histplot:[],hit:[],hitherto:5,hjorth:[24,26,27],hobbi:23,hoc:[5,27],hochreit:[],hoff:25,hold:[1,3,6,13,14],holder:[0,26],holm:[],holomorphic_grad:[2,13],home:0,homepag:[19,20,21,26],homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hop:[],hopefulli:[0,11,23,26],hopfield:[],horizont:11,hors:[3,7],hot:[1,9],hotspot:[],hour:[1,17,22,23,24,26],house_pric:[],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,20,21,23,26,27],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,23,26,27],hspace:[0,4,8,10,21,23,26],hstack:1,htf:[22,26],html:[0,7,9,11,17,19,22,24,25,26],http:[0,3,4,6,7,9,11,13,16,17,18,19,20,21,22,24,25,26,27],huang:[0,26],huber:[0,26],huge:[1,3,4,17],human:[0,1,3,6,9,12,27],humid:9,hundr:1,hungri:1,hurt:[],huse:26,hybrid:22,hydrogen:[0,26],hyper:20,hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,26,27],hyperplan:11,hz:[3,4],i0:[0,26],i1:[0,6,8,12,26,27],i2:[0,8,12,26],i3:[0,12,26],i5:[0,26],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,23,24,26,27],i_1:[5,6],i_2:[5,6],i_:13,i_j:[],ia:[],ian:25,ic:[1,20],iclr:[],icml:[],id3:[],id:[7,13],ida:[24,26],idea:[0,1,2,3,4,6,9,10,12,13,18,19,20,21,27],ideal:[0,2,6,8,13,23,26],idem:6,ident:[5,6,12,13,18,19,27],identical:[],identifi:[0,1,7,9,11,12,13,14,26,27],idx:[],ieor:23,ifft2:[],ifi:25,ifs:[17,26],ignor:[0,1,3,9,27],ii:[18,23],iii:[18,26],ij:[0,1,3,6,8,12,14,16,18,19,23,26,27],ijad:[],ik:[0,18,26,27],ill:[],illustr:[5,7,10,12,13,14,17,26],ilsvrc:[],im:6,imag:[1,3,4,6,9,11,12,14,20,25,26],image_at_epoch_:4,image_batch:4,image_height:3,image_of_cute_dog:[],image_path:[0,6,7,9,26,27],image_shap:[],image_width:3,imageio:[6,19],imagenet:[],images_from_seed_imag:4,imagin:1,img:[],img_fft:[],img_height:[],img_path:[],img_width:[],imit:[],immedi:[0,3,4,6,15,17,26],impact:[],imper:[],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,19,20,21,23,26,27],impli:[3,5,6,7,13,18,27],implicit:3,implicitli:[11,23],importantli:3,importerror:[],impos:[0,6,11,12,26],imposs:[0,5,26,27],impress:[0,12,26],improv:[0,4,5,9,10,11,13,19,20,21,27],impur:9,imread:[6,19],imshow:[1,3,4,6,19],in1:[],in2:[],in3050:[25,26],in3310:26,in4050:[],in4080:[25,26],in4300:[25,26],in4310:25,in5400:3,in5550:25,in_out_neuron:4,inaccur:13,inact:12,inadequ:[0,26],inbetween:[],inch:[6,27],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,19,20,21,23,24,25,26,27],include_bia:[6,9],inclus:[],incom:12,inconveni:[],incorpor:[],incorrect:1,incorrectli:[],incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,19,21,23,26,27],increasingli:23,increment:[],ind:6,inde:[0,2,4,5,6,13,26,27],indefinit:4,independ:[0,5,6,7,8,12,13,23,26,27],index:[0,1,3,4,10,14,17,18,20,23,25,26],index_col:[0,26],indic:[0,1,3,4,5,6,9,10,11,13,16,19,20,26,27],indispens:6,individu:[1,6,7,10,12,23,26,27],indu:0,indx1:2,indx2:2,indx3:2,indx:18,ineffici:[3,13],inequ:[8,13],inequaltii:[],inertia:13,inf1000:[17,26],inf1100:[17,26],inf1100l:[17,26],inf1110:[17,26],inf3000:26,inf5860:[],infeas:9,infer:[0,1,4,6,25,26],infer_nrow:0,inferenc:1,infil:[0,6,7,9,26],infin:[5,6,7,11,27],infinit:3,infinitesim:23,influenc:[6,10],influenti:1,info:26,inform:[0,1,3,4,6,9,11,12,13,14,18,19,20,21,25,26],infti:[3,6,13,23],ingeni:13,ingrad:2,ingredi:[0,9,26],inher:6,inherit:[18,26],init:[],initi:[0,1,2,6,10,13,14,18,20,21,23,26],initial_epoch:[3,4],initialis:[],inititi:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,23,26,27],inner:[0,13,27],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,10,12,13,14,19,20,21,23,26,27],input_channel:[],input_channel_index:[],input_dim:1,input_grad:[],input_index:[],input_map:[],input_nod:[],input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,27],insert:[3,5,6,8,10,23,27],insid:[0,4,7],insight:[0,1,5,17,20,26,27],insightful:[],insist:[6,13,27],inspect:[],inspir:[0,1,12,20,26],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,26,27],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,18,19,23,26,27],institut:1,instruct:[0,1,15,16,26],insuffici:[],int32:10,int64:[],int64index:[],int_0:23,int_:[3,6,23],int_a:23,intak:[0,27],integ:[1,2,13,14,18,23,26],integer_vector:1,integr:[3,6,23,26],intellectu:[],intellig:[0,14,25,26],intend:10,intens:[1,20],intention:14,inter:[],interact:[0,6,9,12,17,19,20,21,26],intercept:[0,6,8,11,13,16,19,26],intercept_:[0,6,8,9,13,26,27],interceptol:[],interceptridg:[],interchang:[5,12,18],interconnect:1,interdisciplinari:[],interest:[0,1,2,3,4,5,6,7,8,9,12,17,19,20,21,23,26,27],interfac:[0,1,18,27],interior:[0,9,26],intermedi:[18,27],intern:[1,10,12],interpol:[1,3,4,6,12,19],interpr:[5,27],interpret:[0,1,6,9,10,12,13,18,19,20,21,23],intersect:[],interv:[0,3,5,6,7,13,19,23,26,27],interview:[],intial:13,intiat:[],intiti:[],intract:[0,4,27],intric:[],intricaci:[],intrins:[3,11,18,23,26],intro:[17,25,26],introduc:[0,1,5,6,8,10,12,18,19,23,26],introduct:[1,2,4,13,25,27],introductori:[0,4,18,25,26,27],intuit:[0,5,6,8,12,13,19,26],intuiton:[],inv:[0,5,13,26,27],invalid:8,invalu:[0,13,15,17,26],invari:1,invd:5,invent:[],inver:8,invers:[0,3,6,13,15,16,19,20,26,27],inverse_transform:8,invert:[0,5,7,10,13,26],investig:[],invh:13,invok:[0,8],involv:[0,2,6,7,11,12,27],io:[0,17,19,22,24,25,26,27],ion:[],ip:[0,8,23,26],ipca:11,ipykernel_10904:[],ipykernel_10962:[],ipykernel_11016:[],ipykernel_11057:[],ipykernel_11068:[],ipykernel_11090:[],ipykernel_11106:[],ipykernel_11118:[],ipykernel_11123:[],ipykernel_12649:[],ipykernel_15302:1,ipykernel_15329:[],ipykernel_15405:6,ipykernel_15458:13,ipykernel_15499:19,ipykernel_15510:[],ipykernel_15532:[],ipykernel_15547:[],ipykernel_15558:[],ipykernel_15572:[],ipykernel_18986:[],ipykernel_19041:[],ipykernel_19107:[],ipykernel_19139:[],ipykernel_19152:[],ipykernel_19176:[],ipykernel_19181:[],ipykernel_19201:[],ipykernel_19294:[],ipykernel_19329:[],ipykernel_19344:[],ipykernel_19367:[],ipykernel_19394:[],ipykernel_19431:[],ipykernel_19440:[],ipykernel_21437:26,ipykernel_31563:[],ipykernel_31624:[],ipykernel_31672:[],ipykernel_31707:[],ipykernel_31718:[],ipykernel_31736:[],ipykernel_31749:[],ipykernel_31761:[],ipykernel_31766:[],ipykernel_31871:[],ipykernel_44857:[],ipykernel_74401:[],ipykernel_74620:[],ipykernel_74630:[],ipykernel_8624:[],ipykernel_8674:[],ipykernel_8738:[],ipykernel_87501:[],ipykernel_8779:[],ipykernel_8790:[],ipykernel_8815:[],ipykernel_8843:[],ipykernel_8855:[],ipykernel_8861:[],ipykernel_96069:[],ipynb:[17,26],ipython:[0,5,7,9,11,14,15,17,19,20,21,26,27],iq:6,iri:[8,9],irreduc:6,irrelev:[5,27],irrespect:[0,26],irvin:[20,21],isbox:13,iseffici:[],isinst:[],isn:5,isnan:[],isnul:0,isol:[],isomap:11,isotop:26,issu:[1,9,18],it_arrai:13,item:[0,13,26],items:[18,26],iter:[1,2,3,4,6,7,8,9,11,13,14,23],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,20,21,23,26],itself:[5,6,12,19,20,21,23,27],iv:[],ix:[],j1:18,j6p8yfhx1mv_0grj5xl4650h0000gp:[],j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18,19,23,25,26,27],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknif:[6,17,26],jacobian:[2,13],jacobian_shap:[],jakobsen:24,jason:4,jax:[17,20,26],jax_descend_i:[],jax_descend_x:[],jax_enable_x64:[],jax_grad:[],jd:[],jensen:[24,26,27],jerom:[19,25],ji:[12,18],jit:13,jj:[0,5,6,26],jk:[0,1,6,12,18,26],jl:[0,26],jm:18,jmlr:[],jnp:13,job:[2,8,10],johansen:26,join:[0,4,6,7,9,26,27],joint:[4,5],journal:[],jpg:[],jr:[],judg:13,judgement:[6,19],julia:[17,18,19],jump:[19,23],junk:4,jupit:26,jupyt:[0,15,17,19,25,26],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,21,23,26,27],justif:0,justifi:[3,10],k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,17,18,19,21,23,24,26,27],k_1:[],k_2:[],k_half_height:[],k_half_width:[],k_j:[],k_n:[],k_x:[],k_y:[],kaggl:[6,19,20,21],kai:[],kajda:[],kappa_d:23,karl:[24,26],karush:8,kate:[],katrin:[24,26],keep:[0,1,4,5,6,11,13,14,18,19,20,21,26,27],keepdim:[1,6,10,18],kei:[0,1,3,6,12,27],kept:[4,6,14],ker1:[],ker2:[],ker_coef:[],kera:[0,4,17,19,20,21,26],kernel:[0,1,3,17,26,27],kernel_feature_maps_index:[],kernel_fft:[],kernel_height:[],kernel_input_channels_index:[],kernel_regular:[1,3],kernel_reshap:[],kernel_s:4,kernel_width:[],kernelpca:11,kev:[0,26],kevin:[25,26],keyboardinterrupt:[1,2,3,4],keyword:[6,13,18,19,26],kfold:6,kg:1,ki:18,kick:[1,13],kiener:2,kilomet:[6,27],kind:[0,2,3,4,8,12,13,14,26,27],kj:[6,12,18,27],kjm:[17,26],kkt:8,kl:23,km:[12,26],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,17,26,27],knowledg:[0,17,26],known:[1,3,4,5,6,7,8,9,12,18,19,20,21,23,25,27],kondev:[0,26],kp:23,kpca:11,kristin:[],kroneck:14,kuhn:8,kumar:[],kvalsund:[24,26],kwarg:[0,2,3,4,13],kwd:[0,3,4],kwown:[0,26],l0:7,l1:[0,1,3,7,26],l1_l2:[1,3],l1regl:5,l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,18,19,21,23,26,27],l_1:7,l_2:[7,13,20],l_:18,l_j:12,l_ja:[],la:13,la_i:12,la_k:12,lab:[17,19,21,26],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,17,18,19,20,21,23,26,27],label_encoder_deprecation_msg:[],label_prob:[],labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1,27],laboratori:22,lack:[0,26],lagari:2,lagrang:[8,11],lam:[],lambda:[0,1,2,3,5,6,7,8,10,12,13,19,20,23,26,27],lambda_0:11,lambda_1:[5,8,11,27],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,27],lamda:1,land:[0,8],landmark:8,landscap:13,langl:[0,6,11,23,26,27],languag:[0,1,4,8,15,17,18,19,20,21,25,26],lapack:[18,26],laplac:5,laptop:17,larg:[0,1,2,4,5,6,8,9,10,11,13,15,17,18,19,21,23,25,26,27],larger:[0,3,5,6,8,10,11,13,23,26,27],largest:[4,8,11],larn:[],lasso:[0,7,17,21,26],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,10,12,13,18,19,23,24,26],lastli:[],late:[],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15,17,19,20,21,26],latest:[4,17],latest_checkpoint:4,latex:26,latter:[0,3,6,7,8,11,13,16,18,19,21,23,26,27],lattic:12,law:0,lax_numpi:[],layer:[0,4,13,20,21,26],lbfg:[7,9,10,11],lcc:[5,6],lda:11,ldot:[0,6,11,19,26],le:[5,7,10,13,23,27],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,18,23,26,27],leaf:9,leaki:[1,20],leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,18,22,24,25],learnabl:3,learner:10,learnig:26,learning_r:[3,8,10],learning_rate_init:[0,1,26],learning_schedul:13,learnt:[19,20,21],least:[0,7,8,10,11,15,16,17,18,20,21,23],leat:13,leav:[0,1,3,5,6,9,11,26],lectur:[0,1,5,10,11,12,13,15,17,18,19,20,21,22,24,25],lecture_11_backpropag:[],lecturenot:[0,17,19,25,26],led:[],lee:[],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18,19,23,26,27],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,26,27],len:[0,1,2,3,4,5,6,8,9,10,11,12,18,26,27],len_index:0,lenght:[],length:[0,1,2,3,4,8,9,13,16,17,21,26,27],length_of_sequ:4,leq:[0,5,7,8,13,14,21,23,26,27],less:[0,1,3,4,5,6,8,9,13,17,23,26,27],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,23,26,27],letter:[0,16,18,23,26,27],level:[0,1,5,6,9,17,18,19,20,21,22,24,26],lfloor:[],li:[8,11],lib:[0,2,3,4,6,7,8,9,11,13,26],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,18,19,20,21,23,25,27],licens:[0,1,15,17,19,20,21,26],lie:[0,6,11,23,26,27],life:[0,1,8,12,26],lifetim:13,light:[],lightweight:[],like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,17,18,19,20,21,23,26,27],likelihood:[0,1,5,9,26,27],lim_:23,lima:24,limit:[0,5,6,7,8,9,11,12,18,19,20,21,26,27],lin_clf:8,lin_model:0,lin_reg:9,linalg:[0,2,5,6,8,11,13,18,23,26,27],line1:8,line2:8,line2d:13,line3:8,line:[0,1,2,3,4,6,8,10,11,13,19,21,26,27],linear:[1,3,5,6,7,9,10,11,12,17,19,21,23],linear_model:[0,5,6,7,8,9,10,11,13,26,27],linear_regress:6,linearli:[5,27],linearloc:[6,13,19],linearregress:[0,6,7,9,26,27],linearsvc:8,lineat:[],liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10,19],link:[0,4,9,12,17,19,20,21,24,26],linlag:5,linpack:[18,26],linreg:[0,26],linspac:[0,2,3,4,6,8,9,10,13,15,16,18,23,26,27],linu:4,linux:[0,1,15,17,19,21,26],liquid:[0,26],list:[0,1,2,3,4,9,17,19,20,21,26,27],listcomp:[],listedcolormap:[9,10],literatur:[1,7,14,21,25],littl:[1,3,9,12],live:8,ll:[0,23,26,27],lle:[0,27],lloyd:[4,14],lmb:[0,2,5,6],lmbd:[0,1,3,26],lmbd_val:[0,1,3,26],lmbda:13,ln:[1,13],load:[0,1,4,6,7,9,10,19],load_boston:0,load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10,26],local:[0,1,2,3,4,7,12,13,27],locat:[2,3,8],lock:[3,4],log10:[0,5,6],log2:[],log:[0,1,2,4,5,6,7,9,10,11,13,18,19,20,21,26,27],log_:[0,26],log_clf:10,logarithm:[0,5,7,18,26],logbook:[19,20,21],logic:[0,1,9,26],logist:[0,1,2,8,9,10,11,12,13,17,21,27],logistic_predict:[],logistic_regress:[],logisticregress:[7,9,10,11],logit:7,logloss:[],logreg:[7,9,10,11],logspac:[0,1,3,5,6,26],longer:[2,3,8,10,14,18,20,23,26],loocv:6,look:[0,1,2,3,4,5,6,7,8,9,10,11,13,16,18,19,20,21,23,26,27],loop:[1,4,6,10,12,14,17,18,26],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,18,19,20,21,26],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6],low:[0,6,9,10,11,19,20,26,27],lower:[0,1,3,6,9,10,16,18,27],lowercas:[18,26],lowest:[9,13,23],lr:[1,3,4,10],lrelu:[],lstat:0,lstm:4,lstm_2layer:4,lstsq:[0,26,27],lt:6,lu:[0,5,26,27],lubksb:18,luckili:2,ludcmp:18,lux:18,lvert:1,lw:[0,26],m1:[3,4],m:[0,1,2,3,5,6,8,9,10,11,12,13,18,22,23,24,25,26,27],m_1:14,m_:[9,12],m_h:[0,26],m_k:14,m_l:12,m_n:[0,26],m_p:[0,26],m_t:13,ma:11,machin:[1,3,4,5,6,7,9,10,11,12,15,18,22,25,27],machinelearn:[0,6,16,17,19,22,24,25,26],mackai:25,made:[0,1,3,4,5,6,7,9,11,12,19,20,21,26,27],mae:[0,26],magic:4,magnitud:[1,6,7,13,27],mai:[0,1,2,3,5,6,7,8,9,11,12,13,17,18,19,20,21,23,26,27],mail:[22,24],main:[0,1,3,4,5,6,7,9,18,19,20,25,27],mainli:[0,5,6,7,9,21,26,27],mainstream:[],maintain:6,major:[1,6,9,10,13,18,26],make:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,20,23,25],make_axes_locat:6,make_classif:[],make_moon:[8,9,10],make_pipelin:[0,6,10,27],make_vjp:[2,13],makedir:[0,6,7,9,26,27],makeplot:[0,26],malcondit:18,malign:[1,7,9],mammographi:5,manag:[0,2,3,15,17,19,21,26],mandatori:[24,26],mani:[0,1,3,4,5,6,7,8,9,11,13,14,17,18,19,20,21,23,25,26,27],manifold:11,manner:3,manual:[6,27],map:[0,1,2,6,7,8,11,12,14,19,23,26],marc:27,march:[],margin:[0,5,8],maria:[],marit:[0,26],mariu:[],mark:26,markedli:[],marker:[0,7,18,26],markov:[17,26],marsaglia:23,mass:[0,1,5,13,27],massag:[0,26],masses2016:[0,26],masses2016ol:[0,26],masses2016tre:0,masseval2016:[0,26],master:[6,16,19,22,24],mat1100:[17,26],mat1110:[17,26],mat1120:[17,26],mat:[17,21,26],match:[0,1,4,5,13,14,27],materi:[4,5,7,13,18,21,24],math:[3,7,12,13,18,23,25,26],mathbb:[0,4,5,6,7,8,11,12,13,14,18,19,23,26,27],mathbf:[0,5,6,7,8,13,18,19,26,27],mathcal:[1,5,6,7,13,19],matheemat:3,mathemat:[0,6,11,12,13,17,18,23,25,26],mathemati:26,mathmlbook:16,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,19,23,26,27],matmul:[1,2,5],matnat:25,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,21,23,26,27],matplotlibdeprecationwarn:[6,13,19],matric:[0,1,3,4,6,7,8,11,13,16,17,27],matrix:[0,2,3,4,6,7,8,10,13,15,16,19,20,21,23],matshow:1,matter:[2,3,13,27],max:[0,1,2,3,4,9,10,12,13,24,26],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_h:[],max_it:[0,1,7,8,9,11,13,26],max_iter:14,max_leaf_nod:10,max_pooling2d_49:[],max_pooling2d_50:[],max_queue_s:[3,4],max_sampl:10,max_w:[],maxdegre:[0,6,10,27],maxdepth:10,maxim:[1,4,5,7,8,11],maximum:[0,2,3,5,7,8,9,10,13,14,26,27],maxpolydegre:[5,6],maxpoolin:[],maxpooling2d:3,mbox:[5,6,19,27],mccorduck:[],mcculloch:12,md:[11,19],mdoel:4,mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,21,23,26],mean_absolute_error:[0,26],mean_divisor:14,mean_i:23,mean_matrix:14,mean_squared_error:[0,4,6,7,10,26,27],mean_squared_log_error:[0,26],mean_vector:14,mean_x:23,meaning:[0,4,7,26],meansquarederror:[0,26],meant:[2,3,7,10,13],measur:[0,1,2,5,6,9,11,12,14,19,20,23,26,27],mechan:[0,4,21,23,26],median:[0,26,27],medicin:12,medium:[4,8,13,20],medv:0,meet:[0,24],mehta:[0,20,26,27],mek4270:21,member:[],memori:[3,4,11,12,13,18],mention:[0,12,13,19,20,21,23,26],mere:[0,15,20,26],meshgrid:[2,5,6,8,9,10,11,19,27],messag:[5,13],messi:2,met:[0,3,8,27],metal:[3,4],meteorolog:[9,21],meter:[6,27],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,20,21,23,25,27],metion:[6,19],metric:[0,1,3,6,7,9,10,14,15,16,26,27],metropoli:[17,26],mev:[0,23,26],mgd:13,mglearn:[17,26],mgrid:13,mhjensen:[2,3,6,7,8,9,11],mi:10,mia:[24,26],michael:20,michigan:26,microsoft:25,mid:1,midel:4,midnight:16,midpoint:9,might:[0,1,2,4,6,9,13,27],mild:9,mileston:[],millimet:[6,27],million:[0,26,27],mimic:12,min:[0,2,5,8,9],min_:[0,2,5,14,26,27],min_samples_leaf:9,mind:[0,6,13,19,26,27],mindboard:4,mine:[17,26],mini:[1,11,12,13,20],minibatch:[1,11,13],minibathc:13,miniforge3:[0,2,3,4,6,7,8,9,11,13,26],minim:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,19,27],minima:[0,1,7,13,26],minimum:[0,1,2,6,8,9,11,13,27],minmaxscal:[0,27],minor:[6,13,19,23],minst:1,minu:7,mirjalili:26,mirror:9,misc:[6,19],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10],mistak:4,mistakenli:[],mit:25,mix:[1,2,26],mixtur:13,mk:[9,18],mkdir:[0,6,7,9,26,27],ml:[0,1,10,13,18,19,20,21,27],mlab:23,mlbook:26,mle:[5,7],mlp:1,mlpclassifi:1,mlpregressor:[0,26],mm:18,mml:27,mn:[12,23],mnist:[1,11,20],mnist_784:[],mod:23,mode:[22,24,26],model:[2,3,5,7,8,9,10,11,13,14,15,16,17,19,23,25,27],model_select:[0,1,3,5,6,7,9,10,11,26,27],moder:10,modern:[0,6,7,17,26],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,26,27],modul:[0,7,9,11,18,26],modular:23,modulo:23,moe:[11,27],moment:[5,6,13,23],moment_correct:[],momentum:20,momentum_schedul:[],mondai:26,monitor:13,monochrom:[],monoton:[5,12,23],mont:[0,6,17,23,25,26],moor:[5,6],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,17,20,21,23],moreov:[0,3],morten:[24,26,27],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,23,26,27],mostli:[1,11],motion:[0,13],motiv:[1,4],mouth:[],move:[0,4,5,6,7,9,12,13,14,19,23,27],mpl:[0,7,26],mpl_toolkit:[2,6,13,19],mplot3d:[2,6,13,19],mplregressor:1,mse:[0,4,5,6,9,10,15,16,19,20,21,26,27],mse_simpletre:10,mselassopredict:5,mselassotrain:5,mseownridgepredict:6,msepredict:5,mseridgepredict:[0,5,6],msetrain:5,msg:0,msle:[0,26],mt:[7,12],mu0:23,mu1:23,mu2:23,mu:[0,6,11,13,23,26],mu_1:27,mu_:[6,23,27],mu_i:[6,27],mu_n:11,mu_x:23,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,18,19,21,23,26,27],multi:[0,1,3,7,17,26],multiclass:[1,7],multidimension:[11,12,26],multiindex:[],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,23,27],multipli:[3,5,6,11,13,18,23,27],multiplum:8,multivari:[0,2,10,11,17,23,26],multivariate_norm:[11,14],multiwai:[],murphi:[11,25,26],must:[0,1,2,5,6,8,10,12,13,14,23,27],mut_add:[],mutabl:[],mutat:7,mutual:[1,3,6,13],mx_:23,myenv:[0,2,3,4,6,7,8,9,11,13,26],myriad:[0,15,17,26],mz1:23,mz2:23,n1:18,n2:18,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,18,19,20,23,26,27],n_0:[12,23],n_:[1,2,3,8,12,23],n_boostrap:[6,10],n_bootstrap:6,n_categori:[1,3],n_cluster:14,n_compon:11,n_epoch:13,n_estim:10,n_examples_to_gener:4,n_featur:1,n_filter:3,n_hidden:2,n_hidden_neuron:[0,1,26],n_i:23,n_input:[0,1,3,27],n_instanc:9,n_iter:[],n_iter_i:[7,9,11],n_job:10,n_k:14,n_l:[12,23],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14],n_split:6,n_step:4,n_t:2,n_x:2,na:[],nabla:[1,13],nabla_:[2,13],nabla_w:13,nafter:[],nag:13,naimi:[0,26],naiv:7,naive_kmean:14,najafi:[24,26],nall:0,namd:[],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,17,18,19,21,23,24,26,27],nameerror:[6,10,19],nan:[],narrow:13,nary_f:[2,13],nary_op_arg:[2,13],nary_op_kwarg:[2,13],nary_oper:[2,13],nation:[1,5],nativ:[17,26],natur:[0,1,4,8,9,12,13,19,20,21,23,25,26],navier:12,nb:23,nb_:18,nbconvert:26,nd:14,ndarrai:[2,6],ndef:13,nderiv:[],ne:[9,10,18,23,27],nearest:[1,3,6,11],nearli:13,neat:26,neatli:[],neccesari:6,necess:2,necessari:[0,1,3,4,8,14,26],necessarili:[0,4,11,23,26],necesserali:5,necessit:[],neck:7,need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,27],neg:[0,1,3,5,6,7,10,13,18,23,26],neg_mean_squared_error:6,neglect:23,neglig:23,neighbor:[3,6,11],neither:[4,13],neq:[13,14,23],nerual:[],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[18,26],network:[0,9,13,17,25,27],networkd:21,neural:[0,13,17,25,27],neural_network:[0,1,2,26],neuralnetwork:1,neuralnetworksanddeeplearn:[],neuron:[1,2,3,4,12],neutral:[0,26],neutron:[0,26],never:[1,3,4,6,9,23],new_box:13,new_chang:13,new_hobbit:26,new_root:13,new_trac:13,new_tracing_count:[3,4],new_