From 55b189481aed45551bab94ff1656cce1ba26bb38 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Thu, 31 Aug 2023 15:08:40 +0200
Subject: [PATCH] adding notes

---
 .../_build/.doctrees/environment.pickle       | Bin 244559 -> 244559 bytes
 .../_build/.doctrees/week35.doctree           | Bin 917330 -> 918233 bytes
 .../_build/html/_sources/week35.ipynb         | 862 ++++++++--------
 doc/LectureNotes/_build/html/searchindex.js   |   2 +-
 doc/LectureNotes/_build/html/week35.html      |  66 +-
 .../_build/jupyter_execute/week35.ipynb       | 926 +++++++++---------
 .../_build/jupyter_execute/week35.py          |   4 +
 doc/LectureNotes/week35.ipynb                 | 862 ++++++++--------
 doc/pub/week35/html/._week35-bs001.html       |   1 +
 doc/pub/week35/html/week35-reveal.html        |   1 +
 doc/pub/week35/html/week35-solarized.html     |   1 +
 doc/pub/week35/html/week35.html               |   1 +
 doc/pub/week35/ipynb/ipynb-week35-src.tar.gz  | Bin 192 -> 192 bytes
 doc/pub/week35/ipynb/week35.ipynb             | 860 ++++++++--------
 doc/src/week35/week35.do.txt                  |   2 +-
 15 files changed, 1806 insertions(+), 1782 deletions(-)

diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle
index cc1fa82f4d4ff1fe482cc1336efe00d1c48d227d..53089e726f6eefd3dc936875332ab5636a7dfca2 100644
GIT binary patch
delta 1191
zcmYjQYfKbZ6!z}%QHZX{$QnZml@f~;BHQ&9W37NM>SJS2(lj)>u2Y#TtlOPggkoDQ
zwFF#5nTgXzw9%kOV-&m5lSZrT4?~1R#2-y+nk8wQv<8jg2Q;nGc+MTc{`$`2JLi1&
z+<OPc+yi6o?%SnB>ADdxG~LjGx)o0gRtF-68ufau_|zIL9H`mzzhJRt&fDNIBV}n~
zx%sp-_p1rIkLdeUHRM}t#ork3@!F*Hc$5eeRqt8x^k7X)r-53S2N`O;v1{+%5Gk3d
z)~nH=rmMQ_yX19;r4#1cQR*<>m>GJoTHPJ1QOPva069_JOqFJfWr;^+g;QquCr_HR
zzU0@H`M#D!K_ahwz$5$}8*@Z^V%AP`w(y%Jp}a(|@vjj6res}nvQA*K&gJVAeml8S
zgw0-Kn~e%okUyfj=3@SASWR4WWKhBSEKteDln2ha2oKE#7oolNXQAMUY&gToRd2!|
zV@59gO=$N#b!DM@9-QW2cb-G4$cOJaS+X6J>+>PTcH~{i#$)e5V8U@PkPcGjCRY~~
z!ga<!i{LC{>mqo-WEzo!jb3Qw;8Y*nWxT%_e&J+l%(cdTUJ2<qx)dyqe0G`So?H%n
z>`3j6E8rG8$!jhJH?Ne!%|OQ%{ALw2Py%0k09P5iOJ3<OgKO-kt%V*!b5>^-4y}V0
zj%gd<cg9U0LLqOdVH5nue&rT99*6x>s2M;7Teiws7_ESN%%OdB5X#(NmCmWVK9V__
zp_n~K-okSqOHFcj=I2K}SY8DusmLCANb3Ll1ctcN!yWLW(<uwj1R%mOB?y-odv-hO
z>pq3^?B`U=+mRjZzJ<brk2HA}d-D@92U|nX%(To}FbVl7*pVWUiTz<{;)Flq?2-l8
zxn5C#+oPZ{mCyJ<hc2?6<+jG;GVJL-u^un)gM(aO+yH+t<MgOd>;-qk60B;3cFsKB
z4=F;^JE~ynOX%iU`vLfYanaXsg>k3}h8g=0!869*X1GCUi($Iv<1O$lIr8}yABHx5
zu5wR<ZE%6vjqT9SY^lBNILyF3$E04IZp!UAeR?gqPN$Y=Wqh-P-$7pn)plN>o%?bB
vMR?&}$RF?vs~|q5*3fEI%lV6;Q|0k#(OB3Ct<J3K`X}@K3_SZ2Tof+>KRKe^

delta 1210
zcmYjQYfMyE5a#Uog2*afcN;?lA;$WE$ad8lvr%#D8#M+c#%Sug-pUQjy6)aZD85>x
zgmn?+-gq^|G#a(h7)6PWM%%JK8d8W-{L!SuK+-m88`>CtK%%C`nRA8m>zl_nGvAqW
zPS1$5XT;g|!<yVF!SX;vSEEbJ<fyrv%vi8oJrED6##4W`;r6>qMw1_#$w?tC90(mW
zlNrHKJVv!zn4D3<QX(8t)e0|l%!ug$U5n{jF!n!TnQ7#0aGw|}_{dDAzZc>0jI${|
z+LOXlbTvSlqT?EQ$B~Q7<TSNfjRv)t8k6HmN4l<7>-!HKs-U8=5nl6be1CFs`%C}4
ziJ86$X=&?=fAwWdC|T9lp1-ljEqpDTb3~#&Yo9Sw_>AI;{Ps@$l@PwVR8>Q&N?@wW
z;cXQ@E45FAjZS@sg$k6CKcqTl;oO<9nz+VLuY%PsP|3!AH(YlR*3SY5p|$-xq2Slq
zaD|gAXG1UJ^j!Fh(CT>UaG^5~E_1Lg-zJsLg^Qdl-U-Tsc@SqivJkTI+=mbtbDRsL
zgOqu~)rAG{fbow)xW<@R49}TNBXY3T0|^dJ^1@GyKQDn_IN3kq_{93J3^H(d8JHY7
ze4FH6S`J<8NbR*N;Cpsb_Z<pu@k!xEpk*tbS_w6jz_+X5E@NBqd;Na6&wlz^=pZz*
zT3tA>4jMV8ZGhhxOEy6PZ>gpPUa()bRgTBOZBnQaKm{AO%UKvLg=fs6eY6nD+@EFk
zsju#mIhvsu9cSj?_1#jF+@10HSvPLn1DB}C8tNnUulK?Lck25T?%ADOcqIT4jwwO7
z#n^GcR$uiQe9L}Lxx5|O(dt?x-1xU9&th%)SA2kp3TR;3j7l&F`6*bDLNNoo!%)YG
zZ4rByEWpb3i21lP3K~=SjL&0mm27*tiMU*bHPtKD<Lx8x1=knV!0*hsJS-Gz!H;4o
z?x}@l&ir!}`Uwrsu!8-^p^anBC*d2$#b3f5#(_E*WbCeoH;kPP@R-mNgLKX38{sQ*
z<nt{$4Nd%9<(_(*;0Cj6o1vT8QhU>R$i#!^q+XnA$nDsDI!(DwyOwBvzS-Uj&^4WE
zTW`?LeR%XHymc<(4|vR+pPX2!Yn7^L|HZ<G1<A?Lc-RiD&I-NoMrZH9YmeZjcn2jn
Bqrm_G

diff --git a/doc/LectureNotes/_build/.doctrees/week35.doctree b/doc/LectureNotes/_build/.doctrees/week35.doctree
index db9b95b0d40ee8fe64a510b6eda3a1f3925026cc..a2accc3bda5a9cb9ed5b55defaf1c5f171d56122 100644
GIT binary patch
delta 67749
zcmcG12Y6J)`nNN?Kz7dtNH&!a5)w!wWp}fwgp$xfdhZDkAc0T<i1aR~6ybn_fFMPr
zcU+1npx1(;6dQtcEHnibP*J{jW=>7c=6dh{em;+!oSAulZ=H9_nRE8c-x=rTWSXZ}
zT2^njxr?88N(f7L^zK$PsBmQD$ib1r3kQxJS6bLNZs^#tqsC;Xq)Zq&ZtS?^0fi}}
z^V*dpwQSM(*{9v{ONUnJyHw1vhqkF+mXcKs^_yS5V$RYTOQ$T28(PVrZfH<(ees^%
zl{UX-MU0n@8yZ`jg`Rq9XhPe@<A%l!jR(RsL^=*K$B5HwnFXcL#R}tb+s5KCA;Euq
z@9sm3#ug43Sx`DCa>U57g=5I30vt81VBpZA5rt0|7L<-C8Zjhg!0?d+Qc4QOj4dop
z88mWWO3Q)~gSwX%jU8J!q8%klaXDP6DeTYOaYIs_$)g4h=Ef+_2C3o|1<P_%tfH@o
zE*!H|V-|fS)PZ*W!7TAridzHx{DEXk0gmkTKM-1L$UNDQy)}kZ3VX<g%oAJry@O_p
z&aha~;cr1R#BBfjfv-?!prNLraqWgCv>P{o*+G2Tz5%TR!BcB&fO?J7ny!+Z_6i~$
z{<Ov0+A1Y4b4KE-04oy3dqH*fejKnLp`+rAplp1ER|;*L%K+ludqKAl`WmX8V%1O!
z{(?8LwQZ?1VLW20y$R8xu$h6x(+BN)Uk(+K#Rr4%LB*A^xcl?Ewzi$#m4q{4abVa6
zOAxOPz~pozlp;2&X~j@8qmO-WznW<XM`3YUcz>LP#o9%Q{`F|%gtpyej3`X}n)wD>
z=A&flM!3BagHmj21Atmo>mhE((S^3%Wy&@pimxZ$iLl_7m~<Fsj@}y<ITYc+m=r8W
zq2lV=L-9yV)^@g~h>6iwG+4}w>aNs&ALTE;AC-n@sV!(-%{4-#(&o+R8sdWJW|*jL
z0Htc3y0itAQfS*#7G@w7Mo?}giNp`<9Je2$8f#sjh)L~{zAf>)I*as{p$>sI;Bv8D
zj1_qptWqVz?uq%ya+O>CvTT>WGX1yAF4f``yNC_qW>|jb%^%9m`^(LLh30O>guUWV
zB3#wPJZWoNAU6_BG<U>{3+h>wrf=12g>a1AbfDZcT538hNogvsNE(kDnz&yQlVflT
z6Z4C$ZJ|un&?GKOo=F>V_bV0kIh>}cY=n&|xt8H37MaCd3NgZA#X~rO&~}K7-BRrD
zi1lyI15XJbDMYtAic!#P3Zr!q%TnS9S8efWS2Mi81fd&eg5*M~e(oFZCuP<mnZa!F
zv8y+pZ4zg!h=QI!IW@~0qRkyC-b!tPx9SkX#An=9YnDTmgc>(ssGoSu9U>lZ*8wKX
zK%#FN>twWxCZ=^omb2Utr%kkriaXP-=+pIw(lNfog}NkO%4}u7R94MIEY{DOjPFrt
z68)sEIq0U;y)TImvXUeOdbyHk7yD#42{(XIbGmphJ4L*e-30lHYg;DC-Ce~r(e55%
zX~e^kizkD>U;mt;jC*ooP@Ffo(J?|z8K6~z2>4U#n+nfQ#SIOHqZXoH!}<Zu%ryP9
zF7-oCNm_mi7V2Xc$23gw=}9Ytin{}=MACS#P+7dt&>H-y;)mkq&_Eu%#72#B#H>ag
zP@xuhN&m9Iw;Np$)0_KYu=V-I?a)-JhYvS(>viH!&4a~fa>tABwn!FFwy=nG@(BE$
zF5b&)C{yJ%aijI+sqVD&#f`A|xMhZDX)0i@#@_g*uOfWd%p&oyc&k|(`(dh-Hnu^K
zR?SDDlN8b}39|7yMeM`kAI&?e5TjajmTm%7B$!Vmw0R0fF~EA<VgtJ473)gNP#?+H
zhs7&TJAE~rB#}F}YK2fG@k+;NT&a?HymfPXrAp;QCRHB@9dK|Z8mIx1&|6iZfpB}9
zb{r*8CD+KwQ*N?%0OGe8MS%n~dK|$TY_0#r__ix?i%R5JW0Wn&(w^;#?LIY;8QH$}
zy|L|HME36GwGektaN&F=gKYWZpDWbe#mo*}QFm$y_;*i-Iff9YE+yc}-XZpPtj8g6
zcM!9!IY6w@X_ZpK`tVPkA`Fphch1IZy(6#cJep!s^N5YQu!w{7Blhod!SVrBHK_Ps
zm5AR*LaaEfs}&s=pXqwi@&&IrTZs-R4smif!FF6S3q((I&+t_AF~V24LG4oKyc&h&
z&Usv%-X}mj)`QsZmA59Dkt{UEf9NE>-%6pqC*JNk1>ch-UfD~}T3l0jKrHV40kVsJ
zCG}<2c(g)(eDCx=SqMj0=Az%~D}YW^8lm5G?5a$A7`^Q7mt%KTE*Gy$`p2NAVq{U0
z9IOG$6=YXs7Hh~Q9vkKq-|8=fYHgxPG4nf<+$Jb;N&afoS1V=II|>#PX)h{BMD~*M
zQizQQB%^1j7;?C|zEem`#GL~g7*ahM5QCogN;P<31}b5qe>PCS$1Bl!qWIImAAELF
z0fLIRgQyYYa*)Z#mgj4dJ-J2nFKl2r!kZlCMh$MNsh6auVX=2j;WUIkqAJUstdm<s
z0^7sfa>kGXWIt!1GjtGiRV)2~-U{tGF~4X6KF7R=&h7oXsET)tzrAA28rA@v0}JHX
zwrHic46lN4a1~v0D4nVB-cp$-hcP96usya)xsVaBj%*Em#BYoeGcz|U#IaSx5u-+7
zxX`$Ri+OYxLlCO{)80Y88lA5Jp(FaJ(t%!qhI$9;G^S}8pwGs<tCkRFPZS`2GIqJ9
zh-IVI<5sCfEFFz`hLkC3GCtO;NSnNi^yBzvQLMOjlG9gXxGgMN#J$hnvL7?BIV5Cs
zf<o4k29+08o6GIl1T24IoY;M$+Yn^+#CGUg3L^J1Er^&jX$(3BVwH)OA1A>~`++`M
zmYh-?F3BA_b(qD+hxMz<K0Fg0nJVbx?(?a45DxHRaVICTJ+;hg&#OM8l_iFQ)Zrk(
z$065B6Chm-Z=SIiVHd}e``(%1nzn4R^v<jw?RgZi%)H|8>_ptgM>|Ge6&2b%A2EJT
zYn<o9M_5gbPJ*}Q^hS7)UV{6F6cn%vo%BweTNhboa-F98z@#@u{B)jxrikCnn_zi~
zmoJnIHvf6SHbs(_rWf(8IUB`RFYL#w^j!Qcm1LVt@nL!vyclZP!NImkhKq7&8gUCS
z%o8u3#E0~FE|>vGHkR=In7`D1LXt$;34l4&+6DReEVG*&L3vXZ+7n{l!h!gNWHwEO
zPN%yIf5Nx*{5!p_U`+Ahxu@|<XH53T<s~39CfUNpg)fDQy_e>}G-~u3C6)(#qM$q$
zFD}h8A{P^utw14OsVcqP(~xTP%Pv&UE7kRv3k|9IkOb7wE7b>NG<qyfUlDCcJ92qC
z>gtvDyX7Z2Eq?67Qq%2MM5Tb#hE66PT=9}x(y^B<K%BL5g;K(Zx~+N<==oyz@v2BP
zANVDTKf}zb-KzpL?e%J|Tu+9bw~j!sX&Y3Py+gCk{6w+3m?*AXox@oK%9Sjvlqoob
z4?5sgtKDnHP<}9PbJ|p2N)h?YYj^Q!3m10U+NQ8i#D%SnPVYtQf|32SrF=K1{BCRc
z4Oekbi=V77qL6f+=&Pv!hIFDZcY_^G6jyGjjV6mnHoRc*v$Et?%}Qo`ZHu-2q6C}G
zx_8#=DHw-a*^n1*CH+714HECZ@v>Be!o_2|1H>bnmgx&#+$`z~x^E%+g4nHnp@2&`
zR?Crhk}tPfu)Qaht4w<H`znN-dLG5$0alvh<i0vdh3F}c*%6C-GLcbF@tqyb41t1o
z#^9;mF{bWp6k)($U3(T!7ccA#!;8H`WbSera-O`a177c)%y;)9Rr+JQcWZ9~#I1Xh
zj6lih+Nd%9&^zkzy{WY;)Mq{#u~Z!WYY0B?9VB#LiX=^-iltfLi8J;+gYPqXdCskM
zj8(Vq(35*#d||(UZQw1~0NApBv)w9G;B>p79oS~7PPYo;4{tU$BIcHfsetf^CmmVE
zjvqy1KnXq2ILbf-jo%Ysbs!$i3Bh^ZG3oAMg81ZsV6#av%m%2SgTruFK{q*_S);N%
zK!FiXAG~BKr3MHp9wo35_0k~$mF&HBXacfNt;jNSnJ{v9SemP#P8A=$)yR;x^^pX;
z!aLdiBb|fFvE-X_9pA1YX1<+<w^M4iDJQOYyLkZLJ!`FHE^tfKdPlI8Na9mV>`i;;
zNoD-5-W2PGDngeCY<)rA4@dU125O)BDji?YiN0r%LVQ+i_+gq684rb@ywg?rs1-U(
zBLV&$_t6X^4Dr-g0b=-xC?trBzf=Zj9rx)cQaK7fEAS!ggrPX1oXcRw><w%G$Aug#
zP&I?5!;!`7Z0Rr(dm}&bNfHRbvaA??QotnwPp_>`ZiLMdTlt>0@>BxK*TQ*JyLJ~#
zK6@T_x3P__?qb-f60Z=Gy+Twz-9mz(7rOX)?)1loIEr<adj-33rhOT(lCw=<qh<Hm
z98i^wb@=m*J|9p;VQWO(^|=cj-+S%zNQf!}<%7PQh%RWEz4xXjs7`~sji~&-YK(sJ
zO10#xdWKXqg0Zi52-7iZ@%3mUG9JN!-szq`*WHLt2{jz&oi^i}-VkfM&pLxOq8yj(
z#PZkqZ;EiPuP%R``BpK}afl2^;%}V4YVYV<KD1U{=!SdgxL-9_k#k>1G4<O*LozTg
zF7Zy5c(J`9*}{tsJe`rrBaxPyuWlsj=*vR7quBJ)1Vb>o-?!4c4D~NJG9n{>)ldT7
zQGpP2lnB<yr89Q+mA&}5-q`o+DF%~_-Qnsi%jeYCLB(f$`P$TW4R+bIUW>kV7+=-{
z`A^gW(K%u6^);5iIMAQIq~I&xSh4yID|)my>_%UNEmheB5H72~+o!ps{rAQ1Q=o+B
znA_hAwnvihX~dADRZukfs0OMoHu$o-_}On(vBM87aY9vH47om3q<Q4a6V#tS_+Wc>
z)$&oKWQ8W;>7SHcn!KMBgzTzhjRiH0Fd)_p;%xGUx_QT-Pa(Ys&=?K%N+<f>sbfe6
z{T)s6PWILvw-FiZ?`WY{I;v_yd~sK5sGwq1Wz7(wQTkibai$OkYaOqadn*!_kRxG)
zbi8RLKSsg>q>(>WH4+RGN@MYZUy>uGEgPK!xYyX?sU8_!A2y+iehv{^|D27pc^tuI
z%g;lNaLG{tInbwGB^1fMbw+eF!HFyXh(lMrlYV-?p(H?{p{2xTzsy9Bywh8LZT@ef
zN;0rO{3;>i*c3nh^*IoN^_F0b(X^dLT=Clk99>P<MLGrf$f@!XWGhIs&pepslU9xS
zJ(coH6knTDNlbpI?|@>nhhO1bJyz+UGFW@3J#ry?M+&B2ZINU1Y$4)>-xE<Uok}xb
zR1i8=BUg${F-FviPf8fEyt}6(RzpS1|Ffmo{m(9#BGTs@-~K6JN!P#r+-q5eo`Ulk
z@SnKrab5d!2Eww?S;TnB^WfR4pwEdt|7u}GC+_`g9a`s|?B&1f8<JiBdnVfNo$QS#
z8TdJ_O0Y%@t)rJY&^`PqcaFSixMYuF+DBv*LMtq{xRZaZM%M!*3nKx2=V^vfdt`rD
z-U{+aA5ZQHY7A~Tr=UKpM*8RZM&XCm*r4~2j54FPMo2vO)MPlaJ+(NbV<ptUh>+$6
zl;WK(sxnHG*u#bR^%nxj-pVMLWbY8HWKU%jW`s&ES4QcmO$BOcA8G?G4I;9+3KDGJ
zNoJBqq-A(ubzSe;^OQyIUEhIO`q;?<AJoY{rh54vLD$)6vQD|<u?qDVvf6^0MHmp4
zPs59Js%Sx~>t-ios&iF#S&@Jx@lILMxAu(&;;}xkQzzbgs(2fT(}vQ6wf4|F>LN#N
zD2E)fp$_<6y?xHKQ#6zWDDg#G>}S0Ra6u=))o}{-S+cS!8fZvJCrjuj?}U@9p=S6j
zw?(i9QmYKHR!3K`kDt!D_g5+GzpF;p-hyar?}z%@L;T8n7gj$#P;Ih1RP8$WJ%v2P
zkM#6MoiJQ?54SnVMSo<~1()Yne`G;8TQ7kBEd@ccUVZ?2+1|Q5f7Ww4Gxl<ii}JV1
zq1l?e5Qy3s(UBhl(Ev19C%2Z+kL;>$OGd59W!Qiuw}X%nsx_M?2IhAq$d25kX)s!d
zr*S>x)a1%iMEQ=?4uRCPimDJ)yuy#Arkf#<nh1Fig2vl7l~;}r?Yni_HO*HbH<5dx
zC<|@kGWMwf{gy}|Z0)h)H#U(BBwK5sTzo=r;!blF9OB1jke>Eo=o@7Jro0?-hKxhk
zbOsx+L&5mQj}K}F)I2Lb&}pHiB+u4Dts)Ev%OwD8@z*Z@bRanq$cex4V;TAzvLphn
zG17!IjYR3Vj(3>Dk*Jjsp<)7@!HDH0l2!(0g0S%7-?)!ejWlyhz8r1kU4TwesEMRU
zpdkX4gwET@q!^Se$Glby(moo^G17sB6CP86{OnW`7!ejJ<b^t@t0Bt$I<Q82!Mg^1
z>!RM02J}L)?$t#t46$hP#TzS-$PbRUpl@h|=jei)#Kodv=pBNRk@B>?^a~{%2?PR+
zNo$taEaXWnYHT^}&-&eG{%pk;JoB-pDNky&%Xk*Wp%w^ztAkw<Ey(#qg3U@mv+Z{%
zVwuSwO@{b^&NS;<E7W&LQ9ZN<-|^?8Q+8sR4(sWdh;|}WjT~*PDz#^{LN9S2n2fsH
zBkbk5pG-#mP#i&dYAQayT%nGz6US8{5k-)-d63dRPJxuBO&8jfHkGEdBvR9XzDKz_
zan8J>07BXrjZjT8(us~(`cZj;ieZ*br(C^Vkk@*WAuhDvXE?7Zrg9~c4ymZRt*0bB
zGdVj<gPvtv<h*&`*Cw01C%MuD1&|eK=&*gBfztFe4O+~UmOBGZQ>f>WAJZXD<}sav
zH5FPBltVRJbVB&|QDC?bo@rUABeEazCdIotDWYa6<cG+h`jC%|2<eep^rg;cT0*;S
zUUSIK(%T_&JqIQ;Ug7TjV>ohUpRJa->ze?ZhN)!n(+$x>A0dFb)k0=8N6z57s!Ce>
zk&wpd4ICW6<`A+AU0W3OCBUd$G|L`K0n79nW&;Ohkr-GkuZ~YE<go!HFAw#@aHSK}
z;5@ZTC&iC>Xftl5m!i`n1%^q{-KRI#s3+HGK!mRnXxgBh*A&4X&JaCVX>+wPkII%{
z6`u(laXdxL(Zx3Ts5v@@=jc(EEG>(2rv>_#58)`wm|WymOX!_i?X<mfwRmN!i%h@b
z8{x@sg-i&q*K^o&wJeACTcZe{{hY&I&Y@Nt$Ua&Qp0qZo5aDASOF2d1sHz$Wwub}A
z-%q1UmWv$gLICUTwsz3n&v`=Hp(P02<oFlb1O7SM47|;j5x=xYm+<c#zLs=o?*3E-
zUe`9UBf5qyfh?lrws@m)+oDeB4i4pQWwHHFYTD9WZE~<Pddrd?$imqj$hPZjzbcKK
zfu7x6kOkwsK(=j{7f3F5L)+9_HjMqNI~r!sqZkGejQa*^pS0Cc!2#@K57bZvqsNRi
z*z6fS3GRhnf+l=yIM)lT=ae|HH2HHcv;gCITur5ug;kTi<0Pj?LY}<b7ZJ+}uIBPU
zHrSC}{mOumk?FQMc%vSxQ;{Ca?%B~F^~Ly2YLRH-7=RW@e+MWQ&`xX~4M1J+C(H(N
zA|CLP0{JFcFc8g^08k(^XWKz2&HknWCcR<;?-{IFV@tq4c!heo5IwITapS#P2*%@*
zO5pPcqy74li9=9rD4_;+l23;qD_oe(?hHYXam^rhoPe|{LSZDL2(`e`LG-x4!?#$~
zqGpii^&+%|j(W}!$f>Pz2C^_)I}F{lv<_ln)-s5l4j_kzBP(teL_QdfrrW#GI(_)i
z6V|wYkalW2)}vUi8~L#WCMDe{#~fQTiJZm6gb{S@^lXrB@iz0KLfR~d&4O->M0G7M
zaGB->@d?n9O4a4a(L$15qtM6rWj*4$L`_?AdbBCsvWcT@3?lcI*qlL~H4V6Wtj8xl
zveh8reNc7c`;j$>94SRD$lgb`Kz&(Pyid>X_(TmH(_q{fwAcP#dCT$R(I<7LJF`}y
zeviC27L7*lac5~Nz%Vo?%pHgF&6D9=kyw3RBoUrLJuSa*#qI^s#Adttp@MbSv*sDJ
z1KFP#NRj_6ia|aEO-IV(&Fd=V6Y{~cC^y1@u-pO%LXU#T`+iywi7nkCCPycrc;cA=
zy~hAlS*gGT&Z|VzC!z@a1i}Me{dhv&n}~)<cl1JM>_aD^^+xEV)@0DNlXv7flTkB(
zq}_u&o{WUxyNcwx7ZJ$lDX1+OHU$;nVZpipzW<YIbQZv#l&NSwvQG*w*K<h6-X<5C
zt&;`^`^k|#iR4a)<(vT_J<<*fZ>@cFbk%2|cq2OU^bFWi+rkKCFKG!S5t)~Mo`FKi
z_cKu42m=AiyZ(rGY39yEYw@ID>McW|E?0)kKXr!?h0b~h`EnLSr-3BwJUaT05z4Dt
zol3eX=%ir2k#lo4<g~lI8(HR{+ZG{&<vdFWxi?IRwKY_nP&vfod=70u_F&pVpZR$I
zjSSHaoB=9na0n@#hw=?6*(v(e3Mhv>j~W_LD*XdDuYj5^l`!y!!NTFI5vg(rdHn_C
zM*ThCynwzk;o%|V*hq5}`C=ieVJYS|7!pEuZ$!07&>~bTppcd&w2mrN3^E{uoZgOt
zNWVp>o+Y1?0PKw0wlK1N5xRorll<kV2HE@)ipR@B_#ot(uh7p2mJe;whzr+1Q&U;8
zFeKjs_)~u8XJ}>mLT~Zl@<qeQy2WTW-p`bX4w?upiYLK8^qo#gnLSLI2sDkH-iQKZ
zb@KKq;_PJV1f%B&+HZ^1DCFD^3T27t56eY>gvH^75SCOs!M28U!1SDF#8NaC*>BPY
zWkRFhD{y4(7v>^)KG8*`yh-}KjMl(p6HL_uR}N)XA~%=AMD!+EN>EpPGlXTgo22S;
zShYzFqxB6REQdV~ugo(-wL`Lw`3JAShWt(L0g}7|39fUJ3jf^po?$Bx9KG)rN+T#b
z(8&0m$*zqkQnI~W3Z((aU$$QdQm_UE<6^z-&q=}5V-;#+85_!MUmD8if)`fNX}LyL
z;<wvo4={|48n2=@__+$io23=6mL%TH_KJAZDQ|Eq*rY$X|0=4B`je2==taBTk(`y~
z&PsJ>WMsM1oi0~e8rioRWuiC8oz<ug+C^q;M>+O2ls=)g25}WtINh>>D>XfoE?^_d
zgr2Ov@ER(?pM{cwi#|2T(%0ZMsjs>BZA+d}MEs2W`Wi~1&1g>#*3|qnBYDKNs1m}D
zDzMUTS}RSHthDY`MTGmRl~%%^WqR#vN>TB8_!Ii^8@wd0cr*Mlzw(%|rG*70ON+Nk
zcZ1-S{-wp+>0N*$+2M4!GPAPM+^&qYOouZyGt0Vk+?1uoyP$sFm;nXFyWx-GJ@lWw
z^dAL$KioZE{3iT6kG0o%L?gY8oZ5~;@Vj7uSCL)z%>4>IvvULL?&GY%0yBjyJ_IwB
z%cD^x()e|FI`GfzPNuw$e#cE}u)brMxEj}>Sy)b7vfYp0QtaM<3c#cDe{1(158$n@
z-l@s1jI4BLW=3jZk|T9mq%%1qE!E{nPfv$?S7d5(Rz{}V;Y!b7x6Wj@Gc`RcBP)&G
zTA{TQ{N`{tcy(%WT3SYWTDsdUwN7<sIo)oz3vN>*vy!u1?(|e=8m&#W0(NG)+nJu8
z%84_R-HvIFbm(QQ9<b9gvz)FpM<xTy0M?EyXR6HFmF&uNrKe|PQE(Tuc4eifyVA0l
z9&qc<$jZn_&5|W?XJ%$(WN^V4Yf#zk%#^XST&XS)ZW_}IBy*=afORUrrC=GUu2eV0
z2CZGmX<2FM8BVucosp60OwUMX)xg@30g^d0oJ=slN^^mlyfJ0%aAu@|uv~68q!?$W
zBQuTK8|?2&c4uX#QaHGGN4k?!Gu^3Rer7^zWLk1osw36y%wWx_ByO;Fx|@3ooR^-N
z>UKG0n`EYCWTs_iFfA$T3`ZuoTaqjb)N(j7GqSQM>&WzEhkF{_yBu5(kR&Y=oXM)0
z*6viNGu4&J-Q!B8j!w;Bf>Zmu9l)Hc=>)lf7~;mo<fMV(N=;2qlT8Ljfv9n2rE>eH
zQmm|0SH?7c?@D%Lf;ZD04r)S5?M`z#UG6k?Pr<-~ZfHTPBQui0+K{EwWak003v!9%
zEihSHS{6hhtxg4EM>@C%zM;X0oylNb2e^|#)A)xR<jTs-WZ2Z#nHkPhCv*|kJUuxz
zD>KXGa&p%0WT;7_LCb1g$>8}62qbpPx<?i;ayxkxx`3BE!|lrAYNRDYS8})=4p|L%
z<}?Uk2zn|gWu4*9g6@}2{X@GVM2Q<D<zT=X!~lQD5l*GZ%H&~Xr4DdH6uHy6MbkhH
z=%_s4X;^_wna~&IK!Lsmf#c-%r(u?wmO+D@hXxn{kh3IzfM701nlpoUR2ST)r=>wp
z=e>n$?Qpv@q2DWUl#vQ~!6o+=P#A_(H#aCKnd;0;OXZzs8nam{M3pm*iw2T{1=G{h
zxDmkhkek3LJZEGir>DBoGE=#hoY>{a<lV&$k~q^c-06-~&I=L{q!8$fTq}371Aww5
z)~s($%S?BG$+*pEx2OGu#W0O<YW)ld7RenM&MX&nL?#Iflr*4pF|AV}D1mhvq!4NZ
zYVeE<FjA`2Q6UmQNsx=hB<-20V3f?XY0M#MlsXGKTAE~pv}7m9l_jT?jN}ZObF+9}
zWq|@xr=_wS?gHm!y1`i-oZf;O5J&0U{t&?s6|Qt{!M^%&HvYdGXf?xCcf*0UK@Bfc
zAUgZ@jNXB4$TF9Yv~y~(_ngW0ov`&a({o@a>IYwws6l7Ra3KwE!kVPhUbI9lV><!i
z`(UaI_3(L;?q~-ct#gn_e%yx&)rRbqZ8C2^TBVjT;=XUfR-M9w6-9Vp9V$v=ujX|!
z(%%Ee8NQ_q5(DJN0H6EY<+-j%PIypVLrQ!AD1WYivg80NQpF(j4JcCmAX=f8G10Ca
zL>-}sZv?hK1P{#v!}!AD+kLRG5Xq;sOi_p9v^rc4r{-I*R|`0FN=eSY1&2^()}R|s
zo<H9L(_7kwv6;`)VRSiUznZ0}*a|A>`oa60+%w{BB>Ld|Fz@r8zF|i5p8NR<mtK_p
z|Brdk`~$tAFVo>A1BQu6nywtvAa_FljEr<7Lso;~0=g`8LKv|!AVH@_CefJ<WP0fG
zeXU(e3ySEMnj$;7taOC{a}cM?;c!7OgQTifx9!{v>S1o=faIB(3PVz+6Xqmo)-Hu(
z#>&KL88B~f_l5Bd_-3Z^I+-#v1BQ1<q>#5^66J8}JL`YeR|BMFipIoa!{`z}xa_RB
zSC~;}Z52jXXFdE8ibi-Hi;64^&pM?=@){{BV9{1)ZD6!&^ECPxC7H3Of(Y5Cix7E9
z@4r*wxSNY#W?i)=jPFr&I)!fGvthKC)F3@iqXzhb)Jxi(g<f)&e0~~DfCg;&eU_A-
zLEUNd8CG0_+&F_W@bCKOz0RVxQghnwN)r=2=sSzXvKzYn67{7b*_trckKXtkR>hY1
znyeqi)};N&*Y%gus!mOh=}V9SrIC);P&7`fN!ERhwn?}2asxKZ=AJ_f$`rNz1}#&I
zuG~U_q~>|FTrFaRcg~}gWr~hnfCK|<SdZ`XE%f+0HR;Z^XY#j@HPJ*S2V5RqM4Qz+
zhW5=R)E-ZiNPAyqr2IV2q|4|hgjRCem1NOXRN}vq>a5)<$tG2=!ISmvyw!Fx?ixzP
z+ZkM(^kK0CapB=wB;*RRg=oGE*1EB3u$3h2I;yX-VuCHYj$YLjt=HWJkfiTW5?(1u
zKL0zeG);5czJsTdmfyL19y0fki{C?R{OY;+Jxa#7QaBrRDuvTgXOrfZzHCn-Z^1aC
zHlgq2lLxoZa;Xd!ijfEhk`HggGascHOW=#|z>*(OnHwB;L84!4a$9z|i?(B&%lYPp
zljwVBrh3bWFWy62%M=~Ik5b_P#ONmw>D7OM?pa6*euGmC`M;p*(3F(^f->#7;bmL`
zPq2>sf)ddL+E_W%+@?-|+@pcA-mfT5Mjr7iY6_cvI^=u5B8MTe8~CHwDnQnr=~VP(
z3jXmMI#)(P+d~+i^{qaAh{jXhs11EJLjPKmJu@MX&`o?XoOU^~`FHT?dC&ge;mIDl
zL(S9!{YpiPwk)$(;b)IY#1j+>m1iHLIrt8<Kip0E3!c^UJGjsTt$}3L-!K6g|2OOs
zF{m1(W;kw&Yt-T+aK0G}P?7ZnW$^kQI9XFgQTqNN)S#g7{9;*S>_>}cye<SR8-kb8
zV*0G(4h@~xr90Yy1=kaVm+M-<gHw!OQkwx}09k3m*)r=A4QnVHZpKNxDvazm;|6$!
zzTQy@$LrASWJx7lV!vY$I{uY$3|?JJyCvSGjS@N_GCMqOM7ftz?q-zAj;V%{)Tn}E
zsm{!^8qD+I%(G$@eAMz)EtXTisKvHw2b3y|&v+L4;Cl#808Y2!PWU!g&^AbIag9_L
z;M-2uYB5V+BVz^pv2;f-^r_ObHvCSRqEWthcbTGIRdKU2MPFCN$I29)sfK$)5%25$
zt78G5sm1#G8`G*|jB_H$41e4mH6sP#*h#E*XaHrwc03iXEd9XkVLRTWxn&c>R|D`0
zO<8R^9*qvf&uPk7yO}|_IT;^>yJ#xz1>p^vTSog?u$GqDVPOb(0@yQ83|CEfrWW%=
zl~DYlWorcU#AeU~UNI+6La`NX^jK@)V2nKxd^&!VDwl&i<Umc_N-7Oy{RVw5SFH}m
z>!FG{#p4-V3x^@vlClmS`-<Y<jg%dq6*ea)BJf`PFhciOZst)<Tb@)eN8%D>uM$~4
z|K&&F#<+T<Hi(yeuh3VC<Uwpi85WJRadZWgBpPop<muNRC*br7C~0PtKkHS6<krK{
zxJsnwNgezif<Kr=Y#J#y5)_LcSO!t`f{F)3vL3OnYM`9O`+Hn*co#yW7!+KpB;eY3
zR3vi^o*v2amTiMdFp9jBfM-bUX+su96YJp>nlctL?GhnmpaFA|2BE)X>VLCHXqtqd
zuY~tRdS4{$jMOd?+De<!d(sr;wyB){$>wOBx^cXjJfDhd)sQxl)vf0F=0OEx3t;=&
zb1W4<Yt52&pf#J(8VuNW_PVo8N*m&Rc@lXU8rz_vF{6eTOz6*feF|F0EmTR0PqShI
za&+<>YJ}@r+x}Z&{!`#UPi|}6z$d3XaN&Qny2uDM(}!`=5<}yl_ahCL7~3Fd%0Ck6
zAIYZfo-Lj6JcQsNZ6RhaKiQ7=Q9RzCjOvQN!!fn_F2S^J*ovcTdtU5@7bBcjn`O+j
z+9a<B-lpENY!=%Sr`gkLm(K#UN1_gtn=%Xfe3rrxz|Qx?4Gk$1dtnC}SOMkgUXWlE
zshAkSz2R%E0LnUzhEKF48FZTFWI=Cy63?lv%WPM-C^AKZo^WpXNFPk>%M3Ic(if+r
z)jGNEpH`@s0dx9hml0)1KcL*rDCNOfOGy^>!y^p|nGxUfPB^(g?vE*Fy4m2H55pWN
z0kd$Dl#lOQZc-(JihrohCT#5rU=nqM^eTXn`2lk&dO%tafHUC_$|{>pJ{y2rW1lF<
z;rt__%?IK>@&^mdzbi^VfPm3_8xwA+B)*y!H@Hz_2jNxrsHpN`^5q~%`SmCx<s*qz
zRQ#wY(y0)4Go(CR2r0i|1(dOaaXJPBW}HQXvEaI)M#DdRM(+7!FrI^O-ze|tv{#fi
zohmEp$RK&F=pMy-Ync`GjoN%gol%5`+9w!TW=|2!=w>qg<e-Uap@2>xp~ZLsp1{@f
z)zol{dma_z>d3y*061(o0B_I%*HM92l9|KtdAw4#TL~6yTDw)SKXtMMJFWQL3T$;$
zXDj)+oNI)l))7fw=&%1|=#lfg^gOhJL_Oa!xM+Cch=LOM_V$#e^DRXs1w+W~XYt6Y
z@?fG43;~`g6Y$*02KoCxd}J!`4rvtpiU&j4-Jv63?((S{VubAuIUeGD^xc4CL8e$@
z`yC5Dw&;JmTiE<}><C14C{YCYd5pP|;gizZ(c0)8DoqADy`^}h7I6CC?-+X8Rx{PD
z<dkgxUz$}TWoESDh*&Gy$gH+#ZdNhS1V{IVQU!yG2UA12&_K_xK_)l~JvN$8<)%dQ
zsobDzibckfpF>R1w8gO;cwIj;)U;i`LD6h9s#U|Zh!(NTbE$?&zyqV%j?j}Dre+9l
zh8tLqZYD)Fft26T%jgyXq(iu=A^gorkA^c+X~G?D>TSX&IPD3NU)%JCbO#r{md%Ya
zEmzB!DE{zqYqf~aI<G~WR;XpH*_(AtPs$YCt!qk!B5npt9ljFZ7Go07334FD)WUv3
ziVW>OK0T9%!|Tv=E+?(ws^w0QIkBd$5}!boUVD_7eP`V59br|RX@U`J^=MZMMl2s^
z)3T2yfA#XMQ!#&bwyd9b{__${3#eJxK&Jr*57U8nNIla|%j`NVq-NG(%QwLqEDr_K
z;58ppYfN@!n3Bmy$);}hmuOS%o*rx<F%j13L>Q}LyhQe<nEFzPEYiwhT1lSEG-Y|h
zou(#;7rx>$H6mYTn_R@23h^@yq<}B{zLAh>!tl0<pTiXG|7BUO*(5*B)D~Z(O!<ia
zO`2(tUHU}PM3wuOq+_}%9DiAdh0UyVQ#}05W8`ri-c@w1n`D?uB(Ag}+vB^LVOph@
zQ6SGdnWkW*FC*2mO&?GiW@!y5D0Dj67T}4mZ>o>5vo0B&W9o!+>asaRc3rS%LhBi-
z#L$4f+6LE<2Bs}Qz^1csp}P`)HZT=X4AxZ_HdO89+0oGS3&I2IlGB@nX!3qz(@yyY
zanc>Rrb%iM?|}pJpa;q{kxfi1m7B{=OwY?V62Q8qrnR()^0v)UC7woRG&60p?5C;(
z74NM}c3%);N#EusE8685+T2ux@iC?ZI_7!Mk{W^E(hJq8xV337{LOW0-^L`kc2Ow4
z!2hQcpZRS}Rm}K@y51)~H$X7;kc~X?S<*v^_N!n!coI@(;<KwR&%P5nfIdEcF-%E#
z(|8~ZQ}h$OzU!tb2(}o{I~`3k5e|=GP79AALpqyEgTg75w%61L1>;F%7gH$l>0(NS
z_vw!nn34jdXxN}40>YForWh5FS?od=({3o@7JH{FM1c($!eZc3SJM!mE?mY=6q7BT
z$h2-I_*R)D1YKKrUhZZ}LMWfAp}dp0XQM_Dmj7dVnA#wpQjRxD#oN-8vE+&VL{AeO
zi=0|kMMw<n#PeLHnw(wVJE`!PO5W=YxoIjh6`D$(>0@dp-PKmnG`UuNrc}J~<-Vpc
zIDtp4W(eJ<uW611MlUqXYV<P|c^C7zcPvYPQ(pjK)(+MvpfxDj+21q)o!8m(%&&^B
zl6zjvH?_6jGO*OGd>Gn))roL5EJRMjw@9Y~Q@kM|8^Ef>Y6mbKAsS#x!ndSI$sbTQ
z48{*I#UljE^Wkb3+|N@OOJbV_ndaCXv1MWy9K3RnDFJ6O?(+DB;ViE7FwhZ8suaTb
z3Rm_*{qRDQRTqV1W})d09MIQt_g}2g19$p_=FDJIAo3YW*#{Mu(8kiYucHnqO^ZEI
zLrs}*?%qI1W}?|T6V*{ECy~oVrdUJ5Psf7rM5mpWFjlvgoD|C@Nt4K#VpFam9Ft>@
zcR5}eW@>^b#qv&FbvU@HSki{=2GkvH+KN7Awo+cHx}+L__>F<R-_#P5)AB7h)%jR{
zjP})%vQYa<OlQ%LI;c)bp|abGIn>P&rX<Us9P0O2lG_wHgSx1Vw4x0eX_|to#IcPE
zS+>$iYFiH2Vw7pTPiP!-V=zJEO#Bxhg4U@GwV+i;o5tX}de9{wsckvvywNDyCxe5g
zF;M!U9MZV7tj^s_O~Y^#J=~t)8ak!_vUjFP+C(j9u|5=A*%><CP$BFb$M;c;C}{wp
zk&IGKQd&xqJI<7XI+M}kOgVaA9~@`;1<%t9d!|s~DS4>cc+&^=<>e(7=@-h^>IA+z
zUm;!|NBm}>I3q&x(zB)!XrE4CEhT9*!Sn@MP6c)bYbvyH>ghYtl!5R`F1-AX<Ndt~
z|KeCS@q9SRw8?UlJMM=#w&U~ZWSFeqAm2<jZMHusuNHd&176pmj*!i1KCj?DAQ4l6
z^8+rOrs9SK#d^`2sit!{Bwn|t=8wbVFt`!NhSBrWO#36^;>*Q?Is(maLhhx)Gr&e8
zksq;6H`OHfr<;0XXFQwLNiPOR#Vf#Z@qAVX*X=V*33dZ;a&rc(b6Qq_pxwIyAU4s|
z@Q{Shm}NR=&o3`LiJonmj*A$+Y`?myg!$z9Y?xc-bKGD}jn04z=a}x{nR)}dIw*Qd
zGF*Mmbi}fh$`Dk%B%b9V-@NhKR&??4Xs+p^Wjk-RHJ&}Q=(JjCw8`W5yh$+G50+J>
zeqE9>-}E*<&Q*~nO<h#VgCu!@X+JthW@MV9;o`FpCawp$V&wcnNDZ4LOo)k!PB4Wo
zGIjOCw?JEX>%nk8;)i(cq*C4?8t^YgiyJDZf3icQeK=9kg9WJTA>gN;>QXwcFmgcQ
z*n;fH-mXMXpS328v*j%!<$ydpeP6+DQ}Jck$AX6rS4j=GwJ-T?y{VefJ`;g`Ca0(S
z2GduI4K|zp(}x9E^RPf;uqO~M2IrA(fcwhtIBkmO4-0x_m}3ykqH`OYqj5?C*_dfw
z5s{KmK?g3LP5Nh<!*Fhbw#Sy<RvZT?Z)KSWP&BsK>X2;~Fy#k}Q_rYu^Gpn1jiCJC
z65PQ2m2`)DCh*sM;~JV@Qp?y3^j<^rtTIL08=1v2MH3pEd)s@Kmz_<g@ggR#+<(WZ
z^7bUXa?P#EU|q;H2ODCIt|hqeR_|C7^2{Yv6_#T(TsFnC1ew{y{FUW>Dq~RbdkL(6
z2TxID(R8ooq<>TMd3+{8mvU#?Ysx8CLVUHEd9LL;N4&}rVF_v0bybGdl_a%*gE!wc
zH<#j{^{DF#%A)RRVQ%Y#>oGZ>BB%SAoxywNX&UhWVIxEPmgetq)p|NHkMGp9<(_|~
zmAN0rwd%3;U9EZ~{Au$x%`H2lVQOn$t|@~}gk9<_i-axh%nQ^azRmD%dvgnNpuM@P
zS^;eXNQ(~UY$)QcIP;}OA~uko?O=Xl8O2o`QI93jtA8nthIxEDnLP+ku1AL6wKhg`
zs1f3cql-Bh%9t#Dx|l^;zuO5LjR9TFgx;_dwCiZ&q?Z>Xv+s2k5^C>-n4)A7RF7{Z
ztmy_yOE7ZT=<eDw#x1Xhc?x`C?Pw2k4ju+pghi`gPjefeb6kV3n3HU`RCdG2+MebE
z=oYIWFZP07_(MJVTX_k#+iI&DWOrY49YT7W+mHsm&2J$1jk*G}({@*F@)YSX$Xt)K
z?PI314Ay)~AM-o#9y4u8M)Za95Z1=_vr2Wt11%#EO67R>)fxxK%j&P<74<j21s}0v
zoPSkYw&X1r=Bq8=&NnZChlbEH2Ug)su!99^^^XPSkI^I!^hgDImbVNasJ3i7(EKkr
z?aNsHp|*U9woI4x+&aj-0d3`t9;=NuF*uv1M6yfI!C;Wk!R9gOT}DLS9t<3h^5%c5
z05=F4V%}^&pI9!@k|RUR&CzvAt$rxwslS!DJfBEzjrUD7B%M9f9ETn<Qsr>9mXzEX
zYF>*0f#v0+MIhSOTr^E9Nt4)O^Ija9#8*PLVbC;)<c=~2i=$%fzOAt;kktOcFmpE9
zKFmA^J2{cfthPy3NXd%fW*fdykAD9=hI~5QTn&PmjP8m9$S=dqAN%x7VkxIPIX%YA
zSF7Ys2{7+MelIZ(vkc+Yg_2yajxY<ZF0|}F+Vdjcj4<DTlY79Uj^X6wnI!GxM1Cg|
zKOHXT-Z506kTM%yU6S~dzSl>YH{xYUe6w_Q65A~G^&g`ULlry42G@HrRwr?knyogi
z78N{tD=9S(MCdK=q94?WF3+o?Rw&%xRL%9jnO7B-mhx8-d)%z_)Ke*4#}t;1Nhujx
zTsUG(q37+f<|~!_%g?LG?uq8W@QROaj2c`ifIOUN?g6igc9>+YB|k;_59doE+WC^k
z5T}?A%RZocGs$SWB)fLeWOF0S6CQ+r!KW8K7o0iA6w_*b_zw?qH=SZmLD(<Z`$V~F
zvNjgw-PgPy6s|(D(eA4(anEVyCYF?B)~k}BCH&T1aHndu<UrPn>^<y=eYzQr%~l{~
zL!FdQOOF=^q$`Z-QxSMC{U>3kdEonxL*<<r<`0|5p>_?N)W%<P@aVsM_NY;zD>ro6
zh^e1kQN$dYW$tL1%I!Z{vVUn`#VqCQA7OOfUlUBE!yNMw(t3{hG=8Z9e=N}XLrw!T
zXDf_f_|N?D@0V9<8kmU6rU3$JAkEWoE{xg#*ELqSGb^h<{A%}zAxp=MF+A=SKsLFp
zF3;HK&0D|vAFsAF_S;|_3@=m|3~dHfnqc{o2gBz)7|34(DhdBI`_~^>sRhPARN(g;
zI={<j{??sQ{C@Sn_xnHWh;dKr`e1;j4{CZfU8Dcgg>}E04(C7cdHCE#Ln^`lmEr#?
zo<&1^9*_PX`(I<n$HxA@T9N-fo^O0cBJ4<^Q-e^Fd%-6LWs%%VJ~^~(;{~5iN}c^%
zpLqCmj$AkCTc0?k?(J`VB2j@-7k<$vkJVlD$wA|kVtPnTDy~6lUGj-S&ntD)F8SP~
zb!;BE^0LoA4#0DleTHB-(2#r0$9U$nF-1FC$$95^WQ086tWWuG$ANzuF|Z>uzkp9e
zNL{zJb4^ETf5*Q~7}e$;z3$^VdfnomVGuO`<=~;w`$&r6?#y~{LiybpdGP+brnR%r
zO=>YX-ABEbBp&_7OkN1L{#Vo955ldt&|~k;`(5Wed8%=BgyOshTnR7p-sKV2k(L?`
zCT)m=uN)djTK{oyO^vjk#W>Ny=0b*_N`bv#c(YsjREiv2_=qB33}yabO)~z?mf`%!