windows_first_dim:[],new_windows_sec_dim:[],newaxi:[0,3,6,9],newli:[0,26],newton:[1,7,8,13,23],next:[0,1,2,3,4,5,6,8,9,13,14,26,27],next_guess:13,next_input:4,next_nod:[],nf8_grad:13,nfrom:13,ng:1,ngini:9,nhow:[],ni:14,nice:[0,1,5,11,26,27],nielsen:20,nimport:13,nip:[],niter:13,nitric:0,nlambda:[0,5,6],nlp:25,nm:23,nm_n:[0,26],nmnm:[],nmse:6,nn:[2,5,6,12,18],nn_model:1,nnmin:2,node:[1,2,3,9,10,12,20,21],node_constructor:[],node_index:[],nois:[0,4,5,6,8,9,10,13,15,16,19,26,27],noise_dimens:4,noisi:[1,6,19],non:[0,1,3,4,5,6,7,9,10,11,12,13,14,18,19,23,26,27],noncommerci:[20,21],none:[0,1,2,3,4,5,9,10,13,23,26,27],nonetheless:[],nonlinear:[3,6,8,9,11,12],nonneg:[6,9,13],nonparametr:6,nonsens:23,nonsingular:18,nonumb:[3,7,8,13,18],nonxla:[3,4],nor:[1,4,13],norm:[0,1,5,6,8,11,13,26,27],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,17,18,19,20,21,23,26,27],normali:[18,26],norvig:[],norwai:[6,19,20,21,26],notat:[0,2,5,6,13,14,23,26,27],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,17,18,19,20,21,23,25,26],notebook:[0,1,3,9,15,17,19,20,21,26],notesexercise5week452022:[],notessep14:[],notessep28:[],noth:[1,2,5,8,12,14,23,27],notic:[4,5,12,13,18,23,26],notimplementederror:[],notion:3,noutput:[],nov:[20,21],novel:[3,6,10],novemb:[1,22,24,26],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,18,19,20,21,23,26,27],nowadai:[0,1,3,9,17,26],nox:0,np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,19,23,26,27],npr:2,nprint:13,npv:[],nsampl:[6,9],nt:2,nthi:0,ntrained_model:6,nu:23,nuclear:[5,27],nuclei:[0,23,26],nucleon:[0,26],nucleu:[0,26],num:4,num_allow_arg:0,num_class:[],num_coordin:2,num_equ:[],num_hidden_neuron:2,num_it:2,num_iter:[],num_neuron:2,num_neurons_hidden:2,num_not:[],num_output:[3,4],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,24,26],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,18,25,26,27],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,23,27],numpy_vjp:[],numpy_wrapp:[],nunmpi:[5,27],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:23,ny_pr:6,ny_train:6,ny_train_mean:6,nz:[],o:[0,6,7,8,9,11,15,18,24,25,26],o_j:[],obei:[6,11,13,27],object:[0,1,2,4,6,8,10,13,18,26],obliqu:[5,27],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,23],obtain:[0,1,5,6,7,8,9,10,12,13,14,18,19,20,23,26,27],obviou:[5,6,11,23,27],obviouli:26,obvious:[0,4,5,6,18,20,26],oc:27,occas:[],occasion:[],occupi:0,occur:[0,6,8,9,18,23,26],occurr:[],oct:[],octob:[22,24,26],od:[0,21],odd:[0,3,7,26,27],odenum:2,odesi:2,odin:26,oen:0,off:[1,3,4,5,9,13,23],offer:[6,11,17,18,22,24,26],offic:[24,26],offici:[22,26],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,23,26,27],oftentim:[],ofter:[18,26],og:[],ol:[0,13,15,16,20,26,27],old:[1,5,10,13],oldest:[],ols_fit:[],ols_fit_beta:[],ols_sk:6,ols_svd:6,olsbeta:[0,5],omega:[2,3,6],omega_0:3,omiss:[],omit:[0,5,26,27],on_train_batch_begin:[3,4],onc:[1,6,9,11,13],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,17,18,19,20,21,23,24,26,27],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,18,19,21,26,27],ones_lik:4,ong:27,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,23,26,27],onlin:[11,22],onto:[5,11,27],op_nam:[3,4],open:[0,1,4,6,7,9,15,17,19,21,22,24,26],oper:[0,1,3,5,6,10,11,12,13,15,17,23,26,27],operation:23,oplu:23,opmiz:13,opportun:0,oppos:[6,13],opposit:[1,5,8,27],opt:[1,5,20,21,26],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,19,20,21],optimis:[1,3],optimist:[],optimizer_v2:3,option:[0,1,3,5,6,7,8,9,11,18,19,20,27],optionalxlacontext:[3,4],optmiz:[1,8,13,27],oral:26,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,18,19,20,21,23,26,27],ordinari:[0,2,3,7,11,13,15,16,17,20,21],ordinrari:[],oreilli:[25,26],org:[0,3,4,7,9,11,17,18,25,26],organ:[6,7,10,18],orient:[1,5,23,27],origin:[0,3,5,6,8,11,12,13,18,26,27],original_imag:[],orthogn:[5,27],orthogon:[0,5,6,8,11,13,18,26,27],orthonorm:[5,27],os:[0,1,4,5,6,7,8,9,24,26,27],oscar:1,oscil:[3,13],oslo:[0,15,17,19,20,21,22,24,26,27],osx:[0,15,17,19,21,26],other:[0,1,2,3,5,6,7,8,10,13,14,15,17,19,20,21,22,23,24,25],otherwis:[0,1,4,7,13,18,20,26],ouput:[5,7,12],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,20,23],ourmodel:0,ourselv:[0,5,6,8,11,13,21,26,27],out1:[],out2:[],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,17,18,19,20,23,26,27],out_deriv:[],out_fil:9,out_h:[],out_w:[],outcom:[0,7,9,10,12,23,27],outdoor:9,outer:[6,12,13],outfil:4,outgrad:2,outlier:[0,8,26,27],outlin:[6,10,11],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,18,19,20,21,23,26,27],output_bia:1,output_bias_gradi:1,output_func:[],output_grad_tr:[],output_lay:[],output_nod:[],output_shap:4,output_weight:1,output_weights_gradi:1,outputlay:[],outputlayer1:12,outputlayer2:12,outsid:4,over1:13,over:[0,1,3,4,5,6,9,10,12,13,18,19,26,27],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,26],overfit:[0,1,3,6,9,10,13],overflow:[1,5],overflowerror:[],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,18,26,27],overst:0,overtrain:4,overview:3,overwritten:[],own:[4,5,6,8,12,13,17,18,19,21],owner:0,ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6],ownypredictridg:0,ownytilderidg:0,oxid:0,p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18,23,26,27],p_1:[],p_2:[],p_:[2,4,8,9],p_hidden:2,p_i:[5,23],p_j:23,p_n:23,p_output:2,p_x:23,pack:[0,26],packag:[0,1,2,3,4,5,6,7,8,9,11,13,15,17,19,20,21,23,27],packtpub:26,packtpublish:26,pad:[3,4],pad_imag:[],padded_height:[],padded_imag:[],padded_img:[],padded_width:[],page:[0,17,26],pai:[0,1,9,13],paid:21,pair:[0,2,3,9,17,23,26],pamilla:[],panda:[0,4,5,6,7,9,11,15,17,19,21],panel:26,paper:1,paradigm:[0,26],parallel:[3,4,10,13,17,18,26],param:[2,4],param_distribut:[],param_grid:[],paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,19,20,21,23],parameter:[0,6,10,19,26,27],parametr:[0,6,15,16,26,27],paramt:[3,5],parent:2,parent_argnum:[],parser:0,part:[0,1,3,5,6,10,18,22,23,24,26],partial:[0,1,5,6,7,8,10,11,12,13,16,23,26,27],particip:[17,22,24,26],particl:[0,4,13,23,26],particular:[0,1,2,3,5,6,9,10,11,12,13,16,19,23,25,26,27],particularli:[5,6,8,11,13,23,27],partit:[1,4,9],partli:[6,26],pass:[2,3,12,14],password:[19,20,21],past:[10,23],patch:[6,23],path:[0,4,6,7,9,15,17,26,27],pathcollect:[],patient:7,patter:4,pattern:[0,3,4,12,21,22,25,26],pauli:[0,26],pavisj:[],pc:[11,17],pca:[0,7,17,26,27],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11,26,27],pde:[2,21],pdf:[0,3,4,5,6,9,16,19,20,21,25,26],pedagog:[0,26,27],peel:[],penal:[6,27],penalti:[6,13,19,27],penros:[5,6],pentagon:13,peopl:[0,1,9,13,17],per:[0,1,6,22,24,26],perc_print:[],percentag:[0,10,11,24],perceptron:[0,1,7,26],peregrin:26,perfect:[0,1,13,26],perfectli:[4,6],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,18,19,20,21,23,26,27],performac:4,perhap:[0,5,13,21,26,27],perimet:[1,9],period:[1,4,23],permut:11,persist:13,person:[5,6,7,22,24,26,27],perspect:[21,25],pertin:[12,20,26],petal:[8,9],peter:[25,27],phantom:23,phase:[6,12],phd:[],phenomena:23,phi:8,phi_k:8,philosophi:13,phone:[24,26],photo:4,photon:[],php:20,phrase:[0,26],physic:[0,1,4,7,12,13,20,21,23,24,25,26,27],physicist:20,pi:[2,3,5,6,7,9,12,13,21,23],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,26],pie:[17,26],piec:[11,14],pillow:[0,15,17,19,21,26],pinv:[5,6,13,27],pip3:[0,1,15,19,21,26],pip:[0,1,15,17,19,21,26],pipelin:[0,6,8,10,27],pippin:26,pit:4,pitfal:[6,27],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,18,19,21,26],placement:[],plai:[0,3,4,5,6,8,11,17,26,27],plain:[8,10,12,13,14,20],plan:[6,9,24,25,26],plane:[8,9],plateau:5,platform:[3,4,17,26],plausibl:12,pleas:[6,7,9,11,13,19,20,21,24,26],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,23,26,27],plot_confusion_matrix:[7,10],plot_convolution_result:[],plot_count:6,plot_cumulative_gain:[7,10],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10],plot_surfac:[2,6,13,19],plot_train:9,plot_tre:[9,10],plqvvvaa0qudcjd5baw2dxe6of2tius3v3:[],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,23,26,27],plu:[0,3,5,7,26,27],pm:8,pmatrix:2,pml:25,pn:3,png:[0,4,6,7,9,26,27],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,18,19,21,23,24,26,27],point_1:4,point_2:4,poisson:[17,23,26],poli:[6,8],poll:[],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly3dcollect:13,poly_degre:[],poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10,27],polygon:13,polym:12,polymi:19,polynomi:[0,5,6,7,8,9,10,11,15,16,19,20,26,27],polynomial_featur:6,polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,27],polytrop:[0,6,26],pool:3,pool_siz:3,poolin:[],pooling2dlay:[],pooling_act:[],pooling_lay:[],poor:[1,13],poorli:[0,27],pop:[],popul:[0,5,26,27],popular:[0,1,3,6,7,8,9,11,12,15,17,18,19,21,23,27],popularli:[0,26],portabl:10,portion:[11,13],pose:[0,4,5,6,11,23,26],posit:[0,1,2,3,5,7,8,10,11,13,14,18,23,26,27],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,17,18,19,20,21,23,24,26,27],possible_gradient_typ:[3,4],possible_gradient_types_non:[3,4],possibletapegradienttyp:[3,4],post:[],posterior:5,postpon:[0,26,27],postscript:[19,20,21],postul:5,potenti:[0,3,5,6,12,13,21,26,27],pott:12,power:[0,1,5,6,8,9,12,13,26,27],pp:[5,6],ppv:[],practic:[0,5,6,7,8,19,20,21,23,27],practition:[0,1,3,26],pre:26,preced:[1,11,12,23],preceed:4,preceq:8,precis:[0,2,5,11,13,18,19,20,21,23,26,27],pred:6,pred_format:[],pred_train:[],pred_val:[],predicit:0,prediciton:[],predict:[0,1,5,6,7,8,9,10,15,16,17,19,21,25,26,27],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11,26,27],prefer:[0,1,6,8,9,11,13,15,17,19,20,21,26],prepar:[0,6,18,19,20,21,26,27],preprocess:[0,4,6,7,8,9,10,11],prerequisit:0,prescript:[19,20,21],presenc:13,present:[0,5,6,7,9,12,13,18,19,20,21,23,26,27],preserv:[3,11,18],press:[13,25],presum:[],pretrain:[1,4],pretti:[0,4,8,9,15,17,19,21,26],prev_a:[],prev_centroid:14,prev_g:[],prev_g_flag:[],prev_lay:[],prev_nod:[],prevent:[13,23],previou:[0,1,2,3,4,5,6,8,10,11,12,13,18,19,20,21,23,27],previous:[2,3,9,10,23],previous_nod:[],price:[0,4,9,13],primal:8,primari:[0,7,26],prime:23,primit:[],princip:[0,5,7,17,21,26,27],principl:[0,6,7,8,14,26],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18,23,26,27],print_funct:[8,9],print_length:[],printout:[0,26],prior:[0,5,6,26],privat:0,pro:20,prob:[1,23],probabilist:[0,25,26,27],probabl:[0,1,3,4,6,7,10,13,17,26,27],problem:[0,3,4,5,6,7,8,9,10,11,12,16,17,18,19,20,23],probml:25,proce:[0,5,6,7,8,9,10,11,13,18,26,27],procedur:[2,4,5,6,8,10,11,13,19,27],proceed:18,process:[0,2,4,6,9,10,12,13,15,17,18,19,21,23,25,26],processor:[],prod:25,prod_:[1,5,7],produc:[0,3,4,5,6,9,10,11,12,13,17,18,19,21,23,26,27],product:[0,1,3,5,6,7,8,12,13,16,17,18,26,27],profess:[0,26],profession:[],professor:[],profil:[3,4],profile_util:[3,4],progag:20,program:[0,1,4,5,6,8,12,14,15,16,17,18,22,23,24,26,27],programm:18,progress:[1,4,14],prohibit:6,project1:[6,19],project:[0,1,2,3,5,11,13,17,22,24,27],project_root_dir:[0,6,7,9,26,27],promin:12,promis:8,promot:[24,26],prone:9,pronounc:[13,17,26],proof:[0,11,12,13,26],prop:[],propag:[2,3,13,20],proper:[0,2,6,7,19,21],properli:[1,6,8,10,13,19,20,21],properti:[0,1,3,12,13,16,18,26],proport:[0,1,5,9,11,13,16,23,26,27],propos:[1,4,6,10,19,20,21,26],propto:[5,13],proton:[0,26],prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,17,18,19,20,21,23,26,27],proxi:[1,13],prune:9,pseudo:[18,23],pseudocod:[19,20,21],pseudoinv:5,pseudoinvers:[5,6],pseudorandom:[6,23],psycholog:[0,26],pt:13,ptratio:[],publish:21,punish:[0,1,26],pure:[3,9,23],purest:9,puriti:9,purpos:[0,3,10,12,14,26],push:[],put:1,py:[0,1,2,3,4,5,6,7,8,9,11,13,19,26],pycod:26,pydata:17,pydot:9,pyhton2:26,pylab:[0,7,26],pylint:[3,4],pypi:17,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,23,26,27],pythagora:5,python2:[0,15,19,21,26],python3:[0,2,3,4,6,7,8,9,11,13,15,17,19,21,26],python:[1,2,3,4,5,6,8,11,12,13,14,16,19,20,21,23,27],pytorch:[0,17,19,20,21,26],pywrap_tf:[3,4],q:[5,6,8,11,23,27],qp:8,qquad:[2,11,13,18],qr:[5,6,18,27],quad:[1,13,18],quadrat:[0,8,9,13,15,16,26],qualit:[4,9,19,20,21,23],qualiti:[0,9,15,16,17,26,27],quantifi:1,quantil:10,quantit:[0,6,9,19,20,21,26],quantiti:[0,2,5,6,7,9,10,11,12,14,16,18,23,26,27],quantiz:[],quantum:[4,12,21,25,26],quark:[],quartil:[0,27],qubit:[],quench:5,queri:9,question:[0,5,6,9,11,12,13,19,24,26,27],qugan:4,quick:[4,23],quick_execut:[3,4],quickest:[],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12,27],quot:4,r2:[0,5,6,20,21,26,27],r2_score:[0,26],r2score:[0,26],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,27],r_1:9,r_2:9,r_j:9,r_m:9,racial:[],racist:[],rad:0,radial:[0,8,12],radioact:23,radiu:[0,1,9,27],rag:2,rain:9,rais:[0,2,13],ramp:1,ran0:23,ran1:23,ran2:23,ran3:23,rand:[0,4,5,6,9,10,13,15,16,18,26,27],randint:[6,9,13],randn:[0,1,2,5,6,9,11,13,15,16,26,27],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,17,18,19,21,26,27],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11],randomforestclassifi:10,randomizedsearchcv:[],randomli:[1,6,9,13,14],randuniform:[],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,18,23,26,27],rangl:[0,6,11,23,26,27],rangle_x:23,rank:[5,27],rankdir:4,raphson:[1,8,13],rapid:[],rapidli:0,rare:[1,13,26],raschka:[26,27],rasckha:26,rate:[0,1,2,3,4,8,9,10,12,13,20],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,23,26,27],ratio:[4,7,9,10,11],ration:[],rational:[0,26],ravel:[5,6,7,8,9,10,11,13,18,27],raw:3,raw_df:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,23],rcond:[0,26,27],rcparam:[0,1,3,7,8,9,10,23,26],re:[2,4,13],reach:[1,4,5,6,7,9,10,11,12,13,14],read:[0,2,3,4,5,6,7,8,11,12,16,18,19,20,21,22,23,25],read_csv:[0,6,7,9,26],read_fwf:[0,26],readabl:[],reader:[0,6,18,23,26,27],readi:[0,1,5,6,8,10,11,12,18,19,26],readili:1,readthedoc:17,real:[0,1,2,4,7,10,11,12,13,18,27],real_loss:4,real_output:4,realist:8,realiti:23,realiz:[1,12],realli:[0,1,26],rearrang:13,reason:[0,1,3,4,10,13,25,26],reassign:1,reat:[],reber:[],recal:[5,6,9,10,11,12,18,23,26,27],recast:3,receiv:[1,3,10,12,23],receiver_operating_characterist:[],recent:[0,1,2,3,4,6,10,13,19,25,26],recept:[3,12],receptive_field:3,recip:[0,6,7,18,19,20,21,26,27],reciproc:5,recogn:[0,4,5,10,26],recognit:[0,1,3,12,22,25,26],recommen:26,recommend:[0,2,3,4,5,6,8,13,15,17,18,19,20,21,25],reconsid:9,reconstruct:11,record:[10,19,20,21,22,24,26],recov:[],rectangl:[9,13],rectangular:[5,27],rectifi:[1,3,12],recur:[0,17,26],recurr:[0,1,17,21,26],recurs:[9,17,18,26],red:[0,3,4,6,8,9],redefin:[0,10,26,27],redefinit:[],reduc:[1,3,5,6,9,10,11,13,26],reduct:[0,10,11,17,23,26,27],refer:[0,1,2,3,5,6,7,9,11,12,13,14,18,19,20,25,26,27],referenc:2,refin:12,refit:6,reflect:[0,1,4,5,19,20,21,23,26],refrain:[],refresh:[17,26],refreshprogrammingskil:26,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12,19,21],regist:[6,19,23],reglasso:5,regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,17,18,21],regressor:[0,7,10,26],regridg:[0,5,6],regular:[0,3,4,5,6,7,9,13,20,24,26,27],regularis:6,regularizi:[],reilli:[0,15,25,26],reinforc:[0,8,17,26],reiniti:[],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,23,26,27],relat:[0,1,3,4,5,11,13,14,18,21,23,26],relationship:[0,4,9,26],relativeerror:[0,26,27],releas:[1,3,4,6,13,17,19,20,21,26],relev:[0,1,5,7,11,15,17,19,20,21,23,26],reli:[0,6,8],reliabilti:[19,20,21],reliabl:[7,23],relu:[3,4,20,21,26],remain:[1,2,4,6,12,18,23,27],remaind:23,reman:2,remark:1,rememb:[0,8,13,18,19,20,21,26],remind:[0,5,11,13,18,23,27],remov:[0,4,5,6,27],render:[0,26,27],reorder:[5,7,27],reorgan:[0,26],repeat:[0,1,3,4,5,6,9,10,11,13,14,18,19,20,23,26],repeated:26,repeatedli:[0,6,10,13],repet:3,repetit:[6,26,27],rephras:13,replac:[0,1,3,4,5,6,10,12,14,15,16,17,19,20,21,26,27],repli:[],replica:6,repo:[19,20,21],report:26,reportexampl:19,reportsampl:[],repositori:[0,4,19,20,21,26],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,20,23,26,27],represent:[0,1,3,6,23,26],representd:3,reproduc:[0,5,6,9,12,15,16,17,19,23,26,27],repuls:[0,26],request:[0,13],requir:[0,1,3,4,5,6,8,9,11,12,13,18,21,26,27],rerun:[],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,19],resampl:[0,7,10,17,26,27],rescal:[0,11,12,27],rescu:5,reseach:[6,19],research:[0,4,13,17,21,25,26],researchg:[],resembl:[6,23],reserv:[1,5,6,23],reservoir:[],reset:[],reset_weight:[],reset_weights_independ:[],reshap:[0,1,2,3,4,6,8,9,10,15,16,18,26,27],residenti:0,residu:[0,5,13,26],resiz:[5,27],resolv:[],resourc:26,resourcewarn:[],respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,19,21,23,26,27],respond:12,respons:[0,7,9,12,26,27],rest:[0,5,27],restat:[0,12,26],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,26],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,26],result_ndim:[],retail:0,retain:[5,6,27],rethink:[],retrain:[],retriev:26,return_data:14,return_sequ:4,return_x_i:9,reus:[1,3,6,19,20],reusabl:[],reveal:[0,12,26],revers:[1,18],reversed_lay:[],review:[17,18],revisit:14,revolut:26,reward:[0,4,26],rewrit:[0,3,5,6,7,8,10,11,12,13,18,19,23],rewritten:[2,6,8,10,23],rewrot:13,rf:10,rfloor:[],rgb:3,rgoj5yh7evk:17,rh:6,rho2:[],rho:[0,10,13,26],rho_1:10,rho_2:10,rho_m:10,rich:[0,26],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,17,20,21,26],ridge_fit:[],ridge_fit_beta:[],ridge_sk:6,ridgebeta:5,ridgecv:[],right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,18,19,23,26,27],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,23,26,27],rigor:[0,26],ring:6,rise:[0,26],risk:[0,13,15,16,26],rival:4,river:0,rl:[],rlm:26,rm:[0,23],rmb:[],rms_prop:[],rmse:0,rmsporp:13,rmsprop:[1,3,4,13,20],rnd_clf:10,rng:23,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:23,rntrick2:23,rntrick3:23,rntrick4:23,ro:[0,13,26],robert:[19,25],robust:[0,26],robustscal:[0,27],roc:[7,10,21],rod:21,role:[0,2,5,6,8,17,26,27],roll:6,room:[0,24,26],root:[0,5,9,13,23,27],rot90:[],rot:26,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13],routin:[13,18,26],row:[0,1,2,5,6,7,9,11,18,26,27],rr:[5,27],rrr:[5,27],rubinfeld:[],rug:13,rule:[0,1,5,6,13,19,26,27],run:[0,1,2,3,4,5,6,8,9,11,13,15,17,19,20,21,26,27],runtim:[1,6,14],runtimewarn:[1,6],russel:[],rust:[0,15,17,18,26],rv_frozen:[],rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,19,20,21,23,26,27],s_1:6,s_2:[],s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,sadli:[],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,18,19,21,23,26,27],said:[6,9,13],sake:[0,5,7,11,26,27],sale:[0,26],sam:26,same:[0,1,2,3,4,5,6,8,9,11,12,14,18,19,21,23,26,27],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,17,18,19,23,26,27],sample_vari:14,sample_weight:[3,4],sampleexptvari:23,samwis:26,sastri:11,satisfactori:[0,26],satisfi:[1,2,3,6,8,13,18,23],satur:[1,6],save:[0,4,6,7,9,13,26,27],save_fig:[0,6,7,9,10,26,27],savefig:[0,4,6,7,9,23,26,27],savetxt:4,saw:[5,27],scalabl:10,scalar:[2,5,6,10,13,27],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,18,19,20,21,24,26],scale_mean:4,scale_std:4,scaler:[0,7,8,9,10,11,27],scan:[5,7],scari:5,scatter:[0,1,6,7,8,9,14,26,27],scenario:[6,13],schedul:[13,24],scheduler_arg:[],scheduler_bia:[],scheduler_weight:[],schedulers_bia:[],schedulers_weight:[],scheme:[1,13,21],schmidhub:[],scholar:[],schrage:23,schuld:[],scienc:[0,1,10,12,13,17,22,23,24,25],scientif:[0,15,17,19,20,21,26],scientist:[0,26],scikit:[3,5,6,7,8,9,10,13,17,18,19,20,21,22,25],scikit_learn:[0,16],scikitlearn:26,scikitplot:[7,10],scipi:[0,3,5,6,13,15,17,18,19,21,26,27],scl:6,score:[0,1,3,6,7,9,10,11,15,16,19,20,21,24,26,27],scores_kfold:6,scratch:[1,13],sdg:13,seaborn:[0,1,3,6,7,20,26],seamless:[0,15,17,19,21,26],seamlessli:[],search:[0,1,3,5,9,13,26],sebastian:26,sebastianraschka:26,sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,17,18,19,20,23,24,26,27],second_correct:[],second_mo:[],second_term:[],secondeigvector:11,secondli:12,section:[4,11,16,18,23,27],sector:0,sedol:[],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,21,23,26,27],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,19,23,26,27],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,26],seen:[0,1,3,5,10,12,23,26],segment:13,segreg:[],seismic:6,seldomli:[0,26],select:[1,5,6,8,9,10,11,19,20,21,22,23,24,25,26,27],self:[1,3,4,5,26,27],sell:4,semest:[7,22],semi:[8,13],semilogx:6,send:[5