zIJd){80m_)#=*xn*dL@(9jjfQlm3SRB7gNnBYR^~;Ix+e#zu^zqWBn7*LngEbnunN
zaEG+gxUSd(s_04s*2_P~SabgADAPaIx~K|%p#ne5HS$B05Gi-^+5f-%(4!j6ExHUX
zj4T;BsBn1XsKV00BRv;Vtd-FJ(GeQqR~tHFw$2e@(kGqd=^J}+%YXE+qHXa=mo*sS
z4=S+idq$RZxfIJD`#)LspA5KV(r1Cuezpf@SVxEa-}9v04Kxa#H?;mSo%QAKPeGbw
z-=A9gs`Y}!?qrF_&&eK%tyygqa8;*g+iGh9vLy1l1XdT&X}V(0Sg3&SxOI&8B&@Sq
zkSA&_yhDUD;hT}LPV()dZOC@q=B~H?X>UQ%^v^o!uUV6co2<&Wy1S{QEr|JbYX)xN
z<il;r>yQyCUnx;FC$nF-{)LO2x((C;Z)jwMuX0&8;|Wgwm7|y6utwpTPJT}B<{MT4
zb}}BkVU4#>C@&ZP_S(x%?J<W^SanMW4JMGoo2&;ZGTW}!)WkZOzVC0gmRNRE+@Ru}
z+$v=FmNE)>W^J(!MEHnagPFf6Y$UK&+pM{k&p6mg4i>zmW^Gv*olU;kX1#&W>k-#A
z(X?gaMeVRUEq6HLEhqa-C0Ve;YSr6!{SNCj{JS3O_+kwf-=O|+r!^ScEiO>DjC1J^
zcleXsH?7KZ>@x=xa*K;B+hgr#L`W*{wGKdaE1=x6*E$(nTx?GqfS%rGEj0u>z0cYK
z-Xx_W$X_JXiNIxMUnJbM-<nO{*l%ra1f(3Egbg+C`pkUOI?;%le?@Re1(b_D)?P-G
zz_&5H678Mk^aIulU<lqt79NDo3qeC4b?!K5{lW4YbxKh2Y8T(7zoZy{B{_Y_I?`tc
zuir))u+NWICKC@s7_5|>NuN`AUOH?Q5kBP7^|SkxqvZHo32uOwxt}{?4Mp}7hGD>e
zV-?<hr;5mrl5nyDae}12WAzvj%O7CWT0l$a(w&Jp;bI4WY$`GcN3HSmQR`BRkjkuK
zN#$Q*?5eP@oJx)!vu?8o(+2t&=4VYKQ?<|R0#wT2RD#~MZo_b8Yl2JfLLaXz!LX-1
z58kzYfU{C{#*3P)Va+;Z<iD(w?5)bPr~b#C7<buhuJsCWE0XfQH3_$pm@j<440F%x
z@52a>hv~WJolpQOr!wxoA6na5rf};_N|pAy?rB=d-2~nd+VY|Gb^N>@aX?7491IfT
zo{y|!EGs$UD;$yZI|0!N_0%6zPgoCF_VM~XsqFlwFjxWE=^6d8wI{|$K|DAIew6%l
z(%Qm))WAISSGLdS%rjesIZAGRYTYTJz=a>~KKq$<g{F)hxP9Z4b(LDi9ve+QZ6#%j
zo<0M{1{mh)t!F@+oy>lokIz_p(bo?aU$sW#YHrfzbE`{pOW(65p3kjI)iTfMFW|Rj
zXj?Xbyr>E-L7x56+6=)WmqBK^NyD$L8`N7SVc0qAEDTjloKxqRI6Nc&e9oGW;5W89
zp101!1KoVY6E47r*NX&Sur`7V#f8hH3)bz@9q#33um#^jcjpb{qNIz~=gSoRbkQ0Q
z)#S=-UngmE$!Y~#aOTCAtOGEd24Wo6l6zOIYot58*3F;Xow#aUUbbx2HC-8V%ZTgN
zRho9JtmzG18TtjjR#W3U>j(<YEOF>N?id<o-+X8N((;R&b^Cj6Ho>{{J(%IH=hpXD
z4~DZnOiK6&@l9(J`xDyGsQde+Y3Bh;7bt=Hgsi@0oh8BGC)|L&Zd*5d$4X*Y^5I1-
zmYW~gdE(|zXHVP#MW2u%cdfa&DJ6>I4^bs9f8Vw4FT?ouPu8s<1oz2_pCOOml{8{`
z{PNEbQg}$3E)}iYrzmsR%^f)JzV#zyAD`yM7}J>o@@Tr}yh1Niu+h}{n>CZf{bp^7
z#*=~v5NqSf;@_;FsdohrtpVhf2iEnvqG5)7FFmwo;vG6CX!(*JkF0HUFahMkBk1|#
z(|AZ6`5i(+R`1*2t%s5Ql!1C%|Fq`db2>H$RP|1gxX0GchJ;MM+ujMQ{AEo-r??$X
zk)D593yfeyn#_FCwV|eE?-}v8^#g=Yah-xSRa!6apDIAcubr-Q@^M^8&d;(H;DaOu
z$nH!p@8n)4;WEx<V#rZ?CSIX;rjyBLA=!|UnW1e3lo^$TQP`QzW^Dj;vXU^_5Qx3s
zQB(oY#mWqbdv|&jfqIvXE3Z`%j$0N{t%8adr1M!%2SxZ7$g4iW>-LofS~Hd#bjH7~
z60Rg)T7)rpC787bJgA;*6|Cq5GS@21!bg~?BT1qlL_%3xLFkJ=k;*=SGTRFhH`WIq
z2|{m#&+Fau+jv#NblwNw^c5Cke2bY1P9hAiF2HH*@?x`)`Aa7?UZa5BBCY&{DTZ|P
z3*Xhry#PU(nQQ6Nb(1PZipBoII3qL?Y8Oi31O|nZXDM1Z@`+ujrz!(50mKm?lo(=B
zN5Gfxy<#~7g@a|VqJxBHMp*1S<^#P$-3=0202H4xs%CoutPY1n<^~IE?2|LfbPzZS
zm=z*qz_Au4p>!0`N2Q)jc83U;;K0e^P$5U>d~z;Sc!<`J(=`O;4G91D6>mvwQ^SNm
z?K{h|g;T+~HNh|kblODSQK)y4<28lRcxMLRB5xNi#FN((gz7H`3gP0<Yb%k>;evp6
zlKtVrW<z*-J_}v)4u8FtFbn8GD<^p+0(u<CONZEl5yAmWrA*f2OqpzmeJv8IpUU)X
zj}%_Qc0XEYFsi~=gJvWOi4pSG?A!r$<s>DOu#u!{9Z;oG9U%?-WwOlSmr3&L2-*H}
zE9LdNY_hG6&=x@#N)+Oy&pXv4?P?44LbacE(lH_<>I&(`GETC&$*sCVQ#fBk1yz21
zM^DdQodU_|3m@xZgxZE!ZL@^cXh20UZ^jA<hNLql!S_vSMG4i&ow`CD{#Tzkp&C4~
zs6eXiagd|S83>~2Zk+Ho{Nhsuq}nsTip80F%@c(F-~^U+gEdxoO7bvU@7zrgw&Km1
zy74Cu-ae9cPM!iELg#v1PnhC!m`4qqnoWeRqC<gIMi}|Dtx%cVOcZA05A=8go-d1c
zI!Sod{*|{#yUg@ej`ozo+g_45UlE)F-Q0+B@qXxUzvwNcrOc#9aS}+rLlE?`k9P<=
zag{8c1!jJwu#_zDyi-_a56&vzH=HhED!d@$*F??DOa4}<gR{szmr%!$GA>nE2*<{}
zQ)*ocKy13)%FQ|}^GcCh@c6W)G6fa4p*Z|yuAXUSRUDNDPVT8!ab4XQ*{WPc&(w6G
z1M)8_t7A5~oFQ~WrIdl(O_SMI*v_R3)pcKC+w-)7SwyyH3Prdmi{=1(IZy~~*2!LE
z>dT{$jy^G4$OU??_L^+2HcesgWD6f!c5}6NW<d&z6~-uhw|S1&7XnQ92xE+nkUtv=
zPWzFvN&$a1a($-b|DK9-gdA-o%#mQ|g(i%tjfKAc<*>5JoyNj*_!j4Qi!9F-8o(VD
zT>ffZHnZ24IYLd+I8Ue~e|bX7FN-fHj%4v)#C<VO$T1RIq`xHYOHeCy?AD@?ju3}N
zbWB}hZ2@^kdig*{=HC>I&21(tJHM&W!Vqb6sn8mJDb}k9qnim$j0madFSins<!P!`
z07ZLd=TXhQux6cnFk@|u!aiA2&O_ks(fuGjOz<vr<(4qH&>P^nmO_e=9^}K8LMB?~
z9V@q$(A|*mGW`wXO%;f*?eThHCbbsgK|Y?$HI~~ZMK(+3cUlYE@kiOZRCZ>C+BYCV
zA({WxMp*1~KAWYDb5t0bHYx`l)3oDhj!l6tJ}rb{{JkFZ{tueQ475*sVV3<N1uZjo
zxZfU(^%QaTQS&3N9xJDwhuQq?C?m?(I{>A<0!pp59%i$>r-x)<N0?JQB)dBbId~ga
z7<UpbAXqIA6r!=aJ~4L|W=pq$?)tLCn)gV_vCcvl__<uI%#~D`0it^sAvsE=RetSD
zegCJp3;cWzNt}#AP~QrGP*<Uk-2e!_UnC^Jt6|<nxX@LIQI%rdrhYdV@Ig8@P<+x2
zGUm1{zCO9#O|YBnixp)RfoWREWnAR6U{w`eOvGM77W^P3wVWX}1hn*HJ-fYwOzaJ7
z2P59BJHQWGL1-9qAKga?$BXMT-PZRJ(hNaZN;vNwWO!ept|8%!=|VcX>zy#HAEYrO
zv1uy7C`Y^S*BOn94MwZpU+8E|5BZbefodYuQrG7%-x=|(pD(n=^(y8oo9j_NjCw{O
zIRzkmo_CNV1;Q}N<1$vk0AWa^0hT7%t-<7;pKlG^&pU9FfkJ~azy}9{;|+kx@F_wv
zp5Ps8=pbQS8LXf}fs`rwu29G|gwGxf@T<MUZyqcZmceQ<MCcCo;9cv~5Z1L=-uroo
z@UH!6j+{l*jz!~=^cgKw7gLIA$>ANScCMqOMUfyHlCl81pp#EWIHDLfEso}JVg4%S
z!qAyf_%PuNeyRa|UgAW5d7_64dB|R^L3!brfkPV55SGW$fD9!mS8G6iC=nVPQc|^W
zJw_=jrKKcoXA3c;=X4>^klH#@$ixjR;5&Py;4-BAXrz#UJ9_84eI|U=;=`$ezace~
zdQb&?{~je|W6&G*h99G9K>CdqHfV00r+foQPN@)O2u|li<i>clKWh!rK({vo99VL0
zHwK*cR}N3kBgP0>7_V)>2C%i{lX0*KwAR3Bln>skGeM~8w6)~>XN0yA4870^Ysq*>
zenwc#AfM?BqQ!y`qN^4oN*0_~y-RWFSz){?1!13nd}#vAkGX<y;SUu$Oca)@WlY-I
zlVH~X>Zyr*HR8yI+B8YnjqE`Uy~J}wLv1`qs-_8QNG?nf+C>^r8sson1u#2i3Q;`D
z46q0@YSRkH+3eJalDW2f1(fY(3w3$7G9sr#87{7XTsu<=YRI-_z$gu82$3~wQF8_r
ztFYRM5X+RaD*(PZLueVH(kkgsW7ls<$C)sNBo&~5S)*$<sYnnOb(<=H7&!|PmVqFI
znf7o6lwjJJnne{cr}GqivI2-Q=7pZezS#_xrk!xW93j+Dw1smZr~Oa??jLi65m@mT
z16%u?a1x4m8hLFlOCxM!@911%gC)2Tb7o*8_M5=|{gjmM4;3(-ujtU$$$7%s$~eA}
z_g6Gx8W|mWb<I(@L{s)K{|8S0;mZ%96?`KV>Uz|M^KiZCFET_XIg|TZBjHa^pO=K-
z|Monb@+CV}_y&y(Pp(EcGCG;)--x~gRl_4L5qe;IzNELZwJB{c;G#y_Sz_Kc#ZviX
z+A`Rn%_qlR5u)J|`?BzcdbfK8Y`Iq<f>@^LED;u$DSCCe&_BX}zorAeNWxx$4)~gP
zS;oI2v?_!9`zvL*&oI)GJ<xd1JMecag`_gTPp=Xt;CwJDP4XIx_%~u<9Q>+q$npyh
z<9m(h{`AYMVJG}9v8{#;xF-gN-nSYSLOx{e4s{jL<*Z`pCnRhQ?D85BwqFB;@be8o
zC{Kd4gpJsD?F}jKQ_5uTEPK8tbj44g6Vl`FAH62T!<i;vlSp^=ZCW10u~tZd$HFWM
zo{-sVVF3qp)Hd37cRjV&2`{0@L5<4|eHuT9Hzudo!ztJjonYNnTMQzJ8(`)*s4<&q
z3?e%=z;=OhH~n>Cvvfx<EOTuXNSPwn8$tvWaS=7xcL|7S_pEyZ9F8}04x7oZn}7qq
zqZf+#&1L}D%mGNfEs((Oa?iKfB7Eob71c1P_zTi;kHFrGv<QDFzC7a@zE!XwpBuc<
zHEvV-IhP&V0Ot&Fh3$<`w+V0A@0GU{-|+iGXPm(*_&ri<hmd7R2>G9{a<Ol&wm<8r
zuj~-gZD%C5Z0F>&XKag*XU{HpmVj&L>NaIcYsbkuAd=L3_Xs^LskuyhXD&a}Gqa_p
zm6BPT6WGqJNg7o3^(F7L6;jBDX+m}7HjdnCCsf6a^!%2L)F4qSd5ZT50m$B-GAy%U
z!)7r(bc(KfSs`yv>b)ft84|K#a+r6*T1SNXhJ?e92q9#_9ib{Y<q^`z&I3Xfvfm^0
z!&AM3mAoy~GXy&}&lW<q9DrZEUF@CO@s7~nkox(9ut3?s2<4ohRX$fYn{S`XyMd;~
z8BhKpc-&}z%fPT~4)ZUaP#aXkzQqk|M98LhUwbEHhBYDt!yd)Ayc04b8WE~S{M$P<
zGolgorSD+l&X0`#KuxS#MfFB}iyM)Y996ooXTeeE=Jxo!^1(@GbI7HG-l*CzK98gw
z7kU^{<{tNT!w)EEh0;?7y(@Gvq*S^;>QMptZ|@5249OYeVHHq*@}6)AgXlEt2Ww=~
zCKK}6zl2xe$H5nWqCSk?b42NtQWE*>ePNJ&se##c{Q<j)uQD0z()R!H>k9Q!vik#A
zf-dDEkeVODfP02OLbH?l9||XZ-ld2^#m6Xj>C<Xwgm^iDy-k{YBz$52%z$mZ6R^eh
zHDfCuK>A!IlquL_<I^XEFtKETm7F;tgd2h}*Wc3FQ3uAJ?*(g$-j*by$(Vfhv2cu@
zztY(6s!P=&j}0Bad?FmNS8Gx}?A|>IX(6PEc71ujr$Sw=3E#vvqI~94psZH`<<FlA
zgAIAIg-gQ<DE$_rD0)QkJUrrWbqb#O=@iaCCEP*X$(1u|z~C8*$ZvCncbyg@EJak|
zpyDA-_^9I#A7_ysx9R{R&VU8S=>VfX(=;W=I>IhV)3d@ppSc`y&dZ;}gJK;>%g=@L
z@HGmpRC(bEDnI6i=e`iS+SePn;qDh;%x%mhau|1Ns!*>dL%xLEyPjL*)R$!~^8J^>
z6Z9_~?*YRU>bLXQS6E5wuZ6SrFASJF&H?j_I_9NI6!I^~=5xXv^aVlZVM6}}>HLkb
zUAn_xG+{HJtn)&5C<1@wV6Z>ku)BI*c;6?eDYJh7S$kjVUcNIAD!_hC$@L4u-}Wfl
zN<UPy*>}CB+NhkZ5=J#8<f8BliXye|L4-8A1orTgK-m1G+a=f~L`^AM<$%kQ%NoYa
z88<HryX{@dGv~V<eHnMz8SARllU><`q+ErmU>DAO;ngzC$xkzEHHhPy(1(Ow6Q-eO
zbW-d|R&e~9GAaJLCfv0@XCTGj*M(hpkxq)^T@~u*$WJ$fZw(3QAcfcIjHe}R%0_zm
z7gnC*YHax)#wbam6W<H>?T5-s#GLZ3PN4Txfew*TKf=225W@@BROmdDb5jUJ=z`8B
zXC^CJK}f8<CG51{F3+7!a`A6E_E*;{l()H8ZgcjU3LX1icZ4elS8b-7vfe+Tphy;2
z{gd#iy;iewVacAg;@D=|xWxAr>RQbRx+jEK8o>iHNIP&#KmHk{HqgmZbPu{TZlssR
zKQvK}Gq45w;FjqZ*iOXlo3W)$dvf$QI@dIit?C1z11?~)$x$2CSV3z~);th;N-*?7
zS1itl!e}Eb<s}n5#XDa5BREUP#exfew!iWbJli)Cj!nH^@eVfZccC^#Ve85_eus_L
zZO!;;@eY5$nBAWA`2!aEoLivEK)a(yX9D=RcNSrP!h<7~RN2rY{r?ok;xD`t20Rwp
ztBNwit$Hl<HN;|i-t&&N;4gR>uNaMC`Ti}mHN-0U8}`V2n`?tj>rgPc<_A5%c663S
zMm*si8FH{^;S*R1SzOIoG&-8oEeBuM5G5p%nlHO(TW)Vi>kZOx3ms>-O4qPCsfTUN
zF<jZiPE(a6VX-XiSJn3&g!7y0I$PdC4S$vZFPLp#*hiHYf_JtFIw?BsSExrdCk-Ne
zyLqRa&nV@tprs^^Dz+pH0L)^Gs@MdZPVkLT0>3|}7kt14g>_PM53<-?$iCk|YUJ{5
zir?1pE;S{|oq9j{*lO!&NXQmZr@a&I5^RM=ge)yz*O^JnusJ(@gZ7i}ZMHRdzvMGb
z3$5zpUaap|7*4$&YmBnxFPP3uP{dDa&Rk}xX1j0qYf&z4NXPEJ`Sdttv`yJ~TGCOW
z_G>|QRktN$xH8LE_bX$00wGhAeAd#JkX`<^II^&n?+*G`I!@J#wC-62R1yiID2+_D
z+g`IbF_4RPOZ2o(u03lMh$by~D0!vqUje1FiY*ZX0@LVmU|EeImZC`e>bC0STumFC
zP}v9PCt+`+Hc77LYaxq+Yzy$Sdfkq{uLzdZoIs#ul8wQ(KkV}i^kS>ok3(#U^r5cC
z=x6RI81q_?Ppq~MhUCmF8!DjOE!YMbQZh$-DxhSiQGxdlHrr|pS1?ZivDCCVbX|?c
zn`)jkvaP0V6#iUqkE;R6a_<3qupx0;xb1s{ueadC#f%7BQ#hIq`txnb`|zbAX_|kX
zm?ELqTsJTsJ0$mnX&~na9pU3hTMDqCqpl(SWo7Fus3lF&h9Ku^+ZGs7Pl&R)aJ+ZI
z+fk4ujKuB`ZFArp?}W#qZNC^1vMkZwE1hR(U0ZEtQWnRDV{8JJt$jYm_BO&pTe1nr
zQ1W)1?RDvnUg$hxRlH49i}>4ZMG3YQY8h*mQ_pq~ida|ieV}>?x-eZbv`Do5ZQ0b4
zjaD05($UI>2P&>y@0p$iY1#57Z?LZ=ThrOh+7_phZ3)PJoVG9+&_32_Us)wQPIfqK
zY4|wT@Hp{t+TM`v=!I(dgVWXo{^q^BuM2wldWj1g>c+ZkO%Q(2QkOUV;R{Vt9Igjw
z*qW^2wjpHkX~k5m+=^=uwOeflzwKdr#}dRF1n>sIbu<k$Ov%V}+Z-I#O2^anwF=gf
zcb4uMw#Nv&T2c4Gg-pn@?a<t^cLEEtZA;ZMs<9`zzAcoJag`_JKtO;N)K9PEfS-!E
zj6+&6KXr;pkyRb!In%(_7UOY@AsXjt+Srzc;Fbez%>|%APzU?jALrVB#0ywE`vQum
zcN)2s2c2X^EA0fRyUJ(*Akv?4GooDH1Sq#xKuNy?9$`SKdFUWL-95@s<le32Pj)u7
z6&bN-)8{|7*y8XR@5I}h*|I=+W|d$K>>$YyEUuE9+m^xGH+mlrXsa5V8#1PqEyMB`
z_sE}8)Rd0ZwBoj9klS0?EC^d#>%wN{N=;+to6t74S1e(zS)_)xW|2y6wSl<T%17|i
zwhwTu9&6o?Ww8?5+6G#(I95h$_L6^4b%zo#T7@sQwZZGQ&Gd-JGc=8PP_OJ@JBo4F
z)_eqbrn4;`^&ziyw&kF%<lD}+EPGeVu1q|wSz}AUqgrdT^_hMObXT&pi>-foLU_@p
za#vdhp2Z2J7j1NeQ@h&!1;Vfd*_90KX4@*=(F;u<Pj|N^l}CnWsq?!-pl<dq(v$AC
zM*ih=$tE3o*b4All#c%f(8V6M2J&wJ=|oHJX^U4y>(I*<NUrv@H78&7v~|&y?<^y7
zW^dafwZUzAdZ;U@-pAGpUPYjWhB|hXhF;mK?T0=#H>yHLkFq&QyZ_hPbq7{aY<+fU
zxnTx`3qhnL0W^S=Bosp@ND)ak4G1BPYT|_m0a1z)nxZ@qNFoCQN{Ltq#m2P)^6_k-
zC{jc|9>u4E1p&p!gNJ_SoY~#Gd)b>mzUMz@ckk}}=FB<2IaBWJY%YZA;c`?ipB4mL
zE02!}X$klS8YB<A;9@Vyy^i4yWJ(QH-+UELaJZA7&$;FqGL$$wcqj%Y`OIjzKVYc;
zh0**|4Kzv|N99;OmcL+JvEf6>MKj0oCj&pJl{~%1^HqW0=rJ(?s_pQh^!i=IV-|S^
zV6H$ns$$C~@FI;p0T0=F(U&W24=WPq7w|=zca@RU{uled3wbHLZ;ZyUUKU}8Er3<>
z!2R$K+$vR^RdTM6uXe@xB3kPQZwfe!YR4I>mgcWgCO9>bH*tfprUT$}#Z^GjtnDhf
zV-oMh9rn07iT|jvpPlw-aNR1-fT0v}22JMQup97>(>j<y>$IQW$!aC34Ut;5j5DJJ
z+_w*V;SzbUvY6bA&C?4}#lV90NyLJ7NyLJbsc<_c$)7Wo57Agck|OM$X*`D|sw|}b
zAUpzhaCI0S=RL^BvEe~CY17w)Bx*_FnQ_zkByR%d6clK%Z^@=4*&D7dL#!e|N;DPb
zg1R@h-HI{5h(_=)YlrIW$s`Aj`cJWNVn7k-ROHX%^)&BlH#KJS8Ehk|VYXlC(n`Ks
z_IQM6N4X@lHG<~y*Ed3=-0~<dVynq0+G@G+QQkSSYD}YH{X8^e>Ky1nC`deD1U)(j
zdY!A4#pKo!XowuP+E>DRYwVKKR%3Trg^fv)Y4f=5sh&){fQ|WRAJwVf+MWp1V4TCf
z!s;bEEI*&en<NA@8ix#Cz@O2)k%$?@fIHrUL2H|2I|E8PTj?W{RlS4b;>Vyj7MV<x
zf&&({_;DWT3JP!F&0zOb0h+sr_j6B)%jmMJNJ+yrBmb-?_;6Pg7;O$<Q>#FsudBG3
zWB!x8KYOf-l=KE$?BZaz4qnW!)Ml%lj@UTLGNh^k^0`tzBy5Xv?Mw1vDFh$~I}*xx
z^V-bsgxUL|9R@qLZ$85>dk!m@L&@p`%U`eI;o3p}w`;)D+G#m=9ZY<kPo}WM4<ED;
zPRkn4^2zKpITD^*^(^#3PP-6;8vI(iy$|Am$$XA?bxlZ}mnNYThOg(jM*es}BCTH!
zvkOWkILM!~c}qM}YrT8}jCgwKE(NK+k<WJ3V8uq@bSi0Jt{||hZgASjyT>Np$ra_1
zO@LBR1<J7nT6?#Y)Cvu)fL`^iDpC`XPE|lKKM1~nLB^jI{8P_zovQs)x~leH2OM|M
z@DWAaW}BfwW@~jvy+8ZA<>iCPs@~Unk$<guD-qPK-oHWmnIZRb^Uh}6sFc2!d7@S+
zH&pUgZs`LfhXaHWW&EXW$1rlm|CX2BD#yGCi$ZeN@j9|>3vUk4uWaE-?3Au1&o6F+
zepsdKS;;3Dxw1-~xN*Fa=elVivCF{z6S@SSY~=$3Sdtcy581|Bs;qC5k8k7fhjNM|
z|Nm^`(*tQJ|ChJ(WHZUY9lU{Ty#ol@)tOH2;Bla^>grwF0nx$cuBujiCcMJm(Ae;l
z&?`REQ`}a3vVoSbQc|q;;ICcrxg<BXV_fWA-DBh8yC%eSj*suwIbNQ4ji>%UH$XHO
zeA;xsKgF@&Gwc~yXbOKwrO4B-^C)BQ&oE;H#Dg;S4Sv+K8jBm@lPUO$MNFMZmL1Cd
zi97k5j6I)1!<*-2i?{f8;|dOHvZwajFxjJ?z~5+poD*;JwSnKz>HZz>@Nt^=dBd{y
z4llKrhf**sdJN7toFvos!IbId_xKzHrM^-_n_>Y6RYisJU3_3ocBu*~TyRjq{IGJ%
zGRp)%26FlfsUUak<KzEJpWBqInd<8EAMHLjw_PkxQQr>g`T@URV{KBY_t7R*?)wlr
zBY{hp5Ns$bKjO>bH&q88_!t6fIWPeN>r)@Y%<hm>)tn6e1V-TLviK7ife(?}KH(Ga
zmerHj?xS1yo4xlAmo$p|VZVaKMmYQc-y60hmDspgCLZF(M<lKvfKax`U;9&DOJl3-
z*f37|gvap#XDo-UlBJ*VOni#qn;wM7u?Qj62(2o*WF6$+GwprM*nNNGU8!z?BR#B(
z8RXvyWb_xZ1(%B7&2XuBhuDr?V!Or1#&+u#)xqEKOBj#-mn^a=f5gcmj}bZE0ZRrp
zIW|MbB02Xb-b_AmlrIgtraX2PeWCU^){lWx7p3Bu%>TeK=tX(FY2?-VY51|_xUjl#
z3C(U*-Z=9W_Wy2A3mwN>rrF(LR^IuKTJDI%OqJjNLU;JLp5dQ){!6>twCtYdsJ*7$
zBh&15H>+>mG(RlSpR2K)G>XYN@{S7-lhqX*<fRDKNZ#@bUly5Tl-?F=ZKFG5B=&Hc
zy*pZ3Vc9N6-gc2kBO=wKqKn|sx{xP~I+tGLb2PRrO|DohTFKbUFy&=jto)TPFweC#
zYV6<r6~=RLn^1cGrcjU<*}w64&GUic#lAEetiO8&D*F5WkFN0Xn)lGn`m2Q?CrD?r
zA6l{B()m!D8ePK?vukX-^?rZ~gZ%BUa@fiDH=venlIGRR7S8)rPPzHt{G_)=y5f+{
ziV_B6?d7$9^Kg0K8Vqhky4{9*n{+k9K@E8(T0mcXKdc0vbsYkcLyHyHdA6oS%P;B)
zYo*emepX^biIf}ss5j0<2^tjipsY<(oGq|Y$EC}PKX`xFlr#=Wt|Dd8pS%SF1oGK?