,12,13,24,26],senior:[22,24],sens:[0,4,6,8,19,26],sensibl:3,sensit:[0,5,6,9,13,26,27],sent:2,sentdex:[],sentenc:[4,12],sep:[],separ:[0,1,2,4,6,8,9,12,14,15,17,19,21,23,26],seper:[],septemb:[19,26],sequenc:[2,3,4,7,9,10,12,13,17,18,23,26],sequenti:[1,3,4,10,12,23],sequential_49:[],seri:[0,1,2,3,4,5,6,10,11,12,13,18,26,27],serif:[0,7,23,26],serv:[0,1,2,3,5,7,13,19,25,26,27],servic:[19,20,21],session:[1,19,22,24,26],set:[1,4,5,6,7,8,10,11,13,14,16,17,18,19,20,23,24],set_major_formatt:[6,19],set_major_loc:[6,19],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,26],set_xlabel:[0,1,2,3,7,12,26],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7,26],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:[6,19],seth:4,setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:6,setup:[1,4,6,8,17,20,26,27],sever:[0,3,5,6,7,8,9,11,12,13,17,18,20,23,26,27],sgd:[1,3,20],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:[5,27],shall:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,26,27],shape_bas:[],share:[1,3,26],she:7,shell:[],shift:[1,6,12,23],ship:3,shire:26,shortcom:13,shorten:4,shorter:23,shorthand:26,shortli:[18,26],should:[0,2,3,5,6,8,9,11,12,13,15,16,18,19,20,21,23,26,27],should_sync:[3,4],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,23,26,27],show_shap:4,showcas:[],shown:[0,4,5,7,8,9,11,12,13,18,27],shrink:[3,5,6,8,11,19,27],shrinkag:[5,6,27],shrunk:11,shuffl:[0,1,3,4,6,13,27],sick:[],side:[0,2,5,8,12,13,18,20,26],sigh:[17,26],sigma0:23,sigma1:23,sigma2:23,sigma:[0,1,5,6,7,10,11,12,13,18,19,23,26,27],sigma_0:[5,27],sigma_1:[5,27],sigma_2:[5,27],sigma_:[5,18,26,27],sigma_fn:[7,12],sigma_i:[0,5,26,27],sigma_j:[5,27],sigma_m:[6,23],sigma_n:[11,23],sigma_t:13,sigma_x:23,sigmoid:[1,2,4,7,8,10,12,20],sigmundson:[6,27],sign:[1,2,7,8,10,23,24],signal:[1,3,10,12],signatur:[3,4],signifi:4,signific:1,significantli:[1,13,21,23],sigurd:26,silli:[],sim:[4,5,6,13,19,23],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,18,19,20,21,26],similarli:[0,1,3,5,8,10,13,21,23,26,27],similiar:[],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,18,19,20,23],simple_rnn:4,simplefilt:[],simplepredict:10,simpler:[0,1,5,6,7,13,16,17,19,20,26],simplernn:4,simplest:[0,1,3,4,9,10,12,14,26],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,17,18,19,20,21,23,26,27],simplic:[2,5,6,7,8,9,10,11,12,14,27],simplicti:[5,27],simplifi:[0,6,9,15,17,19,21,26,27],simplist:[3,6,23],simul:6,simultan:6,sin:[0,1,2,3,4,9,12,13,18,21,26],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,18,23,25,26,27],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,18,20,23,26,27],singular:[0,6,13,18,19,26],sinusoid:3,site:[0,2,3,4,6,7,8,9,11,13,19,20,21,22,26],situat:[0,4,5,7,13,23,26,27],six:[3,23],size:[0,1,2,3,4,5,6,8,9,10,11,13,18,19,20,23,26],sketch:10,ski:9,skill:0,skip:[3,4,11],skiprow:[],skl:[0,6,26,27],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,26,27],skplt:[7,10],skrankefunct:[],sl:6,slack:8,sleep:[],slice:[2,18,26],slide:[0,3,15,16,19,20,21,23,26,27],slight:[6,13],slightli:[1,2,3,5,6,7,10,23,27],slope:[8,11,12],slow:[0,2,8,13,27],slower:[5,18,26,27],slowest:18,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,17,18,19,23,26,27],smaller:[0,1,2,5,6,8,9,11,13,23,26,27],smallest:[0,4,14,15,16,26],smallest_row_index:14,smooth:[0,3,6,9,13,19,21,26],sn:[0,1,3,6,7,26],sne:11,sneak:26,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,23,24,26,27],soar:6,sobel:[],sobel_kernel:[],social:0,societ:[],societi:[],socket:[],soft:[1,7,10,12],soften:8,softmax:[3,7],softwar:[0,8,15,17,18],sol:8,sole:[0,6,26],solid:[0,7],solut:[0,1,2,3,5,6,8,10,11,13,18,19,20,21,23,26,27],solution_ev:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,18,19,20,26,27],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:[2,7,8,9,10,11,18,26],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,21,23,26],some_model:[6,27],somehow:4,someth:[0,1,3,4,7,9,11,19,20,21,23,26,27],sometim:[0,1,11,12,13,14,26,27],somewhat:[],soon:[18,24,27],sophist:[0,26],sopt:13,sort:[5,6,9,11,23,27],sound:[3,5],sourc:[0,1,3,6,15,17,18,19,20,21,23,26],space:[0,1,4,5,8,9,11,12,13,14,21,23,27],span:[0,3,5,9,11,18,21,26,27],spare:1,spars:[3,6,18,26],sparse_add:[],sparse_mtx:[18,26],sparsecategoricalcrossentropi:3,sparseobject:[],sparsiti:10,spatial:[1,2,3,12],speak:23,special:[6,7,10,12,13,18,23,26,27],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,17,18,19,20,21,23,25,26,27],specifi:[0,3,5,6,7,9,11,13,14,19,23,26],specifici:[0,10,26],spectacular:3,spectral:1,speech:[0,1,3,4,12],speed:[1,2,4,13],speedup:[],spend:23,spent:[19,20,21],sphere:[0,27],spin:6,spite:0,spline:8,split:[1,3,4,5,6,8,9,10,11,14,19,23],split_1659548960591:[],splite:0,splitter:[1,10],spontan:23,spot:3,spread:[0,11,23,26,27],spring:[],springer:[19,25,26],spuriou:13,sqquar:[],sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,23,27],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,18,20,23],squarederror:10,squaredeuclidean:14,squash:12,src:[],srtm:[6,19],srtm_data_norway_1:[6,19],stabil:[5,19,20,21],stabl:[0,4,5,6,7,9,11,17,26,27],stack:[3,4],stackabl:[],stacklevel:0,stage:[5,13,19,20,21],stai:[0,2,4,5,11,26,27],stand:[0,5,9,12,26,27],standadscal:27,standard:[0,1,4,5,6,7,8,10,12,15,16,18,19,20,21,23,26],standard_basi:[],standardscal:[0,6,7,8,9,10,11,27],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,18,19,20,23,24,26,27],start_box:13,start_nod:13,start_tim:14,starting_point:[],stat:6,state:[1,2,4,5,6,7,8,10,11,12,13,17,20,21,23,27],statement:[0,7,18,26],stationari:21,statist:[0,1,3,4,7,9,10,11,12,13,14,18,19,22,25,27],statu:[0,7,9,11,26],stavang:[6,19],std:[0,4,6,26,27],stdout:[],steep:13,steepest:[],step:[0,1,2,3,4,6,7,9,10,11,12,13,14,18,19,26],step_fn:[7,12],step_length:13,step_num:[3,4],step_siz:[],steps_list:9,steps_per_epoch:[3,4],stereo:3,still:[0,2,3,5,6,11,13,21,23],stimuli:12,stk2100:[25,26],stk3155:[15,19,20,21,22,24],stk4021:[25,26],stk4051:[25,26],stk4155:[22,24],stk5000:25,stk:[25,26],stochast:[0,1,5,6,8,11,12,15,16,19,21,26],stock:4,stoke:12,stone:[0,7,19],stop:[1,4,7,9,11,13,14],storag:[5,27],store:[0,1,2,3,6,11,13,19,23,26],storehaug:[24,26],str:[1,3,4],straight:[0,6,8,13,26],straightforward:[0,2,3,5,6,8,9,10,13,18,26,27],strategi:[0,1,9,26],stratifi:6,strength:[0,5,14,27],strengthen:[],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,18],strided_height:[],strided_width:[],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,18,23],strongli:[0,8,17,18,20],stronli:0,structur:[0,1,2,3,6,9,10,12,17,26],stuck:[1,13],student:[0,19,20,21,22,24,25,26],studi:[0,3,4,5,6,7,8,11,12,13,17,19,20,21,25,26,27],studier:25,style:[0,7,9,18,26],sub:[9,12],subarg:13,subdivid:[0,18,26],subfield:0,subject:[6,8,23],submatric:[],submit:26,subplot:[0,1,3,4,6,7,8,9,10,13,14,19,26],subplots_adjust:[8,23],subprogram:[18,26],subract:[0,27],subregion:[],subroutin:[0,26],subsampl:[],subscript:1,subsequ:[1,4,5,6,12,18,23,27],subset:[1,6,9,12,13,17,26],subspac:[0,8,11,27],substanti:[9,10],substep:11,substitut:[3,6,12,18],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,18,19,23],subtre:9,subval:13,succeed:[0,4,26],succes:[],success:[3,7,9,13,23],successfulli:[4,9],sudo:[0,15,17,19,21,26],suffer:[0,1,2,5,10,26,27],suffici:[1,6,8,11,13],sugar:[],suggest:[1,13,20,25],suit:[8,12],suitabl:[0,23,27],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,23,26,27],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,23,26,27],sum_i:[0,2,5,6,8,13,19,27],sum_j:6,sum_ja_:0,sum_k:[6,8,12,18],sum_logist:13,sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,20],summari:[1,3,4,10,20,22],summat:[0,3,16,27],sundai:[],sunni:9,superconduct:[],superfici:3,superimposit:[],superposit:[],superscript:[1,12],supervis:[0,5,6,7,9,12,17,21,26,27],supplement:7,support:[0,1,9,10,11,13,17,21,26,27],suppos:[0,5,6,7,8,10,11,12,13,18,26,27],suppress:[5,13],sure:[0,1,4,6,19],surf:[6,19],surfac:[0,6,19,26],surpass:6,surpris:[0,26],surprisingli:[],surround:[3,17],survei:[0,5,6,26,27],svc:[8,9,10],svd:[0,6,11,26],svdinv:5,svm:[8,9,10,11],svm_clf:[8,10],swap:[],swarm:[],swath:[5,27],sy:13,symbol:[1,5,11,13,17,23,26,27],symmeteri:1,symmetr:[0,5,8,11,12,13,18,21,26,27],symmetri:[6,9],sympi:[0,15,17,19,21,26],synonim:23,syntax:13,syntaxerror:8,system:[0,1,3,4,6,7,9,10,12,13,15,17,18,19,21,26],systemat:[4,6],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26],t_0:[2,9,13],t_1:[13,21],t_2:21,t_:2,t_b:10,t_batch:[],t_i:[1,2,5,12,20,27],t_j:[12,21],t_k:9,t_test:[],t_train:[],t_val:[],tabl:[9,19,20,21,23,24,26],tabul:[0,26],tabular:26,tackl:4,tag:[2,3,4,5,6,7,12,13,14,18,23,27],taht:[0,26],tail:23,tailor:[2,8,11,26],taiwan:[0,26],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,17,18,19,23,26,27],taken:[0,1,3,6,10,13,18,26],tan:3,tangent:[1,4,12,13],tanh:[1,4,7,8,12,21],tape:[3,4],target:[0,1,3,4,5,6,7,8,9,10,11,12,20,26,27],target_nam:9,task:[0,1,3,6,9,11,12,14,19,26],tau:[3,5,23],taught:26,tax:0,taylor:[2,13],taylornr:13,tba:[],tc:8,td:[1,6,13,19,26],teach:26,teacher:[],team:1,teaser:0,techinc:[],technic:[0,5,6,13,15,26,27],techniqu:[0,1,8,10,13,17,23,25,26,27],technolog:[0,1],tek5040:[],tell:[0,4,6,10,11,13,23],temp1:1,temp2:1,temp:1,temperatur:[0,9,21,26],temporarili:1,ten:[3,26],tend:[3,5,6,8,9,10,12,13,14,27],tendenc:[0,26],tension:6,tensor:[3,4],tensorflow:[0,2,4,8,14,15,17,18,19,20,21,22,25,26,27],term1:[5,6,11,19,27],term2:[5,6,11,19,27],term3:[5,6,11,19,27],term4:[5,6,11,19,27],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,23,26,27],termin:[0,4,5,9,10,13,15,26,27],terrain1:[6,19],terrain:[6,19,20],terribl:[],test:[3,4,5,6,7,8,9,10,13,18,19,21,23],test_acc:3,test_accuraci:[1,3],test_error:6,test_imag:[3,4],test_ind:6,test_input:4,test_label:[3,4],test_loss:3,test_pr:1,test_predict:1,test_rnn:4,test_scor:[7,10],test_siz:[0,1,3,5,6,10,26,27],test_split:9,tester:[],testerror:[0,6,27],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,18,20,23,25,27],textbf:[],textbook:[16,19,20,21,27],textual:9,textur:[1,9],textwrap:[],tf:[1,3,4,13,14],tfe_py_execut:[3,4],th:[0,1,2,5,6,7,9,12,13,14,15,16,18,19,23,26,27],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,20,23,26,27],thank:[4,6,27],thats:[],theano:[1,17,26],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,18,19,21,23,26,27],them:[0,1,3,4,6,8,9,10,11,12,13,18,19,20,21,26,27],theme:[0,26],themselv:[0,23,26],thenc:6,theorem:[2,6,7,27],theoret:[0,4,10,26],theori:[0,1,3,8,9,12,13,17,19,21,25,26],thereaft:[0,5,6,11,12,15,16,18,19,20,26],therebi:[0,5,7,11,26,27],therefor:[0,1,2,3,4,6,7,8,11,13,23,26,27],therein:11,thereof:[0,6,13,21,26],thesi:[],theta:[1,4,13,23],theta_:[1,13],theta_i:1,theta_linreg:13,theta_t:13,thetaand:[],thetaor:[],thetaxor:[],thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,25,27],thing:[0,1,2,4,5,7,9,23,26],think:[0,1,3,4,6,9,12,13,14,23,26],third:[0,3,6,13,24,26],thirti:7,thorughout:26,those:[0,3,5,6,8,9,10,11,18,19,20,22,26,27],though:[1,2,3,4,13,18,23],thought:[6,14,19,20,21,23],thousand:[0,1,19,21,27],thread:[3,4],three:[0,1,3,5,6,8,9,12,15,18,19,22,23,24,26,27],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,17,18,23,26,27],throughout:[0,4,5,14,17,18,23,26],thu:[0,1,2,5,6,7,8,10,11,12,13,19,24,26,27],thumb:[0,6,19,26,27],thursdai:[24,27],tibshirani:[6,19,22,25,26],tick_param:6,ticker:[6,13,19,23],tif:[6,19],tight_layout:[1,7],tightli:11,tild:[0,5,6,7,11,15,16,19,23,26,27],till:[0,4,7,8,9,10,12,18,26,27],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,23,26,27],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,19,23,26],tmp:13,tmp_log:[3,4],tn:[2,3,7],tnr:[],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,26],to_numpi:[],todai:3,toeplitz:[],togeth:[0,3,6,8,11,13,17,26],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,ton:[],too:[0,2,4,5,6,9,11,13,15,23,25,26,27],took:[8,26],tool:[0,1,3,6,13,17,27],toolbox:8,top:[0,3,5,6,9,10,17,26],topic:[0,5,6,7,8,17,19,20,21,27],topograph:19,topolog:[1,3,12],toposort:[],torkjellsdatt:[24,26],toronto:[],toss:[10,23],total:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24,26,27],total_loss:4,totalclustervari:14,totalscatt:14,tour:[],toward:[1,2,7,12,13,19],towardsdatasci:[],town:0,tp:[4,7],tpng:9,tpr:[],tpu:[13,17,26],tqdm:6,tr:27,trace:[3,4,13],trace_stack:13,traceback:[0,1,2,3,4,6,10,13,19,26],traceback_util:[3,4],tracer:13,tracing_count:[3,4],track:[3,13,14,18,27],tract:0,tractabl:[0,26,27],trade:[5,9],tradeoff:[0,5,19,26,27],tradit:[0,1,4,6,26],tradition:[],train:[2,3,5,6,8,9,10,11,12,13,19,20],train_acc:[],train_accuraci:[0,1,3,26],train_dataset:4,train_end:[0,1,27],train_error:6,train_funct:[3,4],train_imag:[3,4],train_ind:6,train_label:[3,4],train_pr:1,train_siz:[0,1,3,27],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,26,27],train_test_split_numpi:[0,1,27],trainabl:4,trainable_vari:4,trained_model:[6,27],trainerror:[0,27],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,training_gradient_fun:[],training_loss:[],trainingerror:6,trainpredict:4,trainscor:4,trainx:4,trait:[0,26],trajectori:4,trajectory_i:[],trajectory_x:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,17,18,26,27],transit:[6,12],translat:[1,4,6,10,26,27],translate_vjp:[],transpos:[1,5,11,18,27],trap:[],travers:[0,5],treat:[0,1,3,6,12,13,23,26,27],tree:[0,1,6,17,19,21,26],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:23,treue:7,trevor:[19,25],tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,23,26],triangl:13,triangular:18,trick:[3,4,8,11,13,23],trickier:23,tridiagon:18,trigonometr:[],trillion:17,trivial:[0,1,5,11,23,26],troubl:[0,8,12,27],truck:3,true_beta:[6,27],true_divid:[],true_fun:6,truli:[],truncat:[],trustworthi:[],tucker:8,tuesdai:[24,26],tumor:[7,9,20],tumour:7,tunabl:[1,20],tune:[4,9,13,18,20,26],tupl:[2,13],turbul:21,turn:[0,1,5,6,7,8,9,10,11,12,13,18,19,23,26,27],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,23],twice:13,twist:[11,21],two:[0,1,2,4,5,6,7,9,10,11,12,13,15,16,18,21,22,23,25,26],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,18,19,23,27],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,20,23,26,27],typo:[19,20,21],u:[0,2,5,6,8,10,11,12,18,21,26,27],u_:[18,21],u_i:12,u_m:10,u_t:21,ua:[0,26],ubuntu:[0,15,17,19,21,26],uci:[0,20,21],uio:[19,20,21,24,25],uis:[],un:14,unari:[18,26],unary_f:[2,13],unary_oper:[2,13],unary_to_nari:[2,13],unbalanc:[6,9],unbias:[0,5,6,26],uncent:6,uncertainti:[0,5,26],uncertitud:23,unchang:[1,3],unclos:[],uncorrel:[10,23],uncov:[],undefin:[5,27],under:[0,1,5,6,10,13,15,16,17,19,20,21,26,27],underdetermin:[0,26],underfit:[1,6],underflowproblem:5,undergo:5,undergradu:[22,24],underli:[0,1,9,13,23,26],underset:[4,14],understand:[0,1,3,5,6,10,13,14,17,26,27],understood:[8,13],undesir:8,undetermin:[5,8],undirect:[],undo:4,unexpect:6,unexpected:23,unfair:[6,27],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,19,23,26,27],uniformli:[13,23],unifrompdf:23,unimport:13,union:[5,6],uniqu:[0,2,6,13,14,18,26],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,23,26,27],unitari:[5,6,18,27],unitarili:[18,26],uniti:23,univari:23,univers:[0,1,2,13,15,17,19,20,21,22,24,26,27],unix:1,unknow:[0,18,26],unknown:[0,1,3,4,5,6,8,10,13,16,18,26,27],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,19,20,21,26],unlik:[1,3,8,13],unnecessarili:9,unoptim:[],unord:3,unravel:1,unravel_index:[],unreason:[],unrol:[3,11],unsampl:[],unseen:[0,7,9],unsort:[],unstabl:1,unsupervis:[0,1,4,12,17,21,26],unsymmetr:[18,26],untak:[],until:[1,2,4,9,12,13,14],untouch:0,untradit:[],unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,17,18,19,20,23,24],updat:[1,2,10,12,13,14],update_chang:[],update_matrix:[],uploa:26,upload:[17,19,20,21,25],upon:[0,1,6,7,11,18,19],upper:[0,8,9,16,18,27],uppercas:[18,26],upsampl:4,upsampled_height:[],upsampled_width:[],upscal:4,url:[26,27],us:[4,5,6,8,9,10,11,12,14,15,16,18,19,21,22,23,25],usa:26,usag:[0,8,17,26,27],usd10000:0,usd:0,use_bia:4,use_label_encod:[],use_multiprocess:[3,4],usecol:[0,26],useless:1,user:[0,1,2,3,4,6,7,8,9,11,15,17,18,19,21,26,27],usernam:[19,20,21],userwarn:[3,6],usetex:23,usg:[6,19],usr:23,usual:[0,3,4,7,12,13,14,26],ut:5,util:[0,1,3,4,6,7,10,14,20,26],ux:18,v0:23,v1:23,v2:23,v3:[],v:[2,4,5,6,11,13,17,27],v_0:11,v_ind:[],v_stride:[],va:1,vahid:26,val:13,val_acc:[],val_accuraci:3,val_error:[],val_loss:4,val_set:[],vale:2,valid:[0,1,4,7,9,10,13,17,20,21,23,26,27],validation_batch_s:[3,4],validation_data:[3,4],validation_freq:[3,4],validation_split:[3,4],validation_step:[3,4],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,17,18,19,26],valuat:9,valued_at_a:[],valued_at_z:[],valueerror:0,valy:4,van:[0,19,26,27],vandenbergh:[8,13],vandermond:[0,26],vanilla:[0,6,11,14,27],vanish:[1,4,13,23],var_x:23,varabl:8,varepsilon:[5,6,19],varepsilon_:[5,6],varepsilon_i:[5,6],vari:[0,1,3,5,6,10,15,16,26],variabl:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,26,27],varianc:[0,1,5,7,9,10,11,13,14,17,18,20,23,26,27],variance_i:[5,11,27],variance_x:[5,11,27],variant:[0,1,6,8,12,13,21,26,27],variat:[3,4,11,21,26],varient:[],varieti:[0,3,12,15,17,19,21,26],variou:[1,3,5,6,7,8,9,11,12,13,16,17,18,19,21,23,27],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],ve:[19,20,21],vec:6,vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,21],vector_mean:14,veloc:21,ventur:[0,8,15,17,21,26],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,23,25,26,27],verifi:[3,11,18,26],versatil:[8,26],versicolor:[8,9],version:[0,3,4,10,13,14,15,17,18,19,20,21,23,26],versu:1,vert:[0,1,5,6,7,8,9,11,13,26,27],vert_1:[5,6,27],vert_2:[5,6,11,27],vertic:[],vi:[],via:[0,5,6,7,8,9,10,11,12,15,17,18,19,21,22,23,24,26,27],victori:[],vidal:11,video:[0,1,12,17,22,24,26,27],view:[1,3,5,6,12,13,23,25,26],vii:[],viii:[],violat:8,virginica:9,viridi:[0,1,2,3,26],virtual:1,viscos:13,viscou:13,visibl:[],visibledeprecationwarn:2,visin:[],vision:[0,3],visual:[0,3,11,12,15,17,26,27],visualis:1,viz:[6,8,23],vjp:[2,13],vjp_argnum:[],vjpfun:[],vjpmaker:[],vjpnode:13,vjps_dict:[],vmap:13,vmax:[1,6],vmin:[1,6],voic:3,volum:[0,3,26],volume18:[],vote:[10,21],voting_clf:10,votingclassifi:10,votingsimpl:10,vs:[0,4,6],vspace:[2,13],vstack:[5,11,18,23,26,27],vt:[5,27],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,23,26,27],w_1:[8,18],w_1x_1:8,w_1x_:8,w_2:[8,18],w_2x_2:8,w_2x_:8,w_3:18,w_4:18,w_:[1,12],w_h:[],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:18,w_m:18,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,18,19,26,27],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,20,23,26,27],wait:[],walk:9,walker:23,wall:[],wang:[0,26],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,19,20,21,23,26,27],warn:[0,4,8],warrant:6,wast:3,watch:[3,4,17],wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,27],weak:[9,10,14],weakli:[],weather:[1,12],web:[17,22,24,26],weblink:20,webpag:26,websit:[6,18,19,22,26],wedg:[8,23],wednesdai:[24,26],wee:11,week:[0,5,6,7,19,20,21,22,24],weekli:[16,17,19,24,25,26],weight:[0,1,2,3,6,7,9,10,12,13,19,20,23],weight_arrai:[],weights_next:[],weigth:2,welcom:[8,17,21],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,17,18,19,20,21,23,25,26,27],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,23,26,27],wessel:[0,19,26,27],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,21,23,26,27],whenev:[13,23],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26,27],wherea:[6,23],wherein:[1,12],whether:[0,3,5,7,9,19,20,21,23,26],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,26,27],whichev:[1,3],whilst:[],white:9,whiteboard:[],whiten:[],who:[0,22],whole:[1,3,4,5,9,11,13],whose:[0,6,10,23,27],whow:[11,27],whrn:[],why:[0,1,3,6,13,19],wide:[0,1,3,6,7,12,15,17,18,19,21,26],widehat:6,widespread:[],width:[0,3,8,9,26],width_index:[],wieringen:[0,19,26,27],wiki:[],wikipedia:[],win:10,wind:9,window:[],windows_out:[],wing:[24,26],winther:2,wiothout:[6,27],wiscons:7,wisconsin:[10,20],wisdom:6,wise:[0,1,5,12,13,27],wish:[0,2,5,7,8,11,13,14,18,19,20,21,26,27],with_std:[0,27],wither:6,within:[0,2,3,4,7,9,12,13,14,23,25,26],withinclust:14,without:[0,1,5,6,8,9,11,12,13,20,26,27],without_trac:[3,4],wo5dmep_bbi:[],won:[0,26],wonder:8,woodi:[],word:[0,1,3,4,5,6,7,14,23,26,27],work:[0,1,4,6,7,8,9,