ze+Dal_)mUbgRpK_{PI&))`sFyOmy<hK*b|`55d=N@!KVAr|l`LZVvK4#{_JIx6pyu
z;H2$Y;@w*{MPn_p{AODOXuTv|?f`$t#M;8g)=?27jXp)o8r@94m=F+wU>^2rZBfp)
zIDBY-R(={Lx_iweb{aJCh|z3U=!9>3L~mAZn6YiRsKX4?3<(z>c#qv&4kXqLcG}^Y
z)&aGTr8`<sxFiR4;0hUA&}1$ycxq;l(W_@ro$?8|T`faCEX2JYuewz~L(S@6gL}Lh
z{-&bjAir9;5t-qr8vWBP(^bo$4nXHy#CdNgBca_Uw5mHH11p5d%Ji95>P{K*h5Djh
zluOEh4}Ipu)6gnlk{gH$25?l*Z8<m!)59xXgO9^I3o~}TrH)aU)JEcK?=+Xf^o|gt
z*dwHcIij2Tp_O`?{3=4Exh5nlETe?x5@CBn%ix9e<u8pz8##J!op5=vv1sRthHI_a
zMu#yRXl1v(-jPi+Y+<|Ou*GdnL>Xi6IBhZif>j#B7PmALgFK(2f)T#`21}MT3u1}f
z+)SKe$DLRkd);N$F9YjbbFs&J-o>u8+~u;vuCI=>QlFQ-B1LA%gj!9xp`)<YnAj6$
zNLrC`-Y|vjmfaL`U6i=OS`2egeD7i_f6yMQ(v@hj&C_!jS)%(eni1l!SPyj@=0DX^
zbkw|q@rj_B09*&8r8?9+97sBNm|B(LmJ%%k8~)o1=uC-|b+AU~#oNXGZdv1B{jgOt
zrZ*XDPcQ#|hv>@&52H>$9B`(ncZ`?_KdD&qbqu(=n^7d37g4K%);f)K_A8qm)U?Q*
zZ6V-#D_x91i!I)8sC4;HD}AMG+g@~Mm823(3M^_b#<{^z!M+HM@@xk&*g(Mp7OX`_
z(a8-;?V9s*Xsk0GMY4g_C{QBXdP7=JQDeBh)pryrELO~{5<vB1nubQ`87G!jjX-P7
z;zJ`m9&aI-21)8H2D=)B{<F{t%M9A~@&Ng5s|_m+s?6*H?MgTB8}tZQcM%gbcHeMW
ze;aS*Z`Dn7#r{FuK-iXd@m+z(UcO6c8k;kmdaiTi=LsTLo1-4f?;cFNhq{Y**vjFK
zTFPP)%oqa|5a!|UVcyNdZ?1q;pzRLhG|;W2n`Lfq(KXT~p{)@z`p0`igNQyNnr&8v
z*(@{qh&9F)9*}@BeW7`9$whhpyU@tIpGXVBTG>zB?S@5EWFzcUbd+>yqUi0GPU+An
zbi%y;qE(O%Z}%73p|RpZW4&}YL>*-*(>Cb?M2xJPDZ(Y3wF`}!92)hOfuf1IlzlU@
zs29=^L-+iF;*e*`2pVES2M-slv6&;FHx%92XZ8lCTXet&%Mx2h$@RmaZD}@Ggu~0G
zF@wcu?^3uE9NP(Or9-RM0j#C6=RKm6wp12p0QcA41Eel8Kq#8xB1b<ga@?e`?IVcV
z-hnkBlXmyUueB5^lJDOu-t_Kv$^A6GwEq$1Zr0TP|6?WGJ%SclYP%`>#<n|lCH%9K
zgk<cDGyn7-ESMrWCPno2{EGQU_%4l*i37B_i2B{ls^<W^kRldn>`y1y)P%spSeS<L
zaGF@^t(SSTJ!#eSt(o=?<NSOpb-hgad%Bp#;7C0^+bxF{Z)KnsahVR2mOgIbkV(D%
zXNQaRnm5r!4RY(f4mCDzwUQ@h%3m`@e|X`!cmh-lxXd0YUJhJRb?=iUVqCGQh?A?p
zzLq6)*OaK09GWkz-Q}D*-54cW2b92FNgBzVZ1I>Y7RE&R$LLU4_7D%{Lu+$eZe+lQ
z{_k_d3QgNdW`M)GJctN8UCc=V_#-N^*$;UkV9uR#NxmpEVA#$~GT+G2BEuDndW-*b
zn9q)tNv)F^2zJWRV;~R|ji5mA${6vz$1{?6TzjP4FjmB|8YBIO$BMN~{xnhCBKJHb
z8nQ+s<;n?SBp$KcGU`64w>2=CF)S)OKRdxc`9ATq#yX62v`BleTO_G5l7>bFg`#g*
zUzKNXnKnbH{VPuu24VVtFT^$SL!EeMhx9P3nSuAxM3E@7CW5`P186NK1)<5Vlf(w*
zbAqu|HZavs>s};Y(V&O;%0r@+ca~8^`v5L_vbaZEggIF~$OgMDm|61W$>K>PJ)1R>
zJU3|y5I-c=rqEcOip6BtgtQOv&d>>4PZh0#l$bkJ%m#(jM|nF=6X6aA`UgxC+cox;
z(>^V~vkIn+?H@5+z(*9$k$K>7<RNH1&$(FX_J_qn?V3Zuc+u1J+&THf!(cwQgzaXC
zJDA9_x7Ut@D`r5+RQ~LoGVjkbpo4zSpyuM4L5}xtm?<9BSf?xpE&Idnd&c@xgGTda
zi)>F~7FC75S!y~aJ=^wFfbIVFkBBWAOLjtzoo{=XnBHTKIPS?;khuy{CY3;U&&YC8
ziI~eK8aG<Z4N_coohzPavz(dC|J<Glw&lI&iSIm8W%6_u&S>z`e_0Qe`t#<CLe0Ag
z9|#(SMXnNeY7R@62NG_Q0~U%k@LJ{Rg`yWPHIic+?Qip#fKSK&T`6WZ&l_9xG7VZP
zSF8{X{rwk-x*ELsnDzvC?1-HHgedkNaZv*+6#L$x$EyP^up@H*lcHw;rv4IWEPsDe
ztPc9=e-mpoc7?~P!uTj8lsVO4hqnp_Qw^{DO(e({{{~}IOKZq3jUCBSjjJu4!ysFh
zh@l$n3=+3a^fc|Ucal{EWe=J4lz7<NXVlGpz&*p+VA9a+vm7e3Qui4pCoB^kT~pFD
z%BU(*wpcD6V1PhTd)IPcm|bysWVtBPraAOJ`?i%c>75<5;AWL=!+?5Ol9$3BfJ;aV
zvn{)P#zI*j3rfL;3k)TGC>3=y!y@5j&=gnP3@>TwcB=#Nw*X>=6y-3wcS(pJDr0*>
zr@LA%I<pExlia6+%;A6VX_2gH#~t=yp59Jg%hpny^PUf-^<_uy4Pvd-=jGy6qJ*6v
zg?|cWvYOdyd5PnR^{d5@(9lh??NQN@u;3X{jL`JO^*U>yhi;g--5RmR(<PgtT70&e
z)cj*jaKRg`6-_nPFWb>OY?*24uE6|d>%?5mn~G@8P(p*OEK<*8aQqxAb!xU_d<>UF
z$0qAdCV2e`>%{`570bj5h!w^1^hTKEC=QX&0*4v81oA1C|Jo#m7$~e5N|Ripp`2AA
z)&_o~_BiEvG20DZQml9}G=A!4(IE(H=VqwYE~=_;)9nk5_3;bh->4*YByFWIY~AoB
zk*#@8-fRP7aO^O4kAM+QW~+DFPWq#_h(_)R)Ze~Q1p+O>1SIlP<kn!iblVEZEF#B2
zm;TRN4mY^BZJWppYm-CVyF;#cU9^{<m(-{w`)-HMhdmDYhi?~`80+E$9Q$i9;7hNH
z*SrG|&`Cc@uX-(dO|*x#i;$1?6}hRm^)V~2nT)obh<;r(k<0IgIpvnGi>9uS^!nFm
zLNh7tK$C}F7sFgrV%HvmD(c~$(ms+HkfV&u;aeiCG>bar?RScw!d5A}t&~xI5f6JO
zWcbB&Z-q<QPxwVYZ7XGGM&E^rR<SE&&YPl$RT$Y^e-nIJW}wi3yTMyf^FC0PH(zQj
zEws{?<*07))whJyyhm@&Kd}D!6zO2D%G$Wh!Z1_Os;q`(+E~~x;$6|29nGP6uA_44
zyD;x&K4tG~lM}8x%4Wxvh3|<8227(sdfP;#thEaozy`VY!0AAEW0y!V5b!|ry}QM<
z<^eS8UFblgCok?6&E*ffVX)MZpiMv9p>rHT@2KH`ZF|7arcpoJ18;<S2j$*OX!=JZ
z#i90#0fP?m@7yaqOdBNk?1QmfSq{;r{@=w1p6Lh{;hUC=W4V|*J1r+nkqtf&M?4GE
z{du{nDTw+I_%Ov#fcS9NhvG}NEZ5Ol-g`0tlS@6@qL0J`&jy9{oPky6V^ODx9Si1d
z+RiI~w7gAW%_Wb^OZ!E0f6~XIw#K$P;m_XL*Q}*e6#ULlL{rah1^=D_AHF|GRe$t;
z=moO<PB1nr2+ZI7Q!!EVo-hh&r`MX#L^t+Nhm{*_u#%sU4GxMJb^=s_&)c1lc?ZST
zz*X$$;x4#SE$%a)i*RP>{?_N>yr+I1xuIU3GV_Tq!0YP%Yg=M{T10caZx3QUG%!}#
z1M$&iN$~^O9eF@l_3}#H!=kPE;ecBM$~Dg`yAeN%!2#b~gTtep6GEZ#E>UGacD|bp
zaG*9Vd#Fp@7TqCVm|SxpE7h>Jmc8HQ*0MLdw1x~+n94h<3W5WVIY-6UVUtureRA|M
z2vY_AvSXsH#%AQHl~2dMg2CLpJhk4j({V@(cj7j{KFn~W#$_%1$O{Z>(CFf|<KhdA
zt;usRF#Z?IEd@|ym{I@!gt$fXZV9#{%x2Pf;&m*m_1<a!h<+x+w#c%R;yT-6<iF=1
z!TBHi2ek3*Q)m9^y)6KhzbrT{W_wPl(x1$u89>?Wj0kUHFO0ng>?=Dnr-eLtTtvuz
zXT=Ix<E%KrespFt^>4x1^#4XAdTyv}t{ZH6_nTmyzx+nPdNfbI!)B$&gTXSt6;FGc
z<X3Z24@^e=o|gG&GINZyv09>OGBX7=og2OrO=b4@>fv(ZccQr~+M(}6JJyxZtiWhT
zlYPDy<5`n@VnAbCMt0M|xBsAf$aH6!UX8J|D#%kUQ`UJAS-nACaH)F8#XpGzR)A`#
zn)J(0qM7*`*k0Yj$&)R97MUzhsUvK6z|+WcXpZapkNhl(t80G$;7j6Q^~mn!g|&0b
zVU2N(1X!$E{#dyY<_c>;?EN(#2H_EM=oJyEU6K>8h!)yqx%i4`%c_s2JNvJIw=T(_
zuZXTqFM{4n>OVYr>iBV!r$6vuhobu*nEv2|Y2`jPTK4{3v`tt65BQd#s0J(Cd^e!J
z`mUn5f?|Jl5Feq~T@%E+C|;-qqC!6VyXacts{`i+D0XuY@1nROKwL)gO+65&QIyvQ
zu>!>iFNh2jM;n6p5=F;GAnrubKLSKw6xDA9Q4PgW6knn!xedf4C<ZkJad*=akZbXD
zHHzqFAX=cfgyI5<ubP86g5qEc5C>3fiUhG9MNSlmEEG}EAey5%i{catPb(0$P>e>A
zi{g>iAZDW2dV95MCBBzI`aE}lsD+{+2E=$2XWM`{h2r_PAU2{Xyc5I(6tFKtHJ^^6
zP8^6Z6s=K2qgWLW;%OAsJA<f(q7ubRD1Ph$;v9-aCEY+SL~-LT5Z6$=)E&fT6xVuz
z_!o+LeL-*(KcYB?;vj4)={tbp9oW&#_a=(E13=V4(GGUk@Wr5553fD@)}a^!FN^x}
zP$Uio(PwD263`mneey-4IFJnDV-zc3&93h$6boTxqHi9GI%y!nQ0zkS4vHJF0>^g^
zMdx84Vo~@;fG9wrjRf%r%x(LY!6b@r35w-8AeN#ig7(%|;zKze!k2FhibeS#7J`_*
z#Ph(Iq6rVqoB~{j9)b^Pt`o&|qPI@e)``|SQCjyk8;#E(rQvsAvQAXiiN-onSSR}G
zL|q+dTY?WEXLaH$+yI*D#8aI(suMkRqNYx?)QOTh(NQNV>O@1GD5w+tbfTV4w9|=l
zI?)Y&2a@T;GI+8L*k31l=|nA^Xr&XSbfS|^R08FIH#$*BC;I5VML-&zSfdkTbYhE6
zOo3<m;$38jPVCT$89K2-Cr0SRh7z5q0GR;+bYg%`-q*?VpbEHICyzsB;AovZ4MqkB
z>*QgbysMLEb@HlC4h0p_Wz!3rp!+aD751X&RJc-wrg<9HKZ;G&F>+CC`m8#fRn!8p
z7em!UVIW?{%i7@}9>q(FRva%WS`~r2RkYd*E?3d&s(>?!R^MUpqG%=S!x=@ZEH9i<
zv^rkW5Kbvv#bNY12Tbq{L_vY;0-jOes)f;u0@raoyBnj`e2ilhw}#*)#jWS?jN(@7
zW^hJv>o+{3xOD=<7{#qa7{;=qu>Nh1gi{J!`B892fvXipFA7}W;u!@lj?s$(*El?*
zxK)C2jN%r23(bgI92lnJmJh=i#jS7Kz!}9Y*u>9>TN5#il~CXs)&Wi_aMg{2GYVYz
zIeHbi@GIgfaN!rRRp8o=XB4;atEDP#;TJMh+`@0bsknuoAyRScMlU#{xP^O;tGIQc
zZwZ`I;5vkHi~<+#3#bAYZuq4F7w)p70vB!^fq@GOi*bzN7QQa4;ugNQrs5X9>Z0OS
zIfgNcTeyf_#VuSsO>ryThYLzo;KCJ7DsbWQ9Tm9nFH#k_@Xst2xNu^^M{x_s$trH)
QsD|Q}ufX5<515YrKfcM1GXMYp

delta 67468
zcmcG12YeJo`#&>xK<;(}B$ooAq=zJg<VuoDAV3m&@0|b%1VZQpM0!_H5aECkr3->0
zHOh&NVnsxX1yNC&fTAGSP*DEQ%-rtHUiPBz`~Lp#`;p7e&hvfhJX3e~+@h>Ae>;tH
ztFErH&)6%-^<&6h+!PTMC&f#h^VgLmmL!#gm1en4hTe(lhN@I4K_!Ng#4aVtU8WS3
zn3kF*6^|&MR6K52@haCU*Joi{@jygucg)E#aAV4(QL9P|fM`ld!_xkgIJt8x1+p7*
z?MX_O)a%ZOtmuQoT(uHI%xYnWa$D_l2v0+<?kQGRPJ{_RBvfmoV0CcWYR8ptjCc>>
z6|Ab%PPz4jx4!E{JrnMLNZJHrlI#^E3z5yku%$ezz6+U-P$|Po4{-~~oqN3HvB2xd
z^<#srrjz{s3C^XL_bxdSf-L3NBQp^G61gIyhv2KoH8CkA_zKs%k5ctZMDh}GxM?X$
zT?L$=^6i2&S73}81B*H_zoY7|px7qZh`r|MtI(qId9h0oj>Kf*7*xlV7+-=CT`S_7
zph(w;@qN|u<_T?4j;H)cLbO``SHcj~%~SqV!+0oXyl*x%<9aH)`Utt^#m2dMBp$Vt
zVXebUzeVK8RMZa51Q}C;OFg;`ROBmj?M_O^6I84aSB+$o2QMf2R=_h9FRXMeP}`&e
zg=&qrzF95gLcG^#Uci1%w3iVLQHXX4L~0=;D!-C)0-^U<^+Kik+d_4<kXLV$)*hj6
zSoL8_^{<5LY9SXX&NdbQ?s32YTLP|PAcbKVJZLvVxvP$SKK-FS{SZoi5rB#nbPi;7
z<eB0P%pkD_8sE}Lr9zZJb-wEx2eshtqy$Up10G6hIJ^$tpi!5RUW$U7Q7EBtmJV?3
z%P7Td46HfQc1oM$(kOE3)4-_MRYH>-rLa{Xpk)UwjU=}}4UBZ{&P+qiTzNUM@Go{|
z>#^zV9Epn!5bTMD(%uHwMQ2j5r?CsjWbC=XHn^FAT1M`y-T)O?<J+Ir8=01IYdmi7
zq@SYiJ&kYiv$;($TFb;(>nhG^Z&~ZB?YGEvBxk1UC1<j$TPI_XCo+dC2y0z4n>FSL
zcr94hjV!K9&06}wsqO04d^moO>ZCScFO-2c;MxIqc`9I1shFKwoYTe3%1ywR{Nl~a
zHPllfPUc3!-z<V6^UP?mD>-irL_n>UO+y|~t&=-U3PM#B%NSS)xc<mX3$PejFa^1+
z`8o1pkAbEXl~!>*oKGM{2nZ{OR6v;2@+(UkMG#{MtXkNr3(hi9OIWy3J8XGGB~Ekw
z)M^1vGr9`L#-KFUQ>~x(T)+=E^7J-Mbz$Fcla31*Y={o5k(t=!F)`rZF0i_mx0Uc>
zu5bCCw(F7W<u<ik<Hv@$NNbC0LHlgD4#FVu$@UZQqZ)~y^GZC$HMc`|m9n@^sLR~3
zg>W5Q6Ovq&DoOKJ&03XMQgvxA+1wR{xNdZ8>^j-8FW#;ZS;W<fJcWyVu#;EhbDi2F
ze2AHf{<Q1T#&Sr<-kZC0!>2V|c6y};I!D(o9+XfoIdsy=9jkz^Jqa3LuLR*{Q4B=@
zlZFe>nt<8U?HP=!x`J9ZQDScYF4gJagYJKsE#&ZoKx6s7?vEl%P}K@?LxzS*b`;?{
z-9IJ7(@%6b`iY7W<a)DbZyZ#W1x}DFtJfku5ZCR=$tcr5M$_JnycmUjLR=eruNMm(
zx}e+pG(iLXgU0lo2pA;Vfozgj;Ki=feSb2|ql$)=&Z$Z>RD$cLeiC$r_xqg)Sk7-O
z1K1pSrpFw#?UmOVa2(-hG`74HgO&C>vnp@DZ3hv{&Wcua-5!*SUed^Vr@czN(>1AJ
z7TW3hslbP4*5Ek^pV08c6IC(~&+>?&@d%v<a9d#TQ@(dyD+=f0ADDmWkFzMp@`H|i
zj}#@Kzo~qoijzaUP(TN<hJFA6ZQ(+>XdhSqVaIWJH8Ip;4*3dG{^;-&WNBEfVwBZ-
zDlipWtBL8!epMxJ=*k$;OpngBXhZ^T>7VR}5l+<56*SBy3urT4g(L5qMo}rkN=H`X
zA+WSWLc?88l{7O=<u|5ObJ_B(t{S5xdALVlmV>hfzd}wqk=ga<;1|h@SttlEU|L%|
zNxet9K?#cCF59Ca<<&<QLMK&GXWA(6I*sf_165j=>*^R7F1v<~jYY2Vg=4Gx$9Tm*
zhG~2=zySTj1!z&7^5x^JBYaw;!KC@B6jTFC`P~Tx*m6-vgOaii_<P1(N&fSnS7|R+
zbNx~_0bQgjV7Pc}axYyFYKCgnsps`U3Z@KIL3m&E+mvB`kzy)A`uw3*K1jW%zU5QW
z{o%FVl8e{OA+ES->%1jw!12d4;!|>LdPBbw6;&e9_!$oa68OheXC{q5h!<D(%o~;&
z)hjj;nuzg22B!4jk9(~>!}Y?fk&!xdLLV4PY)w(9tM%;0nE1yjpIwG$RA=3afUgOf
z@pDcfycZ@oEt@D|zw(soc&^6Ad8187sTyIWhpUskPRJJaySIwaqRI!%{}JJjG-&%9
z7&VQ^^}@mo(*=(9b#;OY47RY=-YOzm+M;rVf6$<v8RM-ACjQHEzoL0vd5cq^r@Xk-
zn*lGmRI>ZkU3(UH!0<x{FpZY@<b<SU&$+HIc^Nkd5cA)iS5^Aq)!6WO|Kst<loP;=
z(j<T-9vNR!YdKv*mre`l!0)#MS#o42y?~J%>w=P&4Mez)hDWfes$wW-0PljXJy9p1
zgky{V44W%^xun5ybz6P{Pu9TL`&NLN`{XLiLJxOkp#X*@u6@r9Ma!t2)Zsw>Y?XMS
z>-`nO@WKFQrh=6|d?&BGg`d;#?XgWI1@Y-<r2Jji8H43OMaHCgl2qSyk3^6QH3I9v
zABpIYMvS5lRjdQ9;ZJ4jfw=ZQ^)x!;pX~9q{dLKHUu#F-`X?)Wx>%R&($mT4u79%5
z&rHMz0!Yv(6dPPoVb`zEWa648u}jpbIA+}mg&GBr=$6J1vixbOs_WtP%Y<^4u$pgJ
zAruvU0|Q~x#;1iMR_m*ckJBQyBr$(e6mDapGh(ajtIZNR;JUCWPraM7c^n>~xqE%{
z6a_9sRYe%h(y+mk{43*pwhZW5*nIV@gq2vn|LjftxQUCDxh=>Qw#|W8GR8L7%xz}$
zc=@B-!ja{1Q-yTN7(T}sHt<YL#&`onA)qs4*YfR2u1B_K03*i#$L)+iozA)fcUVxm
zD|$yX$|U2ap;*_59V1Q0DYvlFV<tXwxW7Zf@0!X@&!=I0)<g%w^k?wS7rj^H$aye%
zs~1-ZMbu%g;9V<)BIbqjyNGYmuH6MtL<%zvHdnJfX5hw~%Ah?aY_XUt>VA7rZP%0g
z5^+7V7(Fw7RvU=L^~b)3FrtXw9}EAs-rrgmX8ryIoaG<FSl%L1hr74KDQ)7KcdIV$
z=pW+Ea$DsPOT%0j_k_9PUP{FU{$X4%E$7N$i<z)ad(g}4yd|5z1MAxlr06O+@jxz~
z&!D3`aU$BuV_de9BDtdOgt|i9LAp3u?gYHrzla;%X<VRCugS#rQT>&N@QaLG83k#?
z(9EMPW)`Tm4${EmN#A<#dCS|CM8XLT^n7n5ylr-kdo@>=mRjaQC3G!c%S3O}5W)bm
z@wMD29RY-3xMFZUcr60ouLN<<mE>?iws$?vnvJ{Hy*?V(l*ImZend5;?*lWi_FDSJ
zho%&XHP2*;_pdAS)LIS8C%!oiS+ZyapVbki#pFq1i&^ER&2r5?+(MW1)Zt{@%RgDu
zBRzvFa2(*;bfhO9NvZf^Th!4uA$+l|gUD2JQIiNI4L!26@xW_GA5_D$G&b2%;?-7S
zp;2D{gZjv_tfJ1Ou#J?7*Jvc)zg#6>=6d^hh8~@Z#>Mmg$(DWC9tH@TPsYN(_dcAb
z2SHhfxSl-`gWvIwQ|%)M$HB`aI_?i~m3@@1hX#{tp6)LC2Wxt=n1h9SEg?3)b0;(L
zUH|0WPBjK8SgYG}O2Q2#o`6rDdJYy%<ci@G{Yf&8kZC9>osZjVS%rXgKDi%fySiRA
zxpF_w!9lWT8D;awWBtNrGFW8>Ai}zqe$v*10Y7}IB!7Bb7fCT$5C3SRKkMp?_VZ^g
zX%UQp0|mxl4c7P;pMB0Wj~W9OR%G5c7JLp1E9Ij;kAeu)G1Izp)A1T6fs*vzKHv>N
znS40fn4(K)y9gnu5nUv7)&8=P9vP4L*ZtF-_;R8i9gFyr{>jdK)mN8HG4dt<q;H%b
zh?g;ox;lI<$um7hVi~XS>rwcgEM~kj=T+;>lzHNB{LQ8MQecG$^yXbxmkae=?JiiM
z{mi@ESc#iU#_CG$lw1cd6kBvKTwrBbJ@H4i|6*5Ns*p=o1Rek7#)?lxUV)m9ObTQH
zFS$OrG))(at{e9DE5VV=E%c}e2}a4N#4p+GE16nDAHGtKX9kLfzSBrGk7DT0zFiRT
z1T}P6=~7qWRamJLef9j+*YMLCh~ViW1ZyDgUE64KbBLD%dG8dnS*^9deDn1Jgx_K|
zp+9lozvR8*%{k~s8ZDwrzHtJj$Nwy9mfTp4uP{lJsk!}qFAvx4dzSLKKft*0mx@87
zBvSO3=)U}0D)}#gt_HVSMe2}x<BbpcP%Rg_tww+r;_F*cy4-2F#rP+4{S>E1#u_!s
z@K2Y2J6(^CHfq$)KUsrY$w{R(YcPj<6&CsoL1jYrEkbqC0RL#O-D#&Q1l4(rf3l~3
zo`k{ZbWQ<3)?Z5WK*;GNWQF}DzXq@W>lQsa>TWV70VSem{L}XOt+_{nP+cpyj{i2_
z)#v9_rLk*Wz5Mq!{}3%6)4k(gg6?-8p%T!A7t<e-yk89Vs6VFR^EGJ8Rf4@oSb&n)
z_Cv6TxbFWkC*T%$<Bz~3g`E0At`^qJTT8?{{^wbIPlGpUxVL8c?R#xdm{e0Q+mgb-
zz))AwUnw}GChhkXd(3}arI%_FWX1^=9RSr8xFMrf(zHnJdhGA*SgJ`4Aq(YP%LNb0
zSGPd%mfVWMvGBm{HMk4CQsu6`j@s(d<s-BO5AsV#;xTHfM+hMiL6%`ug2($O&NLt=
z&ZXKkieGK40$X+PzmjgSD=Nq)`kEXtpxbzHO)*Wc+^-sUe;^x#kRQ^KiCC(lS*C5&
z6k(;$g4JP<ha9SkB(%wWyejI7Ec+^&NlAYARgKVF&#5f-k=@l%EZ$d>bz1w#Z`Dy}
zT_id{{>(qh*#Oi`myV8VzVlDF!-O(C+~J3H2qes`k45GUkup(Laxn<0Sy)u1rlubT
zl_07}nuH{IlgBik&LozMMkv_z;6{+^<c$W(MI@?ER@4Ibdp14xS1~EAZWB2if<j1h
z8TGI<u2rF_u(X@0k?UwfmAG*&*1_n|Rm`^S{ex(fYg~)(0eZQ3MC?-oowp3FC?e0N
zqcreud#Q)kVv{nVL^K)sqb4F~mc}|~x~K|zSpQrLy<l19kM$bHTFC*Irl{1*NOUk7
zrc21iJkR?l#1_;VFRR7;Jk8?cXY!;4T|`GULf=`ZvSmU~vYgS8w@)hShrZO93csxq
zo~cE?2}M2d8OAqUxFed(Jv|J;*_dB6?1OKpC?1<#4M%G%#-NH3Mf=b|a=H#uN4GJ-
zW+fbrq*fi&QIC#{tAmPAlz+mY2$Y84I6wr-(X<M(Bm$kp*+F6^vS+ItH`Np}(c5()
z6ZN4&hn4mU;+bedJ;+4e$;^6as->u+K0N$JYvgJ*RD~}hQ|qH_R7CdG2f4a?=vixx
z`XiQfZ2&twCvQ}D4f!LSUc};sOi-nz_IOl9>h3<$0Nq5ERTX7Wk|A2p#85i3qTMR-
zDo}=YW_rYQWVKf#zeq^_jz;Yxb?7QK@wfbg9F0LXyef#L;#H(}EZV3i3QdC+ay}Nt
zqObj9<;9`)deo{FZdY!Fy7f!<a2I>E5(bJa<<YZH-T>9u<MVjb(xXbKK7cw<i|~)~
zX#!fLrvwkD#*9$kkL=VE_>(R_lUj+Ww=T@Xi7=^Z<)8oML^RN&1^jTZsYx)j@T$a5
zo6@r_bi_(lB_MU!C>kV)oi<oS8y@UidqYl)b+S7djmFc0#i8G%Pu1w`P9U@`WJV*@
zA>i>~*7}xE(NkP=U#~_UG(u)g%W;RMptcAT4cy9DNl79exHlVviMLZY?dl<6S#Yn$
zHd{KV)Z59eRJ0Lq4`#{ta2h0EQ5E;uG_(idV;biBC#vKg=GSegpXHnm^PYAz7+uo%
z_vlk9^|@ejco|B;@Czqlnrb<hI8Zdg_ZVm8fY6ykDsA^5HIuz-s%>Fr46^_yDM7w;
zRjp<rKW3npO$oe0oQ0m7AYW#Jnig85>|U}1G<J*Vu{(jXVqy!qodd&$sBH9_CEr6P
zZacyO8r;z$F3#c%l{lY_Zvx?vZ($aeoBFb5=V*p&SO*VMsV#0`U5qS~{ji;-VH>kR
zC7evYZw`4!hmM`D#ZNLqrO}Cm7R?A{vW2Cw$)q$FMkIdWcK&NP(*2m+!1d(O5LsYq
z;TG<jkA643!+rG@^Hq4fS0&M7WJ61|9iP^i&HjR_y$5ecE409Jv7+g?3BK3JoPS!S
zzGxxuw?>2UMdq_`;f_Xx@omua$UuTRddHeQ?y4Xj5oWYSEdxSBSbSQDttU+zk%4Mt
zd1Rwqq`O8tRDe*l25?dvZ(VMqkJ=+!fP(|tIN<!T-bw->>DmDuK`k_RD_41|a=fyR
z=$(M>9Iq?K+wz*Xl7Q!4+zAyTRG<Oef5}^y19s|yA_K;Az_A?gsHujo#;<jO*hVuL
zpxVZ*LS5d*7j#1x0-oZCYiQ+2GPk$UB=uEmy4)MOqm>A4rTlVa7p?1Q+hkf#^bIO!
zJQ{eW1b1e8DaES$d!ftdElpMYoPO0?z0r^8V~ym&Cxoh8@)mv3>j6J;$!~JWFA&%f
zPws~#d?Uo|?1xMk-w$z}-Vh5JX2byWqW5ZFa$pGQG!T_q?t6q3k`52y@KA9+ANPwY
z!2J-?a}a9o1!EoP2ZPXBpQ3dIXay~zbF3kQAvxU;4B~!hFj|IjeyC<RS+}O*%o`zW
zp_hy(M8wo9lm&T@P?}@I^YevTf;T!Bp+$J82C&B{p(@+FaAyodgD{#v@&>@@XaYG<
zjFx+@LMKo*tdA3hF=X}#)C)httfA~`6g{cJDl~LggA5sovPhqisFep1PY9(Wf)Mh_
zNR)0-s*0xG+gDD;TNt=9@e#qvBPD2w7R*B0jY2DY%YsYM%RXgmMx$sDfSNy0z*G!d
zHX7Z>pM}yx1~c&aP<G~lG#CrP^I537(OC2Xf<G8>saIPdrc1h{;du1D$r#4Gg2PzX
zNOC6t?SoL#c><bisYUN;hYRc|cAYS>FPrRE?O2P9p9q7ITBQ42$Ya8d2Og)eJoaEB
zOqsAfOzchPf31Q%Ako8M{8L(n5=^bQbopVdUp`g_@h3u&3uWjy?xsQ7l2S_vKMzvi
z6clGF;z&a|Qt1>QB=@{2C>-H&8mObweWCt*2)$&PUC}JOwLPk_%bCq8^=#7NVKfoV
zW_BSzKFn>*oDet-4dn+kW}0?!8FzYoQD-{LwRX7Ur=#7-a!`lq)fp%OAJs6u^1jOS
zAn804<wfccR+y~dPyK_KW}#7f+?5FizUH5{+H4ew4~DT3!a>quHjH!l75wl~_RZPo
zSv_>Jbq?qzhl_!x(M_6*TBC#1pgHmmk8Nmlk+pNtK^z}02G^Zis!?{hH_t<xkR>C$
zLTHn5t&DcuT*DHF2PwgnLEc*cQ!PD0cDk`UBUA=VB4IfBXsMj2OL=A?%EZI{vuwWz
zrkgq}D|&FMe~`dO&}N(wPJ%ALSuGvCZ|{S>^kx3VcXdByArl@&b@Wt#Fv!K5{1a;i
ziy7gp9~r+G8o-V)o`se#Mn9O|p<;!Vz7@{1&<jhT!r^eYdkNZ#ET?s3rcZ$3FEngJ
znybD#9Zv2(j)v+{GI@Wjgz(3usJS0PzEfYNw%Dg?xw7fXX|831CzukX(Gw^g)o~Af
z0-ZIW1abr(gCV)k!Q#xol_<g#SDR@bU7O4+Gd3XWR-y(Wk+dwiLrk%%P`%phVJvcG
zC2C}f;3S8^qmzwwiNl31;x<5kAs~WSSD{4QwKnev9$N(xw5d&}q_o1tnSnO)!zyI9
zANE)j8cbaPQyw%asa8_GU{z^U#iDqUxEk$4<5lUahNVNT(hT^AKE>tHVhqzF5@nOk
zWyTOikNk2~k5NpIaFk0fmKhrgn!unxg1or~-3xdMAR!diP*!&2a{ofmWMtV&OSN4Q
znXwjh-Nn42bi2L2P+4sySJuMJb!%<1uQBe64|{AfVI3sZtt8?Z)En-x%(RuPdIoh@
zYo6EEoVgAb75uWl?Vo+;^|0g(ETHRdCdlRTX!7rE@4merRY%aPMn8w*bnPBkhenUD
z-HTALlDy1yX#Duv-Bp`M(AOJL$AHv2%<d_~wuz3A1u041SF$BUH!3!5LLI@Geg$i$
z5v+kHu;+JG1#3dN@{xEQ^6+L9kLr*Oo6+MzLDtml?2L4qE!}E$!2dHz&K8t~3dxi$
zuohBEx<6vf3F%L%lRF4_eVC$QYo0}sre0j5CUxkPGSVmJ6y06VqOl0pSGJ;NXeHIX
zvFp?(Bbl%j!ej}VxfP}1C3RTVIuAwv(k|}0+fY@6_WL)?9*tq<cnq^;y=s^jy@u%x
zfBH1h0cufc0sIM#wvd-3mJWkImR2j9JgK;F?5fgY&(-kpQzow}9Z9c3t*KUPw$lc7
z&9G<NGqWA(+1Xj<Ra0iIDlLTyi_3}%OGm>WrDNznW9dIC`gpinQaS<tUCioh{2++`
zt|#DT5tLyLQC#t2rLM@_f%*pA0BC6b-%(fC!uP+e8suL_r15$52l~su;s4Y%{LvdK
zpWmqfJR<*Z4d3rKcy?)^Bh{I0%eJOFGKw2p9dn|xQZq8FPHR@SgI-5DQnNCx8Ce;b
zR=BjoWqL+tx&!XhOLLSh)t;4Mg$lH`Jt`yBW_8-^_H+tnhr2eXGc!HQ$!gO}M`jk#
zvb&VnnVykthbHBz?QqP=c4TKVYDbhk)$Yv5uxB`I>^59x*|XBqZBBY=240!A3`b_B
zlS`JFO8GcIG`Q^mY>1<b%<Oc2*9jqJ&w{H=PHYD~GC)#?A~zVpnwepr!@#4QsScaX
zk>zx7$<kA;z&I--on4xvGE=i{SvH%E8O0Hmo|^5n)2zU?rr7q(tSn|xYJ_ZOdZyEZ
z#pJfa?Tk#y$`O^F>aaVr((M`9aG5>_SX;BKpjA4Rl-l2x4Wd~cthO1h?I5PjnaPb}
zOLb)0?aoX)rM6R(WoBh(LR(^&4)A5RBQxDe1xq)>?ey%dEN6DQQrnRY=5$&qb_U#a
zWY5X8r90BOWT3UvnU(Ey+9?>N23%)GmYu7anVMyHI&BWdIvw<IW?5}n4kxvd1HvfF
znc=X5&FLj$ZHF++%2rrAvw=K=`vYv`0Q1_@Gv{!B*ddO<)9Kl&yE1GLXO3*HS2_eG
zc*n_XW(SjHXWBDBGVXfN(h8B1#Z5#_mT9#?6xyj;)E{;mK&3lqP};zGnGmkFOgm#W
zhiVBX1?MqAnY$nx*&r^NUYV&5Yc{xxhXT~juvs%ePU;TcS~9Yo89eG3>ud)EeI{26
zYy=^iX=736fCx@^SfQ<1nSsG%>DhC#GVKtD6wFLRBOM%Xb<q2?J%IVZE>0#XWo^&2
zW;!x>BxHcMtPru;9^&*=n+*aZ!&4iYxgA<LbYOr*0|lf4liD~I#AsGlmera$hxwKY
zo@J+c*tuxXav==>g%Wkv47(%KnawQ<fkHhGO`BrV<^ee(-RVqM<j%0#oDOFO$AT1M
zcV>g$JdA9hMmDrf7IgMGX4;zUw#;m36HHQwVXM;tCgg#W1+6JFGb1B|T9h`uj7*Ty
zVP}F-xicUPA!@l^;M@%Gq?NgzCIzb<OrBxqVFZ`i=~-5gg<{bd&7PADC7?HB4LJl-
zTV|G3@t!T+4z6VGU~SE2bK0ET{*>BogWI-D#XaB(Kv%OsrV~tNWl=|ovmy659ZD*M
zWR_(GXV1x2jO1`Y&;h+ik_;MzAR4=bqyT{fX7FTTND9z{(x_y&Ar)rW(m{4wn+2ua
z3jL~0aR;;&d%BZHU4gcrP5SRTTA{lNir^zVZAbgNzmArUv)#Y%LxISY7r}bk7Ia?@
zHbu?^Ta?jaj=M!U8f?IwBk1@Ten<@j3q<D*pp~97)R{c#M(yb>I=V(BB<M8+$CEyT
zV;k+?grQSsGT{|eEFjP)8%WKAXq^|~)Iqdfs6n4}AlqL>DVEMuGM~Zz)mLE)k5D%1
zPWdNZi93_-ufYi-J;Eig0pSabP+9pC2|cXX%Af6ZltdC=hhe){bNav$A+MvSy>f%*
zA*A#Tm@<I+^ob+#*&8Siovdhs-fyBjU#wGaR=|4p5LyNnvmHh`I46Qli{0}NBQr7u
z)MY-ZR+rC<Ups=N00WfK$%Fr4x%<~6$Q6Ji>cS#O13K5#pRI-06=w~~81&9iH4Z{3
z_x~S5p{1`3r2RBxnrs-nL`7Lsvutx9g=O0^qG*Q!y+cN(-5CWb8~Q}(1+$}~8bdx#
zw?W>@vKN?pO)4BUZq&GuQ9bNtI#I~XgkBsnxfKRS)=cm1&OKYheXA7)D(UIj4oF9|
z9orn{Ud3gT6=Fze){Kk-nh!vt41Ui;X|qEzwZhmWi;hpA6V<lg|E&31Jo6R7#HnQS
zhp0B3xe<rSA$9d;ECyB@;m$h&6Cgau6B5flLQ-mfPe{O|&1a&ZH*0gh`w?nv#1sD^
zJjQ9l!{V8u1n*J9V>FjtJD2ZYm(MBBeT;6PWu*IOD1v<R3G6hismm87x_%1jVHp|t
zDVm0t)nya#W#o@fQD0uW2QJrEy!aXF?5PMpeARH|Su}-~(M^dOpTi;taHXrM?$pmw
z6f#}rt>z*#QA0BO9Gv#}x~}`NbHEbcVm#r8Bz*<DDc(!A15)EWY-o7P;Munw!X>M+
z<!jg^@m7HZv0J!gRoY!Zqi7jjwNL*`HQ3j6*>;HAa1pe{>GeoZUn!Q%xrClqE>JzL
zVBuvr>6cFSU51PRRP^CeH@<>yA>6wjGg)sEb`^~c?p@C(Qw|`jucCZBlGhqZ?q5X?
zG?D@(RfiYj!1OPf%)5e;YYQ*m>5%Icu{YUr4K?*}fgkon8VSD+d7E>lWlYB(uA}9i
zGSr)F`VKN+Z_39OD8Pa2%rB1bkpY>?skC9G`|9x?CqFJk>2Y?uC*DA*7$0JC!w>Iq
zzWfn-9B&!xL$==pS-fRTmYKJ}B|c?ceu9lFpR(GwVX}XSOW8``UXNS&>}|9Q<9l3&
zd-cc*zo7ZTC1X|mE86K>*8Vr-fHK|}kl$cSDw0h6UFi>h_zeOS?*8!`%Cg+^br>8d
zX$4i0gHou+9Xoo31Ip&lN{K3d!d(<Zs@(;*w$Wko@LgopW%AlxU^1W*CiHzm%FAxN
zCSW?x`vaX5bUu9$`oC3wqQycPtJnJ;nu_i*^OC>sf!4e0@ipEC_tE$GsrsaFv(!-P
zsCs?1JLfO-C`Q`}GT?q_x1i4(7)xmT>S1^h+zp~8-A)1#e%^c4{a26z8bmWr9zh<)
zIEeJa*nvK&07Q;q?Bo^uq3b@k6Smh^`ni&zl4^@q&0DqlB?CXz%U-|(>!M+$+X>_N
zo&g5|5c~T_177VT&}&9``<p89#Hx6g_lnW<ttM7rMfufnILWGx<De=tL_<<&#-7m>
zHw5{)I&KWNqXWQBO)K7Z2jC<hMs-YhtVPjG+^t+|!U?D!#ZX65y}UlzzQ&9j>e4lV
zBXel9UplfG2=Vs%EGhqK#u8o)=WNGGA*8N^51CdpU~PYS19D`y)R35EY(`7np)$UW
z@cIV4=|tDSS?D=IyT@xl6s#wt25tdA(H0yFKlf_j<DM%@$s+GTO?=3=?DtxDpKsa4
zAl%xwY)CLZ;#=0=f(HUPOW?yNsR6sR0ZSCytA${Ue``R;z7ZrQ3}WzsSL(nqUIM7I
zAq>w(zcJw{Nq#uqAzZTIWn69iv`}^=4Tq4swecfD8LRh79Zfx^`Qs4~PhNON+o!IE
zmemWb2j2OOX+*}=1Mh$?Yy<L%diZ@)aU}E3ut=VnC#_Xg9_n6EABST+F_Mq;r<0*!
z*hcC^gJ&j^7E!o8y~Res-Uj%Drc!(~eikaReruxp$7oy^Q5yP4IB6P-&GJynosToC
zknXX#9Pf)1PZZ2Q>=h@Hr|OY$cr3CU@eqpPeJvj6;twLlJ(`u*RQe;JAwBx3N4X^d
zH^JvCp={6)Z`GxIst70JpDLjglj{*?34A2d{YWBy8^Ir}$;?a!rwoncPFa_XFPR!d
zF{jjv;)DNPjlkq}+y@)sy$B_f!bE5d$>fQ~I2wNTHpcyMlPEsKYLW^ylS!LYJkL`R
zC&Mi|lj)I$+mN<txR>V!{2Wfh&%k{q#4;<E<T{iucSmKDjN?|kq$(a0Rrw@iRFpW$
z=<FFq?#~ESy8aPfZvSSzHPO2kJ&e?H;sz0(wQ29_^-|;T!pViOBu;*si9_6joOrl7
z+q1IG7Om;(by<-B1O<MV%*h{l_@#Ugxetvzd{o(lF@@8HaE6OP6{Ut(oYKcxF%yP>
zFwNb0EpfcL^FK=TAEUe9>x`QR<WvMM{`d2gygoQbnWqR|noFMSgMH^IBck-?DRrXQ
z48U#cix(sOE<`W9@rL}+51TREVmU|ZkI&!>Jgx)JEKp<Ne3UzQ0OT`ti-kA76-AB>
z#4ie$kjp~Io<TU>a?2ApV%w+f5SdAI0aiy+pLo#$t*8Ju*QG2kz*cxJ#6M;HV4N$+
z!4@kv4#p`|Mq4A;Sp9o2WU}+#V6H+!hTs#pMYNd7F1;Y=N^C>%3zn|YytRpX+#HHC
zp^Fx!xpP{j>>AB;m>%WELZBSYD3v`?k&=WJ;qkgGndxTxCo~MhLvYt<$PzZ$D+)La
z99k8bwo)y^O1FS$bTJA4p-Q`vTpW&%<Gs-=|HIMxVq6xy*H`HQq|XT40UqN3os;M*
zJjsa>c#!g10izdgZ?xt_0l?Bp;1eSud2Wp6r_FYc#Oo|y`Er1Pc0mblg1*(5wYnGi
zt7vkr1ozRU%pV1Tb+;1A-J@_O{)!3HOu*dek>Wqt?Cn_!V_qB{Q+Zkqi4oJPveO<M
z6{e)spcuU!Uoa6nGw|jZTw-y=RE)gru`tNXA)80wB>E0hC5B?!s=yAiX)Iob9Wl)C
zL&kXx@18Rb*Fu)wI<Q;D1MJ`muyJ14-o!Kke~EiD*l^*7Xu?XCyn0Q<HZz{}4`!RL
zF<Y^xH?ogYwVUb@9vt>>dLt#<d$wJ5GdAfz6ECTubRfJla6`}Z%uJn3{a^093L32N
zI9|J?G&M#qRYN$i1>pmK;+NqRe++B9mi*PKIo<_x{KHz~iTl_ZiogB`!+)tUyt3BV
z<8_tO=l_%8E7|YvR~xonVKpzRsCdNqNySlR!wSc^Zv-1^RJD10@?Y9q5dMy?%|F+*
z`Maz%!d<71p&>HG#In2@70ahZ6Cw;|RNp-#!T{%<Q_01;hJM%?%SUyi>lq}R8cROt
zZ;XL^g$agO_&HS1u*-Y3qQ2o-s6(4(;PA_;aq9y-yrkLvNCQJ_gobh2VdSSspjEGc
zHiUc@WoUtiaexvH09%6^8EqJ7Knpp*LUJw6u-$vb0N#r?to12cn*a|GsWhzCsD_4T
ze2SVS8XkCy3X=?N;ffjHEoK0l<P~QjX_0JbYgtH*=d(}14)L9h70(Th5eel+hTa}F
zp<a6Ns4zQPcGEvXY>Hu;9&7bLB#QIP-P+g?UnzHXJgv5WfSRd>Wq2X;5BVq+0s>si
zhEz9G4SP(@<5)E1#PJ!!hiL{0WxGF5GjzbXLmcaXJCL?^!w^dcT2pH}#(I#3^<;Cn
z(w}r7O&o>-4+{M7=|oJrp$!R7H}q2B-A|?)U~!XkqxIPAGb+>20(BrmGYvU#I4nBf
z5VCz=rU8=}yCEHy4j|XE44v_M%A37Xh!kcUh6i}wDKwp=ISk=sX|5rNEKfIt5_1zn
z5_!&Us6`GnhUw=4kOf}#M&4{<kVv+}5J*02Vko50spPwBW|_Rz)X<i^($vtKm#uXp
z$=xQ$5RSapWKA=}d-%yX)~79RPR&N8w77RSH#9@|MjZLEg`o%jjaet;7izrZ4)eU$
zfeP$NH2B?^Yj^<&sIe&>Q-6M*p^%nAvy=s@Y&Y<zj$z!nuQfF0`lNF!!yfNdbZf(M
z%~c5bt~InSwK`M?A+NPDJnB<4qpe|zPf=1k!)9DRp6PeL9mGv`9FLoN?F~<v#>ca`
z85_?>Z}V-c+e_WI+8ah;cm{)sIKw@wlc6bnB!gcPCc^E`hH^ZEfj3(y&{9;-Jn~=e
zOjx=asvGf^_{s-A8{_o`KP&sGQm>2G8~l{U^WN@3Pw=nlIM?|Y*O_GZ2BW+i?{3rE
zFdw0_Oh0@!p4{wXm}EKY(L^1i{~AZi`Wm|8@8W4wR{~<|9906KH1;zjc!1!C8ERNR
z!#)6I=~<}!ZoKC)iT;L>rWy&%7jgo7Ok#%@@?EbvtGMeAFf>LuB0-#7?0-&W??H6$
z8ffT<0#Z0+@|pre4(P~NP`Vcw;9O-Ey`{|q{2X*%f|$hKKA}Qqk&Z(k2W2I&bdp8>
z8e(Yexr+0m2?^D^CsjHWI(f2pJg$uk{li}#YFOj}gdg63HWwO3`ImL3f3PQuAZdZD
zbdnG`%pl346-nkW!!*2FW5hGRsG2Hn2_A0fY}uw`s7b>O33#`L`6W0{>v=8yHgayb
zAxW2zby7zdp>kkcBupUe9Pu_LcDQgy6yE)Ju^|cJFErBM$yeDc(myuRu*mYgj`T4l
zhGhJ+MhIN0l7F8-o+vTc@%LN^;f^Q-F^w|(h-G+9wf8OU!7Ee{kb!ni?*65QP-IGK
z$RfL8L*6^B9}Ueg&i(voLl&IJr}y;Yuz5q)!aT1xjC)1J&Hxy?lBY+xc`QiYy%I`s
zJr02A$#~L#oFPvajd^PfLsRBMq8ub@yrCt^AV*3Jws7G_oJS=XKUX0yjyLSYi!^q!
zf1~OW*N`WGS0@;3Cc@3Mx*>l~s#+Z-pfrF@CmKG+&uRdBG#09Iz=@L#jZH6ez;X^)
z1jk}M5vl>aIms{!AJG6#njuu>fFG3^rkXzHfTt;-jm(*BFv}XK)sqcn_!|w>%3~Fv
zYD__~rrR9qRzv=l<)4IFJRq3$zMf(jjsMaB?hlXfs=;M@@gc)^mcT?mffSY~2GY^y
zDtTZc4<tQG7D!2zP(I!j-u(^;@O-k3Bv13TMD8@h&p1C(Y#wKdRnCgr*GxCOXX#N<
zaQ2q<fg0|Yma5b}68Uo_I)o&ArePc&$0(JM6)DNPGYy~O9*Hb1o|t8j!bShV2O*SG
z1Z3W9!%{M1wqX-~RHMb6a#aq{f{j3D&oS&UZKYbkIuO{Dtpk0jR@+Dl=Ng{3?5(IK
ze|YMkMp~nna4&gop23Ota%pSMha|qy1HytMVZPxUKBJK?7}r&TV`Cx@j-myImo1lc
zm?tl!<28+uW0F+zONne?S3^rl3dhS0bkQa*GCYl8?L>Hsk`_(OJeRmi8y<n7ha%^j
zj~LEbB9bZw@e7X{=Hgg}thhAZD`x~5z1UC)XDw_iVX^h^#lA)gU1GS6bCSeBw0Bdr
zRG5!?%<zV(3uPWw+9`=Wb2sF1E*x|5oW~7cn?~~c#Yu#2=aOYhVai(Merl;fGFZxd
z1&4vsf#rrb@k}nbXXM;#gUY&$y!@o$Wn7lTh7)CE`3l2kR7Tavk&8TN|F8nFX{Die
z5Z*?WtK_uPmLze|ILfp1Q}m81$wn`?f3x%>ZbVeJf8ai`)leHZQPzLdll1JIzV3n%
zph5d9eHsQ!u#2#cY<8Lp$jt4Anm&t2bVs4J`|It7vnzB~lKz7=|J&K#XDI}O98A(X
zTDUPuZzZWHi7)zJY+_76_&erJ_#usRj8Er$=NlE`*KJCh)0H21?g+m3gr=>cyYJpj
z_j{U_H0cM`SpeO#nXw4La{>_Xfx;b-ge_J4-pn{3V@ooND+}3>Ydq_@f*(Gr+?{7!
z;am1_zHxz<DypS%yHAZZt&9ULmgI^JlnxV6d$PHeQQcRc;uY9JF19kZ_rW4vp9l=s
z1zXk{z>58Xt!ZN%OR?y%c4Hf(gh6Y%!b1+VF`f;WOQj1dolVJ8T!;HsB`4b&C9yeG
zA@|xFdy|dr;Kl1*+ZiX}rO7lkC@<QXZ>gu`&mvN*z44iV4IC1J(E}O2vWd5jx8*S4
zFYyZuPI+X1OQBGe%sUPzL7Q|mb_#f%gTAVQl0zMR<@~Ip@fv<#19x<f2*;cq)!8^0
z<IkD1;fHMPYJ5?+WRvhE-HdC6GIp3~P<P`xp^VkD^)N0I%2>U-Ju22a(bL$J)}uaX
z(u@0mWyt}(j1K~m8!;awlEU8L$$0mw-bOdVnT^P;+vZ$&>B7YVV-o3q#~cn1{{{^J
zH(c&(biv=<yBTBQ=b3&+LTj_rwS#DF{#?=<{f!dbKGvVr@>B-;U0zbS3MF?37@yJ<
zg}_dlaTY*Qc>}NfrJ69l5s#dw1{pgBxVY3SC_@{mR{+f5(Z2%YD`*=n%E4P2(VP%Q
z4i5p5+Yg5O8%gwVV;q?_*mwuM!Rgiy0c*VKtr@9QdUU9<328pmxCnj9Y6kw~mE(-J
zeh5h^^db)`G~Po$a^xjNfc(8!^DvYs@IMt9U&mEbSikl4Fet|a6&f4Kzj(PYX%FD~
zyppLHD#7_@s6=w<-yUTq6dRA@3|?pK2q?F6pu0XmapaQ`#&>XMUi0`!sM&$n{If#M
zXG_4M!%B>0xR_O!?|Z8haS>XK@`^BilyNJb#cTfUtvQ`^FEwT=a=ut<Tx40DQZW~`
z8f|QYH>8MD_$q&^E?-TKkA@_rM<|UkCgOem2`7&+ZpN!qXb{N);!3W-?6F=2c8@id
z<Bz!l*vtDAuld0^Z_Pi)84uwb+=e&CL-}=XL!*~!BT1cL%)}6@tc6XRVEoWzY0O$!