13,15,17,19,20,21,22,23,24,26,27],worker:[3,4],workshop:26,world:[0,8,27],worldwid:[0,26],wors:[0,1,3,4,6,26],worst:9,worth:9,worthi:[19,20,21],would:[0,1,3,5,6,7,8,9,10,11,12,13,18,19,20,21,23,26,27],wrap:[6,18,26],wrap_util:[2,13],wrapper:0,write:[0,1,2,3,5,6,7,8,12,13,15,16,18,19,21,26,27],written:[0,2,3,5,11,12,13,16,17,18,19,20,21,23,26,27],wrong:[1,8],wrongli:10,wrote:[5,11,27],wrt:[10,13],wth:[10,13],www:[17,18,19,20,21,25,26],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:[8,9],x4:9,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,23,26],x_0:[0,5,11,18,26,27],x_1:[0,2,5,6,7,8,9,10,11,13,18,23,26,27],x_2:[0,2,5,6,7,8,9,10,11,13,18,23,26,27],x_3:[8,18,23],x_4:18,x_:[0,2,3,5,6,8,10,11,13,14,18,19,23,26,27],x_batch:[],x_batch_feedforward:[],x_batch_feedforward_shap:[],x_batch_pad:[],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,18,21,23,26,27],x_input:2,x_ix_:[0,26],x_iy_i:8,x_j:[0,2,8,9,12,16,23,27],x_jy_j:8,x_k:[12,14,18,23,27],x_l:23,x_m:[6,12,18,23],x_n:[0,2,3,6,8,11,12,13,18,23,26],x_new:[9,10],x_offset:[6,27],x_output:2,x_p:[3,7,9],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_small:13,x_test:[0,1,3,5,6,7,9,10,11,26,27],x_test_own:6,x_test_scal:[0,6,7,9,10,11,27],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,26,27],x_train_mean:[6,27],x_train_own:6,x_train_scal:[0,6,7,9,10,11,27],x_val:1,xarrai:[17,26],xavier:1,xbkjd4ccgq:26,xbnew:13,xcode:[0,15,17,19,21,26],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:[9,21],xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13],xi_1:8,xi_:8,xi_i:8,xinv:[],xk:8,xla:[3,4,13,17,26],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,19,23,26],xlim:[6,10],xm:9,xmesh:13,xnew:[0,13,26],xor:[],xp:23,xpanda:[0,27],xpd:[5,11,27],xplot:0,xs:9,xscale:[0,27],xsr:9,xt_x:13,xtest:6,xtick:[3,6,8,9],xtrain:6,xu:[0,26],xx:[0,18,21,26],xy:[0,6,8,18,19,26],xytext:8,xz:[18,26],y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,23,26,27],y_0:[0,5,11,18,26,27],y_1:[0,5,8,9,11,13,18,26,27],y_1y_1:8,y_1y_1k:8,y_1y_2:8,y_1y_2k:8,y_1y_n:8,y_1y_nk:8,y_2:[0,5,8,9,11,18,26,27],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,18],y_4:18,y_:[0,1,5,6,10,11,18,26,27],y_data:[0,1,5,6,26,27],y_data_ful:1,y_decis:8,y_fit:[0,27],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,18,19,20,26,27],y_if_:10,y_ix_:[0,26],y_ix_i:[7,8,13,27],y_iy_jk:8,y_j:[6,8,12,19],y_k:12,y_m:18,y_model:[0,4,5,6,26,27],y_n:[8,13],y_ny_1:8,y_ny_1k:8,y_ny_2:8,y_ny_2k:8,y_ny_n:8,y_ny_nk:8,y_offset:[6,27],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,27],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:6,y_test:[0,1,3,4,5,6,7,9,10,11,26,27],y_test_onehot:1,y_test_predict:0,y_test_scal:[],y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,26,27],y_train_mean:[6,27],y_train_onehot:1,y_train_predict:0,y_train_scal:6,y_val:1,yadav:21,yand:[],ye:[3,6,7],year:[0,17,26],yet:[0,1,6,8,11,13,26],yi:13,yield:[0,2,5,6,8,10,12,13,14,18,23,26],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,19,23,26],ylim:[3,6],ym:9,ymesh:13,yn:0,yo:[8,9,10],yor:[],yoshua:[1,25],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,18,19,20,21,23,24,25,26,27],young:0,your:[1,2,4,5,6,8,11,13,17,18,19],yourself:[11,13,26],youtub:17,ypred:6,ypredict2:13,ypredict:[0,13,26,27],ypredictlasso:5,ypredictol:[0,5],ypredictown:[6,27],ypredictownridg:6,ypredictridg:[0,5,6],ypredictskl:[6,27],yridg:26,ys:9,ytest:6,ytick:[3,6,8,9],ytild:[0,6,26,27],ytilde_test_ol:[],ytilde_test_ridg:[],ytildelasso:5,ytildenp:[0,26,27],ytildeol:[0,5],ytildeownridg:6,ytilderidg:[5,6],ytrain:6,yuxi:26,yx:[18,26],yxor:[],yy:[18,26],yz:[18,26],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,18,19,23,26,27],z_0:[18,26],z_1:[18,26],z_2:[18,26],z_:[1,2,12,18,26],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,27],z_m:1,z_matric:[],z_matrix:[],z_mod:9,z_o:1,z_output:2,zaman:23,zaxi:[6,19],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,23,26,27],zeros_lik:4,zeroth:27,zfill:4,zip:[2,4,6,13],zm_h:[0,26],zmq:[],zn:0,zone:0,zoom:26,zx:[18,26],zy:[18,26],zz:[18,26]},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","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","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (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"],titleterms:{"1":[0,15,16,19,26,27],"12":[],"13":[],"14":[],"17":20,"18":21,"19":[],"2":[0,15,16,20,26,27],"2023":[19,21,24],"21":[],"23":[],"26":27,"3":[0,15,16,21,26,27],"31":[],"34":[15,26],"35":[16,27],"36":[],"37":[],"38":[],"39":[],"3d":[],"4":[0,27],"40":[],"41":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"7":[],"9":19,"case":[8,10,23,27],"class":[],"do":1,"final":[12,20,27],"function":[0,1,6,7,8,10,11,12,13,19,20,23,26,27],"import":[5,18,26,27],"long":[],"new":4,"short":[],"try":[],A:[0,1,4,8,9,26],AND:[],And:[26,27],But:[],For:27,If:[],In:24,Is:[],Ising:6,No:[],Not:[],OR:[],The:[0,1,2,3,5,6,7,8,9,11,12,17,21,26,27],Then:[],To:[26,27],With:4,about:[26,27],abov:[],access:[],activ:[1,12,20],ad:[0,6,19,26,27],adaboost:10,adagrad:13,adam:13,adapt:10,add:[],addit:[],adjust:1,advanc:[],adversari:4,after:[],again:[3,9],ai:26,aim:[8,9,26],aka:[26,27],al:[],algebra:[18,26],algorithm:[9,10,11,12,20,27],algortithm:13,all:8,allow:[],altern:21,an:[0,4,10,26],analys:[5,27],analysi:[0,5,6,11,17,19,20,23,26,27],analyt:[0,16],analyz:21,ani:13,anoth:9,appli:17,approach:[0,8,14,26],approxim:12,architectur:1,argument:[],arithmet:[],arrai:[18,26],artifici:[],assist:24,assumpt:[],attend:[],august:27,autocorrel:23,autoencod:[],autograd:[2,13],automat:13,avoid:[],b:[19,20,21],back:[1,11,12],background:[17,19,20],backpropag:[],backward:[],bag:10,base:13,basic:[0,5,7,9,10,11,18,21,27],batch:1,bay:5,bayesian:[],befor:11,begin:[],best:[],beta:[],better:8,between:[],bia:[6,19],bias:[],binari:1,bind:26,bird:10,bm:[],boldsymbol:27,boltzmann:[],boost:10,bootstrap:[6,10],boston:0,breast:1,brief:26,bring:12,build:[1,3,9],c:[19,20,21,26],calcul:27,can:26,cancer:[1,7,9,11],canva:[],cart:9,cell:[],center:27,central:[13,17,23],chain:12,challeng:[],chanel:[],chang:10,channel:26,chi:[0,26],choic:[],choos:1,cifar01:3,classic:11,classif:[1,9,10,20],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,20,26,27],coeffici:[],coin:[],collect:[1,3],combin:[],come:[],commun:26,compact:[],compar:[2,10],comparison:[],compet:[],compil:[],complet:27,complex:[0,6,19,21,27],complic:6,compon:11,comput:9,computation:[],computerlab:26,con:9,concept:23,condit:[],confid:[],conjug:13,connect:[],construct:[],content:[],continu:[],contn:26,convex:[8,13],convolut:[3,12],convolution2dlay:[],correctli:[],correl:[11,27],correspond:[],cost:[1,10,27],cours:[17,25,26],covari:[5,11,23,27],cover:26,critic:20,cross:[6,19],ct:[],cumul:[],curv:[],cython:26,d:[19,20,21],data:[0,1,3,6,7,9,11,15,16,17,19,21,23,26,27],dataset:[1,3],deadlin:[19,20,21,26],decai:2,decemb:21,decis:[9,10],decomposit:[5,11,18,27],deep:[1,2,26],deepen:[],defin:[1,21,26],definit:[],degre:[0,27],deliveri:[19,20,21],delta:[],demonstr:[],dens:[0,26],deriv:[5,12,27],descent:[2,10,13,20],descript:19,design:27,detail:[3,26],develop:1,diagon:11,did:[],differ:[8,20],different:[],differenti:[2,13,21],diffus:2,dimension:[2,3,8,19,27],directli:[],disadvantag:9,discord:[],discret:23,discuss:[],distinct:[],distribut:[5,23],distrubut:[],dnn:[],doe:27,domain:23,don:[],dot:[],down:1,dropout:1,dual:[],e:[19,20,21],each:[],easi:[],economi:27,effect:[],effici:[],effort:[],electron:[19,20,21],element:[0,23,26],elimin:18,energi:26,ensembl:10,entropi:9,environ:[0,15,26],equat:[0,2,12,21,26,27],error:[0,10,26,27],essenti:26,estim:[],et:[],etc:26,euler:2,evalu:[1,20],exam:[],exampl:[0,1,2,3,4,6,7,8,9,10,26,27],exercis:[0,6,15,16,26,27],expect:23,expens:[],experi:23,explain:[],explod:[],explor:[0,15,16,26],exponenti:2,express:27,extend:[],extrapol:4,extrem:[10,26],ey:10,f:[19,20],f_1:[],face:[],factor:[],fall:24,famili:[1,26,27],famou:18,fantast:27,featur:[9,18,27],feed:[1,12],file:[],find:[],fine:1,first:[4,12,20,26,27],fit:[0,10,26],fix:27,flatten:[],flow:[],fold:[],forc:3,forest:10,format:[19,20,21,26],forward:[1,2,12],four:[],fourier:3,frank:[6,19,27],freedom:[0,27],frequent:27,frequentist:[0,26],fridai:[],from:[5,10,12,20,27],full:2,fulli:[],funtion:[],further:[3,5,27],futur:[],g:19,gain:[],gan:4,gate:[],gaussian:18,gd:13,gener:[4,9,26],geometr:11,get:[],gini:9,github:[],go:[],goal:[],good:[0,26],goodfellow:[],grade:[24,26],gradient:[1,2,10,13,20],grid:[],group:[],grow:[],growth:2,ha:17,half:[],hand:[],handl:[18,26,27],happen:[],have:[],head:[],heard:[],heroic:[],hessian:27,hidden:2,histogram:[],homework:[],hour:[],hous:0,how:[],hyperbol:[],hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ideal:[],ident:[],identifi:[],ii:26,iid:[],iii:[],illustr:[],imag:[],implement:1,implic:[5,27],impress:[],improv:1,includ:13,increment:11,independ:[],index:9,indic:[],inform:24,initi:[],input:2,insight:[],instal:[17,19,21,26],instructor:24,intellig:[],intercept:27,interest:[],interpret:[5,11,26,27],interv:[],introduc:[11,13,27],introduct:[0,6,17,18,19,20,21,26],invers:[5,18],invert:27,iter:10,its:27,iv:[],jacobian:27,jargon:[],jax:13,job:[],joint:[],judg:[],julia:26,jungl:10,jupyt:[],k:[],kei:[],kera:[1,3],kernel:[8,11],knowledg:[],l:[],lab:[],lagrangian:8,lambda:[],lasso:[5,6,19,27],last:27,later:[5,27],layer:[1,2,3,12],layout:[],learn:[0,1,2,11,13,14,15,16,17,19,20,21,26,27],least:[5,6,19,26,27],lectur:[26,27],level:10,librari:[17,26],like:[],likelihood:7,limit:[1,13,23],linear:[0,8,13,18,20,26,27],link:[5,11,22,25,27],list:[],literatur:[19,20],logist:[7,20,26],loop:[],loss:27,lstm:[],lu:18,machin:[0,8,13,17,19,20,21,26],made:[],mai:[],mail:[],main:[23,26],make:[0,9,10,15,16,26,27],mani:[10,12],manipul:27,margin:[],mass:26,materi:[22,26,27],math:[5,27],mathemat:[3,5,8,27],matric:[5,18,26],matrix:[1,5,11,12,18,26,27],matter:[0,26],max:27,maximum:[],me:[],mean:[0,27],measur:[],medic:[],meet:[5,10,23,26,27],memori:[],mercer:8,meta:[],method:[6,9,10,13,19,26],midnight:[19,20,21],min:27,mini:[],minibatch:[],minim:26,ml:26,mle:[],mlp:12,mnist:[3,4],model:[0,1,4,6,12,26],moment:[],momentum:13,mondai:27,moon:[8,9],more:[3,6,18,19,26,27],much:[],multi:[],multiclass:[],multilay:12,multipl:[1,3],multipli:8,need:[19,21,26],neg:[],network:[1,2,3,4,7,12,20,21,26],neural:[1,2,3,4,7,12,20,21,26],neuron:[],newton:[],nice:[],nn:[],node:[],noen:[],non:8,normal:[0,1],notat:12,note:27,notebook:[],novemb:20,now:[1,9,13],nuclear:[0,26],nueral:[],numba:26,number:[0,2,23,27],numer:[2,19,20,21,23],numpi:[18,26],object:3,obtain:11,octob:19,od:2,off:[6,19],ol:[5,6,19],one:[2,12],ones:[],oper:18,optim:[1,8,13,17,26,27],order:13,ordinari:[5,6,19,26,27],organ:[0,26],orient:[],oslo:25,other:[4,9,11,12,18,26,27],our:[0,4,5,11,13,26,27],out:[],outcom:[17,26],output:2,overarch:[0,4,8,9,26,27],overview:[10,26],own:[0,10,11,15,16,20,26,27],packag:[18,26],pad:[],panda:[26,27],paper:19,paramet:[26,27],part:[13,17,19,20,21,27],partial:[2,21],pass:1,path:21,pca:11,pdf:23,pencil:19,perceptron:12,perform:[1,9],period:3,perspect:1,pertin:[],plan:27,plot:[],point:4,poisson:2,polynomi:3,pool:[],popul:2,popular:26,posit:[],possibl:[],practic:[13,24,26],pre:[1,3],predict:4,predictor:[],prefer:[],prepar:[],preprocess:27,prerequisit:[3,17,26],present:[],princip:11,principl:3,print:[],pro:9,probabl:[5,23],problem:[1,2,13,21,26,27],procedur:[9,26],process:[1,3],product:[],program:[2,13,19,20,21],project:[6,19,20,21,26],prop:13,propag:[1,12],properti:[5,23,27],prune:[],python:[0,9,15,17,18,26],quantiti:[],quantum:[],question:[],quick:8,r:26,random:[10,11,23],raphson:[],rate:[],rbm:[],read:[9,26,27],real:[6,19,26],recogn:[],recommend:[26,27],rectangular:[],recurr:[4,12],recurs:[],reduc:[0,27],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,19,20,26,27],regressor:[],regular:1,reinforc:[],relat:27,relev:[25,27],relu:1,remark:3,remind:[6,8,26],repeat:27,repetit:[],replac:13,report:[19,20,21],repositori:[],repres:[],requir:[2,17],resampl:[6,19],rescal:6,research:[],residu:27,resourc:2,result:27,review:[],revisit:13,rewrit:[26,27],rewritten:[],ridg:[0,5,6,19,27],rm:13,rmsprop:[],rnn:[],roc:[],rule:12,run:[],s:[8,10],same:13,sampl:11,scale:27,scan:[],schedul:[22,26],schemat:9,scheme:2,scienc:26,scientif:[],scikit:[0,1,11,15,16,26,27],score:[],search:[],second:13,select:[],semest:24,sensit:[],separ:[],septemb:[],session:27,set:[0,2,3,9,12,15,21,26,27],setup:[],sever:[],sgd:13,share:[],sharp:[],should:1,sigmoid:[],similar:13,simpl:[0,4,9,13,26,27],singl:10,singular:[5,11,27],size:27,sketch:[],slept:[],slightli:[],so:[],social:[],soft:8,softmax:1,softwar:[19,21,26],solut:[],solv:[2,21],solver:13,some:[13,18,27],sound:[],specif:[],specifi:2,speed:[],split:[0,15,16,26,27],squar:[0,5,6,10,19,26,27],standard:[13,27],start:[],state:[0,26],statement:[],statist:[5,6,17,23,26],steepest:[10,13],step:20,still:27,stochast:[13,20,23],stop:[],stride:[],strong:[],strongli:26,structur:21,studi:[],subtract:27,suggest:26,sum:[],summari:[24,26],superposit:3,supervis:1,support:8,svd:[5,27],syntax:[],systemat:3,t:27,tabl:[],tail:[],taken:[],target:[],teach:[22,24],teacher:[24,26],technic:[],techniqu:[6,11,19],technolog:17,tensor:[],tensorflow:[1,3],tent:26,term:[],test:[0,1,15,16,20,26,27],text:26,textbook:[25,26],than:[],thank:[],thei:[],theorem:[5,8,11,12,23],theori:23,thi:26,thing:[],think:27,through:[],thursdai:[],time:[],tip:13,togeth:12,tool:26,top:1,topic:26,toss:[],toward:11,trade:[6,19],tradeoff:6,train:[0,1,4,15,16,26,27],transfer:[],transform:3,tree:[9,10],trial:[],tuesdai:[],tune:1,two:[3,8,17,19,27],type:[2,4,12,26],typic:[],uio:26,understand:[],unit:[],univers:[12,25],unsupervis:14,unsupport:[],up:[0,2,9,12,15,21,26,27],updat:[],us:[0,1,2,3,7,13,17,20,26,27],usag:[],valid:[6,19],valu:[5,11,23,27],vanish:[],vari:[],variabl:23,varianc:[6,19],variou:[0,15,20,26],vector:[8,12,18,26,27],veri:[],verifi:[],video:[],view:[0,4,10,27],visual:[1,9],volum:[],vote:[],vs:3,wa:[],wai:9,warm:[],wave:2,we:26,websit:[],wednesdai:[],week:[15,16,26,27],weekend:[],weekli:22,weight:[],well:[],what:[0,26,27],when:[],which:1,why:[26,27],wisconsin:7,wish:[],word:[],worri:[],would:[],wrap:27,write:[4,11,20],x:27,xgboost:10,xor:[],year:[],yet:[],you:[],your:[0,10,15,16,20,21,26,27],yourself:21,z_j:[],zero:[]}}) \ No newline at end of file diff --git a/doc/LectureNotes/_build/html/week35.html b/doc/LectureNotes/_build/html/week35.html index edda3dd62..0c9a75fec 100644 --- a/doc/LectureNotes/_build/html/week35.html +++ b/doc/LectureNotes/_build/html/week35.html @@ -1118,6 +1118,7 @@ doconce format html week35.do.txt --no_mako -->

  1. These lecture notes

  2. Video of lecture

    3. +

  3. Video for exercises week 35

  4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)

  5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.

  6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL”https://mml-book.github.io/” (section 5.5 on derivatives) is very useful for exercise 1 this coming week.

    7. @@ -1597,7 +1598,7 @@ Since we are not using Scikit-Learn here we can define our own
    -
    0.9960987015666213
+
    0.9955853547770925
    @@ -1614,7 +1615,7 @@ Since we are not using Scikit-Learn here we can define our own
    -
    0.008479177639949449
+
    0.009975924157146357
    @@ -1629,31 +1630,23 @@ Since we are not using Scikit-Learn here we can define our own
    -
    [3.33897624e-02 2.82933065e-02 2.08502578e-02 5.70368882e-03
- 1.36392181e-02 3.54890204e-02 4.52322923e-02 7.20183951e-02
- 6.08424143e-03 1.51876722e-02 2.72107224e-02 4.38536455e-02
- 1.01890271e-02 7.59583924e-03 1.54362677e-02 1.39857639e-02
- 3.04600349e-02 5.35392690e-02 6.14211764e-03 2.44308477e-03
- 1.74218636e-03 1.36163844e-02 3.15915417e-02 6.07182377e-04
- 5.90558936e-03 5.35227195e-05 9.78647442e-03 1.26624586e-02
- 1.45101677e-02 1.92012445e-02 5.05837221e-02 6.17112259e-03
- 1.11723198e-02 6.93356993e-03 1.93438490e-02 1.33978089e-02
- 7.08793873e-03 2.86963555e-02 3.74845516e-02 9.09026386e-03
- 9.83959386e-03 1.47179272e-02 2.28687236e-03 1.79501684e-02
- 4.29334886e-02 5.70888990e-03 1.77605945e-03 8.68241292e-03
- 9.19704684e-02 1.94558442e-02 6.13073296e-03 4.87955713e-03
- 2.61004589e-02 2.48914361e-02 1.68762810e-02 5.66037582e-02
- 3.32605607e-02 2.20330004e-02 8.80858500e-02 5.40907614e-02
- 6.99537250e-03 2.13619518e-02 2.92595981e-02 2.13400535e-02
- 4.74734301e-03 7.13396439e-03 2.94193224e-03 1.28749016e-02
- 1.04702436e-01 2.25969618e-02 4.31600436e-03 4.04787888e-02
- 7.73538998e-03 2.21569425e-02 1.89182406e-02 1.89215419e-03
- 1.06170091e-02 1.90932454e-02 1.33876558e-02 9.18004907e-03
- 3.59120619e-02 4.23663774e-03 4.75744838e-02 5.05958988e-03
- 7.91845464e-04 3.83995681e-02 1.29557246e-02 4.35758612e-02
- 3.74194699e-03 2.05752451e-02 1.29311961e-02 7.07147609e-03
- 5.43495641e-03 9.07930457e-03 9.59668773e-04 2.80566926e-03
- 3.14738036e-02 1.34254673e-02 4.80114766e-02 5.31124303e-02]
+
    [0.03310948 0.03502605 0.01238528 0.01145325 0.01120753 0.04024121
+ 0.02365946 0.00802057 0.01686313 0.06417556 0.02459689 0.03750064
+ 0.00027126 0.04470158 0.02703163 0.07640212 0.0372278  0.12977735
+ 0.00607227 0.05519101 0.00506541 0.01080061 0.01466418 0.0235557
+ 0.0039114  0.01903413 0.00530754 0.00284682 0.00234831 0.00575843
+ 0.00288898 0.00864249 0.03421216 0.0238318  0.02846355 0.05133809
+ 0.02410477 0.00618364 0.00616064 0.05455225 0.01761095 0.00756235
+ 0.02465031 0.01140481 0.00569631 0.04057615 0.0102482  0.06849452
+ 0.02568311 0.0038013  0.02460166 0.00968573 0.00510049 0.03368503
+ 0.0275728  0.01629911 0.03063595 0.00953303 0.04675468 0.04944357
+ 0.00768229 0.00974873 0.02744664 0.0039037  0.02755583 0.00960513
+ 0.00340126 0.02270334 0.03343177 0.01023188 0.01071707 0.0053717
+ 0.00989298 0.02147188 0.01733341 0.02393489 0.09413086 0.00693229
+ 0.01547395 0.00893513 0.01198614 0.00880861 0.05151828 0.01074123
+ 0.02611675 0.04174576 0.02879514 0.04182729 0.05830426 0.02412449
+ 0.03064238 0.00449104 0.02332052 0.04607275 0.06390074 0.02795048
+ 0.0056416  0.00463706 0.0240445  0.02081809]
    @@ -1722,15 +1715,15 @@ but now splitting the data into a training set and a test set.

    -
    [ 1.9493303   0.64347371  2.56535839  3.65129524 -1.82028236]
+
    [ 1.90133797  0.41151358  5.10853105 -1.67354637  1.25212002]
 Training R2
-0.9968948714928851
+0.9943899533894374
 Training MSE
-0.007373820933373729
+0.012961500458019132
 Test R2
-0.9971066204281798
+0.9940852985232707
 Test MSE
-0.009252005542369688
+0.012176386103148444
    @@ -2411,7 +2404,9 @@ Feature min values after scaling: -0.88613493 -0.884669 -0.88323026 -0.88182591 -0.75269037 -0.75050135 -0.74829661 -0.74607851 -0.74384949 -0.6652177 -0.66294408 -0.66064822 -0.65833132 -0.65599456 -0.6536392 ] -Feature max values after scaling: +
    +
    +
    Feature max values after scaling:
  [0.         1.71737253 1.75576555 2.20916295 2.23971032 2.26995402
  2.60543038 2.63162342 2.65743689 2.68286725 2.94273542 2.96631321
  2.98947894 3.01222822 3.034557   3.24159785 3.26297455 3.28391978
diff --git a/doc/LectureNotes/_build/jupyter_execute/week35.ipynb b/doc/LectureNotes/_build/jupyter_execute/week35.ipynb
index 1b36010b2..a0e2b39e8 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week35.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4c8f3e7",
+   "id": "4056272f",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "959e7c4f",
+   "id": "bed7fa64",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6849cc6",
+   "id": "f651b769",
    "metadata": {
     "editable": true
    },
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "227526ee",
+   "id": "3cc28c2f",
    "metadata": {
     "editable": true
    },
@@ -60,16 +60,18 @@
     "\n",
     "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n",
     "\n",
-    "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
+    "3. [Video for exercises week 35](https://youtu.be/yiY0OltU1s8)\n",
     "\n",
-    "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n",
+    "4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
     "\n",
-    "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week."