z5PdxqY&qVEtFPp&8f5N7<7iVfuMpXo21K);h5Pizf3z?~3MU!A#g4}65F=FY@mDKZ
zG1VC5^Ykn3q{`K}vA8T1;CYU>2B|gKcocVS%o;oH*O)J77EFOqhr&V0<_P**xFOIM
zR;FUr5Ok<yTkMx9#$gCQ^bdlUiGnLbqnM{vW)r;3{%?jx#git%(}?c0hmF5i4X!ve
zTC>O)T7Pk+rzuKj8^^$7pl4?r8z}oY|K*5B(DN~mgS2~R6B>&n9*x`Tk+8YO7N&zd
z(%dZ4$P;sol3n!Azg+x0KG&Fr@bQ1})%&8al#So~>#DEb@gHRM$c6dFmZtBxwAZ+_
zgBC!SD@yA>n#j`&jBxn%9|XKB3fM^*XJ<B0TIa9-SuhD(tp6e`?2C+FwNwIXJ#gw6
zEFAgy4|n>Mb1+3-;cF6GaaG@QFuzt7AbF1(yPL97S+2@VWqs4}NB_0S-KNFHwXmI%
zs%9SD2f*8=ijx~<dv*Ro)#$CL06gXWU$$VFs`Q(Vs#HnqT~<7)ENyH_Y4NzSV)v7e
z87HFudCK$DQls9KCzM#T%r^JErN*6S|Mz*1;$y*9gY|seDz%a%aHhEGG}DvZ$4@XH
zhp*hJ+Wy})F89$9Roh~`<sUq~QR8XlJl&QvDz|n2y{G?0`}%!U)x=Jk_7x(uFQKi{
zDe=FZ-3}(lN~_k;ncXs1*LyT<bXEAT8vIw?9X2}P{>1+~w+n_lpy&2=mAKvA{Of@6
z2!Ef-kH5bEO+W(v88+tWW@OZb02rvIlExPTdeC2ZIY&OOo~FHtF9sy4<gG6TMB%zV
zHMU*^GKB%U6cCHkd}`1&aJ9x(TBD^;jcS(zzK0rg$QHi;4>eByWmFEm5-<|uVQFgq
z(H;2=CFoj!GV)Q<&(WwzCFd8U{YUBNzlbAPL|9tL(-3*lY3@k^t_S!HsTz;Ay&m9h
zd)*Z5)Cr~ku$NHYLLsO-HBE2jq#&)56tXDF+%sS+H506!k_%Dhod047LApenZ{P#}
z;H+}dS;`3F(m2&wdp*+g2fKX6JCU*G@up9>oM#}?K7vu{YL)a~236HK^T!xp{RcTO
zi*lBD1`_xUmDz>=DX9D%86tZcnv<0w<$oCpf{=gehQfu)LgCLu^9Q)Tl}`r}tUPCQ
zO*Tugr#~>+T$kQsvw<tBDgLG1uO^$9SI4caYGc+NOypU`!GvP?7%56=&CRX<OKbLL
zcy}j<xgPo-EiXvf52j=Eoj2OSd~>VV2<s|yFwdBjZH)1+SXXxReR~G1+u(WsV8_`S
zJ1SYxZddI%<A1W_zv*3lvSOiLAM1wU)S;38cX?1yaJ8-rW@ucXyacKS8$?Hth|T8n
zrW4dMVWr2dY;GTz-(R)a`&PGOi#ZvYuJS5Zpe?X%h-b}a(?uwQC%L;Px%X`|n~?kY
zt!4|xcdTsGee*f9gfCk8YFCZz=6e=o<8iDW>wq)D>|@Smo49h)XRgW}k;iwKofz3z
zZz|lNoIT^~DnxqT{1=Y3K`T=~U0$?Z#ZW{T{epQ7cG&pfq25k&ES$T|-D%E&M*(N;
zG$&acI?~azX{5srbE@*azeyjdxJrHcDErbbWW@{Su4KcD<^teBr6rAb3Ho>5Wgcr9
zO*w>>j<QkvgirQDiQ2f$yUnnKFjb?@{9jeJiaMwEnDb0aIO3xWk#yK=mSho&6z(;D
zi&tx)wzP~^@`?iW{64eIw4Fn3<HGGP6>5Rhd@56gB=0w0#^oBoqbr1}d@o=^xj7tL
z-l}L&`k5&FA@jC!5aY}%D*0Qm1bV<cSdWmtfIotqJYWtcn_e?lCx;K1)9^Qy0NLE;
znfNUmI~E4GAG^(ybaDH=V(y0TRRZ+=E9S@aDAnVKHSFT<qgEZ$tLEu`h;wmtC4{wK
zGY`-uqy|i{gs}SS=C7#Ubk$jq1zgQm@-p5qUpEb~vpDPrtE{k+M>@R;U0rX|?@btK
zl<-?4>@-Bz9D;c2O-nrPcZVM`yAYmi7n|ChYB5Sc^|rIt?hZU+u7fNKJ(NOoSB<ue
zsi17E;#3u4A$j$v+3klG-h8N0U8J*Xo>N$8XBH4DfNabHQ{OhPGQGpqe9L2jChtH~
zJ!~g!-!Z>vIjt*pF8)HpIs}g0dyaLSwv)y0nqS1H8P9Ox&SAlJWY&A;_wdge)5XkG
zL4Z5kP}=^!d4|Q{;5HX6N55Pl6WbZHy4z)cR;4zO1INsb;pNxpGqWvRxFJg5PWixG
z72$Y?=)L?8R1gpW_KJoEI4SqA(hSNhg&f`=SdG;E&}^1PEMoi6ybZV1Ko!-FRZOC2
zlYPQm7SNmH_2hULPMB*^TQg@={mA@^X&k>l#=*n!hmRl}N4f8QWbTjAbQ1kBWa{bU
zq0{EJmgzcnq2HKZs<F$$5vm;1$;30}JsuQ1-N8@M4*1yov`_{+PN5|26Z11d8QYmM
zd}<~_8G8ollTXblPzH9+!J`~J+<Sax9)Qp>CMrJWAZN~+?ZPGfpf73uxp|dP#_*+c
z=D(nf`iwOB0zyy$9Pou1&W-=f0e^OocfK@l6)qX^maohUpo|g+KIzpMAlMGw)br+{
z2#2Jz?#=}tVTQqM;WyCRg^&&3m|MUdwow~G;Ipl}yjK(Nz-Hlf_>!wn(MuQ2OMHqR
zx@1lQv`v?|B^cM+m&`>N59HVb$;028H+ruacDJkMwLV2L*D4hKa?QNnr`8A8D-><|
z&O9CsB(=T=wMLQKCqVSV@6Df?cBQib-kHvKDpoF2<6(z;(haj4<AYqngQUw%b4$xX
zS|3uJ*xcYXtLQkjnD^V|tGqY|N&GGI0xt|x?cy!-^M0|eF|5#1&%rtoE1eyAftTxY
z1Kl>Shre&$Hs_(gDUoN}lHES$!?NsW^G>J?KCp**rQ6}rhaT5)kNgE<2}ftpMz8EQ
zZ+XdU5z_51bBMd<Z{}mjV$0Aq1a6Wcj?eagsZ!g>n7igju`PoIla18=!+g?n1wWp%
z=zp4@^)0*qr@5~lH!|X$ISZHgXZOuLb4OpWVfW2@Xc^rj6J*=r2F*?)%VQOlBK8Lm
zv@Q*sSG-z1M)o`~_tYh1@;&F5aP<>XWBeGm#$&55NQHVJ>~rHs8HVzPB$2sCT=s^f
zi&*-ce2%3n6qF7sZyF>?*7&!oQG%rYrN+NUah#HgcX0oXttu5F%MBe<T&yNtz`rnQ
z)FD}tN`51Q7y_hJT}oz)>Y19+kB0Ki0BHig!K?v4q?bvWsRzU!gov#Kr`XJK*qFx4
zVF$dhWg)zhKT(p71hmg&ZN4qJElGCx_Dq~CZL{>Ig%uk%9?Y02qmL`yRCRlkf<UPZ
z21BO<r5r%1QA1jQrc%sEdUznTMj}0E-Qmtupa?5%MLww^6`)7F_v`TcKYQ+b*t2#x
zr=~Ozq1C+Z-dd=ha$4h8TA9)TAe={_ubycZB(1=BTPAB&+sMxr3C=a^=mLEoc58IO
z8&$Av<Wz_>OOKAQ7ifQ=vA9T>sToRfF+dvLoKwOes&#}Ro5G|?_*?(d^bD68d2~|2
z+~Lw#Juns$$SGzWQ9$xaZRwyd)(dr{)_Pc6+xiSlX>TH!>LmCU!R835HhC&Sii7hP
z5CS%GGeVLuxP^_)YSfiBS~8tJF$G8N4%d~OxCIy2bL1|->xfK}RZsc`XF6F6ZeJf-
za4VH5oK+rLU-}*QcZ#F3;CEFwD$HMPAl<W!@@4)lqC;wOArjtLGf88wm>*S$QKWs8
zG!c(-@^@B$76p|TIr%!5HClqv7Ria0p4USs^k5WT>mPY^jI;odnQBq7+*oXAmm4d+
zVmd_S4J&=aNqb@&e%0wtkCUFnmgBm5<l;{lBP9=|hr}x_<G7RbZzz@E<4!iCgUf3T
zr6$1@a0U=ZqSP7xL~;0|O}i4Mbmh5bE#R+-Ql_3Hq<NC`FuYiAUZTVv%GDQ#J%0pp
zu)$bTvJ|ZgRgf%gfR{{F4%MuYl&nh)f;1%C;^AYUdmBmlC{4vtmLoI@@wjBm5hj8V
z3W+vFO)ZWpDSW6nY87~)g0W!vWlD<lCdyZF^;H$m(0UyZv<}`i^HF1IFm(#;n+B&s
zWWVb1EITSZB~{u94?ISvNlle(m)}(N>8noOtQMq6vjV1Mu}CT7qCD9xfMi>J;b6{D
zmyG{Js!m?BN-1Q6RqBi8Y0!(7R6y@%lh#{SQ1pr&0eV{1T<HuZ?Nt$0kR^6#@H(`l
zdj}~O?NW&qvx&r6?8}criN-R2JET46h(`AL@YIv19{|h1y9z={aE9cvoUSN4c_l-d
zjlQVBf92mQ#OW+z9V*A^Qt!!>o`4fxzCo#_7M*@Ni#hm|6WX`pwV#}l+f+T9d97+T
zTk*S)<?FHEv!tEak}amTE%6D0n(Q&zs!gPBC@hv@i9Q+t8{J7{Q&Xufd88>M*pzJA
zs6DS$gDt)*r~w(;M5+}lzFTd7Cly`+WFx7GIZ_fS$&oT}Y&K0H7Uixm=qI$b;?|T+
ziV_bZ9w~1o<xzS%5D{*GNm$Bj(_DJrG@6@aR5qW@HfsU-b%eWp3n|2ar!v+spqQU8
z*(_6i6=umi7cbEW@OGK1&{Wd4rL@S4a=WE8F}MQC05Z9i^a$R@d2J(+t)*sgMQqnl
zQZ@EUx+dIq1-VkaI->1FR@r<~GL-<65E9fzYNjVI`=B;{j|r?a0u74yTNV}M^l1Bq
ze{I*c1#_!5V}e-PNo{onvA!d9z`yy&y4y}_sY_Vc2EN8&YC?UktAWN2zqj|po+bp+
zudSqhq)=l8{=kcl1&HmCl#3mVyAp9CC0W){YU^Wyz)n({t|nbONm*oJdl;>ICYc(f
z_d7{_b;;=0e{oSI1`soW)*HBsltiVY*}tF*H2x8ukY?F`au;bAT0rLYkkoJgo_Sgg
z<`HB<S81DRbrY6BTuoR8>C(*y#9iD?s*BNPhNAQ#cdmO;vUwkJxremCvX5ek83a1G
zX+5PZ{HjJfT&tmyf%Y}wuF<1R=>?Q0DxnnZvabmntM4P<_k!UETv3yZ>J9mFgh#?9
zy```4O;!zl$m4yag`UgMo2uNxW1OU2U#S;-wdBZPNqxCaRj=d#@pWG*HPTC~elgSg
zI8kX0(x{(Q7ll`Xvbdi#$fAQne(xtG!~1#t^B>k<N)R++<AJyO!*~F+q#06>7L33q
zHe~}Oi^0;dX$3#g0YB=+m?_a~_A1+vL=2X)amS`CbL)^3`b`~p4-XYqmmUp)iH05_
z`}Xy0jg}(grmXn`XFARcA&rJg>AEm%K(N|B|DT6S@w$Ymhe7Zij8GZWY4~$Xu|b`M
z<R%6-ASVi?+PY9Qm!Q}FohlZxvj|eUo<(RTMQ193VP99$qdYncD8H?Ql8u?UEiGiu
zaOeZ|VBQ)IdfaC)y1r~xERFWWg2yoya=lm@8Knazw1v0B$mw}f1Zh3Yn;}J0lMhBf
zN6BN1;<Dx5ypd9hu8?y_N~ze9BMucbV7Ep}Qv@(JOITkb5#O@0qoh1t21iB#gMR)Q
zSWBg1U$Bo#rM|R`wmv}`B?V0#Exl!#o>QUmvEeLUpy3tjZGF?pM`K_dsz=DWuQmP&
ze;q3o;ORM3AXz{hL7p5ZUB$2F@G;Vc@i0bmyI&X&a~#Vt9r>8C&oDMhA06UUllZY5
z_za$ut4m4SCH}S&%GVZ1O>`+&OoH@(w-QRJOtR}zb}N(M-Ga@;5rtOT#`7VI=;_I%
zZBPm2qRCPdd@P5iL9%R&REzvPSz03$m<fH`201!Kiq&PnMoBFzVIcNtz=!%xklpRR
z_z-k&cwjTu+YKZ=r@;!-z-ARAiZL3?7%6SIj@M%Y$++o&qrzO6E@kV&P=k>ChrGio
z5u_QP;pnkvak<Vv`w=sxsUG(5L)cq9!)L*$nTtfrSd0B^mIS*MOj}P`2zh?ClupaQ
zHl*ep8o30l65>vqBke<$Q#!_A;d@SF^(e0~PBkOL=1E<mbSNukFZ@F#Ff6WgV0iof
zyAn$FWWOFI^J7qRF_yKWv-YD$Njo+iR|%yUYNxn~!4&T-l%nc=PK_8=>V*}@MJzEk
zuLOAFBB@=ZmsW3FM998Hs4nha2?`i9rhe&Pl}W;)tf&%<-yVUqq$3GoW}Q+AC73n7
zeras;O6<VK?T=Q1p*1iMX!<&33}$B0{oP`zj;?s2OCW=7sRVl75@{U3&@7;$B|avd
zpk=i45n{v*Z?~ggKW+QCwAFN)D|E6sPy7)}B`M%TD1-SzW#_+oEtNJ`!<U=GIzlB+
z9A9XzcaF}!NbM-jQ|>T70B-;0P`=NpSik4!K6FW`|LZwALCW8o>z$)J-&{OLrySz?
zusMAUIKmyVM(T$x5iKetV!pT1LL8>#zo;4{f>c`z%eN6NSUQg&yVpwFJy-BUqFcg4
zhs&RqRtjY-a0WaB`x7cvt#wjajt*}jd$q0xl6jsvw);GDJixznf3K6;3%r>;^VV0C
zr_%-)-RnrecG_n9#~-^9w(Gba@WUI$#~Y<-w2Y?r*_&Vj2R3E_ykV2{YQQdP;;_=4
zWawttX4*kqo2Av3gB9&gnr?x~(NV@)8M5?(_jq^~_zt#keSIrRm+&)6_^C!_k&rZd
z7B++QI8J*O2(SAmyzs2l8y{@J_W-(YrLVYe!S?`mZiQa#AaQS%(x3v1g@Z)eCJmui
z)DG*mfgN_V;B&aww@EWmPJ`SEu_pNYEVYQo-#vZ&-7r^-#=c&oG$7^MVLPn>3ECmW
z!cWEySU=!bxIr#q$0+JOFRc>Fcp7_NBEDq@Uyvf9Y~C)|!!hsV(zCV3<egFqeI*~`
zF^tT35qR(`JS>+-K;bT+9Y$$$sM5^&XLd<f16EL-!%CNv!@I%xOWi;3mQ2XBk(aK|
zr7IZn@IO^2FC}?<rBjxj6)nYD<x3hnjPTO!B-{4Ecu0qiO>^;kj8KUxkuaC7ISVCA
zJ-q39jQfTCQey-DGFLnaFey4wiAg3dJSl!a>Tmjy>vV(aWFsdINM>1tB9{-qy6ztu
zq?O}+kleT35<DVr%Bv74d^{4IC&s~+H7dD@tUV}=(j{blUc7(8rLV$TlOD$}UX>2x
zEdPXGz9uya(;<YICWV24p`^o6DFt`*53u2NX^1Z8T5rHSVlX3ATqf$8r`c;Y<+1km
z<r~l-xj)?Z-hjqnc}T~KZ1^!pBhpr{6(8bO)FWg=vz7h{sTCu22)zv)&b!{0;0v-7
zjz}4#%MqA~Zu1YvY^x6^*!C6w0L->J03_)xu<db1sMuDtfY!DTG26;Q1&@V8-iBsu
zxvXPhHcb0Lga4e@!k6>N>+eYYbSclj2a|*cl~AsKSL&rp$-WL9oG*^JwLE9OCw0-K
zWIW?5q3rp-^eVp0L#)LySZUR?=|0D#^|*Pym>u@Np*BiScIfkgG~Ci9zhaX<@c|4O
z`!eRrgzxATmAVVbIt~kXUGmwBn`G~erMW!6zI9ys&@_wUhLz69=cB_nKZI8BF!|s^
z=~K%R9hUn~zzk!hhUF(xl9JArkfe{K&boxmt=lw)5()EZ79}lCf`K0Pux0DneNIY8
z@IhuEWhMHOUFG+1K3|EReoA`7a!g0u4yPel&uF;b>93L>1EuNf)$}O;qLklOLOJz}
zG(wk>X?oW`CHqwMv3y86wlJ?O8m+H=Ed7XsT8dkEc%CY@qP6o=Dbf_%lKC&Xr7N${
zMxOi>dJPTKbDx3%(=<>qCo4dG@R{_oDUU<7Xh}QOaQkmUEgpN!BPY*FU*gUh!2J5j
zN(3mf1)h_7TM8(k&)&e4b70pIEyZrAM=O=QfZRL>yN(4dX-W<kZfJBG_l5KT&(Vlb
zG+M<_L^$=O^oeD;jtK6rK!m3>B1~GTk}oIL^RVH!yd@ixEhk@`mv(us;D?V^4u1`6
zeo%vs)7pOnBOTz$hAgALk=`|(;&%L~C2vxLFF=LkEy?H$(%+V^D$2tK%-=F`l!UtQ
zpeoK+ElGn*(nI(wZW7_naSs$5XPmzz*%1C)W0RE^R1{#(PSZ@hBJH!(XjRcIY!xiL
zm6!pyRBxnswMHxcw#FK*m|uiDq7WqIs`M+iwi3g3f2s;{yrp~MH3=b0t`7f2*QLF<
zJ>##Yvfe6bE_vuX>AWr>>y8F#1V1Vewqjj<z+KqZhAfx6<_3%}6=QV2A>FY|t|$z1
z$SjR4Z+jspliz=U`P*b>3i9HQk`yi)L42`X*PGG|((NTU%ME`m!D}>@IWtpLj|&t+
za&Ae_Sf0}n2sUc)9*vHdo>i%z^El@@F3|@+K@Jrqa$o#Ox`^=m8t!*KQ0WzO#Q!XP
zWcj=zcfMbGk+IM4>~i8eD!D?zwo6cocj8g{M;J5u=UlFHzxc}a(=U<};XgET1=mSY
zf)3<j`&W<sCOw6*sWoelCero~I^1ksA%tC<yL7{KTZ@S$CRYVBk%T|tiyRyUet0{6
z<xgp%E*6~cay_{(5j*|ky>SnY*7@K?--rDj9ohKcyC(z7^q5c-&Z7-8Ax@3*+Hfho
zg1`lV+2@B+|AIBt5v|!2GEjrS-=V_g3H6E~F5<D_!c6}fZTVZW)%TL>tl^R92T~)l
zX%?zZVje&eUG5+3nFmr=AM>n^l?(h^XD7o_4hw2@<GyA`N^+50n>dji=fOrMG8f5(
zk(G+QG@cZO%JC!~%gyk6jE|COHGH(wg4Q(GiAIKiq)FZ#YLG*a=?Chxu+r~a(=6Xm
z9;t@fwbrEAC_iPns}rO2!3jhrR+Sqoil%!B6#}N{`KqAkCsjewyG#(0TuqkbYigvx
z+%m74d<fB3I|azzqh3#la<H6#DooBG>!Snn$hiP{h$XpAg{H$=IQ=>w$fac89xtmv
z$>c+m+}A%Le4`Ht6^n|5ZOES3z!aR^hIi*)NR1wiB^kPfAsRi3zEatPJ*gh<XJk1N
zg^jN$zB*srlo6N$gI7@+csHz)PsX<)hwI7REIJ6>0FP@7AW{-%O}SW)kaiVlLnR#P
z?kgHk#?_KH;_=K3q(zXABgu!6atztD*Bnlk2gw^?J6ZJT{A5)Fk0r>H!SWr;@rs5Z
z(H#Sa(k}xF?pWDfB|qMVuvfVr=k5^hi0&W|R`tlHQ27v95-MMTGi#zWTOL;76loy7
zKDGR%BMlo<RBJ0{<oz2}^1pag`6aBw2$iT32|ZEu7gs~LqfrB*Du#56l4Hp?b>w%k
zy{$MbIr^?DhoT0AS3GH4SN=0BziovUqJ~(HdNM3YXmmRBql%RepQ@0%TXX<;4=`Ax
zlStT>WYv_1>rzsu;)#_|vK{{Xwq$%Q2%dZrlq`pmCnII6CR@-TJBy#tSm9Dgs?s>X
z3aqoO7A;>xctcy>-DJngL8MNs?7-XF@@31}vCvjGkjG-7J#46GC$`9TP-C7uO;siv
z$bvXI4bW*<u1C(-+D`eW9~v(&(<5AyAlva}|8!*u;1(Tu$=L+iihuJ@*sh`cvmPNE
zBbwTYu`Md<zLh9PBQO*=BL^$SElQT(L@0(tr^vDJ(>g`o=DET#?fA-nTw{5qPzK+#
z3nlrfa%+;AD)$m@utnInQssj{$)+K@(`1P<V$+b1(&WEQMeSGzHMAX{hTOA)=L+1_
zZSZ57!0(M~$4-ECv;%EHJDz4o+vPB1nMo^Xr*2H;MH-c>4O4wPlVqgJ8E7U`4$lO2
zMnD*DOP5y&WlZYv8FEXgz`6thpuoeCO=s>w9fbF`6WeU?V=6O6*3C{CA=6Q=%wev~
zmswtA$h|Cir|A^G{}I3cO*W)oks0Y+gcjkiG`#Gei@aFN__~RFAE6((em}HZ(@fs&
zz2Xby*PF?!gfgnF`{m|x9fW^i>aNM<qOm7vqI2cHOtI~mkD}WX_JDtvJlTvIxcleH
zu;HK9o{f0Z+{asjVc{S;Y7Mc}pgo_-^=K`Bhug9$mbMf{>nt*<4YY_}?ZpXQ--I-!
zxwmc4S3dM8BijPy$Vw>bS)@oEO7Bu-sb{ZuIzv&06e53;*-jp%Cpct~+T??Faw1;J
zh?N6cBC$tZHe9YjHt#amCjHvOn5-=|k&SF<FH7MK)JmmQggKcTb(EVTGGU@zjsDpl
z;ce~3AS>#u+DNhVu1>Pk<mQfgxjkzz^*cihi5%SNon;fkZ)vdRKT`o~Qx|!y=~IsN
zF~bU9c~q#y{m9l?mUNZh!xuGxTfP&j@-QgxCJ!_H%mHt6;ktJB6>da#xj)7aG+0NS
zRwWofQ5NAbz2w6f*X+P|tN!jIC!#Qt*Hvb3WtGniRtaj7;eF+7OU(`y!)|Y1IT^mU
z2~^%^I5m`Y`@tBr0wp}pv#g)&M9n;uo(Fm~lvVr7?@;NEOok7N-|8>#R4(9sr2H}A
z0dh)3XgH6Giex)%F8LSgk%4lH;0i(wAZG{4h3Fwl$iLTDJV<V4@qDsJBiqY^<Rn2H
z_8HRJ1@hCrWj|=kSUx;7SY9sF`(mpcgK82oL>>T7JLsD~ZKxbiN!Xll{7^X^9&6CA
zd2y&*CV(@B%L?T}|91MC*-3q9R#dZtW`b0+1DhZT6(Eq<1nFv#EF+VlBg<{5BkO+x
zFD+8z=kE^g)Zy|8gll%>-i#U{Z&xm$KKuAK8YwRp%9!LwN6KrJGBURWvSiJUtoM6R
z0x|!$CmvZ35;jU6i*SBNv2ovdQ4oR0{MAzVQDo^sMfFLbbH~Ul@xYE^505`l>3fi#
zW5I1bI<g$ygH#_UuhoNbO+1i`r!o{}C@Z3L<VRh5bmZ$1BgV^hbWxP`h$s9bv1MhD
zhc287EHp-$GeN$A@OF(+g72wH{SA$azF_;rB>6I&u-aE9x50-y@_}E{Wazux9W@c)
zX50c}Vr)t(0R$QW+qX}K0JzEn;0g<XhH`tg*2RwQ%TpltqC1pF1X(;)u0w`Sg<-)x
z54ZIX1GhUJ*<mxKR-cDu3rT+%vP4ZXZ;lM#4xcL5qLtX&WA89e(97>1md9A`RP-nv
zn?h;=QgyDH?v)AXZx+P>J&UIn(;=QNdN5c#!A9<KL>_!9ncO#L$g2@<*+~qo{0V|~
zd?0momRu8AdUmQ9TJVTjy6YQKk3_{w;iOj0z#ue;$))s^J&20dlN^~N4~)`*5xQH?
zF<Y2uQtfn6$Xt0W?%9cjYfq9iPj*CBj>)@l^w|Ha?aITesFFS1VaX+3DBO^+CxK`L
zj3khR0AUFVh>*@E2_YmzknO7MaYSGuC^#s4fFp<kK}Hm03Fws_q9S?7Vo(tj1)h!q
zK1RS%7}R-Hb#C|VPWm$M`<$0Qe(An_s!pA%I(3#leNJGOr)FXWlq~U|^x%S7+Isqp
zr|<oxu&Hvuvl^Z^w$Y});rq-IpU0p;UU>OAty}P3QeT*7H%W1?z<n(0ilW(CeVc7)
z-np4rG+X;Zt+X+nrFAqM6Pa=wcWjQfQgNSlFv?p8v?S#Mm)5AMOFEhKrw7WKivJtV
z)i$fANt109U#V}*)gm03*0i*$rdj)B_AI`6LF?tnhu<DIz6~Xh0Z}*(ljmO428B74
z(HzAV&BIaby|-b<%gr4)2-keAx7sr>B`=1s6v}4!WAn9t)Kjz5tQDsWH^%WT&@l`@
zy*<wAby%+Ta*a%5>yJp|H&W#@ElFjq;;OlSxz@6tI?=|qVuK~E92E6@RlDX|AUV!U
zlY^q7)i@fO>wSDRdWE_&O*W`eYf(Gv(q!B#S&J!FiWk>v<1qnOpOqq_47)!oiB+{m
zgL)e30alMu3qLt-O0rUXRi-665>mfOJsFsA@j9)*mp{qLW{!DHo9~zD^lMrhdc=K#
z@by}v`m?<VFRa(5Iptk?`gjr^D4n^^9~Z4Mr%A^*GClZLt%DO65%fCNA3SR{5F7tj
zX%33xUVqi=*yBvN4F`Nh3>MMmrpZ7tXM=V$_#vHL<v}8s=RwSS17rAHpOM&6*1ds^
zy_%z2{qMrhrg@Mb$B6kGwKIx)6fvx3UXBstSwh3S*IITm{CAYN`j(cej?&3XoaoK5
z4Q^jRdUE7(X){LEQM$Ba))wr!uHZ6>6Q3z{G+TBRTeOkB?1+M$qG&5lvOCC59TDZ7
zz}aSQ)B05Bb$lDTlpzX~YsvVD3aQsYlxNGeVhj09MGF-jw`&7U@)g^)et5Qc0P<El
zw0LC{zAMvGtR}nN`qce9w6_)P3Ow?m7VWsjqn7TpG*#_m+RK%029f{Z(o`|PtBwAH
zJ3Ly1Y?E$XnHr1-n^Ak{5*d|Rq#}1OH5R6l|5jpms_I>BcW^cpF3gij`iT(da1vMS
z*@>Y{_a5G<y{qDM`^-H!3pGrv-=l5u-KoRUaq}De<Z8iQjE6D>{l>?G4Bw}%viwHQ
z=Iy*+8=<&|`SfW0s+ViZJaK-zc5j5S|4!)Rrs@q6e$_GIpq4B~AJiVeytwyu_8`_=
z-EW=Sxk2*^txp|gV_-MfU~>awhsxHarY!6I8T|*{0PQqyNZfsK$;rv_30*oTCnqF!