+    "5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n",
+    "\n",
+    "6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7a23a33d",
+   "id": "4ce22826",
    "metadata": {
     "editable": true
    },
@@ -103,7 +105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53a199d1",
+   "id": "1d9df4fe",
    "metadata": {
     "editable": true
    },
@@ -119,7 +121,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b572594",
+   "id": "7bc9d9b8",
    "metadata": {
     "editable": true
    },
@@ -131,7 +133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "baddcb7b",
+   "id": "16d390b6",
    "metadata": {
     "editable": true
    },
@@ -141,7 +143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4831a2c7",
+   "id": "4e4a28d3",
    "metadata": {
     "editable": true
    },
@@ -153,7 +155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7855acbd",
+   "id": "eb6ac14f",
    "metadata": {
     "editable": true
    },
@@ -174,7 +176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e489c877",
+   "id": "4da31a11",
    "metadata": {
     "editable": true
    },
@@ -186,7 +188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8962de54",
+   "id": "2231b9b8",
    "metadata": {
     "editable": true
    },
@@ -199,7 +201,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "839560c0",
+   "id": "dc2e84eb",
    "metadata": {
     "editable": true
    },
@@ -211,7 +213,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19671b87",
+   "id": "a2cd53fd",
    "metadata": {
     "editable": true
    },
@@ -223,7 +225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b9e52d5",
+   "id": "142e9e9d",
    "metadata": {
     "editable": true
    },
@@ -233,7 +235,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10c51b3d",
+   "id": "a3d1bc30",
    "metadata": {
     "editable": true
    },
@@ -245,7 +247,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2beea594",
+   "id": "4824b7b6",
    "metadata": {
     "editable": true
    },
@@ -258,7 +260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45aa8758",
+   "id": "aac7541e",
    "metadata": {
     "editable": true
    },
@@ -270,7 +272,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "517f3b5e",
+   "id": "68cb773e",
    "metadata": {
     "editable": true
    },
@@ -280,7 +282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1afd62d4",
+   "id": "558ff41a",
    "metadata": {
     "editable": true
    },
@@ -292,7 +294,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4b4bb62",
+   "id": "29815637",
    "metadata": {
     "editable": true
    },
@@ -304,7 +306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8f50b66",
+   "id": "48dac5ad",
    "metadata": {
     "editable": true
    },
@@ -315,7 +317,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79350ccb",
+   "id": "b06e9d96",
    "metadata": {
     "editable": true
    },
@@ -327,7 +329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3d2eef3",
+   "id": "edd5397a",
    "metadata": {
     "editable": true
    },
@@ -346,7 +348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80a776b1",
+   "id": "5684ef05",
    "metadata": {
     "editable": true
    },
@@ -359,7 +361,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83e65671",
+   "id": "3a97a3c6",
    "metadata": {
     "editable": true
    },
@@ -369,7 +371,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dcd401a6",
+   "id": "49ef3525",
    "metadata": {
     "editable": true
    },
@@ -381,7 +383,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af49643b",
+   "id": "9ecb7f5e",
    "metadata": {
     "editable": true
    },
@@ -391,7 +393,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6cd4986",
+   "id": "d817f6e0",
    "metadata": {
     "editable": true
    },
@@ -403,7 +405,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93a3774a",
+   "id": "8bfba457",
    "metadata": {
     "editable": true
    },
@@ -413,7 +415,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cacc270",
+   "id": "295374b3",
    "metadata": {
     "editable": true
    },
@@ -425,7 +427,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "affb01c0",
+   "id": "a286d821",
    "metadata": {
     "editable": true
    },
@@ -436,7 +438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35e50283",
+   "id": "b82376cc",
    "metadata": {
     "editable": true
    },
@@ -448,7 +450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e137ec8",
+   "id": "1bc91e3c",
    "metadata": {
     "editable": true
    },
@@ -458,7 +460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9168a472",
+   "id": "ef57a496",
    "metadata": {
     "editable": true
    },
@@ -470,7 +472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42261983",
+   "id": "ef6b79b3",
    "metadata": {
     "editable": true
    },
@@ -480,7 +482,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac934e5f",
+   "id": "2bfe6ba6",
    "metadata": {
     "editable": true
    },
@@ -492,7 +494,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2018e5e",
+   "id": "1ea9631f",
    "metadata": {
     "editable": true
    },
@@ -512,7 +514,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3d10b4e",
+   "id": "40df8223",
    "metadata": {
     "editable": true
    },
@@ -539,7 +541,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ffdf547",
+   "id": "e45dec6e",
    "metadata": {
     "editable": true
    },
@@ -551,7 +553,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06fe59d3",
+   "id": "044bc60d",
    "metadata": {
     "editable": true
    },
@@ -563,7 +565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fd53261",
+   "id": "b54ca0eb",
    "metadata": {
     "editable": true
    },
@@ -579,7 +581,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dac1f85",
+   "id": "9bc22dd0",
    "metadata": {
     "editable": true
    },
@@ -597,7 +599,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ddbe0f3",
+   "id": "9af4fcfe",
    "metadata": {
     "editable": true
    },
@@ -609,7 +611,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b493f27d",
+   "id": "84760094",
    "metadata": {
     "editable": true
    },
@@ -621,7 +623,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8e52971",
+   "id": "0d9a7ac6",
    "metadata": {
     "editable": true
    },
@@ -632,7 +634,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2467254e",
+   "id": "ccbe4c4e",
    "metadata": {
     "editable": true
    },
@@ -644,7 +646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad1bb07b",
+   "id": "1c8a9e7d",
    "metadata": {
     "editable": true
    },
@@ -654,7 +656,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "910a1e9c",
+   "id": "ecb14896",
    "metadata": {
     "editable": true
    },
@@ -666,7 +668,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e21b9cd4",
+   "id": "6578e470",
    "metadata": {
     "editable": true
    },
@@ -680,7 +682,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7859263",
+   "id": "227ea794",
    "metadata": {
     "editable": true
    },
@@ -692,7 +694,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a73d4636",
+   "id": "d88f1a80",
    "metadata": {
     "editable": true
    },
@@ -704,7 +706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce30bf27",
+   "id": "c6f9c72f",
    "metadata": {
     "editable": true
    },
@@ -716,7 +718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d38383b9",
+   "id": "014a0ee3",
    "metadata": {
     "editable": true
    },
@@ -726,7 +728,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5e969fe",
+   "id": "bbd1cd50",
    "metadata": {
     "editable": true
    },
@@ -738,7 +740,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05ad78b6",
+   "id": "7129292e",
    "metadata": {
     "editable": true
    },
@@ -750,7 +752,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c200bbd6",
+   "id": "63264651",
    "metadata": {
     "editable": true
    },
@@ -762,7 +764,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e76e759",
+   "id": "d86227f5",
    "metadata": {
     "editable": true
    },
@@ -776,7 +778,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20f0ef9e",
+   "id": "4b24b1a0",
    "metadata": {
     "editable": true
    },
@@ -788,7 +790,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ccd6ef29",
+   "id": "0329d0e5",
    "metadata": {
     "editable": true
    },
@@ -800,7 +802,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d0021d4",
+   "id": "60fdb497",
    "metadata": {
     "editable": true
    },
@@ -812,7 +814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b93aec90",
+   "id": "23ddc055",
    "metadata": {
     "editable": true
    },
@@ -822,7 +824,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7b53094",
+   "id": "3cd9c608",
    "metadata": {
     "editable": true
    },
@@ -834,7 +836,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "374bedac",
+   "id": "798f4dbf",
    "metadata": {
     "editable": true
    },
@@ -844,7 +846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "578e857b",
+   "id": "d4c7b4f8",
    "metadata": {
     "editable": true
    },
@@ -856,7 +858,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44b8e0d5",
+   "id": "aaea62fe",
    "metadata": {
     "editable": true
    },
@@ -866,7 +868,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83cf4934",
+   "id": "558bd5db",
    "metadata": {
     "editable": true
    },
@@ -878,7 +880,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54d87a04",
+   "id": "7196cbcc",
    "metadata": {
     "editable": true
    },
@@ -890,7 +892,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75b5c120",
+   "id": "b3aeae7c",
    "metadata": {
     "editable": true
    },
@@ -902,7 +904,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "349aed8a",
+   "id": "b08d19a4",
    "metadata": {
     "editable": true
    },
@@ -917,7 +919,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d66cc9ad",
+   "id": "04ec54c8",
    "metadata": {
     "editable": true
    },
@@ -929,7 +931,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2e4f3835",
+   "id": "15b70672",
    "metadata": {
     "editable": true
    },
@@ -939,7 +941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79d6c4a1",
+   "id": "baabd91a",
    "metadata": {
     "editable": true
    },
@@ -951,7 +953,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa478123",
+   "id": "c31bcade",
    "metadata": {
     "editable": true
    },
@@ -961,7 +963,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5baf3cf3",
+   "id": "0c70fe69",
    "metadata": {
     "editable": true
    },
@@ -973,7 +975,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55bccb8f",
+   "id": "8311f527",
    "metadata": {
     "editable": true
    },
@@ -983,7 +985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e5d72571",
+   "id": "38a430f0",
    "metadata": {
     "editable": true
    },
@@ -995,7 +997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5d24b37",
+   "id": "9cacb60b",
    "metadata": {
     "editable": true
    },
@@ -1007,7 +1009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "034723eb",
+   "id": "48c8af1a",
    "metadata": {
     "editable": true
    },
@@ -1019,7 +1021,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99f84d2d",
+   "id": "3d5b6042",
    "metadata": {
     "editable": true
    },
@@ -1029,7 +1031,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "84a5648d",
+   "id": "1d50d4ad",
    "metadata": {
     "editable": true
    },
@@ -1041,7 +1043,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71302309",
+   "id": "f3ef4fda",
    "metadata": {
     "editable": true
    },
@@ -1054,7 +1056,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3c880b6",
+   "id": "2540968d",
    "metadata": {
     "editable": true
    },
@@ -1066,7 +1068,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ad3e27b",
+   "id": "3bc106fa",
    "metadata": {
     "editable": true
    },
@@ -1076,7 +1078,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ddf58d6d",
+   "id": "35c769d4",
    "metadata": {
     "editable": true
    },
@@ -1088,7 +1090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fce48c5c",
+   "id": "f964b8d2",
    "metadata": {
     "editable": true
    },
@@ -1098,7 +1100,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bb38fd4",
+   "id": "278df999",
    "metadata": {
     "editable": true
    },
@@ -1110,7 +1112,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d03c742",
+   "id": "ef003c39",
    "metadata": {
     "editable": true
    },
@@ -1120,7 +1122,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5d1bd0dd",
+   "id": "f4bae399",
    "metadata": {
     "editable": true
    },
@@ -1132,7 +1134,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f118679",
+   "id": "e4161bf9",
    "metadata": {
     "editable": true
    },
@@ -1142,7 +1144,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e1c3e5ab",
+   "id": "a5badddc",
    "metadata": {
     "editable": true
    },
@@ -1154,7 +1156,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "51937c66",
+   "id": "3a9bcee4",
    "metadata": {
     "editable": true
    },
@@ -1164,7 +1166,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55f8871a",
+   "id": "742dd6d4",
    "metadata": {
     "editable": true
    },
@@ -1176,7 +1178,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7697cc9",
+   "id": "07447ef0",
    "metadata": {
     "editable": true
    },
@@ -1188,7 +1190,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc537a1b",
+   "id": "42809d8f",
    "metadata": {
     "editable": true
    },
@@ -1200,7 +1202,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "147601fc",
+   "id": "3de9e409",
    "metadata": {
     "editable": true
    },
@@ -1212,7 +1214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5eccde34",
+   "id": "976c9ed9",
    "metadata": {
     "editable": true
    },
@@ -1224,7 +1226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e817edd",
+   "id": "598bfc4d",
    "metadata": {
     "editable": true
    },
@@ -1236,7 +1238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e025864d",
+   "id": "bdbc0fea",
    "metadata": {
     "editable": true
    },
@@ -1252,7 +1254,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8c3180f",
+   "id": "11a6a7b9",
    "metadata": {
     "editable": true
    },
@@ -1264,7 +1266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41e51518",
+   "id": "4587c0c5",
    "metadata": {
     "editable": true
    },
@@ -1274,7 +1276,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b8b6511",
+   "id": "300ea026",
    "metadata": {
     "editable": true
    },
@@ -1286,7 +1288,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ba4b948",
+   "id": "18a45342",
    "metadata": {
     "editable": true
    },
@@ -1304,7 +1306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dacd56e9",
+   "id": "b1538a53",
    "metadata": {
     "editable": true
    },
@@ -1316,7 +1318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff3e1ed3",
+   "id": "80afef85",
    "metadata": {
     "editable": true
    },
@@ -1328,7 +1330,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d41ee98a",
+   "id": "f2175720",
    "metadata": {
     "editable": true
    },
@@ -1338,7 +1340,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b041a5e",
+   "id": "f47c3870",
    "metadata": {
     "editable": true
    },
@@ -1350,7 +1352,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4c19d87",
+   "id": "997e4516",
    "metadata": {
     "editable": true
    },
@@ -1360,7 +1362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aea64900",
+   "id": "1860f06d",
    "metadata": {
     "editable": true
    },
@@ -1372,7 +1374,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e78e5c70",
+   "id": "bed5b5bf",
    "metadata": {
     "editable": true
    },
@@ -1382,7 +1384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f83f72a6",
+   "id": "9ddbc1b9",
    "metadata": {
     "editable": true
    },
@@ -1396,7 +1398,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "274c7763",
+   "id": "e3182bc2",
    "metadata": {
     "editable": true
    },
@@ -1408,7 +1410,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8b11c79",
+   "id": "fc7ad1a4",
    "metadata": {
     "editable": true
    },
@@ -1419,7 +1421,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99f38f15",
+   "id": "b2d8e764",
    "metadata": {
     "editable": true
    },
@@ -1432,7 +1434,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "dace9ae7",
+   "id": "b550fbbe",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1459,7 +1461,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fdf2525a",
+   "id": "b7390330",
    "metadata": {
     "editable": true
    },
@@ -1470,7 +1472,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "11868544",
+   "id": "2b0ea997",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1483,7 +1485,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6afa437",
+   "id": "a58e344f",
    "metadata": {
     "editable": true
    },
@@ -1497,7 +1499,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "1a8e4684",
+   "id": "ae3d0b17",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1510,7 +1512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7d9c395",
+   "id": "39bebaf1",
    "metadata": {
     "editable": true
    },
@@ -1521,7 +1523,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "a86e7913",
+   "id": "9b073a72",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1531,7 +1533,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.9960987015666213\n"
+      "0.9955853547770925\n"
      ]
     }
    ],
@@ -1541,7 +1543,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e219dc1e",
+   "id": "b8af0dc1",
    "metadata": {
     "editable": true
    },
@@ -1552,7 +1554,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "f75682d9",
+   "id": "7ad18065",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1562,7 +1564,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.008479177639949449\n"
+      "0.009975924157146357\n"
      ]
     }
    ],
@@ -1576,7 +1578,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f68ecfd9",
+   "id": "5f6880a5",
    "metadata": {
     "editable": true
    },
@@ -1587,7 +1589,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "4a92d7ed",
+   "id": "105de2f9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1597,31 +1599,23 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[3.33897624e-02 2.82933065e-02 2.08502578e-02 5.70368882e-03\n",
-      " 1.36392181e-02 3.54890204e-02 4.52322923e-02 7.20183951e-02\n",
-      " 6.08424143e-03 1.51876722e-02 2.72107224e-02 4.38536455e-02\n",
-      " 1.01890271e-02 7.59583924e-03 1.54362677e-02 1.39857639e-02\n",
-      " 3.04600349e-02 5.35392690e-02 6.14211764e-03 2.44308477e-03\n",
-      " 1.74218636e-03 1.36163844e-02 3.15915417e-02 6.07182377e-04\n",
-      " 5.90558936e-03 5.35227195e-05 9.78647442e-03 1.26624586e-02\n",
-      " 1.45101677e-02 1.92012445e-02 5.05837221e-02 6.17112259e-03\n",
-      " 1.11723198e-02 6.93356993e-03 1.93438490e-02 1.33978089e-02\n",
-      " 7.08793873e-03 2.86963555e-02 3.74845516e-02 9.09026386e-03\n",
-      " 9.83959386e-03 1.47179272e-02 2.28687236e-03 1.79501684e-02\n",
-      " 4.29334886e-02 5.70888990e-03 1.77605945e-03 8.68241292e-03\n",
-      " 9.19704684e-02 1.94558442e-02 6.13073296e-03 4.87955713e-03\n",
-      " 2.61004589e-02 2.48914361e-02 1.68762810e-02 5.66037582e-02\n",
-      " 3.32605607e-02 2.20330004e-02 8.80858500e-02 5.40907614e-02\n",
-      " 6.99537250e-03 2.13619518e-02 2.92595981e-02 2.13400535e-02\n",
-      " 4.74734301e-03 7.13396439e-03 2.94193224e-03 1.28749016e-02\n",
-      " 1.04702436e-01 2.25969618e-02 4.31600436e-03 4.04787888e-02\n",
-      " 7.73538998e-03 2.21569425e-02 1.89182406e-02 1.89215419e-03\n",
-      " 1.06170091e-02 1.90932454e-02 1.33876558e-02 9.18004907e-03\n",
-      " 3.59120619e-02 4.23663774e-03 4.75744838e-02 5.05958988e-03\n",
-      " 7.91845464e-04 3.83995681e-02 1.29557246e-02 4.35758612e-02\n",
-      " 3.74194699e-03 2.05752451e-02 1.29311961e-02 7.07147609e-03\n",
-      " 5.43495641e-03 9.07930457e-03 9.59668773e-04 2.80566926e-03\n",
-      " 3.14738036e-02 1.34254673e-02 4.80114766e-02 5.31124303e-02]\n"
+      "[0.03310948 0.03502605 0.01238528 0.01145325 0.01120753 0.04024121\n",
+      " 0.02365946 0.00802057 0.01686313 0.06417556 0.02459689 0.03750064\n",
+      " 0.00027126 0.04470158 0.02703163 0.07640212 0.0372278  0.12977735\n",
+      " 0.00607227 0.05519101 0.00506541 0.01080061 0.01466418 0.0235557\n",
+      " 0.0039114  0.01903413 0.00530754 0.00284682 0.00234831 0.00575843\n",
+      " 0.00288898 0.00864249 0.03421216 0.0238318  0.02846355 0.05133809\n",
+      " 0.02410477 0.00618364 0.00616064 0.05455225 0.01761095 0.00756235\n",
+      " 0.02465031 0.01140481 0.00569631 0.04057615 0.0102482  0.06849452\n",
+      " 0.02568311 0.0038013  0.02460166 0.00968573 0.00510049 0.03368503\n",
+      " 0.0275728  0.01629911 0.03063595 0.00953303 0.04675468 0.04944357\n",
+      " 0.00768229 0.00974873 0.02744664 0.0039037  0.02755583 0.00960513\n",
+      " 0.00340126 0.02270334 0.03343177 0.01023188 0.01071707 0.0053717\n",
+      " 0.00989298 0.02147188 0.01733341 0.02393489 0.09413086 0.00693229\n",
+      " 0.01547395 0.00893513 0.01198614 0.00880861 0.05151828 0.01074123\n",
+      " 0.02611675 0.04174576 0.02879514 0.04182729 0.05830426 0.02412449\n",
+      " 0.03064238 0.00449104 0.02332052 0.04607275 0.06390074 0.02795048\n",
+      " 0.0056416  0.00463706 0.0240445  0.02081809]\n"
      ]
     }
    ],
@@ -1633,7 +1627,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5465350",
+   "id": "fb5d5828",
    "metadata": {
     "editable": true
    },
@@ -1654,7 +1648,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1cb9fb17",
+   "id": "5d3571b0",
    "metadata": {
     "editable": true
    },
@@ -1665,7 +1659,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "b0e0ec9d",
+   "id": "50c74297",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1675,15 +1669,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 1.9493303   0.64347371  2.56535839  3.65129524 -1.82028236]\n",
+      "[ 1.90133797  0.41151358  5.10853105 -1.67354637  1.25212002]\n",
       "Training R2\n",
-      "0.9968948714928851\n",
+      "0.9943899533894374\n",
       "Training MSE\n",
-      "0.007373820933373729\n",
+      "0.012961500458019132\n",
       "Test R2\n",
-      "0.9971066204281798\n",
+      "0.9940852985232707\n",
       "Test MSE\n",
-      "0.009252005542369688\n"
+      "0.012176386103148444\n"
      ]
     }
    ],
@@ -1734,7 +1728,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83618bc5",
+   "id": "81d56642",
    "metadata": {
     "editable": true
    },
@@ -1745,7 +1739,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "cc6480ea",
+   "id": "2effb9ff",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1770,7 +1764,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44f4ce6e",
+   "id": "994b52a7",
    "metadata": {
     "editable": true
    },
@@ -1782,7 +1776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74508a97",
+   "id": "99f996fd",
    "metadata": {
     "editable": true
    },
@@ -1811,7 +1805,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b93e1823",
+   "id": "32b2f8e0",
    "metadata": {
     "editable": true
    },
@@ -1836,7 +1830,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df747aed",
+   "id": "d837dc89",
    "metadata": {
     "editable": true
    },
@@ -1856,7 +1850,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c576050",
+   "id": "f3f3ec16",
    "metadata": {
     "editable": true
    },
@@ -1883,7 +1877,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d579715",
+   "id": "bcbbea15",
    "metadata": {
     "editable": true
    },
@@ -1896,7 +1890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bdc67cc0",
+   "id": "dce3c751",
    "metadata": {
     "editable": true
    },
@@ -1908,7 +1902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d1a91553",
+   "id": "e3a1dd2c",
    "metadata": {
     "editable": true
    },
@@ -1919,7 +1913,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bfbf206",
+   "id": "00ead977",
    "metadata": {
     "editable": true
    },
@@ -1935,7 +1929,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "c5d921c9",
+   "id": "f48cac43",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2378,7 +2372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d266b771",
+   "id": "0eae8922",
    "metadata": {
     "editable": true
    },
@@ -2388,7 +2382,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08d80e06",
+   "id": "709832eb",
    "metadata": {
     "editable": true
    },
@@ -2403,7 +2397,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb1b8d9c",
+   "id": "5660e410",
    "metadata": {
     "editable": true
    },
@@ -2415,7 +2409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d175f62",
+   "id": "d44e5934",
    "metadata": {
     "editable": true
    },
@@ -2425,7 +2419,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d14473d2",
+   "id": "98d863c6",
    "metadata": {
     "editable": true
    },
@@ -2441,7 +2435,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "2f49f528",
+   "id": "d11f262e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2458,7 +2452,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfc96064",
+   "id": "f69a30ce",
    "metadata": {
     "editable": true
    },
@@ -2471,7 +2465,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "48b86b87",
+   "id": "b038687c",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2533,7 +2527,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ed6b276",
+   "id": "36f38098",
    "metadata": {
     "editable": true
    },
@@ -2544,7 +2538,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "b6da6f80",
+   "id": "46512f53",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2572,7 +2566,13 @@
       " [ 0.         -1.71761101 -1.75770568 -1.12330033 -1.12591227 -1.12871842\n",
       " -0.88613493 -0.884669   -0.88323026 -0.88182591 -0.75269037 -0.75050135\n",
       " -0.74829661 -0.74607851 -0.74384949 -0.6652177  -0.66294408 -0.66064822\n",
-      " -0.65833132 -0.65599456 -0.6536392 ]\n",
+      " -0.65833132 -0.65599456 -0.6536392 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Feature max values after scaling:\n",
       " [0.         1.71737253 1.75576555 2.20916295 2.23971032 2.26995402\n",
       " 2.60543038 2.63162342 2.65743689 2.68286725 2.94273542 2.96631321\n",
@@ -2680,7 +2680,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a920b2aa",
+   "id": "afb7e208",
    "metadata": {
     "editable": true
    },
@@ -2708,7 +2708,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b2edf17",
+   "id": "9aea8569",
    "metadata": {
     "editable": true
    },
@@ -2743,7 +2743,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9895401e",
+   "id": "3c3ee7a6",
    "metadata": {
     "editable": true
    },
@@ -2758,7 +2758,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "5c9604e8",
+   "id": "610ed7c9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2783,7 +2783,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb31dcc4",
+   "id": "5aaa0c35",
    "metadata": {
     "editable": true
    },
@@ -2799,7 +2799,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69732dbc",
+   "id": "d446b89c",
    "metadata": {
     "editable": true
    },
@@ -2811,7 +2811,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fe76e2ee",
+   "id": "198b6351",
    "metadata": {
     "editable": true
    },
@@ -2826,7 +2826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7aeb050c",
+   "id": "f87a12ef",
    "metadata": {
     "editable": true
    },
@@ -2838,7 +2838,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b9beeff0",
+   "id": "9c9aeaff",
    "metadata": {
     "editable": true
    },
@@ -2848,7 +2848,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dcd138b2",
+   "id": "f4c3cf71",
    "metadata": {
     "editable": true
    },
@@ -2860,7 +2860,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca257ffd",
+   "id": "bfc99033",
    "metadata": {
     "editable": true
    },
@@ -2870,7 +2870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8fa46c2",
+   "id": "7982def4",
    "metadata": {
     "editable": true
    },
@@ -2882,7 +2882,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd766850",
+   "id": "3610d0b0",
    "metadata": {
     "editable": true
    },
@@ -2895,7 +2895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf315cd2",
+   "id": "8bdee448",
    "metadata": {
     "editable": true
    },
@@ -2907,7 +2907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92da7a90",
+   "id": "a6a3d795",
    "metadata": {
     "editable": true
    },
@@ -2917,7 +2917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "206731ce",
+   "id": "ecf6d960",
    "metadata": {
     "editable": true
    },
@@ -2929,7 +2929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ceacbfb",
+   "id": "3477f330",
    "metadata": {
     "editable": true
    },
@@ -2939,7 +2939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dd26f70",
+   "id": "3faf2dd4",
    "metadata": {
     "editable": true
    },
@@ -2951,7 +2951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2deddeaa",
+   "id": "c0eb3a77",
    "metadata": {
     "editable": true
    },
@@ -2961,7 +2961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa10bb43",
+   "id": "f9884460",
    "metadata": {
     "editable": true
    },
@@ -2973,7 +2973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fce60eb7",
+   "id": "94e51a90",
    "metadata": {
     "editable": true
    },
@@ -2983,7 +2983,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4ec9b91",
+   "id": "a3c36461",
    "metadata": {
     "editable": true
    },
@@ -2995,7 +2995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77a212bc",
+   "id": "571b9c21",
    "metadata": {
     "editable": true
    },
@@ -3005,7 +3005,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "62a38cf1",
+   "id": "a7497fca",
    "metadata": {
     "editable": true
    },
@@ -3017,7 +3017,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8bbd737",
+   "id": "eceeabf7",
    "metadata": {
     "editable": true
    },
@@ -3027,7 +3027,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a0d298a",
+   "id": "36d559dd",
    "metadata": {
     "editable": true
    },
@@ -3039,7 +3039,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d111103f",
+   "id": "51b9a971",
    "metadata": {
     "editable": true
    },
@@ -3051,7 +3051,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92479700",
+   "id": "1d5cc9a6",
    "metadata": {
     "editable": true
    },
@@ -3063,7 +3063,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "462e5487",
+   "id": "53ea8a95",
    "metadata": {
     "editable": true
    },
@@ -3076,7 +3076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "17ac9c99",
+   "id": "786d0fee",
    "metadata": {
     "editable": true
    },
@@ -3088,7 +3088,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73463eed",
+   "id": "4192a1c6",
    "metadata": {
     "editable": true
    },
@@ -3098,7 +3098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79b970d8",
+   "id": "da29b29a",
    "metadata": {
     "editable": true
    },
@@ -3112,7 +3112,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "bc93a61f",
+   "id": "7e1a63ba",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3245,7 +3245,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67ed06a9",
+   "id": "93c527ef",
    "metadata": {
     "editable": true
    },
@@ -3266,7 +3266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1e2182e",
+   "id": "95f1207f",
    "metadata": {
     "editable": true
    },
@@ -3278,7 +3278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aca3fa40",
+   "id": "28924a72",
    "metadata": {
     "editable": true
    },
@@ -3288,7 +3288,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "126ed4ec",
+   "id": "2335128f",
    "metadata": {
     "editable": true
    },
@@ -3300,7 +3300,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2769dc4",
+   "id": "04fcb5bb",
    "metadata": {
     "editable": true
    },
@@ -3310,7 +3310,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8e8cb90",
+   "id": "d5795062",
    "metadata": {
     "editable": true
    },
@@ -3322,7 +3322,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58a1cb4a",
+   "id": "2dc0f045",
    "metadata": {
     "editable": true
    },
@@ -3338,7 +3338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e5a31cc",
+   "id": "6cad8214",
    "metadata": {
     "editable": true
    },
@@ -3348,7 +3348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77639bfa",
+   "id": "2bad21b9",
    "metadata": {
     "editable": true
    },
@@ -3362,7 +3362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a83aba8",
+   "id": "644c911c",
    "metadata": {
     "editable": true
    },
@@ -3374,7 +3374,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "209e5dfb",
+   "id": "e8fd561c",
    "metadata": {
     "editable": true
    },
@@ -3386,7 +3386,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a3c4e2aa",
+   "id": "727edd59",
    "metadata": {
     "editable": true
    },
@@ -3398,7 +3398,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1dfcaa45",
+   "id": "8c0e5f99",
    "metadata": {
     "editable": true
    },
@@ -3408,7 +3408,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d652144f",