zPDo4=`e7~Y4|<11_Wd^Rs7>A>BKG6N+krLp@9?>YvAM18T~n#eR;Z7ImRB#NivdS)
z4$FVb@uTBM+G2Wkemca5>@t<43+1R*t_Eeu$${fXae_w6@C^-)p<e}w#A6tZFab9}
zTRz4%G}4lQp3vfW<5heR?h>ZOLy{$nblFZXKCV@``ev~EK9IrfwATB)DM_k#!3nLd
zqGnlh%J=02RVYf9Xj-M^;y=tGMN1`47{{>%xSb!JtJ1zx)oB^nHpu1fj(b2qg?oQt
zz3U>@POcql>>8UDoM1Eo#s19xgTCZ_^)oF){exa(k#b>%HKw?HF{L=eX|;Q51|NDQ
z?l_~(ckPf?DbJw(m^QqFS?*Nt`7>H8#dTCBI3mp^?)y>;2|kR!{Tt<v`I0(@U;i8B
ze`!^|QITiOFoih%|Dt@XQiBh=YSoIQzc@w$(c*qJ!t41~d&%_&4Pz<6bw|UTb~Mak
zX&7&tAGMK+8kQ;6K8K4|Gii7dDnhT}D}#F1v_ZxLG4q<XJ|Zkr)&)zXwu~ZuBffa?
z$aR0;WXWr$e#6At>-bh9Of3EdYp&(N;S8_x6HfH2{WH0P++TSAfzxy59p)V>Uj7+-
z(DtA1|3yo~)5MTnigH+>2Zees{DK`G*E1w19`2PXYk%1hQ-*2Y^qbnFihEwolJNL`
z84GU=;9m0+&da3nJudJi;l-+3*uqTn@u0q;m|2W(($jy{o)BGs)fTCnGp(J(@@swp
zGG(VT_BZXUdtXf{Xd|0@#q{5`5b^NuTB`D)O`wXViAJc{m&s!#%P&@WyiNY4<>MA(
zHZiJtnbgyy7|T9`&)k<Cq~LkjpKN(w7;REt&J^uc=<P_!lcn{90ubBDw^YSOX+%>x
z%C4<tr3&7l$u6^g!z~oHQsoE1MMaIwvMTr50#hzusl@AbphIxSEOvr85=Hjt@2CrQ
zt9kFP3%Ijj4;#NmXRGt`_HseE;?{{_wI02vJ{(qZxwH|+!kpSkhK&pg^bnjzE(w99
zcwQZ8rp4{jmM(gyg_x>AsAG<6G<-*o?Fe!)`v0vhIf_((?y8=}9igoNA*!L2699+Y
ziyg{PbCLlEti<1_2GM^0i?eJqc#An7&5~f6_rM*XDz5!f`+Kvf3dU&dO`Yt@62IRG
z4+S5U364-sY@YB0Ya+u<jCCsNX`7LHXIUBYe9ta7Ty$S_C?9{Wf6Z2+tf?mX#Vm1O
zV`vxYKxv6>z8NyLPPTRS#m?rF#_*bYQEL9pFm$zDK4B<8cn^lbc13NOZFSw@YfLdv
zEnJFIP2h|>HoK;$z26jus7ai?VfRTNn&h!!STo3UB;>iD{(%X*HiyxUguFI=sI9=(
z9J5Q;c<)nVv)R*LXi>eqYg<66sutVIJL`%muu)zS0exN1Q+dNYv$J`gW=Z4DMg_8J
zP{c;U*J`PaVOfeLsZ`+jC^+C==b%9T^kS2(IOQWu@^#tbs7uQUOu65tK`W)$+y-LR
zby5)!4I$xHu`MqT#hPe%OstHC67_RiF)Cg#<v_jgEBNVm!DiP#q+YIP%h{&9yCJ0Z
zkNBHdplOeY%Ddr6nDTH9S23sQcs)~n@$o(Ws{F||Gbh}-gV!@TaFFYnS~8{KY*tFq
zur0L2g=ihx!dSNhJuhoY2uwb(9rRR{hq<v=#Nv3|5c2(Y@ECH8YY!<J717t_u2pSu
zlbZ9ewE|uE+$_$I*>d)!{9f>=?ol<>!tMKbn^4#OWs;8)TRT7(b(9oplxPqKBOJNV
zimex!i?IaH%Egy0k4rP-p-E}`DfLBGJT&uj#^T=Z#91o+^}qs-=?FNp!vZ$;m(Q|7
zlhwX2FoT7iVCwA|&?}Bl|4)T$m<ZiOa3b{cF>K-}k=+%42rL>T!F-#FLdD4>=;x#-
zvZES2$Qp-j7O*u?s4o0YLi5`h-Gt(-H!>Np+Z#EEeK6AdW*5LU5|QFuS4dHfH1XX)
zQPgCaCRyaBKmpy+yNTbd94+4ZTMFz}GX`0GRE<eC!kOWt&3izi>Mj~oqv~?m#&X$=
zde=xd$&17{y&y5dfzHxW`Ib&h56om~DnzM8vQ$OlOe(zWyTgBS5^!^GY)c%nVe!@k
z=3II|WLD?Z@&R;rCtkD>>Yl*7Li<2>M>;b9ai%l+Csq{=5?ksit*Z+$sV~F`cmwL=
zx)x{`knQEb;>7jCkR_F7s%b+%$PdV?UXIm6?IK#g@<*N1K{evigHWG5kE6e<KUBHe
z<?z54dyc$>uTu`S0#V_{bXaTLe$n^lgHo2R&5bP0m{(h~{2n7VKLkbYe)zb0$CX)T
zu#ASMMf(}{6BPrXgW4~Lo!#;v#>a}sJjO~-A$~j+(s=oIA)08A2A9>bIadGgxXP3>
zCWk6tDDFE3>)cZvq~dQyXW69c{hmoaRlJanQcY#4#N~8sX|3{DT3T;<CZzb5>EPu<
ziu$rmrmRaQQz?^M{F()AU2l<0_^EgfFViW^#!ihj2XApUJgcZXZM-HWcQNc>@X8+q
z^WBvW<>Mu-RW{F<HOwTh%n>tk;Ayo|7O-t@_3V4)Qudc^*)N%6(qs1g0^;sGSgp8k
zIpoh)ubpf4%(Ayk`dc~T>3ry|-pZk<i2uZee0bAx%QJi*422j+=3Kb8w_!fB0CY!6
z7Axg8l<~1a(H1#)@0SaOFvp1-2dTlgVP>s;SX2z>LNCIBlFxeHaYcZ05fgH`X_z3Q
zhhr_DkXxe)Q9hz~A(&hDz3$iK1mPZm-CvW(wxQU?`FaFoJ2B#hU+f+R=0=28PPw-B
z3^}5_U`c>dbI3>@3E#QiBQe7~2XRD7r-bOEuvq(Yz4@bHm8u@+65&75ax4s{TWZO6
zd}7*vpRbTqxl6~FBzu1z3%F9@yIgB^uDE4MFT31V9)q5)n=<QPa>e<``tf0{yBd|k
z%GEpLaoDe@bp~5GUg&R0D<-Dn-j!>{!AbGU7`Su!WN0bYjE6flD;u$AJgiltZCuos
ztX#Mr9GC#x6g6S6XqX$)rqSRU78G<;kdi8{PV$eX8|^pQB#8LQFxQ}02Fteb`ebzf
zgh0#+0yBGO3XFFo<a6vN1SZ^A3~j1QQSV8ZM!)eHXMT~bO7b3g61FJn5}TG<|IIAk
zzFgT8I{Oq1QPi@*?Cxb^=+oHlmN}Gf)6?*rvco23N9bl)xlBx)hFWwY+%^sF#(6B#
zve9B&2?xs-+Z3Q^I+Q4Qyx(*j3E0YW&kUHMs26SJ>78Io;46;^E`j{uTU3BB&rQnJ
zcOJ?sB~ahaaC-@CRMdKTR%aYOs|Le^GvTzWX&y5S&!d(BCcRN3)%98MjCvP84xeIu
zEZvS9%stP-dNsk8->ef>PPnr7rYlosm7XUn@#)zRq73wYI~&F*?gDyNZ4Qdx{g29{
zpl&qfOMfxB7KkIyV-K$&PprLw_0s=fppO;LPHg!LconsTMKe#FXq94Ecc6$Whfr_j
z3(!DO7v{06EEK=K2ov249VDW9rLMI}RNlvAwh&i=KsO&7{3q+xjQOyl`fuqAAlxwn
z-r@XE;0%6P0MA!vwrL?wjG^ol@0%}zkfv4zSo#k0O2y*2K~2TJ70^Y*wZfgNUs?p;
zs^8mmQ}MW29H|>|ZZZ7HeWRu_u$hp1z2oTi<CpzapsLj5a3fFrumsx?2Wr8SSE09|
zTwe;~)Eiu^a0^ds;l$9T@PryWg#6qv?uA`u_Pzq#yA1lZ?mnc3e_6&Bl~}99{%O!e
z>B|xs?so0G$*jA$vJ5hDA#Shb*aP#iUc4M;y9;Zw7Cg;7nt2(c>7V?(3<@4ie=MM_
zI4mI1kr5q9he!O7f(@apj6}&x&`B*E!Y!WVfmKW1TQ5PHqL$j!q`JD>>wws}625n@
zb0|yE^U&TVK%+R5cAaRr3ZvROv3L~>R`ydexe7uwe+6szIuY{<^mpXS8af%6@0C|z
zBGMPV>eu$RSK;O0D<ol<2Z!90)ibNH1+^7+)oN(2sQ<JTwso#4u&=^5TMN%9?)v#P
zoPwts+@j%Dze9KYvq@b)-_~itTYeqvPr&Tm-u>&~SygSH&+(+a82wkAb7>zSv+kUk
zVcY~iulC~4uS0(y7yKue8)R>Qe&WFmFv#+NyRV;ZfN4&d@Tm#P@W8p8dIM+qq^y(+
zGwc2)R(c1CWzXWzfth7&gqy^Sg3+{16yRlqeR&h)<Jv_B9njRw8k@qq`gI`kd6ktS
zyc;${V@C%31sSf&C6gIiv~m!cTd|uVSfp^v1Dn_E-HP1R6ZzIi(tEvWcP_+Z!52vU
zFwZ&4iyPl+zV~H0TvgR8HZH@j+qr~_xOZTC*zYwpVa_Qv@Z#s1_@-&6-v=i(>tR&a
z-}A+EFFfdW;2>3jAHD{p%zGCecA}&{zY=>JLhIP#ch)6XWEzN#Fzu_SUxfzZ;7<6;
zl{J)Al`&Md^~ZLhE2N1tyP()zNRO&D^}}~VFJ(06Z+zJDT&h`QgMvS7xko6wp>64<
zv-L%rJrJuDip)LOqe}B}<^ITuJy`#q8EUoWk})Q`G?Dr~Hu@!dK`8D;HKn1JjlOcn
z1!km4!>P&^nj991H}^vyb<t3+;EP1)0i4ov;3N(5c3?JtKL8_rY#RINEmNOj{y`Y0
zd=!{NN(H3*1=(5w&pQh8(0dr4zYokNbtg16mY^&mjmB%1@}_xFV^b7&t%91Sqqixz
zF7=U*!2e~-2EVFmdAlD1m#Wq(pqK!bCuu{a)4X&T4!JrI=P*xff%KR8mFO?+#EMGz
zG`PEb)Qz%;58v^QX@zz^Y1riZ{tHg3{R^xnufRPPjfo_2?g&f`&X=t6h*gSaqsNUx
znw2hCQdblnhdaEVe}wP))X~h&++U}CPm^7N93XZ-2F-(~N~V93@?Fcaq>|d=j_8JC
zutHI1+XPgf_NVnOI)M$Tdzr6HmX!#ibrmGxCzCb}H(G0wE)y%NAO=r!I#`8)ZdpNT
z;l?oWYZWZ_|0IL@k(2zK$5xu3zMZcyy*`19!AE3aD!DKaRwLE+!~~Dh=u~wnhm>wh
z^eE?uioXadJ>R*x*m?>YMEbr8YU1Z)5OZyg5LZ8ih|<kT9h6hD0H+E{gE}WWWs%l-
zG@U}{&!VkymX3|Pc;YnlRgn$)n`U{^PFy_=S6p`&vZqBCN>6L>1$tVPx7ioaR#7_^
z%2is0U*gEFn~47u_!}>XK5S|mlf3&H?uOm5ko#PgCsD*$E~u*I?RpkIR@6a-<d22}
zb^N=@C8|)4QOA7^cPj3YK1!?6c?ds_MDSOu-eJ8A4;(3)orhcMNGXNoflZ3S3m72P
z=WSACbvK##q!3sB8>R)Xka`hf;x||~Y;1OZ18?C6fi^aiUaY~U@^6qD?3HZZCduQ&
zXO&x0)$*%n$afHhp9R`DE;(&UE9=)+-@`KZNeAul)WVmn9rKH<vRbKzc1{+Ge_n)v
zj-+{)pdBu_CB+6H{ooQjs-9%ciu}tE(#)z1>ws!<eUTcXMU<W>Y$&!~hNEimFsr@G
zV@!ci(>!x??gxknYSd(yRE25pA)?`rkgP@x!?Er?9X)(7ihInIDHA4l?a*PwlTVGG
zFy+4SlSX&29*|O@o7|g-^*=(c+GH5-XeK&b#Tj?Zk(y*LHpwMH%0%z6pWt{<M8Z<v
zPMEcm<2on!SE-Dti^2CTl0HmS-GGS5jU*x-1XnzKUc*0)pY-U6@x|k&#6B^0T=A5V
zlb3oniH0|!t-4oIWZgt-ZWL2)LSpkbk<gK3&oJ>m(sUbu2|RrXcH-tko_7eg5o{)y
z9fUB8U}_zNCkY;@i%^IlBBm;FCAud%1b>Jkn5rQ>Nw5VFHW9pX2f|7My&=K?f;-&^
zK(HtjVLrk41m6<;+8E&`!QOC$T?C7oAj~J|(hMPqpjLB)lHceuhc2@Tz99IVU}Fn}
z4FpSCA}l1B+X`V0K|ut<5Q4Bs1UJDMf>Q*mq7YUPyw@7x070`h2;l@t(FmOgM&DI}
z_~=~-?-3jzh>AgIMX>4~gcStC+9C`kXx$zmf*>RoA(-HUID`s<uL!;%$m)oYPOz6?
z7s04b2qOsACm@s|lz38;@UjPiw==>Hf)QO1iU@Y3AZ#P3?16BIV0}-7GJ?6i5atjR
z<F<63Nd$-QNBDr?n?4BV35MXe>7HDI=KT?x5ZuD=7(F*i2)`PD@CCt~G=ygf2H<*S
z&w~U#G7!2Ed_Yh^@Dwfv^Ar<!vk-O={7*K*C4y*tr{IYq*qw{;E<t~s^YHW~cxWg>
zKZ2NoS|ykon?FyhLWJf7slyO@AQaDYjeF#YkyEBlz&bKx={+9ub)EfOXCK$uzjgL)
zo&8$(e8y?WrSW(4WSw1EXE)Z_g>`mcon2S=l#t)*?6W%iD?UIs)!9#V_EDYPQ)k!I
z*)4T;NuAwMXIIqO4Rv-wo!w7o*VEbUbapu%-HkYtr|Ilvn6d=DOK11e*|l_bE1g|R
zXLr)sl~6eJAe~)EXZO+Bb9D9^ojpcpZ_(LPFilTNPadMPcj)XHI(voA9-*T*l+a^x
z1<VW`KxYro+4?$L9z{We>uhn%3=OTbr7>=xfpxa9&eql0vN~B6e<y>Yh-8l9F-^&Q
z6s5+baEKbST*jwl1@o5yY7fOL4p4sy!Yc|;p6PWE;(`$#rCVAb>*-9l9IXz~Ek~;u
zG`Eaa(<yjyv?>R@;%K#of)_`tObT8ct=w+BqG(m(DMggw>M~uGg(3Wlq8A6Q4Rp(a
z>p(bOao{SYIL2`+g@PBytspaQ<<S+#t*_{c<JRUDc*SvR8HF*9Tk~4smAiz(RZ#@O
zDY|M(z=7*5U2))AO>v9^*CC2y9JpFi9OJmvh2j{;Ef4yYj9Z83isM!^g)xp>tI^S9
z+#22%uQ+bq)t>4f2d)Mb$2f2uj>9VsT<7VE0~ehXF9R2y6wZOmGnV2Q$1OUvR>rLd
zlJJV-79EKv;}#tpCF7Pi1+U6_BGAV0GH#V@pnDEnv}LIbT(k|N3|zFsoD5vF>y8Xu
zw5x{a2E{Gf8$re``u<qPE&3Et#x43NOU5nw$V0|0TBa}K7OfY@xb-k1tsRwti&kXG
rz(tFTWZ<GVyE1UmYX%v(XtqPfEgC4xxJBb1j$586@2g6KZp!}xi`ePV

diff --git a/doc/LectureNotes/_build/html/_sources/week35.ipynb b/doc/LectureNotes/_build/html/_sources/week35.ipynb
index d19cfb003..756f23c0b 100644
--- a/doc/LectureNotes/_build/html/_sources/week35.ipynb
+++ b/doc/LectureNotes/_build/html/_sources/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e0ac9f47",
+   "id": "82630256",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20d0da53",
+   "id": "342c9c77",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22448e3d",
+   "id": "8d89c4f2",
    "metadata": {
     "editable": true
    },
@@ -44,12 +44,16 @@
     "\n",
     "4. Material for the lecture on Thursday: Mathematical interpretations of linear regression\n",
     "\n",
-    "5. Thursday: Ridge and Lasso regression and Singular Value Decomposition"
+    "5. Thursday: Ridge and Lasso regression and Singular Value Decomposition\n",
+    "\n",
+    "6. [Video of lecture](https://youtu.be/qBNm-HGSxL4)\n",
+    "\n",
+    "7. [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "3a79d77d",
+   "id": "4dc0b391",
    "metadata": {
     "editable": true
    },
@@ -65,7 +69,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae5da086",
+   "id": "22518518",
    "metadata": {
     "editable": true
    },
@@ -99,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f1bacbf",
+   "id": "40a10f3c",
    "metadata": {
     "editable": true
    },
@@ -115,7 +119,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65cc3dd0",
+   "id": "76f1c739",
    "metadata": {
     "editable": true
    },
@@ -127,7 +131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9817bfd1",
+   "id": "2710298f",
    "metadata": {
     "editable": true
    },
@@ -137,7 +141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8aad43a",
+   "id": "f1e8bd8f",
    "metadata": {
     "editable": true
    },
@@ -149,7 +153,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e3d82d66",
+   "id": "79e795b0",
    "metadata": {
     "editable": true
    },
@@ -170,7 +174,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f723842",
+   "id": "c868570e",
    "metadata": {
     "editable": true
    },
@@ -182,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bc1bd2ac",
+   "id": "855e1dbf",
    "metadata": {
     "editable": true
    },
@@ -195,7 +199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd86d13e",
+   "id": "e76339ee",
    "metadata": {
     "editable": true
    },
@@ -207,7 +211,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e4182c0",
+   "id": "706dd49c",
    "metadata": {
     "editable": true
    },
@@ -219,7 +223,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98d9bd56",
+   "id": "d068e28e",
    "metadata": {
     "editable": true
    },
@@ -229,7 +233,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4a31a4c",
+   "id": "bb734579",
    "metadata": {
     "editable": true
    },
@@ -241,7 +245,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc31ead7",
+   "id": "aba5029f",
    "metadata": {
     "editable": true
    },
@@ -254,7 +258,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbd1baab",
+   "id": "6ac8d12b",
    "metadata": {
     "editable": true
    },
@@ -266,7 +270,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0562917",
+   "id": "7d3ac82a",
    "metadata": {
     "editable": true
    },
@@ -276,7 +280,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc542ad8",
+   "id": "1eedadb6",
    "metadata": {
     "editable": true
    },
@@ -288,7 +292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb4287eb",
+   "id": "61c29b5e",
    "metadata": {
     "editable": true
    },
@@ -300,7 +304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "91c1c4e2",
+   "id": "4cf9eba7",
    "metadata": {
     "editable": true
    },
@@ -311,7 +315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db1b66ea",
+   "id": "0761eee3",
    "metadata": {
     "editable": true
    },
@@ -323,7 +327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4716bdab",
+   "id": "ead917bf",
    "metadata": {
     "editable": true
    },
@@ -342,7 +346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e9833b82",
+   "id": "92fe0780",
    "metadata": {
     "editable": true
    },
@@ -355,7 +359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3492b7ee",
+   "id": "396bf1e2",
    "metadata": {
     "editable": true
    },
@@ -365,7 +369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2c35465",
+   "id": "6d5307de",
    "metadata": {
     "editable": true
    },
@@ -377,7 +381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f18e09c",
+   "id": "45b68b6b",
    "metadata": {
     "editable": true
    },
@@ -387,7 +391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e740df2b",
+   "id": "8bec3f2b",
    "metadata": {
     "editable": true
    },
@@ -399,7 +403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "529cdc4c",
+   "id": "80dc90da",
    "metadata": {
     "editable": true
    },
@@ -409,7 +413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d46fdfa6",
+   "id": "64e3c687",
    "metadata": {
     "editable": true
    },
@@ -421,7 +425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7e2a6c8",
+   "id": "510d4d4c",
    "metadata": {
     "editable": true
    },
@@ -432,7 +436,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e210bf52",
+   "id": "f0b1c164",
    "metadata": {
     "editable": true
    },
@@ -444,7 +448,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f1a1000",
+   "id": "05896ad6",
    "metadata": {
     "editable": true
    },
@@ -454,7 +458,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79f3a458",
+   "id": "bfa041c9",
    "metadata": {
     "editable": true
    },
@@ -466,7 +470,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e7cf91b",
+   "id": "ae4e69aa",
    "metadata": {
     "editable": true
    },
@@ -476,7 +480,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c3736f3",
+   "id": "22a53165",
    "metadata": {
     "editable": true
    },
@@ -488,7 +492,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b2f9416",
+   "id": "02a2b1b8",
    "metadata": {
     "editable": true
    },
@@ -508,7 +512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "702f5c24",
+   "id": "d1470cae",
    "metadata": {
     "editable": true
    },
@@ -535,7 +539,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43ab73e6",
+   "id": "fbc63e64",
    "metadata": {
     "editable": true
    },
@@ -547,7 +551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82078c10",
+   "id": "5475f4f0",
    "metadata": {
     "editable": true
    },
@@ -559,7 +563,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a024a84",
+   "id": "7ccd0445",
    "metadata": {
     "editable": true
    },
@@ -575,7 +579,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a87fdfb1",
+   "id": "c40947ac",
    "metadata": {
     "editable": true
    },
@@ -593,7 +597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "78689f85",
+   "id": "18e29324",
    "metadata": {
     "editable": true
    },
@@ -605,7 +609,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c9f7030",
+   "id": "6069e0fa",
    "metadata": {
     "editable": true
    },
@@ -617,7 +621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2bacebe3",
+   "id": "2796afe6",
    "metadata": {
     "editable": true
    },
@@ -628,7 +632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6cddb5b",
+   "id": "2b66e25f",
    "metadata": {
     "editable": true
    },
@@ -640,7 +644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a0ea4ff",
+   "id": "86f9add1",
    "metadata": {
     "editable": true
    },
@@ -650,7 +654,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "714d5fd4",
+   "id": "ae97bea9",
    "metadata": {
     "editable": true
    },
@@ -662,7 +666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9963e08d",
+   "id": "14510558",
    "metadata": {
     "editable": true
    },
@@ -676,7 +680,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e256484",
+   "id": "fbb54b4a",
    "metadata": {
     "editable": true
    },
@@ -688,7 +692,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e85336f3",
+   "id": "553845ce",
    "metadata": {
     "editable": true
    },
@@ -700,7 +704,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3443addc",
+   "id": "e79fdc3c",
    "metadata": {
     "editable": true
    },
@@ -712,7 +716,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "090b5baa",
+   "id": "0713d61a",
    "metadata": {
     "editable": true
    },
@@ -722,7 +726,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff67b428",
+   "id": "2e522237",
    "metadata": {
     "editable": true
    },
@@ -734,7 +738,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "881885dd",
+   "id": "4baadc8b",
    "metadata": {
     "editable": true
    },
@@ -746,7 +750,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1240d539",
+   "id": "6e0fee06",
    "metadata": {
     "editable": true
    },
@@ -758,7 +762,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "331ad633",
+   "id": "1d85d1c1",
    "metadata": {
     "editable": true
    },
@@ -772,7 +776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a521aa39",
+   "id": "a6643a5f",
    "metadata": {
     "editable": true
    },
@@ -784,7 +788,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "114aed6b",
+   "id": "f15d9044",
    "metadata": {
     "editable": true
    },
@@ -796,7 +800,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff8e2332",
+   "id": "658745bf",
    "metadata": {
     "editable": true
    },
@@ -808,7 +812,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ec540cb",
+   "id": "ba8bc828",
    "metadata": {
     "editable": true
    },
@@ -818,7 +822,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d791ae0d",
+   "id": "38512288",
    "metadata": {
     "editable": true
    },
@@ -830,7 +834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "533a1d14",
+   "id": "0a571ae1",
    "metadata": {
     "editable": true
    },
@@ -840,7 +844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0881c74d",
+   "id": "f26f46f8",
    "metadata": {
     "editable": true
    },
@@ -852,7 +856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22fd8012",
+   "id": "9e6c5896",
    "metadata": {
     "editable": true
    },
@@ -862,7 +866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69d58d47",
+   "id": "fa516251",
    "metadata": {
     "editable": true
    },
@@ -874,7 +878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4cd670f",
+   "id": "10db7624",
    "metadata": {
     "editable": true
    },
@@ -886,7 +890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83be2125",
+   "id": "7cdeda2b",
    "metadata": {
     "editable": true
    },
@@ -898,7 +902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02f427be",
+   "id": "2b9a8aed",
    "metadata": {
     "editable": true
    },
@@ -913,7 +917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25eccf6d",
+   "id": "758969d3",
    "metadata": {
     "editable": true
    },
@@ -925,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11cc70c5",
+   "id": "d7203c02",
    "metadata": {
     "editable": true
    },
@@ -935,7 +939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "319aa4a2",
+   "id": "16f3ca20",
    "metadata": {
     "editable": true
    },
@@ -947,7 +951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31aaf2ce",
+   "id": "f7caf01e",
    "metadata": {
     "editable": true
    },
@@ -957,7 +961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a3aec11",
+   "id": "b1e5ad17",
    "metadata": {
     "editable": true
    },
@@ -969,7 +973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fbff7523",
+   "id": "587c347e",
    "metadata": {
     "editable": true
    },
@@ -979,7 +983,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e416580",
+   "id": "5279b1cb",
    "metadata": {
     "editable": true
    },
@@ -991,7 +995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2beb6f3c",
+   "id": "0c0d18ed",
    "metadata": {
     "editable": true
    },
@@ -1003,7 +1007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "951de09f",
+   "id": "ba1b34c9",
    "metadata": {
     "editable": true
    },
@@ -1015,7 +1019,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0cfd242",
+   "id": "b859b644",
    "metadata": {
     "editable": true
    },
@@ -1025,7 +1029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5f1d7d3",
+   "id": "a6451ed1",
    "metadata": {
     "editable": true
    },
@@ -1037,7 +1041,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eba03162",
+   "id": "6879be83",
    "metadata": {
     "editable": true
    },
@@ -1050,7 +1054,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f100cbe2",
+   "id": "bda465e5",
    "metadata": {
     "editable": true
    },
@@ -1062,7 +1066,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f1bfc271",
+   "id": "aeb97168",
    "metadata": {
     "editable": true
    },
@@ -1072,7 +1076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eab9d415",
+   "id": "d5339f3b",
    "metadata": {
     "editable": true
    },
@@ -1084,7 +1088,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a448795",
+   "id": "924aee00",
    "metadata": {
     "editable": true
    },
@@ -1094,7 +1098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b99d4e29",
+   "id": "856a72bf",
    "metadata": {
     "editable": true
    },
@@ -1106,7 +1110,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e2d4516c",
+   "id": "ad9fe745",
    "metadata": {
     "editable": true
    },
@@ -1116,7 +1120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb9eb155",
+   "id": "5a72fd42",
    "metadata": {
     "editable": true
    },
@@ -1128,7 +1132,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "790a0e95",
+   "id": "569524a1",
    "metadata": {
     "editable": true
    },
@@ -1138,7 +1142,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "13aa82ce",
+   "id": "4e8d401f",
    "metadata": {
     "editable": true
    },
@@ -1150,7 +1154,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a103f682",
+   "id": "24230b58",
    "metadata": {
     "editable": true
    },
@@ -1160,7 +1164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce7906c3",
+   "id": "fe2c5d6e",
    "metadata": {
     "editable": true
    },
@@ -1172,7 +1176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da4e0b11",
+   "id": "9b68b468",
    "metadata": {
     "editable": true
    },
@@ -1184,7 +1188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fed771e5",
+   "id": "bf6a5077",
    "metadata": {
     "editable": true
    },
@@ -1196,7 +1200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2facb9ef",
+   "id": "ddf09a27",
    "metadata": {
     "editable": true
    },
@@ -1208,7 +1212,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f272a9f",
+   "id": "e1665513",
    "metadata": {
     "editable": true
    },
@@ -1220,7 +1224,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29d09098",
+   "id": "e754746c",
    "metadata": {
     "editable": true
    },
@@ -1236,7 +1240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a65ba3e7",
+   "id": "922d0d8c",
    "metadata": {
     "editable": true
    },
@@ -1248,7 +1252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81f1235d",
+   "id": "acf89848",
    "metadata": {
     "editable": true
    },
@@ -1258,7 +1262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03fc983e",
+   "id": "12d22c90",
    "metadata": {
     "editable": true
    },
@@ -1270,7 +1274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a977079e",
+   "id": "9dbcb6d7",
    "metadata": {
     "editable": true
    },
@@ -1288,7 +1292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7a353e0",
+   "id": "b797b390",
    "metadata": {
     "editable": true
    },
@@ -1300,7 +1304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea0cc191",
+   "id": "b78ab217",
    "metadata": {
     "editable": true
    },
@@ -1312,7 +1316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ef639aa",
+   "id": "e0a0542d",
    "metadata": {
     "editable": true
    },
@@ -1322,7 +1326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a440bb6",
+   "id": "fd640b28",
    "metadata": {
     "editable": true
    },
@@ -1334,7 +1338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "434ec630",
+   "id": "6a073b35",
    "metadata": {
     "editable": true
    },
@@ -1344,7 +1348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "224d3db0",
+   "id": "f7daf28e",
    "metadata": {
     "editable": true
    },
@@ -1356,7 +1360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8454f8a5",
+   "id": "d8e03fdc",
    "metadata": {
     "editable": true
    },
@@ -1366,7 +1370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43669b68",
+   "id": "058aed61",
    "metadata": {
     "editable": true
    },
@@ -1380,7 +1384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80645c26",
+   "id": "c7d35183",
    "metadata": {
     "editable": true
    },
@@ -1392,7 +1396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb545d6c",
+   "id": "bad6fd9a",
    "metadata": {
     "editable": true
    },
@@ -1403,7 +1407,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7262e81",
+   "id": "1bd57074",
    "metadata": {
     "editable": true
    },
@@ -1416,7 +1420,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "d1fd9937",
+   "id": "9895174d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1443,7 +1447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5423473",
+   "id": "0d7ad6dc",
    "metadata": {
     "editable": true
    },
@@ -1454,7 +1458,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "a34a7650",
+   "id": "e52ec127",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1467,7 +1471,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e218ee6a",
+   "id": "c66acc10",
    "metadata": {
     "editable": true
    },
@@ -1481,7 +1485,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "14933f25",
+   "id": "85f5f060",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1494,7 +1498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd9a15cb",
+   "id": "ef359561",
    "metadata": {
     "editable": true
    },
@@ -1505,7 +1509,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "61a708f4",
+   "id": "21b8437f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1517,7 +1521,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5903bc37",
+   "id": "b1c814a4",
    "metadata": {
     "editable": true
    },
@@ -1528,7 +1532,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "ee9b2868",
+   "id": "de8f1db6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1544,7 +1548,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b698b0f",
+   "id": "421ff6ee",
    "metadata": {
     "editable": true
    },
@@ -1555,7 +1559,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "57d4cd3a",
+   "id": "77d5b744",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1569,7 +1573,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7a3aaba",
+   "id": "0afffa89",
    "metadata": {
     "editable": true
    },
@@ -1590,7 +1594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2eb3f93b",
+   "id": "83fc18dd",
    "metadata": {
     "editable": true
    },
@@ -1601,7 +1605,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "cfeb8d48",
+   "id": "c908e069",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1654,7 +1658,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df5c5eca",
+   "id": "f69cf8d1",
    "metadata": {
     "editable": true
    },
@@ -1665,7 +1669,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "2d04b51c",
+   "id": "03acb6ba",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1690,7 +1694,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5a2b35a",
+   "id": "0d8db71d",
    "metadata": {
     "editable": true
    },
@@ -1702,7 +1706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89019840",
+   "id": "29fc4792",
    "metadata": {
     "editable": true
    },
@@ -1731,7 +1735,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a795dfed",
+   "id": "5d2323e6",
    "metadata": {
     "editable": true
    },
@@ -1756,7 +1760,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "18341dc4",
+   "id": "084a05ce",
    "metadata": {
     "editable": true
    },
@@ -1776,7 +1780,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae48eec9",