+   "id": "2a29fb9d",
    "metadata": {
     "editable": true
    },
@@ -3420,7 +3420,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9f01db8",
+   "id": "2a148675",
    "metadata": {
     "editable": true
    },
@@ -3430,7 +3430,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "846edb22",
+   "id": "e35bcb63",
    "metadata": {
     "editable": true
    },
@@ -3442,7 +3442,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e7169a8",
+   "id": "23e05e57",
    "metadata": {
     "editable": true
    },
@@ -3453,7 +3453,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76a4f3af",
+   "id": "26d2aa42",
    "metadata": {
     "editable": true
    },
@@ -3465,7 +3465,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "174980e4",
+   "id": "c0a9222f",
    "metadata": {
     "editable": true
    },
@@ -3477,7 +3477,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f09c446",
+   "id": "8144224f",
    "metadata": {
     "editable": true
    },
@@ -3487,7 +3487,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c89d3c7",
+   "id": "f3669729",
    "metadata": {
     "editable": true
    },
@@ -3499,7 +3499,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dffb0161",
+   "id": "67dccbf0",
    "metadata": {
     "editable": true
    },
@@ -3511,7 +3511,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e413c54c",
+   "id": "243c515d",
    "metadata": {
     "editable": true
    },
@@ -3521,7 +3521,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba8769cf",
+   "id": "3025d27b",
    "metadata": {
     "editable": true
    },
@@ -3533,7 +3533,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94c722f1",
+   "id": "8d03e62a",
    "metadata": {
     "editable": true
    },
@@ -3543,7 +3543,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6dc80f7c",
+   "id": "6a26e615",
    "metadata": {
     "editable": true
    },
@@ -3555,7 +3555,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d53c537",
+   "id": "6b6112b3",
    "metadata": {
     "editable": true
    },
@@ -3565,7 +3565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0894bac8",
+   "id": "3d09419a",
    "metadata": {
     "editable": true
    },
@@ -3605,7 +3605,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e569502",
+   "id": "d0b08069",
    "metadata": {
     "editable": true
    },
@@ -3622,7 +3622,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "497ed48c",
+   "id": "fb79434f",
    "metadata": {
     "editable": true
    },
@@ -3645,7 +3645,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ec2d053",
+   "id": "7454590c",
    "metadata": {
     "editable": true
    },
@@ -3662,7 +3662,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f21de103",
+   "id": "e5607549",
    "metadata": {
     "editable": true
    },
@@ -3681,7 +3681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41a3e5f1",
+   "id": "7cb60f09",
    "metadata": {
     "editable": true
    },
@@ -3692,7 +3692,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "562e348f",
+   "id": "4ffab4c8",
    "metadata": {
     "editable": true
    },
@@ -3704,7 +3704,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9925625",
+   "id": "9398c2a3",
    "metadata": {
     "editable": true
    },
@@ -3722,7 +3722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea7a41cc",
+   "id": "d4eb85a1",
    "metadata": {
     "editable": true
    },
@@ -3738,7 +3738,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5bdb149",
+   "id": "7826f21f",
    "metadata": {
     "editable": true
    },
@@ -3750,7 +3750,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fac1e4ef",
+   "id": "f8e53e32",
    "metadata": {
     "editable": true
    },
@@ -3760,7 +3760,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b6cfbf1",
+   "id": "9fdadcf2",
    "metadata": {
     "editable": true
    },
@@ -3775,7 +3775,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d652283",
+   "id": "bb0f1a50",
    "metadata": {
     "editable": true
    },
@@ -3787,7 +3787,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff6cb23a",
+   "id": "38de8410",
    "metadata": {
     "editable": true
    },
@@ -3797,7 +3797,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8166fb7b",
+   "id": "c2e79f6c",
    "metadata": {
     "editable": true
    },
@@ -3809,7 +3809,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c274bcb2",
+   "id": "5062f0d2",
    "metadata": {
     "editable": true
    },
@@ -3819,7 +3819,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2fc3a9b7",
+   "id": "e82354ce",
    "metadata": {
     "editable": true
    },
@@ -3831,7 +3831,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3be571f3",
+   "id": "8df6f261",
    "metadata": {
     "editable": true
    },
@@ -3843,7 +3843,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2f222d7",
+   "id": "be644b5b",
    "metadata": {
     "editable": true
    },
@@ -3858,7 +3858,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06c9a819",
+   "id": "3a7b74dd",
    "metadata": {
     "editable": true
    },
@@ -3869,7 +3869,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "889d8b92",
+   "id": "c0f0b528",
    "metadata": {
     "editable": true
    },
@@ -3889,7 +3889,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b7610f5",
+   "id": "db75edea",
    "metadata": {
     "editable": true
    },
@@ -3901,7 +3901,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7a5006eb",
+   "id": "7cc08b68",
    "metadata": {
     "editable": true
    },
@@ -3911,7 +3911,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c26d0b45",
+   "id": "eb30435e",
    "metadata": {
     "editable": true
    },
@@ -3923,7 +3923,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c63b7581",
+   "id": "57f3ab78",
    "metadata": {
     "editable": true
    },
@@ -3952,7 +3952,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e8b925c",
+   "id": "c66c4798",
    "metadata": {
     "editable": true
    },
@@ -3979,7 +3979,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5982c0d9",
+   "id": "2db6a3d6",
    "metadata": {
     "editable": true
    },
@@ -3990,7 +3990,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "522ca752",
+   "id": "c7e2d452",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4052,7 +4052,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1084a7d6",
+   "id": "4876d7fb",
    "metadata": {
     "editable": true
    },
@@ -4069,7 +4069,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "798189f9",
+   "id": "60a1b266",
    "metadata": {
     "editable": true
    },
@@ -4092,7 +4092,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8220dcb",
+   "id": "f19eab4b",
    "metadata": {
     "editable": true
    },
@@ -4106,7 +4106,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c72578b5",
+   "id": "d5e735b4",
    "metadata": {
     "editable": true
    },
@@ -4125,7 +4125,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6dd939c",
+   "id": "2911819b",
    "metadata": {
     "editable": true
    },
@@ -4135,7 +4135,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4368817",
+   "id": "7e22b8f3",
    "metadata": {
     "editable": true
    },
@@ -4147,7 +4147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "273a1ee3",
+   "id": "aa21f027",
    "metadata": {
     "editable": true
    },
@@ -4161,7 +4161,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd90c4cd",
+   "id": "0ae64e85",
    "metadata": {
     "editable": true
    },
@@ -4173,7 +4173,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e755f46",
+   "id": "25f04f52",
    "metadata": {
     "editable": true
    },
@@ -4183,7 +4183,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d79120e6",
+   "id": "b9507486",
    "metadata": {
     "editable": true
    },
@@ -4195,7 +4195,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e653c8e7",
+   "id": "a4f09fd9",
    "metadata": {
     "editable": true
    },
@@ -4212,7 +4212,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30061962",
+   "id": "89a4dd64",
    "metadata": {
     "editable": true
    },
@@ -4222,7 +4222,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd0fb7b8",
+   "id": "e12c7f1f",
    "metadata": {
     "editable": true
    },
@@ -4238,7 +4238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1691c8c0",
+   "id": "ce657a98",
    "metadata": {
     "editable": true
    },
@@ -4248,7 +4248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6ce2bff",
+   "id": "bf65318f",
    "metadata": {
     "editable": true
    },
@@ -4264,7 +4264,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ec5da0d",
+   "id": "ab7198f2",
    "metadata": {
     "editable": true
    },
@@ -4274,7 +4274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "393a349c",
+   "id": "58b82bec",
    "metadata": {
     "editable": true
    },
@@ -4290,7 +4290,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f7f6262",
+   "id": "f92bbe1a",
    "metadata": {
     "editable": true
    },
@@ -4300,7 +4300,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d584adc",
+   "id": "36e0b936",
    "metadata": {
     "editable": true
    },
@@ -4317,7 +4317,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25640918",
+   "id": "183f7286",
    "metadata": {
     "editable": true
    },
@@ -4329,7 +4329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4fe4493",
+   "id": "df9df90f",
    "metadata": {
     "editable": true
    },
@@ -4341,7 +4341,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f4fe3e3",
+   "id": "c90899a8",
    "metadata": {
     "editable": true
    },
@@ -4353,7 +4353,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11e6a3a0",
+   "id": "983cdbd6",
    "metadata": {
     "editable": true
    },
@@ -4363,7 +4363,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "407eaa57",
+   "id": "0f436284",
    "metadata": {
     "editable": true
    },
@@ -4375,7 +4375,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb2b3779",
+   "id": "7269e493",
    "metadata": {
     "editable": true
    },
@@ -4387,7 +4387,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "918381fb",
+   "id": "21eac5a7",
    "metadata": {
     "editable": true
    },
@@ -4399,7 +4399,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5756c858",
+   "id": "7c9459fd",
    "metadata": {
     "editable": true
    },
@@ -4409,7 +4409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d93b3599",
+   "id": "631bf89c",
    "metadata": {
     "editable": true
    },
@@ -4421,7 +4421,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dbfc1c41",
+   "id": "f0e2dabd",
    "metadata": {
     "editable": true
    },
@@ -4431,7 +4431,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1087142",
+   "id": "ede39b3f",
    "metadata": {
     "editable": true
    },
@@ -4443,7 +4443,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e82fa7f7",
+   "id": "7f555ff2",
    "metadata": {
     "editable": true
    },
@@ -4459,7 +4459,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1642a934",
+   "id": "4142188d",
    "metadata": {
     "editable": true
    },
@@ -4471,7 +4471,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "39c0e39f",
+   "id": "097c9279",
    "metadata": {
     "editable": true
    },
@@ -4483,7 +4483,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b732098b",
+   "id": "b1592a88",
    "metadata": {
     "editable": true
    },
@@ -4493,7 +4493,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95c2fdfd",
+   "id": "4f07ced0",
    "metadata": {
     "editable": true
    },
@@ -4505,7 +4505,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dae64b7c",
+   "id": "d669c781",
    "metadata": {
     "editable": true
    },
@@ -4516,7 +4516,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9bcbfe47",
+   "id": "e63ecc04",
    "metadata": {
     "editable": true
    },
@@ -4528,7 +4528,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57d8f11b",
+   "id": "a2ab776d",
    "metadata": {
     "editable": true
    },
@@ -4538,7 +4538,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23c75625",
+   "id": "9fde1543",
    "metadata": {
     "editable": true
    },
@@ -4550,7 +4550,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2dadc3b4",
+   "id": "253cd0ab",
    "metadata": {
     "editable": true
    },
@@ -4560,7 +4560,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c660e94c",
+   "id": "935f5017",
    "metadata": {
     "editable": true
    },
@@ -4572,7 +4572,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "650dbaa5",
+   "id": "03ac6053",
    "metadata": {
     "editable": true
    },
@@ -4583,7 +4583,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba036597",
+   "id": "82e8e71f",
    "metadata": {
     "editable": true
    },
@@ -4595,7 +4595,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15f22850",
+   "id": "53f7343a",
    "metadata": {
     "editable": true
    },
@@ -4613,7 +4613,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90a608b8",
+   "id": "8e6dd667",
    "metadata": {
     "editable": true
    },
@@ -4629,7 +4629,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0031b6a1",
+   "id": "e57b1e19",
    "metadata": {
     "editable": true
    },
@@ -4641,7 +4641,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50f9a4be",
+   "id": "431d052c",
    "metadata": {
     "editable": true
    },
@@ -4653,7 +4653,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd8f36d1",
+   "id": "bfb5acc9",
    "metadata": {
     "editable": true
    },
@@ -4665,7 +4665,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "17767821",
+   "id": "52b1fcc3",
    "metadata": {
     "editable": true
    },
@@ -4678,7 +4678,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd378ce2",
+   "id": "c0b02536",
    "metadata": {
     "editable": true
    },
@@ -4694,7 +4694,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25f962ae",
+   "id": "f3b67f67",
    "metadata": {
     "editable": true
    },
@@ -4708,7 +4708,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e016c3e",
+   "id": "c4130d0b",
    "metadata": {
     "editable": true
    },
@@ -4718,7 +4718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f0949a7",
+   "id": "926b7b65",
    "metadata": {
     "editable": true
    },
@@ -4730,7 +4730,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68ee6732",
+   "id": "4d5eb320",
    "metadata": {
     "editable": true
    },
@@ -4740,7 +4740,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7925746b",
+   "id": "e0544424",
    "metadata": {
     "editable": true
    },
@@ -4752,7 +4752,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93cccb87",
+   "id": "422f75af",
    "metadata": {
     "editable": true
    },
@@ -4762,7 +4762,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af5dc54e",
+   "id": "9593498d",
    "metadata": {
     "editable": true
    },
@@ -4776,7 +4776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "409097c5",
+   "id": "7f13e100",
    "metadata": {
     "editable": true
    },
@@ -4793,7 +4793,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce35f8cd",
+   "id": "9b6613bd",
    "metadata": {
     "editable": true
    },
@@ -4809,7 +4809,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14e59b18",
+   "id": "1eeb6559",
    "metadata": {
     "editable": true
    },
@@ -4821,7 +4821,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d695a41f",
+   "id": "e484d492",
    "metadata": {
     "editable": true
    },
@@ -4834,7 +4834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98c0aa9e",
+   "id": "f5e67ca7",
    "metadata": {
     "editable": true
    },
@@ -4848,7 +4848,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5ec88a2",
+   "id": "3ea9bbff",
    "metadata": {
     "editable": true
    },
@@ -4858,7 +4858,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8e87fc7",
+   "id": "cdf01f7e",
    "metadata": {
     "editable": true
    },
@@ -4871,7 +4871,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73f8a37c",
+   "id": "0ec98540",
    "metadata": {
     "editable": true
    },
@@ -4890,7 +4890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5685f73",
+   "id": "cc502dc5",
    "metadata": {
     "editable": true
    },
@@ -4902,7 +4902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d33818a6",
+   "id": "97c54b6b",
    "metadata": {
     "editable": true
    },
@@ -4914,7 +4914,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a8ac336a",
+   "id": "af4b9fb5",
    "metadata": {
     "editable": true
    },
@@ -4924,7 +4924,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b3df3bd",
+   "id": "781e1060",
    "metadata": {
     "editable": true
    },
@@ -4936,7 +4936,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e6823a3",
+   "id": "975af21b",
    "metadata": {
     "editable": true
    },
@@ -4949,7 +4949,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "140d91a6",
+   "id": "e020b717",
    "metadata": {
     "editable": true
    },
@@ -4968,7 +4968,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "777762cc",
+   "id": "71796e08",
    "metadata": {
     "editable": true
    },
@@ -4978,7 +4978,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "491754e5",
+   "id": "bcf53807",
    "metadata": {
     "editable": true
    },
@@ -4997,7 +4997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28c5c1ef",
+   "id": "0d110719",
    "metadata": {
     "editable": true
    },
@@ -5015,7 +5015,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb7447a4",
+   "id": "7bc1b5db",
    "metadata": {
     "editable": true
    },
@@ -5029,7 +5029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87eb961e",
+   "id": "7fe635ef",
    "metadata": {
     "editable": true
    },
@@ -5044,7 +5044,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "61ab5106",
+   "id": "cde46031",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5076,7 +5076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6bf630cb",
+   "id": "13b2f4b2",
    "metadata": {
     "editable": true
    },
@@ -5093,7 +5093,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "52a37ecd",
+   "id": "3b76f958",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5136,7 +5136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc629cda",
+   "id": "41d7f745",
    "metadata": {
     "editable": true
    },
@@ -5150,7 +5150,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d746b53",
+   "id": "e984c719",
    "metadata": {
     "editable": true
    },
@@ -5163,7 +5163,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "f9300182",
+   "id": "acb65991",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5219,7 +5219,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "baa289ef",
+   "id": "6b800aaa",
    "metadata": {
     "editable": true
    },
@@ -5229,7 +5229,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b453957",
+   "id": "c6ff301f",
    "metadata": {
     "editable": true
    },
@@ -5240,7 +5240,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "3e58c060",
+   "id": "c24073b5",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5334,7 +5334,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2ed77e1",
+   "id": "7efb5b00",
    "metadata": {
     "editable": true
    },
@@ -5351,7 +5351,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59fec8cf",
+   "id": "bf2bb0dd",
    "metadata": {
     "editable": true
    },
@@ -5363,7 +5363,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03ef8b54",
+   "id": "c6200de6",
    "metadata": {
     "editable": true
    },
@@ -5375,7 +5375,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42df6819",
+   "id": "0b0725eb",
    "metadata": {
     "editable": true
    },
@@ -5385,7 +5385,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93f18132",
+   "id": "c84487a4",
    "metadata": {
     "editable": true
    },
@@ -5402,7 +5402,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7ad53332",
+   "id": "b33a3bb0",
    "metadata": {
     "editable": true
    },
@@ -5412,7 +5412,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a71a4506",
+   "id": "7864a2c5",
    "metadata": {
     "editable": true
    },
@@ -5427,7 +5427,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba124e79",
+   "id": "45f8a421",
    "metadata": {
     "editable": true
    },
@@ -5437,7 +5437,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a8dc304",
+   "id": "bb1ed4b2",
    "metadata": {
     "editable": true
    },
@@ -5451,7 +5451,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e262eb52",
+   "id": "d4953f79",
    "metadata": {
     "editable": true
    },
@@ -5463,7 +5463,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9bb7592",
+   "id": "cf7fb557",
    "metadata": {
     "editable": true
    },
@@ -5475,7 +5475,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c104c5a2",
+   "id": "97c2518c",
    "metadata": {
     "editable": true
    },
@@ -5487,7 +5487,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7b56297",
+   "id": "2d654a0f",
    "metadata": {
     "editable": true
    },
@@ -5497,7 +5497,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "476df6a8",
+   "id": "4d325cac",
    "metadata": {
     "editable": true
    },
@@ -5509,7 +5509,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "708c9dde",
+   "id": "b8d4cc1c",
    "metadata": {
     "editable": true
    },
@@ -5519,7 +5519,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5aa7a295",
+   "id": "d4ae3be8",
    "metadata": {
     "editable": true
    },
@@ -5536,7 +5536,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c280709e",
+   "id": "eecc1756",
    "metadata": {
     "editable": true
    },
@@ -5546,7 +5546,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fb708e6",
+   "id": "eed91ae9",
    "metadata": {
     "editable": true
    },
@@ -5558,7 +5558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9bd89cad",
+   "id": "add135b7",
    "metadata": {
     "editable": true
    },
@@ -5568,7 +5568,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "66d52818",
+   "id": "1b5cd68c",
    "metadata": {
     "editable": true
    },
@@ -5580,7 +5580,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "697358ef",
+   "id": "37574dab",
    "metadata": {
     "editable": true
    },
@@ -5594,7 +5594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7835825",
+   "id": "f93e4f56",
    "metadata": {
     "editable": true
    },
@@ -5606,7 +5606,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc60e78e",
+   "id": "d029f9dd",
    "metadata": {
     "editable": true
    },
@@ -5628,7 +5628,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b842c6f8",
+   "id": "c0b9cede",
    "metadata": {
     "editable": true
    },
@@ -5640,7 +5640,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "39430147",
+   "id": "552c3234",
    "metadata": {
     "editable": true
    },
@@ -5655,7 +5655,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1a9de0f",
+   "id": "3fbd26d9",
    "metadata": {
     "editable": true
    },
@@ -5667,7 +5667,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ec35e26",
+   "id": "bd716e28",
    "metadata": {
     "editable": true
    },
@@ -5679,7 +5679,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c766892",
+   "id": "7bbcf98d",
    "metadata": {
     "editable": true
    },
@@ -5689,7 +5689,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "208c9a9d",
+   "id": "fe830533",
    "metadata": {
     "editable": true
    },
@@ -5701,7 +5701,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bdb0d77b",
+   "id": "8a6ba504",
    "metadata": {
     "editable": true
    },
@@ -5711,7 +5711,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0307040c",
+   "id": "d21aa636",
    "metadata": {
     "editable": true
    },
@@ -5723,7 +5723,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "470ec977",
+   "id": "94080758",
    "metadata": {
     "editable": true
    },
@@ -5733,7 +5733,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c792ed2e",
+   "id": "7393d0d6",
    "metadata": {
     "editable": true
    },
@@ -5745,7 +5745,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2afdfb3",
+   "id": "5b57e226",
    "metadata": {
     "editable": true
    },
@@ -5762,7 +5762,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44e96378",
+   "id": "908cb642",
    "metadata": {
     "editable": true
    },
@@ -5775,7 +5775,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41570d44",
+   "id": "ea466969",
    "metadata": {
     "editable": true
    },
@@ -5787,7 +5787,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3800f6aa",
+   "id": "84aceaf9",
    "metadata": {
     "editable": true
    },
@@ -5797,7 +5797,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c730feea",
+   "id": "e1f62ccc",
    "metadata": {
     "editable": true
    },
@@ -5810,7 +5810,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f42466b",
+   "id": "864ec2d0",
    "metadata": {
     "editable": true
    },
@@ -5820,7 +5820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a59d510",
+   "id": "9e98ecef",
    "metadata": {
     "editable": true
    },
@@ -5832,7 +5832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a220eac6",
+   "id": "fa772655",
    "metadata": {
     "editable": true
    },
@@ -5845,7 +5845,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1552898",
+   "id": "4c175716",
    "metadata": {
     "editable": true
    },
@@ -5858,7 +5858,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1fb4d79",
+   "id": "0a717474",
    "metadata": {
     "editable": true
    },
@@ -5870,7 +5870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f74a50f3",
+   "id": "7a411718",
    "metadata": {
     "editable": true
    },
@@ -5882,7 +5882,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d91b2af5",
+   "id": "37e0a2d7",
    "metadata": {
     "editable": true
    },
@@ -5892,7 +5892,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3223ff5e",
+   "id": "332f3492",
    "metadata": {
     "editable": true
    },
@@ -5905,7 +5905,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "996d1643",
+   "id": "0c9fccd1",
    "metadata": {
     "editable": true
    },
@@ -5917,7 +5917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b95d5ee7",
+   "id": "97f20b29",
    "metadata": {
     "editable": true
    },
@@ -5929,7 +5929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50508cfb",
+   "id": "aa95ae99",
    "metadata": {
     "editable": true
    },
@@ -5941,7 +5941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ba4add4",
+   "id": "75d137ff",
    "metadata": {
     "editable": true
    },
@@ -5953,7 +5953,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54263127",
+   "id": "c4d95105",
    "metadata": {
     "editable": true
    },
@@ -5967,7 +5967,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "adef9008",
+   "id": "dcdc73f6",
    "metadata": {
     "editable": true
    },
@@ -5979,7 +5979,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7bd0ebe",
+   "id": "72118165",
    "metadata": {
     "editable": true
    },
@@ -5989,7 +5989,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24e49828",
+   "id": "2e5cdc63",
    "metadata": {
     "editable": true
    },
@@ -6001,7 +6001,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94eca210",
+   "id": "f68206a9",
    "metadata": {
     "editable": true
    },
@@ -6013,7 +6013,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3d3f41e",
+   "id": "5daca0e9",
    "metadata": {
     "editable": true
    },
@@ -6025,7 +6025,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35d2e488",
+   "id": "6a6c67f6",
    "metadata": {
     "editable": true
    },
@@ -6037,7 +6037,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f55212bc",
+   "id": "8842c60f",
    "metadata": {
     "editable": true
    },
@@ -6049,7 +6049,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11eb2ecd",
+   "id": "d84a6f2b",
    "metadata": {
     "editable": true
    },
@@ -6068,7 +6068,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac0b37e4",
+   "id": "20c11ca3",
    "metadata": {
     "editable": true
    },
@@ -6080,7 +6080,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12a2abf9",
+   "id": "2e3e3cf9",
    "metadata": {
     "editable": true
    },
@@ -6090,7 +6090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58bbe0b5",
+   "id": "4a413908",
    "metadata": {
     "editable": true
    },
@@ -6102,7 +6102,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a9a4758",
+   "id": "69332e69",
    "metadata": {
     "editable": true
    },
@@ -6112,7 +6112,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75f7eb2e",
+   "id": "cda5f635",
    "metadata": {
     "editable": true
    },
@@ -6124,7 +6124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cd08131",
+   "id": "0cbb43fa",
    "metadata": {
     "editable": true
    },
@@ -6136,7 +6136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94ea5e61",
+   "id": "5f5f8d8d",
    "metadata": {
     "editable": true
    },
@@ -6152,7 +6152,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9d10638a",
+   "id": "5a3bd8c2",
    "metadata": {
     "editable": true
    },
@@ -6164,7 +6164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c69c6c3",
+   "id": "fd0c9a5e",
    "metadata": {
     "editable": true
    },
@@ -6176,7 +6176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fcb5619d",
+   "id": "1251007f",
    "metadata": {
     "editable": true
    },
@@ -6186,7 +6186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "26cfaed5",
+   "id": "b6ed7a8f",
    "metadata": {
     "editable": true
    },
@@ -6198,7 +6198,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94f13112",
+   "id": "2ac0389a",
    "metadata": {
     "editable": true
    },
@@ -6208,7 +6208,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "293d4f99",
+   "id": "bd13cdb1",
    "metadata": {
     "editable": true
    },
@@ -6220,7 +6220,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b67616d",
+   "id": "e51668ec",
    "metadata": {
     "editable": true
    },
@@ -6237,7 +6237,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "891450ee",
+   "id": "b9747ef9",
    "metadata": {
     "editable": true
    },
@@ -6249,7 +6249,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0238724",
+   "id": "bdcce776",
    "metadata": {
     "editable": true
    },
@@ -6261,7 +6261,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b922897d",
+   "id": "49fc8f41",
    "metadata": {
     "editable": true
    },
@@ -6271,7 +6271,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e697628",
+   "id": "6499d8b0",
    "metadata": {
     "editable": true
    },
@@ -6283,7 +6283,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "185f8feb",
+   "id": "3a5f4cf1",
    "metadata": {
     "editable": true
    },
@@ -6293,7 +6293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "16657f90",
+   "id": "def20ba0",
    "metadata": {
     "editable": true
    },
@@ -6305,7 +6305,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a43b0bc",
+   "id": "b10f7158",
    "metadata": {
     "editable": true
    },
@@ -6315,7 +6315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f17f7e9c",
+   "id": "cb04be1f",
    "metadata": {
     "editable": true
    },
@@ -6327,7 +6327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c47798c",
+   "id": "04c55218",
    "metadata": {
     "editable": true
    },
@@ -6337,7 +6337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1870073",
+   "id": "5bf45a1e",
    "metadata": {
     "editable": true
    },
@@ -6349,7 +6349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "887602a2",
+   "id": "b6e3c60b",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/week35.py b/doc/LectureNotes/_build/jupyter_execute/week35.py
index 9b9a88cca..e8e5fe955 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week35.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week35.py
@@ -30,11 +30,13 @@
 # 
 # 2. [Video of lecture](https://youtu.be/VKakN-e4aUA)
 # 
-# 3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
+# 3. [Video for exercises week 35](https://youtu.be/yiY0OltU1s8)
 # 
-# 4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
+# 4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
 # 
-# 5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
+# 5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
+# 
+# 6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
 
 # ## For exercise sessions: Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week
 # 
diff --git a/doc/LectureNotes/week35.ipynb b/doc/LectureNotes/week35.ipynb
index 2c7069e80..a2a42e29e 100644
--- a/doc/LectureNotes/week35.ipynb
+++ b/doc/LectureNotes/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4c8f3e7",
+   "id": "4056272f",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "959e7c4f",
+   "id": "bed7fa64",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6849cc6",
+   "id": "f651b769",
    "metadata": {
     "editable": true
    },
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "227526ee",
+   "id": "3cc28c2f",
    "metadata": {
     "editable": true
    },
@@ -60,16 +60,18 @@
     "\n",
     "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n",
     "\n",
-    "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
+    "3. [Video for exercises week 35](https://youtu.be/yiY0OltU1s8)\n",
     "\n",
-    "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n",
+    "4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
     "\n",
-    "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week."
+    "5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n",
+    "\n",
+    "6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7a23a33d",
+   "id": "4ce22826",
    "metadata": {
     "editable": true
    },
@@ -103,7 +105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53a199d1",
+   "id": "1d9df4fe",
    "metadata": {
     "editable": true
    },
@@ -119,7 +121,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b572594",
+   "id": "7bc9d9b8",
    "metadata": {
     "editable": true
    },
@@ -131,7 +133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "baddcb7b",
+   "id": "16d390b6",
    "metadata": {
     "editable": true
    },
@@ -141,7 +143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4831a2c7",
+   "id": "4e4a28d3",
    "metadata": {
     "editable": true
    },
@@ -153,7 +155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7855acbd",
+   "id": "eb6ac14f",
    "metadata": {
     "editable": true
    },
@@ -174,7 +176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e489c877",
+   "id": "4da31a11",
    "metadata": {
     "editable": true
    },
@@ -186,7 +188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8962de54",
+   "id": "2231b9b8",
    "metadata": {
     "editable": true
    },
@@ -199,7 +201,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "839560c0",
+   "id": "dc2e84eb",
    "metadata": {
     "editable": true
    },
@@ -211,7 +213,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19671b87",
+   "id": "a2cd53fd",
    "metadata": {
     "editable": true
    },
@@ -223,7 +225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b9e52d5",
+   "id": "142e9e9d",
    "metadata": {
     "editable": true
    },
@@ -233,7 +235,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10c51b3d",
+   "id": "a3d1bc30",
    "metadata": {
     "editable": true
    },
@@ -245,7 +247,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2beea594",
+   "id": "4824b7b6",
    "metadata": {
     "editable": true
    },
@@ -258,7 +260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45aa8758",
+   "id": "aac7541e",
    "metadata": {
     "editable": true
    },
@@ -270,7 +272,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "517f3b5e",
+   "id": "68cb773e",
    "metadata": {
     "editable": true
    },
@@ -280,7 +282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1afd62d4",
+   "id": "558ff41a",
    "metadata": {
     "editable": true
    },
@@ -292,7 +294,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4b4bb62",
+   "id": "29815637",
    "metadata": {
     "editable": true
    },
@@ -304,7 +306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8f50b66",
+   "id": "48dac5ad",
    "metadata": {
     "editable": true
    },
@@ -315,7 +317,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79350ccb",
+   "id": "b06e9d96",
    "metadata": {
     "editable": true
    },
@@ -327,7 +329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3d2eef3",
+   "id": "edd5397a",
    "metadata": {
     "editable": true
    },
@@ -346,7 +348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80a776b1",
+   "id": "5684ef05",
    "metadata": {
     "editable": true
    },
@@ -359,7 +361,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83e65671",
+   "id": "3a97a3c6",
    "metadata": {
     "editable": true
    },
@@ -369,7 +371,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dcd401a6",
+   "id": "49ef3525",
    "metadata": {
     "editable": true
    },
@@ -381,7 +383,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af49643b",
+   "id": "9ecb7f5e",
    "metadata": {
     "editable": true
    },
@@ -391,7 +393,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6cd4986",
+   "id": "d817f6e0",
    "metadata": {
     "editable": true
    },
@@ -403,7 +405,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93a3774a",
+   "id": "8bfba457",
    "metadata": {
     "editable": true
    },
@@ -413,7 +415,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cacc270",
+   "id": "295374b3",
    "metadata": {
     "editable": true
    },
@@ -425,7 +427,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "affb01c0",
+   "id": "a286d821",
    "metadata": {
     "editable": true
    },
@@ -436,7 +438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35e50283",
+   "id": "b82376cc",
    "metadata": {
     "editable": true
    },
@@ -448,7 +450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e137ec8",
+   "id": "1bc91e3c",
    "metadata": {
     "editable": true
    },
@@ -458,7 +460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9168a472",
+   "id": "ef57a496",
    "metadata": {
     "editable": true
    },
@@ -470,7 +472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42261983",
+   "id": "ef6b79b3",
    "metadata": {
     "editable": true
    },
@@ -480,7 +482,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac934e5f",
+   "id": "2bfe6ba6",
    "metadata": {
     "editable": true
    },
@@ -492,7 +494,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2018e5e",
+   "id": "1ea9631f",
    "metadata": {
     "editable": true
    },
@@ -512,7 +514,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3d10b4e",
+   "id": "40df8223",
    "metadata": {
     "editable": true
    },
@@ -539,7 +541,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ffdf547",
+   "id": "e45dec6e",
    "metadata": {
     "editable": true
    },
@@ -551,7 +553,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06fe59d3",
+   "id": "044bc60d",
    "metadata": {
     "editable": true
    },
@@ -563,7 +565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fd53261",
+   "id": "b54ca0eb",
    "metadata": {
     "editable": true
    },
@@ -579,7 +581,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dac1f85",
+   "id": "9bc22dd0",
    "metadata": {
     "editable": true
    },
@@ -597,7 +599,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ddbe0f3",
+   "id": "9af4fcfe",
    "metadata": {
     "editable": true
    },
@@ -609,7 +611,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b493f27d",
+   "id": "84760094",
    "metadata": {
     "editable": true
    },
@@ -621,7 +623,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8e52971",
+   "id": "0d9a7ac6",
    "metadata": {
     "editable": true
    },
@@ -632,7 +634,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2467254e",
+   "id": "ccbe4c4e",
    "metadata": {
     "editable": true
    },
@@ -644,7 +646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad1bb07b",
+   "id": "1c8a9e7d",
    "metadata": {
     "editable": true
    },
@@ -654,7 +656,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "910a1e9c",
+   "id": "ecb14896",
    "metadata": {
     "editable": true
    },
@@ -666,7 +668,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e21b9cd4",
+   "id": "6578e470",
    "metadata": {
     "editable": true
    },
@@ -680,7 +682,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7859263",
+   "id": "227ea794",
    "metadata": {
     "editable": true
    },
@@ -692,7 +694,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a73d4636",
+   "id": "d88f1a80",
    "metadata": {
     "editable": true
    },
@@ -704,7 +706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce30bf27",
+   "id": "c6f9c72f",
    "metadata": {
     "editable": true
    },
@@ -716,7 +718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d38383b9",
+   "id": "014a0ee3",
    "metadata": {
     "editable": true
    },
@@ -726,7 +728,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5e969fe",
+   "id": "bbd1cd50",
    "metadata": {
     "editable": true
    },
@@ -738,7 +740,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05ad78b6",
+   "id": "7129292e",
    "metadata": {
     "editable": true
    },
@@ -750,7 +752,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c200bbd6",
+   "id": "63264651",
    "metadata": {
     "editable": true
    },
@@ -762,7 +764,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e76e759",
+   "id": "d86227f5",
    "metadata": {
     "editable": true
    },
@@ -776,7 +778,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20f0ef9e",
+   "id": "4b24b1a0",
    "metadata": {
     "editable": true
    },
@@ -788,7 +790,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ccd6ef29",
+   "id": "0329d0e5",
    "metadata": {
     "editable": true
    },
@@ -800,7 +802,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d0021d4",
+   "id": "60fdb497",
    "metadata": {
     "editable": true
    },
@@ -812,7 +814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b93aec90",
+   "id": "23ddc055",
    "metadata": {
     "editable": true
    },
@@ -822,7 +824,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7b53094",
+   "id": "3cd9c608",
    "metadata": {
     "editable": true
    },
@@ -834,7 +836,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "374bedac",
+   "id": "798f4dbf",
    "metadata": {
     "editable": true
    },
@@ -844,7 +846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "578e857b",
+   "id": "d4c7b4f8",
    "metadata": {
     "editable": true
    },
@@ -856,7 +858,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44b8e0d5",
+   "id": "aaea62fe",
    "metadata": {
     "editable": true
    },
@@ -866,7 +868,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83cf4934",
+   "id": "558bd5db",
    "metadata": {
     "editable": true
    },
@@ -878,7 +880,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54d87a04",
+   "id": "7196cbcc",
    "metadata": {
     "editable": true
    },
@@ -890,7 +892,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75b5c120",
+   "id": "b3aeae7c",
    "metadata": {
     "editable": true
    },
@@ -902,7 +904,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "349aed8a",
+   "id": "b08d19a4",
    "metadata": {
     "editable": true
    },
@@ -917,7 +919,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d66cc9ad",
+   "id": "04ec54c8",
    "metadata": {
     "editable": true
    },
@@ -929,7 +931,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2e4f3835",
+   "id": "15b70672",
    "metadata": {
     "editable": true
    },
@@ -939,7 +941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79d6c4a1",
+   "id": "baabd91a",
    "metadata": {
     "editable": true
    },
@@ -951,7 +953,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa478123",
+   "id": "c31bcade",
    "metadata": {
     "editable": true
    },
@@ -961,7 +963,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5baf3cf3",
+   "id": "0c70fe69",
    "metadata": {
     "editable": true
    },
@@ -973,7 +975,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55bccb8f",
+   "id": "8311f527",
    "metadata": {
     "editable": true
    },
@@ -983,7 +985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e5d72571",
+   "id": "38a430f0",
    "metadata": {
     "editable": true
    },
@@ -995,7 +997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5d24b37",
+   "id": "9cacb60b",
    "metadata": {
     "editable": true
    },
@@ -1007,7 +1009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "034723eb",
+   "id": "48c8af1a",
    "metadata": {
     "editable": true
    },
@@ -1019,7 +1021,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99f84d2d",
+   "id": "3d5b6042",
    "metadata": {
     "editable": true
    },
@@ -1029,7 +1031,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "84a5648d",
+   "id": "1d50d4ad",
    "metadata": {
     "editable": true
    },
@@ -1041,7 +1043,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71302309",
+   "id": "f3ef4fda",
    "metadata": {
     "editable": true
    },
@@ -1054,7 +1056,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3c880b6",
+   "id": "2540968d",
    "metadata": {
     "editable": true
    },
@@ -1066,7 +1068,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ad3e27b",
+   "id": "3bc106fa",
    "metadata": {
     "editable": true
    },
@@ -1076,7 +1078,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ddf58d6d",
+   "id": "35c769d4",
    "metadata": {
     "editable": true
    },
@@ -1088,7 +1090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fce48c5c",
+   "id": "f964b8d2",
    "metadata": {
     "editable": true
    },
@@ -1098,7 +1100,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bb38fd4",
+   "id": "278df999",
    "metadata": {
     "editable": true
    },
@@ -1110,7 +1112,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d03c742",
+   "id": "ef003c39",
    "metadata": {
     "editable": true
    },
@@ -1120,7 +1122,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5d1bd0dd",
+   "id": "f4bae399",
    "metadata": {
     "editable": true
    },
@@ -1132,7 +1134,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f118679",
+   "id": "e4161bf9",
    "metadata": {
     "editable": true
    },
@@ -1142,7 +1144,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e1c3e5ab",
+   "id": "a5badddc",
    "metadata": {
     "editable": true
    },
@@ -1154,7 +1156,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "51937c66",
+   "id": "3a9bcee4",
    "metadata": {
     "editable": true
    },
@@ -1164,7 +1166,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55f8871a",
+   "id": "742dd6d4",
    "metadata": {
     "editable": true
    },
@@ -1176,7 +1178,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7697cc9",
+   "id": "07447ef0",
    "metadata": {
     "editable": true
    },
@@ -1188,7 +1190,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc537a1b",
+   "id": "42809d8f",
    "metadata": {
     "editable": true
    },
@@ -1200,7 +1202,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "147601fc",
+   "id": "3de9e409",
    "metadata": {
     "editable": true
    },
@@ -1212,7 +1214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5eccde34",
+   "id": "976c9ed9",
    "metadata": {
     "editable": true
    },
@@ -1224,7 +1226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e817edd",
+   "id": "598bfc4d",
    "metadata": {
     "editable": true
    },
@@ -1236,7 +1238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e025864d",
+   "id": "bdbc0fea",
    "metadata": {
     "editable": true
    },
@@ -1252,7 +1254,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8c3180f",
+   "id": "11a6a7b9",
    "metadata": {
     "editable": true
    },
@@ -1264,7 +1266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41e51518",
+   "id": "4587c0c5",
    "metadata": {
     "editable": true
    },
@@ -1274,7 +1276,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b8b6511",
+   "id": "300ea026",
    "metadata": {
     "editable": true
    },
@@ -1286,7 +1288,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ba4b948",
+   "id": "18a45342",
    "metadata": {
     "editable": true
    },
@@ -1304,7 +1306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dacd56e9",
+   "id": "b1538a53",
    "metadata": {
     "editable": true
    },
@@ -1316,7 +1318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff3e1ed3",
+   "id": "80afef85",
    "metadata": {
     "editable": true
    },
@@ -1328,7 +1330,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d41ee98a",
+   "id": "f2175720",
    "metadata": {
     "editable": true
    },
@@ -1338,7 +1340,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b041a5e",
+   "id": "f47c3870",
    "metadata": {
     "editable": true
    },
@@ -1350,7 +1352,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4c19d87",
+   "id": "997e4516",
    "metadata": {
     "editable": true
    },
@@ -1360,7 +1362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aea64900",
+   "id": "1860f06d",
    "metadata": {
     "editable": true
    },
@@ -1372,7 +1374,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e78e5c70",
+   "id": "bed5b5bf",
    "metadata": {
     "editable": true
    },
@@ -1382,7 +1384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f83f72a6",
+   "id": "9ddbc1b9",
    "metadata": {
     "editable": true
    },
@@ -1396,7 +1398,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "274c7763",
+   "id": "e3182bc2",
    "metadata": {
     "editable": true
    },
@@ -1408,7 +1410,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8b11c79",
+   "id": "fc7ad1a4",
    "metadata": {
     "editable": true
    },
@@ -1419,7 +1421,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99f38f15",
+   "id": "b2d8e764",
    "metadata": {
     "editable": true
    },
@@ -1432,7 +1434,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "dace9ae7",
+   "id": "b550fbbe",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1459,7 +1461,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fdf2525a",
+   "id": "b7390330",
    "metadata": {
     "editable": true
    },
@@ -1470,7 +1472,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "11868544",
+   "id": "2b0ea997",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1483,7 +1485,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6afa437",
+   "id": "a58e344f",
    "metadata": {
     "editable": true
    },
@@ -1497,7 +1499,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "1a8e4684",
+   "id": "ae3d0b17",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1510,7 +1512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7d9c395",
+   "id": "39bebaf1",
    "metadata": {
     "editable": true
    },
@@ -1521,7 +1523,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "a86e7913",
+   "id": "9b073a72",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1533,7 +1535,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e219dc1e",
+   "id": "b8af0dc1",
    "metadata": {
     "editable": true
    },
@@ -1544,7 +1546,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "f75682d9",
+   "id": "7ad18065",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1560,7 +1562,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f68ecfd9",
+   "id": "5f6880a5",
    "metadata": {
     "editable": true
    },
@@ -1571,7 +1573,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "4a92d7ed",
+   "id": "105de2f9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1585,7 +1587,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5465350",
+   "id": "fb5d5828",
    "metadata": {
     "editable": true
    },
@@ -1606,7 +1608,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1cb9fb17",
+   "id": "5d3571b0",
    "metadata": {
     "editable": true
    },
@@ -1617,7 +1619,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "b0e0ec9d",
+   "id": "50c74297",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1670,7 +1672,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83618bc5",
+   "id": "81d56642",
    "metadata": {
     "editable": true
    },
@@ -1681,7 +1683,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "cc6480ea",
+   "id": "2effb9ff",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1706,7 +1708,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44f4ce6e",
+   "id": "994b52a7",
    "metadata": {
     "editable": true
    },
@@ -1718,7 +1720,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74508a97",
+   "id": "99f996fd",
    "metadata": {
     "editable": true
    },
@@ -1747,7 +1749,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b93e1823",
+   "id": "32b2f8e0",
    "metadata": {
     "editable": true
    },
@@ -1772,7 +1774,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df747aed",
+   "id": "d837dc89",
    "metadata": {
     "editable": true
    },
@@ -1792,7 +1794,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c576050",
+   "id": "f3f3ec16",
    "metadata": {
     "editable": true
    },
@@ -1819,7 +1821,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d579715",
+   "id": "bcbbea15",
    "metadata": {
     "editable": true
    },
@@ -1832,7 +1834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bdc67cc0",
+   "id": "dce3c751",
    "metadata": {
     "editable": true
    },
@@ -1844,7 +1846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d1a91553",
+   "id": "e3a1dd2c",
    "metadata": {
     "editable": true
    },
@@ -1855,7 +1857,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bfbf206",
+   "id": "00ead977",
    "metadata": {
     "editable": true
    },
@@ -1871,7 +1873,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "c5d921c9",
+   "id": "f48cac43",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1905,7 +1907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d266b771",
+   "id": "0eae8922",
    "metadata": {
     "editable": true
    },
@@ -1915,7 +1917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08d80e06",
+   "id": "709832eb",
    "metadata": {
     "editable": true
    },
@@ -1930,7 +1932,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb1b8d9c",
+   "id": "5660e410",
    "metadata": {
     "editable": true
    },
@@ -1942,7 +1944,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d175f62",
+   "id": "d44e5934",
    "metadata": {
     "editable": true
    },
@@ -1952,7 +1954,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d14473d2",
+   "id": "98d863c6",
    "metadata": {
     "editable": true
    },
@@ -1968,7 +1970,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "2f49f528",
+   "id": "d11f262e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1985,7 +1987,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfc96064",
+   "id": "f69a30ce",
    "metadata": {
     "editable": true
    },
@@ -1998,7 +2000,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "48b86b87",
+   "id": "b038687c",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2045,7 +2047,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ed6b276",
+   "id": "36f38098",
    "metadata": {
     "editable": true
    },
@@ -2056,7 +2058,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "b6da6f80",
+   "id": "46512f53",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2159,7 +2161,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a920b2aa",
+   "id": "afb7e208",
    "metadata": {
     "editable": true
    },
@@ -2187,7 +2189,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b2edf17",
+   "id": "9aea8569",
    "metadata": {
     "editable": true
    },
@@ -2222,7 +2224,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9895401e",
+   "id": "3c3ee7a6",
    "metadata": {
     "editable": true
    },
@@ -2237,7 +2239,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "5c9604e8",
+   "id": "610ed7c9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2262,7 +2264,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb31dcc4",
+   "id": "5aaa0c35",
    "metadata": {
     "editable": true
    },
@@ -2278,7 +2280,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69732dbc",
+   "id": "d446b89c",
    "metadata": {
     "editable": true
    },
@@ -2290,7 +2292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fe76e2ee",
+   "id": "198b6351",
    "metadata": {
     "editable": true
    },
@@ -2305,7 +2307,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7aeb050c",
+   "id": "f87a12ef",
    "metadata": {
     "editable": true
    },
@@ -2317,7 +2319,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b9beeff0",
+   "id": "9c9aeaff",
    "metadata": {
     "editable": true
    },
@@ -2327,7 +2329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dcd138b2",
+   "id": "f4c3cf71",
    "metadata": {
     "editable": true
    },
@@ -2339,7 +2341,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca257ffd",
+   "id": "bfc99033",
    "metadata": {
     "editable": true
    },
@@ -2349,7 +2351,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8fa46c2",
+   "id": "7982def4",
    "metadata": {
     "editable": true
    },
@@ -2361,7 +2363,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd766850",
+   "id": "3610d0b0",
    "metadata": {
     "editable": true
    },
@@ -2374,7 +2376,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf315cd2",
+   "id": "8bdee448",
    "metadata": {
     "editable": true
    },
@@ -2386,7 +2388,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92da7a90",
+   "id": "a6a3d795",
    "metadata": {
     "editable": true
    },
@@ -2396,7 +2398,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "206731ce",
+   "id": "ecf6d960",
    "metadata": {
     "editable": true
    },
@@ -2408,7 +2410,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ceacbfb",
+   "id": "3477f330",
    "metadata": {
     "editable": true
    },
@@ -2418,7 +2420,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dd26f70",
+   "id": "3faf2dd4",
    "metadata": {
     "editable": true
    },
@@ -2430,7 +2432,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2deddeaa",
+   "id": "c0eb3a77",
    "metadata": {
     "editable": true
    },
@@ -2440,7 +2442,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa10bb43",
+   "id": "f9884460",
    "metadata": {
     "editable": true
    },
@@ -2452,7 +2454,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fce60eb7",
+   "id": "94e51a90",
    "metadata": {
     "editable": true
    },
@@ -2462,7 +2464,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4ec9b91",
+   "id": "a3c36461",
    "metadata": {
     "editable": true
    },
@@ -2474,7 +2476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77a212bc",
+   "id": "571b9c21",
    "metadata": {
     "editable": true
    },
@@ -2484,7 +2486,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "62a38cf1",
+   "id": "a7497fca",
    "metadata": {
     "editable": true
    },
@@ -2496,7 +2498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8bbd737",
+   "id": "eceeabf7",
    "metadata": {
     "editable": true
    },
@@ -2506,7 +2508,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a0d298a",
+   "id": "36d559dd",
    "metadata": {
     "editable": true
    },
@@ -2518,7 +2520,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d111103f",
+   "id": "51b9a971",
    "metadata": {
     "editable": true
    },
@@ -2530,7 +2532,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92479700",
+   "id": "1d5cc9a6",
    "metadata": {
     "editable": true
    },
@@ -2542,7 +2544,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "462e5487",
+   "id": "53ea8a95",
    "metadata": {
     "editable": true
    },
@@ -2555,7 +2557,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "17ac9c99",
+   "id": "786d0fee",
    "metadata": {
     "editable": true
    },
@@ -2567,7 +2569,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73463eed",
+   "id": "4192a1c6",
    "metadata": {
     "editable": true
    },
@@ -2577,7 +2579,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79b970d8",
+   "id": "da29b29a",
    "metadata": {
     "editable": true
    },
@@ -2591,7 +2593,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "bc93a61f",
+   "id": "7e1a63ba",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2688,7 +2690,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67ed06a9",
+   "id": "93c527ef",
    "metadata": {
     "editable": true
    },
@@ -2709,7 +2711,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1e2182e",
+   "id": "95f1207f",
    "metadata": {
     "editable": true
    },
@@ -2721,7 +2723,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aca3fa40",
+   "id": "28924a72",
    "metadata": {
     "editable": true
    },
@@ -2731,7 +2733,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "126ed4ec",
+   "id": "2335128f",
    "metadata": {
     "editable": true
    },
@@ -2743,7 +2745,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2769dc4",
+   "id": "04fcb5bb",
    "metadata": {
     "editable": true
    },
@@ -2753,7 +2755,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8e8cb90",
+   "id": "d5795062",
    "metadata": {
     "editable": true
    },
@@ -2765,7 +2767,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58a1cb4a",
+   "id": "2dc0f045",
    "metadata": {
     "editable": true
    },
@@ -2781,7 +2783,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e5a31cc",
+   "id": "6cad8214",
    "metadata": {
     "editable": true
    },
@@ -2791,7 +2793,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77639bfa",
+   "id": "2bad21b9",
    "metadata": {
     "editable": true
    },
@@ -2805,7 +2807,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a83aba8",
+   "id": "644c911c",
    "metadata": {
     "editable": true
    },
@@ -2817,7 +2819,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "209e5dfb",
+   "id": "e8fd561c",
    "metadata": {
     "editable": true
    },
@@ -2829,7 +2831,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a3c4e2aa",
+   "id": "727edd59",
    "metadata": {
     "editable": true
    },
@@ -2841,7 +2843,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1dfcaa45",
+   "id": "8c0e5f99",
    "metadata": {
     "editable": true
    },
@@ -2851,7 +2853,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d652144f",
+   "id": "2a29fb9d",
    "metadata": {
     "editable": true
    },
@@ -2863,7 +2865,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9f01db8",
+   "id": "2a148675",
    "metadata": {
     "editable": true
    },
@@ -2873,7 +2875,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "846edb22",
+   "id": "e35bcb63",
    "metadata": {
     "editable": true
    },
@@ -2885,7 +2887,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e7169a8",
+   "id": "23e05e57",
    "metadata": {
     "editable": true
    },
@@ -2896,7 +2898,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76a4f3af",
+   "id": "26d2aa42",
    "metadata": {
     "editable": true
    },
@@ -2908,7 +2910,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "174980e4",
+   "id": "c0a9222f",
    "metadata": {
     "editable": true
    },
@@ -2920,7 +2922,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f09c446",
+   "id": "8144224f",
    "metadata": {
     "editable": true
    },
@@ -2930,7 +2932,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c89d3c7",
+   "id": "f3669729",
    "metadata": {
     "editable": true
    },
@@ -2942,7 +2944,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dffb0161",
+   "id": "67dccbf0",
    "metadata": {
     "editable": true
    },
@@ -2954,7 +2956,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e413c54c",
+   "id": "243c515d",
    "metadata": {
     "editable": true
    },
@@ -2964,7 +2966,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba8769cf",
+   "id": "3025d27b",
    "metadata": {
     "editable": true
    },
@@ -2976,7 +2978,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94c722f1",
+   "id": "8d03e62a",
    "metadata": {
     "editable": true
    },
@@ -2986,7 +2988,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6dc80f7c",
+   "id": "6a26e615",
    "metadata": {
     "editable": true
    },
@@ -2998,7 +3000,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d53c537",
+   "id": "6b6112b3",
    "metadata": {
     "editable": true
    },
@@ -3008,7 +3010,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0894bac8",
+   "id": "3d09419a",
    "metadata": {
     "editable": true
    },
@@ -3048,7 +3050,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e569502",
+   "id": "d0b08069",
    "metadata": {
     "editable": true
    },
@@ -3065,7 +3067,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "497ed48c",
+   "id": "fb79434f",
    "metadata": {
     "editable": true
    },
@@ -3088,7 +3090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ec2d053",
+   "id": "7454590c",
    "metadata": {
     "editable": true
    },
@@ -3105,7 +3107,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f21de103",
+   "id": "e5607549",
    "metadata": {
     "editable": true
    },
@@ -3124,7 +3126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41a3e5f1",
+   "id": "7cb60f09",
    "metadata": {
     "editable": true
    },
@@ -3135,7 +3137,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "562e348f",
+   "id": "4ffab4c8",
    "metadata": {
     "editable": true
    },
@@ -3147,7 +3149,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9925625",
+   "id": "9398c2a3",
    "metadata": {
     "editable": true
    },
@@ -3165,7 +3167,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea7a41cc",
+   "id": "d4eb85a1",
    "metadata": {
     "editable": true
    },
@@ -3181,7 +3183,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5bdb149",
+   "id": "7826f21f",
    "metadata": {
     "editable": true
    },
@@ -3193,7 +3195,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fac1e4ef",
+   "id": "f8e53e32",
    "metadata": {
     "editable": true
    },
@@ -3203,7 +3205,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b6cfbf1",
+   "id": "9fdadcf2",
    "metadata": {
     "editable": true
    },
@@ -3218,7 +3220,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d652283",
+   "id": "bb0f1a50",
    "metadata": {
     "editable": true
    },
@@ -3230,7 +3232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff6cb23a",
+   "id": "38de8410",
    "metadata": {
     "editable": true
    },
@@ -3240,7 +3242,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8166fb7b",
+   "id": "c2e79f6c",
    "metadata": {
     "editable": true
    },
@@ -3252,7 +3254,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c274bcb2",
+   "id": "5062f0d2",
    "metadata": {
     "editable": true
    },
@@ -3262,7 +3264,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2fc3a9b7",
+   "id": "e82354ce",
    "metadata": {
     "editable": true
    },
@@ -3274,7 +3276,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3be571f3",
+   "id": "8df6f261",
    "metadata": {
     "editable": true
    },
@@ -3286,7 +3288,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2f222d7",
+   "id": "be644b5b",
    "metadata": {
     "editable": true
    },
@@ -3301,7 +3303,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06c9a819",
+   "id": "3a7b74dd",
    "metadata": {
     "editable": true
    },
@@ -3312,7 +3314,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "889d8b92",
+   "id": "c0f0b528",
    "metadata": {
     "editable": true
    },
@@ -3332,7 +3334,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b7610f5",
+   "id": "db75edea",
    "metadata": {
     "editable": true
    },
@@ -3344,7 +3346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7a5006eb",
+   "id": "7cc08b68",
    "metadata": {
     "editable": true
    },
@@ -3354,7 +3356,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c26d0b45",
+   "id": "eb30435e",
    "metadata": {
     "editable": true
    },
@@ -3366,7 +3368,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c63b7581",
+   "id": "57f3ab78",
    "metadata": {
     "editable": true
    },
@@ -3395,7 +3397,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e8b925c",
+   "id": "c66c4798",
    "metadata": {
     "editable": true
    },
@@ -3422,7 +3424,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5982c0d9",
+   "id": "2db6a3d6",
    "metadata": {
     "editable": true
    },
@@ -3433,7 +3435,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "522ca752",
+   "id": "c7e2d452",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3473,7 +3475,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1084a7d6",
+   "id": "4876d7fb",
    "metadata": {
     "editable": true
    },
@@ -3490,7 +3492,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "798189f9",
+   "id": "60a1b266",
    "metadata": {
     "editable": true
    },
@@ -3513,7 +3515,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8220dcb",
+   "id": "f19eab4b",
    "metadata": {
     "editable": true
    },
@@ -3527,7 +3529,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c72578b5",
+   "id": "d5e735b4",
    "metadata": {
     "editable": true
    },
@@ -3546,7 +3548,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6dd939c",
+   "id": "2911819b",
    "metadata": {
     "editable": true
    },
@@ -3556,7 +3558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4368817",
+   "id": "7e22b8f3",
    "metadata": {
     "editable": true
    },
@@ -3568,7 +3570,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "273a1ee3",
+   "id": "aa21f027",
    "metadata": {
     "editable": true
    },
@@ -3582,7 +3584,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd90c4cd",
+   "id": "0ae64e85",
    "metadata": {
     "editable": true
    },
@@ -3594,7 +3596,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e755f46",
+   "id": "25f04f52",
    "metadata": {
     "editable": true
    },
@@ -3604,7 +3606,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d79120e6",
+   "id": "b9507486",
    "metadata": {
     "editable": true
    },
@@ -3616,7 +3618,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e653c8e7",
+   "id": "a4f09fd9",
    "metadata": {
     "editable": true
    },
@@ -3633,7 +3635,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30061962",
+   "id": "89a4dd64",
    "metadata": {
     "editable": true
    },
@@ -3643,7 +3645,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd0fb7b8",
+   "id": "e12c7f1f",
    "metadata": {
     "editable": true
    },
@@ -3659,7 +3661,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1691c8c0",
+   "id": "ce657a98",
    "metadata": {
     "editable": true
    },
@@ -3669,7 +3671,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6ce2bff",
+   "id": "bf65318f",
    "metadata": {
     "editable": true
    },
@@ -3685,7 +3687,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ec5da0d",
+   "id": "ab7198f2",
    "metadata": {
     "editable": true
    },
@@ -3695,7 +3697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "393a349c",
+   "id": "58b82bec",
    "metadata": {
     "editable": true
    },
@@ -3711,7 +3713,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f7f6262",
+   "id": "f92bbe1a",
    "metadata": {
     "editable": true
    },
@@ -3721,7 +3723,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d584adc",
+   "id": "36e0b936",
    "metadata": {
     "editable": true
    },
@@ -3738,7 +3740,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25640918",
+   "id": "183f7286",
    "metadata": {
     "editable": true
    },
@@ -3750,7 +3752,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4fe4493",
+   "id": "df9df90f",
    "metadata": {
     "editable": true
    },
@@ -3762,7 +3764,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f4fe3e3",
+   "id": "c90899a8",
    "metadata": {
     "editable": true
    },
@@ -3774,7 +3776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11e6a3a0",
+   "id": "983cdbd6",
    "metadata": {
     "editable": true
    },
@@ -3784,7 +3786,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "407eaa57",
+   "id": "0f436284",
    "metadata": {
     "editable": true
    },
@@ -3796,7 +3798,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb2b3779",
+   "id": "7269e493",
    "metadata": {
     "editable": true
    },
@@ -3808,7 +3810,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "918381fb",
+   "id": "21eac5a7",
    "metadata": {
     "editable": true
    },
@@ -3820,7 +3822,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5756c858",
+   "id": "7c9459fd",
    "metadata": {
     "editable": true
    },
@@ -3830,7 +3832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d93b3599",
+   "id": "631bf89c",
    "metadata": {
     "editable": true
    },
@@ -3842,7 +3844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dbfc1c41",
+   "id": "f0e2dabd",
    "metadata": {
     "editable": true
    },
@@ -3852,7 +3854,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1087142",
+   "id": "ede39b3f",
    "metadata": {
     "editable": true
    },
@@ -3864,7 +3866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e82fa7f7",
+   "id": "7f555ff2",
    "metadata": {
     "editable": true
    },
@@ -3880,7 +3882,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1642a934",
+   "id": "4142188d",
    "metadata": {
     "editable": true
    },
@@ -3892,7 +3894,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "39c0e39f",
+   "id": "097c9279",
    "metadata": {
     "editable": true
    },
@@ -3904,7 +3906,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b732098b",
+   "id": "b1592a88",
    "metadata": {
     "editable": true
    },
@@ -3914,7 +3916,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95c2fdfd",
+   "id": "4f07ced0",
    "metadata": {
     "editable": true
    },
@@ -3926,7 +3928,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dae64b7c",
+   "id": "d669c781",
    "metadata": {
     "editable": true
    },
@@ -3937,7 +3939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9bcbfe47",
+   "id": "e63ecc04",
    "metadata": {
     "editable": true
    },
@@ -3949,7 +3951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57d8f11b",
+   "id": "a2ab776d",
    "metadata": {
     "editable": true
    },
@@ -3959,7 +3961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23c75625",
+   "id": "9fde1543",
    "metadata": {
     "editable": true
    },
@@ -3971,7 +3973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2dadc3b4",
+   "id": "253cd0ab",
    "metadata": {
     "editable": true
    },
@@ -3981,7 +3983,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c660e94c",
+   "id": "935f5017",
    "metadata": {
     "editable": true
    },
@@ -3993,7 +3995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "650dbaa5",
+   "id": "03ac6053",
    "metadata": {
     "editable": true
    },
@@ -4004,7 +4006,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba036597",
+   "id": "82e8e71f",
    "metadata": {
     "editable": true
    },
@@ -4016,7 +4018,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15f22850",
+   "id": "53f7343a",
    "metadata": {
     "editable": true
    },
@@ -4034,7 +4036,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90a608b8",
+   "id": "8e6dd667",
    "metadata": {
     "editable": true
    },
@@ -4050,7 +4052,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0031b6a1",
+   "id": "e57b1e19",
    "metadata": {
     "editable": true
    },
@@ -4062,7 +4064,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50f9a4be",
+   "id": "431d052c",
    "metadata": {
     "editable": true
    },
@@ -4074,7 +4076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd8f36d1",
+   "id": "bfb5acc9",
    "metadata": {
     "editable": true
    },
@@ -4086,7 +4088,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "17767821",
+   "id": "52b1fcc3",
    "metadata": {
     "editable": true
    },
@@ -4099,7 +4101,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd378ce2",
+   "id": "c0b02536",
    "metadata": {
     "editable": true
    },
@@ -4115,7 +4117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25f962ae",
+   "id": "f3b67f67",
    "metadata": {
     "editable": true
    },
@@ -4129,7 +4131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e016c3e",
+   "id": "c4130d0b",
    "metadata": {
     "editable": true
    },
@@ -4139,7 +4141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f0949a7",
+   "id": "926b7b65",
    "metadata": {
     "editable": true
    },
@@ -4151,7 +4153,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68ee6732",
+   "id": "4d5eb320",
    "metadata": {
     "editable": true
    },
@@ -4161,7 +4163,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7925746b",
+   "id": "e0544424",
    "metadata": {
     "editable": true
    },
@@ -4173,7 +4175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93cccb87",
+   "id": "422f75af",
    "metadata": {
     "editable": true
    },
@@ -4183,7 +4185,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af5dc54e",
+   "id": "9593498d",
    "metadata": {
     "editable": true
    },
@@ -4197,7 +4199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "409097c5",
+   "id": "7f13e100",
    "metadata": {
     "editable": true
    },
@@ -4214,7 +4216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce35f8cd",
+   "id": "9b6613bd",
    "metadata": {
     "editable": true
    },
@@ -4230,7 +4232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14e59b18",
+   "id": "1eeb6559",
    "metadata": {
     "editable": true
    },
@@ -4242,7 +4244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d695a41f",
+   "id": "e484d492",
    "metadata": {
     "editable": true
    },
@@ -4255,7 +4257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98c0aa9e",
+   "id": "f5e67ca7",
    "metadata": {
     "editable": true
    },
@@ -4269,7 +4271,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5ec88a2",
+   "id": "3ea9bbff",
    "metadata": {
     "editable": true
    },
@@ -4279,7 +4281,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8e87fc7",
+   "id": "cdf01f7e",
    "metadata": {
     "editable": true
    },
@@ -4292,7 +4294,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73f8a37c",
+   "id": "0ec98540",
    "metadata": {
     "editable": true
    },
@@ -4311,7 +4313,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5685f73",
+   "id": "cc502dc5",
    "metadata": {
     "editable": true
    },
@@ -4323,7 +4325,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d33818a6",
+   "id": "97c54b6b",
    "metadata": {
     "editable": true
    },
@@ -4335,7 +4337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a8ac336a",
+   "id": "af4b9fb5",
    "metadata": {
     "editable": true
    },
@@ -4345,7 +4347,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b3df3bd",
+   "id": "781e1060",
    "metadata": {
     "editable": true
    },
@@ -4357,7 +4359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e6823a3",
+   "id": "975af21b",
    "metadata": {
     "editable": true
    },
@@ -4370,7 +4372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "140d91a6",
+   "id": "e020b717",
    "metadata": {
     "editable": true
    },
@@ -4389,7 +4391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "777762cc",
+   "id": "71796e08",
    "metadata": {
     "editable": true
    },
@@ -4399,7 +4401,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "491754e5",
+   "id": "bcf53807",
    "metadata": {
     "editable": true
    },
@@ -4418,7 +4420,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28c5c1ef",
+   "id": "0d110719",
    "metadata": {
     "editable": true
    },
@@ -4436,7 +4438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb7447a4",
+   "id": "7bc1b5db",
    "metadata": {
     "editable": true
    },
@@ -4450,7 +4452,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87eb961e",
+   "id": "7fe635ef",
    "metadata": {
     "editable": true
    },
@@ -4465,7 +4467,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "61ab5106",
+   "id": "cde46031",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4486,7 +4488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6bf630cb",
+   "id": "13b2f4b2",
    "metadata": {
     "editable": true
    },
@@ -4503,7 +4505,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "52a37ecd",
+   "id": "3b76f958",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4535,7 +4537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc629cda",
+   "id": "41d7f745",
    "metadata": {
     "editable": true
    },
@@ -4549,7 +4551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d746b53",
+   "id": "e984c719",
    "metadata": {
     "editable": true
    },
@@ -4562,7 +4564,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "f9300182",
+   "id": "acb65991",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4587,7 +4589,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "baa289ef",
+   "id": "6b800aaa",
    "metadata": {
     "editable": true
    },
@@ -4597,7 +4599,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b453957",
+   "id": "c6ff301f",
    "metadata": {
     "editable": true
    },
@@ -4608,7 +4610,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "3e58c060",
+   "id": "c24073b5",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4662,7 +4664,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2ed77e1",
+   "id": "7efb5b00",
    "metadata": {
     "editable": true
    },
@@ -4679,7 +4681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59fec8cf",
+   "id": "bf2bb0dd",
    "metadata": {
     "editable": true
    },
@@ -4691,7 +4693,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03ef8b54",
+   "id": "c6200de6",
    "metadata": {
     "editable": true
    },
@@ -4703,7 +4705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42df6819",
+   "id": "0b0725eb",
    "metadata": {
     "editable": true
    },
@@ -4713,7 +4715,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93f18132",
+   "id": "c84487a4",
    "metadata": {
     "editable": true
    },
@@ -4730,7 +4732,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7ad53332",
+   "id": "b33a3bb0",
    "metadata": {
     "editable": true
    },
@@ -4740,7 +4742,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a71a4506",
+   "id": "7864a2c5",
    "metadata": {
     "editable": true
    },
@@ -4755,7 +4757,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba124e79",
+   "id": "45f8a421",
    "metadata": {
     "editable": true
    },
@@ -4765,7 +4767,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a8dc304",
+   "id": "bb1ed4b2",
    "metadata": {
     "editable": true
    },
@@ -4779,7 +4781,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e262eb52",
+   "id": "d4953f79",
    "metadata": {
     "editable": true
    },
@@ -4791,7 +4793,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9bb7592",
+   "id": "cf7fb557",
    "metadata": {
     "editable": true
    },
@@ -4803,7 +4805,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c104c5a2",
+   "id": "97c2518c",
    "metadata": {
     "editable": true
    },
@@ -4815,7 +4817,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7b56297",
+   "id": "2d654a0f",
    "metadata": {
     "editable": true
    },
@@ -4825,7 +4827,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "476df6a8",
+   "id": "4d325cac",
    "metadata": {
     "editable": true
    },
@@ -4837,7 +4839,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "708c9dde",
+   "id": "b8d4cc1c",
    "metadata": {
     "editable": true
    },
@@ -4847,7 +4849,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5aa7a295",
+   "id": "d4ae3be8",
    "metadata": {
     "editable": true
    },
@@ -4864,7 +4866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c280709e",
+   "id": "eecc1756",
    "metadata": {
     "editable": true
    },
@@ -4874,7 +4876,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fb708e6",
+   "id": "eed91ae9",
    "metadata": {
     "editable": true
    },
@@ -4886,7 +4888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9bd89cad",
+   "id": "add135b7",
    "metadata": {
     "editable": true
    },
@@ -4896,7 +4898,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "66d52818",
+   "id": "1b5cd68c",
    "metadata": {
     "editable": true
    },
@@ -4908,7 +4910,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "697358ef",
+   "id": "37574dab",
    "metadata": {
     "editable": true
    },
@@ -4922,7 +4924,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7835825",
+   "id": "f93e4f56",
    "metadata": {
     "editable": true
    },
@@ -4934,7 +4936,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc60e78e",
+   "id": "d029f9dd",
    "metadata": {
     "editable": true
    },
@@ -4956,7 +4958,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b842c6f8",
+   "id": "c0b9cede",
    "metadata": {
     "editable": true
    },
@@ -4968,7 +4970,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "39430147",
+   "id": "552c3234",
    "metadata": {
     "editable": true
    },
@@ -4983,7 +4985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1a9de0f",
+   "id": "3fbd26d9",
    "metadata": {
     "editable": true
    },
@@ -4995,7 +4997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ec35e26",
+   "id": "bd716e28",
    "metadata": {
     "editable": true
    },
@@ -5007,7 +5009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c766892",
+   "id": "7bbcf98d",
    "metadata": {
     "editable": true
    },
@@ -5017,7 +5019,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "208c9a9d",
+   "id": "fe830533",
    "metadata": {
     "editable": true
    },
@@ -5029,7 +5031,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bdb0d77b",
+   "id": "8a6ba504",
    "metadata": {
     "editable": true
    },
@@ -5039,7 +5041,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0307040c",
+   "id": "d21aa636",
    "metadata": {
     "editable": true
    },
@@ -5051,7 +5053,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "470ec977",
+   "id": "94080758",
    "metadata": {
     "editable": true
    },
@@ -5061,7 +5063,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c792ed2e",
+   "id": "7393d0d6",
    "metadata": {
     "editable": true
    },
@@ -5073,7 +5075,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2afdfb3",
+   "id": "5b57e226",
    "metadata": {
     "editable": true
    },
@@ -5090,7 +5092,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44e96378",
+   "id": "908cb642",
    "metadata": {
     "editable": true
    },
@@ -5103,7 +5105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41570d44",
+   "id": "ea466969",
    "metadata": {
     "editable": true
    },
@@ -5115,7 +5117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3800f6aa",
+   "id": "84aceaf9",
    "metadata": {
     "editable": true
    },
@@ -5125,7 +5127,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c730feea",
+   "id": "e1f62ccc",
    "metadata": {
     "editable": true
    },
@@ -5138,7 +5140,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f42466b",
+   "id": "864ec2d0",
    "metadata": {
     "editable": true
    },
@@ -5148,7 +5150,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a59d510",
+   "id": "9e98ecef",
    "metadata": {
     "editable": true
    },
@@ -5160,7 +5162,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a220eac6",
+   "id": "fa772655",
    "metadata": {
     "editable": true
    },
@@ -5173,7 +5175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1552898",
+   "id": "4c175716",
    "metadata": {
     "editable": true
    },
@@ -5186,7 +5188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1fb4d79",
+   "id": "0a717474",
    "metadata": {
     "editable": true
    },
@@ -5198,7 +5200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f74a50f3",
+   "id": "7a411718",
    "metadata": {
     "editable": true
    },
@@ -5210,7 +5212,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d91b2af5",
+   "id": "37e0a2d7",
    "metadata": {
     "editable": true
    },
@@ -5220,7 +5222,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3223ff5e",
+   "id": "332f3492",
    "metadata": {
     "editable": true
    },
@@ -5233,7 +5235,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "996d1643",
+   "id": "0c9fccd1",
    "metadata": {
     "editable": true
    },
@@ -5245,7 +5247,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b95d5ee7",
+   "id": "97f20b29",
    "metadata": {
     "editable": true
    },
@@ -5257,7 +5259,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50508cfb",
+   "id": "aa95ae99",
    "metadata": {
     "editable": true
    },
@@ -5269,7 +5271,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ba4add4",
+   "id": "75d137ff",
    "metadata": {
     "editable": true
    },
@@ -5281,7 +5283,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54263127",
+   "id": "c4d95105",
    "metadata": {
     "editable": true
    },
@@ -5295,7 +5297,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "adef9008",
+   "id": "dcdc73f6",
    "metadata": {
     "editable": true
    },
@@ -5307,7 +5309,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7bd0ebe",
+   "id": "72118165",
    "metadata": {
     "editable": true
    },
@@ -5317,7 +5319,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24e49828",
+   "id": "2e5cdc63",
    "metadata": {
     "editable": true
    },
@@ -5329,7 +5331,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94eca210",
+   "id": "f68206a9",
    "metadata": {
     "editable": true
    },
@@ -5341,7 +5343,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3d3f41e",
+   "id": "5daca0e9",
    "metadata": {
     "editable": true
    },
@@ -5353,7 +5355,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35d2e488",
+   "id": "6a6c67f6",
    "metadata": {
     "editable": true
    },
@@ -5365,7 +5367,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f55212bc",
+   "id": "8842c60f",
    "metadata": {
     "editable": true
    },
@@ -5377,7 +5379,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11eb2ecd",
+   "id": "d84a6f2b",
    "metadata": {
     "editable": true
    },
@@ -5396,7 +5398,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac0b37e4",
+   "id": "20c11ca3",
    "metadata": {
     "editable": true
    },
@@ -5408,7 +5410,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12a2abf9",
+   "id": "2e3e3cf9",
    "metadata": {
     "editable": true
    },
@@ -5418,7 +5420,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58bbe0b5",
+   "id": "4a413908",
    "metadata": {
     "editable": true
    },
@@ -5430,7 +5432,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a9a4758",
+   "id": "69332e69",
    "metadata": {
     "editable": true
    },
@@ -5440,7 +5442,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75f7eb2e",
+   "id": "cda5f635",
    "metadata": {
     "editable": true
    },
@@ -5452,7 +5454,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cd08131",
+   "id": "0cbb43fa",
    "metadata": {
     "editable": true
    },
@@ -5464,7 +5466,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94ea5e61",
+   "id": "5f5f8d8d",
    "metadata": {
     "editable": true
    },
@@ -5480,7 +5482,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9d10638a",
+   "id": "5a3bd8c2",
    "metadata": {
     "editable": true
    },
@@ -5492,7 +5494,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c69c6c3",
+   "id": "fd0c9a5e",
    "metadata": {
     "editable": true
    },
@@ -5504,7 +5506,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fcb5619d",
+   "id": "1251007f",
    "metadata": {
     "editable": true
    },
@@ -5514,7 +5516,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "26cfaed5",
+   "id": "b6ed7a8f",
    "metadata": {
     "editable": true
    },
@@ -5526,7 +5528,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94f13112",
+   "id": "2ac0389a",
    "metadata": {
     "editable": true
    },
@@ -5536,7 +5538,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "293d4f99",
+   "id": "bd13cdb1",
    "metadata": {
     "editable": true
    },
@@ -5548,7 +5550,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b67616d",
+   "id": "e51668ec",
    "metadata": {
     "editable": true
    },
@@ -5565,7 +5567,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "891450ee",
+   "id": "b9747ef9",
    "metadata": {
     "editable": true
    },
@@ -5577,7 +5579,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0238724",
+   "id": "bdcce776",
    "metadata": {
     "editable": true
    },
@@ -5589,7 +5591,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b922897d",
+   "id": "49fc8f41",
    "metadata": {
     "editable": true
    },
@@ -5599,7 +5601,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e697628",
+   "id": "6499d8b0",
    "metadata": {
     "editable": true
    },
@@ -5611,7 +5613,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "185f8feb",
+   "id": "3a5f4cf1",
    "metadata": {
     "editable": true
    },
@@ -5621,7 +5623,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "16657f90",
+   "id": "def20ba0",
    "metadata": {
     "editable": true
    },
@@ -5633,7 +5635,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a43b0bc",
+   "id": "b10f7158",
    "metadata": {
     "editable": true
    },
@@ -5643,7 +5645,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f17f7e9c",
+   "id": "cb04be1f",
    "metadata": {
     "editable": true
    },
@@ -5655,7 +5657,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c47798c",
+   "id": "04c55218",
    "metadata": {
     "editable": true
    },
@@ -5665,7 +5667,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1870073",
+   "id": "5bf45a1e",
    "metadata": {
     "editable": true
    },
@@ -5677,7 +5679,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "887602a2",
+   "id": "b6e3c60b",
    "metadata": {
     "editable": true
    },