+   "id": "2cf236cf",
    "metadata": {
     "editable": true
    },
@@ -1803,7 +1807,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5187422",
+   "id": "f7ef3d03",
    "metadata": {
     "editable": true
    },
@@ -1816,7 +1820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f2f8dff",
+   "id": "30df9a47",
    "metadata": {
     "editable": true
    },
@@ -1828,7 +1832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d016aeaa",
+   "id": "fa957ecb",
    "metadata": {
     "editable": true
    },
@@ -1839,7 +1843,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbd6bef4",
+   "id": "c6b8f467",
    "metadata": {
     "editable": true
    },
@@ -1855,7 +1859,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "a936912f",
+   "id": "a2480cf9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1889,7 +1893,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5c1678e",
+   "id": "7643608b",
    "metadata": {
     "editable": true
    },
@@ -1899,7 +1903,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9a49c01",
+   "id": "5e6e489d",
    "metadata": {
     "editable": true
    },
@@ -1914,7 +1918,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b195db22",
+   "id": "ff073975",
    "metadata": {
     "editable": true
    },
@@ -1926,7 +1930,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9debef9c",
+   "id": "6a176186",
    "metadata": {
     "editable": true
    },
@@ -1936,7 +1940,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a997618",
+   "id": "784ddba6",
    "metadata": {
     "editable": true
    },
@@ -1952,7 +1956,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "371c1d67",
+   "id": "83686834",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1969,7 +1973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0543264",
+   "id": "dd641a05",
    "metadata": {
     "editable": true
    },
@@ -1982,7 +1986,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "8c7a6aab",
+   "id": "447d12ce",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2029,7 +2033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "add34214",
+   "id": "96fc590b",
    "metadata": {
     "editable": true
    },
@@ -2040,7 +2044,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "6419e441",
+   "id": "8de8bbfc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2143,7 +2147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef995ef5",
+   "id": "8dfe4a90",
    "metadata": {
     "editable": true
    },
@@ -2171,7 +2175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "030d3c0c",
+   "id": "c0edb6d6",
    "metadata": {
     "editable": true
    },
@@ -2206,7 +2210,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f43ff3f2",
+   "id": "ed0f6bc0",
    "metadata": {
     "editable": true
    },
@@ -2221,7 +2225,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "f1048ea7",
+   "id": "99a1133f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2246,7 +2250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2e96f53",
+   "id": "5ef9b25c",
    "metadata": {
     "editable": true
    },
@@ -2262,7 +2266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "168771fe",
+   "id": "80ca5485",
    "metadata": {
     "editable": true
    },
@@ -2274,7 +2278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c3a048c",
+   "id": "17ad9823",
    "metadata": {
     "editable": true
    },
@@ -2289,7 +2293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1cf78358",
+   "id": "7560f426",
    "metadata": {
     "editable": true
    },
@@ -2301,7 +2305,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df497fb7",
+   "id": "a7444f64",
    "metadata": {
     "editable": true
    },
@@ -2311,7 +2315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0ee7f44",
+   "id": "2aad0c8b",
    "metadata": {
     "editable": true
    },
@@ -2323,7 +2327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "117813ee",
+   "id": "de870a72",
    "metadata": {
     "editable": true
    },
@@ -2333,7 +2337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7fe3c928",
+   "id": "7a6c517e",
    "metadata": {
     "editable": true
    },
@@ -2345,7 +2349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9b0cadf",
+   "id": "753afefe",
    "metadata": {
     "editable": true
    },
@@ -2358,7 +2362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d084b963",
+   "id": "3005c150",
    "metadata": {
     "editable": true
    },
@@ -2370,7 +2374,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9feed9c7",
+   "id": "79eace73",
    "metadata": {
     "editable": true
    },
@@ -2380,7 +2384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7646db83",
+   "id": "38d75fef",
    "metadata": {
     "editable": true
    },
@@ -2392,7 +2396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70b04ee4",
+   "id": "60f367fa",
    "metadata": {
     "editable": true
    },
@@ -2402,7 +2406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb98b594",
+   "id": "9131a799",
    "metadata": {
     "editable": true
    },
@@ -2414,7 +2418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58b6bb60",
+   "id": "8cbfafa2",
    "metadata": {
     "editable": true
    },
@@ -2424,7 +2428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8792e8b2",
+   "id": "9d4a45df",
    "metadata": {
     "editable": true
    },
@@ -2436,7 +2440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd1b7917",
+   "id": "19284bfb",
    "metadata": {
     "editable": true
    },
@@ -2446,7 +2450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9296d406",
+   "id": "e1ccefe0",
    "metadata": {
     "editable": true
    },
@@ -2458,7 +2462,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "49a369db",
+   "id": "e6228ac9",
    "metadata": {
     "editable": true
    },
@@ -2468,7 +2472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c1ff393",
+   "id": "474d165a",
    "metadata": {
     "editable": true
    },
@@ -2480,7 +2484,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05376dd3",
+   "id": "01c6f359",
    "metadata": {
     "editable": true
    },
@@ -2490,7 +2494,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ffe05be",
+   "id": "104df9ea",
    "metadata": {
     "editable": true
    },
@@ -2502,7 +2506,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf9c3ed2",
+   "id": "86f33ebf",
    "metadata": {
     "editable": true
    },
@@ -2514,7 +2518,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ad52b56",
+   "id": "b8893d78",
    "metadata": {
     "editable": true
    },
@@ -2526,7 +2530,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc7df605",
+   "id": "cc8ec307",
    "metadata": {
     "editable": true
    },
@@ -2539,7 +2543,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ad271b5",
+   "id": "234e3f6e",
    "metadata": {
     "editable": true
    },
@@ -2551,7 +2555,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7661ef0",
+   "id": "d1c0397f",
    "metadata": {
     "editable": true
    },
@@ -2561,7 +2565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "66a608d3",
+   "id": "799912a7",
    "metadata": {
     "editable": true
    },
@@ -2575,7 +2579,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "5538e71a",
+   "id": "5a3de91e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2672,7 +2676,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "940dadb6",
+   "id": "0f069973",
    "metadata": {
     "editable": true
    },
@@ -2693,7 +2697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6b92ae4",
+   "id": "e76beb96",
    "metadata": {
     "editable": true
    },
@@ -2705,7 +2709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e50ebc47",
+   "id": "4fe81d64",
    "metadata": {
     "editable": true
    },
@@ -2715,7 +2719,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c10d8931",
+   "id": "bb22d80f",
    "metadata": {
     "editable": true
    },
@@ -2727,7 +2731,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "414a419a",
+   "id": "293ce41e",
    "metadata": {
     "editable": true
    },
@@ -2737,7 +2741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01dcee36",
+   "id": "8a969677",
    "metadata": {
     "editable": true
    },
@@ -2749,7 +2753,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1460667a",
+   "id": "d93685ad",
    "metadata": {
     "editable": true
    },
@@ -2765,7 +2769,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85a29f10",
+   "id": "9abd5b44",
    "metadata": {
     "editable": true
    },
@@ -2809,7 +2813,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e1cbb1b",
+   "id": "b8bd6825",
    "metadata": {
     "editable": true
    },
@@ -2821,7 +2825,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "1026aca4",
+   "id": "2c2b3d87",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2837,7 +2841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4299d593",
+   "id": "fea1bc2e",
    "metadata": {
     "editable": true
    },
@@ -2848,7 +2852,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "f417412e",
+   "id": "a80976dc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2866,7 +2870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ced6323",
+   "id": "aa3b722c",
    "metadata": {
     "editable": true
    },
@@ -2877,7 +2881,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "f11aa076",
+   "id": "828172e1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2891,7 +2895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c20af331",
+   "id": "eee71c11",
    "metadata": {
     "editable": true
    },
@@ -2902,7 +2906,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "c6c96c81",
+   "id": "7c8a5c54",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2915,7 +2919,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6fb45ce",
+   "id": "a0c893b5",
    "metadata": {
     "editable": true
    },
@@ -2926,7 +2930,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "6f00c28a",
+   "id": "58711c38",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2943,7 +2947,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0abc4366",
+   "id": "d899ec3f",
    "metadata": {
     "editable": true
    },
@@ -2954,7 +2958,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "933b907e",
+   "id": "59925df7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2970,7 +2974,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21b8d81c",
+   "id": "083a679e",
    "metadata": {
     "editable": true
    },
@@ -2981,7 +2985,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "dcec4712",
+   "id": "127a3dda",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3005,7 +3009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7347e92",
+   "id": "c72d1b7f",
    "metadata": {
     "editable": true
    },
@@ -3016,7 +3020,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "3f276b40",
+   "id": "a1378976",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3029,7 +3033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "271b8bef",
+   "id": "d85205c1",
    "metadata": {
     "editable": true
    },
@@ -3040,7 +3044,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "99c18370",
+   "id": "040b1e85",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3060,7 +3064,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21407961",
+   "id": "32d25d47",
    "metadata": {
     "editable": true
    },
@@ -3071,7 +3075,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "ee884183",
+   "id": "1b0fac0d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3114,7 +3118,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "a95605df",
+   "id": "02279b28",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3129,7 +3133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c83dad54",
+   "id": "cd590eba",
    "metadata": {
     "editable": true
    },
@@ -3139,7 +3143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e80c5346",
+   "id": "9968e6df",
    "metadata": {
     "editable": true
    },
@@ -3153,7 +3157,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5bce901a",
+   "id": "6e0b933c",
    "metadata": {
     "editable": true
    },
@@ -3165,7 +3169,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99d8c33b",
+   "id": "e3019867",
    "metadata": {
     "editable": true
    },
@@ -3177,7 +3181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4c93930",
+   "id": "84b218f8",
    "metadata": {
     "editable": true
    },
@@ -3189,7 +3193,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9ece246",
+   "id": "19a7596b",
    "metadata": {
     "editable": true
    },
@@ -3199,7 +3203,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ebe402c7",
+   "id": "bd703e67",
    "metadata": {
     "editable": true
    },
@@ -3211,7 +3215,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38dfce7b",
+   "id": "123c9939",
    "metadata": {
     "editable": true
    },
@@ -3221,7 +3225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42726abc",
+   "id": "e25cd9d9",
    "metadata": {
     "editable": true
    },
@@ -3233,7 +3237,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c847fce",
+   "id": "7a90c314",
    "metadata": {
     "editable": true
    },
@@ -3244,7 +3248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce34cf9c",
+   "id": "342cbb0e",
    "metadata": {
     "editable": true
    },
@@ -3256,7 +3260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01ce392c",
+   "id": "8174f656",
    "metadata": {
     "editable": true
    },
@@ -3268,7 +3272,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2d128e9",
+   "id": "9d4a6e02",
    "metadata": {
     "editable": true
    },
@@ -3278,7 +3282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e681b2fa",
+   "id": "6165636b",
    "metadata": {
     "editable": true
    },
@@ -3290,7 +3294,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3029e28",
+   "id": "cd5ead70",
    "metadata": {
     "editable": true
    },
@@ -3302,7 +3306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05e1d64d",
+   "id": "ea18f6fe",
    "metadata": {
     "editable": true
    },
@@ -3312,7 +3316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3266ac10",
+   "id": "9b42e1cf",
    "metadata": {
     "editable": true
    },
@@ -3324,7 +3328,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e918b318",
+   "id": "ddc58b22",
    "metadata": {
     "editable": true
    },
@@ -3334,7 +3338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80b16165",
+   "id": "288e8e6a",
    "metadata": {
     "editable": true
    },
@@ -3346,7 +3350,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c5be15b",
+   "id": "4fd80694",
    "metadata": {
     "editable": true
    },
@@ -3356,7 +3360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee9004d8",
+   "id": "b006a8c2",
    "metadata": {
     "editable": true
    },
@@ -3396,7 +3400,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f345ab7",
+   "id": "725d878b",
    "metadata": {
     "editable": true
    },
@@ -3413,7 +3417,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "922f58d1",
+   "id": "fd5e5178",
    "metadata": {
     "editable": true
    },
@@ -3436,7 +3440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dafc4c2",
+   "id": "153ac58e",
    "metadata": {
     "editable": true
    },
@@ -3453,7 +3457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4e09621",
+   "id": "3a4c4a00",
    "metadata": {
     "editable": true
    },
@@ -3472,7 +3476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "137c6cf4",
+   "id": "c102eee7",
    "metadata": {
     "editable": true
    },
@@ -3483,7 +3487,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc25a406",
+   "id": "7005d428",
    "metadata": {
     "editable": true
    },
@@ -3495,7 +3499,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "900ce3c9",
+   "id": "ebdbde59",
    "metadata": {
     "editable": true
    },
@@ -3513,7 +3517,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1afaf31",
+   "id": "8757437b",
    "metadata": {
     "editable": true
    },
@@ -3529,7 +3533,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07b0ca44",
+   "id": "dba77cf1",
    "metadata": {
     "editable": true
    },
@@ -3541,7 +3545,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22a680da",
+   "id": "2f275695",
    "metadata": {
     "editable": true
    },
@@ -3551,7 +3555,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f509aae3",
+   "id": "32c17033",
    "metadata": {
     "editable": true
    },
@@ -3566,7 +3570,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0c20dba",
+   "id": "13d50641",
    "metadata": {
     "editable": true
    },
@@ -3578,7 +3582,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c8bb06b6",
+   "id": "e32d182b",
    "metadata": {
     "editable": true
    },
@@ -3588,7 +3592,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29ca64d1",
+   "id": "566185cc",
    "metadata": {
     "editable": true
    },
@@ -3600,7 +3604,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af1e6533",
+   "id": "69cc07d3",
    "metadata": {
     "editable": true
    },
@@ -3610,7 +3614,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0a6fa58",
+   "id": "5a62e55b",
    "metadata": {
     "editable": true
    },
@@ -3622,7 +3626,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eadb81a6",
+   "id": "185a7b6c",
    "metadata": {
     "editable": true
    },
@@ -3634,7 +3638,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fccff518",
+   "id": "b63994c4",
    "metadata": {
     "editable": true
    },
@@ -3649,7 +3653,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cac0aa1e",
+   "id": "1b5e5ea8",
    "metadata": {
     "editable": true
    },
@@ -3660,7 +3664,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dd99324",
+   "id": "c7cba8d9",
    "metadata": {
     "editable": true
    },
@@ -3680,7 +3684,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "881a015f",
+   "id": "34a321a1",
    "metadata": {
     "editable": true
    },
@@ -3692,7 +3696,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac543f7f",
+   "id": "adeb4e2a",
    "metadata": {
     "editable": true
    },
@@ -3702,7 +3706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b3b7360",
+   "id": "983c4d05",
    "metadata": {
     "editable": true
    },
@@ -3714,7 +3718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42df2f58",
+   "id": "30746d8f",
    "metadata": {
     "editable": true
    },
@@ -3743,7 +3747,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7154cacc",
+   "id": "15b1904e",
    "metadata": {
     "editable": true
    },
@@ -3770,7 +3774,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6023971",
+   "id": "825d56c0",
    "metadata": {
     "editable": true
    },
@@ -3781,7 +3785,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "a89decec",
+   "id": "83389e7a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3821,7 +3825,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba244752",
+   "id": "6c1d5c64",
    "metadata": {
     "editable": true
    },
@@ -3838,7 +3842,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20d7027f",
+   "id": "092d08fb",
    "metadata": {
     "editable": true
    },
@@ -3861,7 +3865,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0a99200",
+   "id": "680ca861",
    "metadata": {
     "editable": true
    },
@@ -3875,7 +3879,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6dd3432",
+   "id": "d9109bdb",
    "metadata": {
     "editable": true
    },
@@ -3894,7 +3898,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c13a39c4",
+   "id": "1bc782ad",
    "metadata": {
     "editable": true
    },
@@ -3904,7 +3908,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f25e533",
+   "id": "fd98474c",
    "metadata": {
     "editable": true
    },
@@ -3916,7 +3920,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfcfb048",
+   "id": "27505b56",
    "metadata": {
     "editable": true
    },
@@ -3930,7 +3934,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "56838f49",
+   "id": "97458ec0",
    "metadata": {
     "editable": true
    },
@@ -3942,7 +3946,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc22f743",
+   "id": "6a940c34",
    "metadata": {
     "editable": true
    },
@@ -3952,7 +3956,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb5cf710",
+   "id": "beb7c9c1",
    "metadata": {
     "editable": true
    },
@@ -3964,7 +3968,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc0695c6",
+   "id": "892eca8e",
    "metadata": {
     "editable": true
    },
@@ -3981,7 +3985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "13f4a1f2",
+   "id": "d716176c",
    "metadata": {
     "editable": true
    },
@@ -3991,7 +3995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8cd7f951",
+   "id": "d6f76ea3",
    "metadata": {
     "editable": true
    },
@@ -4007,7 +4011,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5e2da62c",
+   "id": "6cd96381",
    "metadata": {
     "editable": true
    },
@@ -4017,7 +4021,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3764dc21",
+   "id": "3235bb2a",
    "metadata": {
     "editable": true
    },
@@ -4033,7 +4037,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c2a3cc3",
+   "id": "cfb5e5fa",
    "metadata": {
     "editable": true
    },
@@ -4043,7 +4047,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e26157fd",
+   "id": "30c811c8",
    "metadata": {
     "editable": true
    },
@@ -4059,7 +4063,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86faee8a",
+   "id": "b64ff89b",
    "metadata": {
     "editable": true
    },
@@ -4069,7 +4073,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "298ed70f",
+   "id": "d2d214b1",
    "metadata": {
     "editable": true
    },
@@ -4086,7 +4090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82700ca9",
+   "id": "1734cbea",
    "metadata": {
     "editable": true
    },
@@ -4098,7 +4102,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0936050b",
+   "id": "18b87d79",
    "metadata": {
     "editable": true
    },
@@ -4110,7 +4114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cf9c415",
+   "id": "7424dbeb",
    "metadata": {
     "editable": true
    },
@@ -4122,7 +4126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "383df96d",
+   "id": "8bfde7d9",
    "metadata": {
     "editable": true
    },
@@ -4132,7 +4136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61a360f0",
+   "id": "d7fae153",
    "metadata": {
     "editable": true
    },
@@ -4144,7 +4148,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ae1f6d7",
+   "id": "a5fe659e",
    "metadata": {
     "editable": true
    },
@@ -4156,7 +4160,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0377a098",
+   "id": "0494a740",
    "metadata": {
     "editable": true
    },
@@ -4168,7 +4172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8b7fadd",
+   "id": "cd9e9a2d",
    "metadata": {
     "editable": true
    },
@@ -4178,7 +4182,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b10c412",
+   "id": "a36f09cb",
    "metadata": {
     "editable": true
    },
@@ -4190,7 +4194,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a8b1eae",
+   "id": "c595c4ab",
    "metadata": {
     "editable": true
    },
@@ -4200,7 +4204,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28eb8108",
+   "id": "54ea720c",
    "metadata": {
     "editable": true
    },
@@ -4212,7 +4216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7dfc4919",
+   "id": "3b8cb8cc",
    "metadata": {
     "editable": true
    },
@@ -4228,7 +4232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0623f5e",
+   "id": "e825b356",
    "metadata": {
     "editable": true
    },
@@ -4240,7 +4244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c0a554d",
+   "id": "2cbc23f9",
    "metadata": {
     "editable": true
    },
@@ -4252,7 +4256,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb6957af",
+   "id": "8665bb8b",
    "metadata": {
     "editable": true
    },
@@ -4262,7 +4266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd8cdf7b",
+   "id": "2aedf32c",
    "metadata": {
     "editable": true
    },
@@ -4274,7 +4278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7479824a",
+   "id": "e64ed163",
    "metadata": {
     "editable": true
    },
@@ -4285,7 +4289,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f5e31a1",
+   "id": "b060bb08",
    "metadata": {
     "editable": true
    },
@@ -4297,7 +4301,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0154706c",
+   "id": "0e9f682e",
    "metadata": {
     "editable": true
    },
@@ -4307,7 +4311,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "204300e7",
+   "id": "084d10ae",
    "metadata": {
     "editable": true
    },
@@ -4319,7 +4323,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c286642",
+   "id": "322ae2b5",
    "metadata": {
     "editable": true
    },
@@ -4329,7 +4333,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e86269b",
+   "id": "2b934378",
    "metadata": {
     "editable": true
    },
@@ -4341,7 +4345,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0239d27b",
+   "id": "76fa0775",
    "metadata": {
     "editable": true
    },
@@ -4352,7 +4356,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d28c673d",
+   "id": "4ab1ab5e",
    "metadata": {
     "editable": true
    },
@@ -4364,7 +4368,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a46000f4",
+   "id": "5c3528cd",
    "metadata": {
     "editable": true
    },
@@ -4382,7 +4386,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5af469fb",
+   "id": "99446c56",
    "metadata": {
     "editable": true
    },
@@ -4398,7 +4402,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbf850f2",
+   "id": "52b4ef86",
    "metadata": {
     "editable": true
    },
@@ -4410,7 +4414,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "46754f34",
+   "id": "14d03f17",
    "metadata": {
     "editable": true
    },
@@ -4422,7 +4426,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "912e6438",
+   "id": "08983b4e",
    "metadata": {
     "editable": true
    },
@@ -4434,7 +4438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "385e44a5",
+   "id": "bf4aff1c",
    "metadata": {
     "editable": true
    },
@@ -4447,7 +4451,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7ea1538",
+   "id": "d1a70450",
    "metadata": {
     "editable": true
    },
@@ -4463,7 +4467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4871a670",
+   "id": "4441a82e",
    "metadata": {
     "editable": true
    },
@@ -4477,7 +4481,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "096bfb4e",
+   "id": "985fe9f4",
    "metadata": {
     "editable": true
    },
@@ -4487,7 +4491,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8bb5961a",
+   "id": "7d0b48ad",
    "metadata": {
     "editable": true
    },
@@ -4499,7 +4503,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5fc78b2",
+   "id": "927a1cc9",
    "metadata": {
     "editable": true
    },
@@ -4509,7 +4513,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8294b010",
+   "id": "28fe8612",
    "metadata": {
     "editable": true
    },
@@ -4521,7 +4525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d740546",
+   "id": "643c5c24",
    "metadata": {
     "editable": true
    },
@@ -4531,7 +4535,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfa7cec5",
+   "id": "31eb5551",
    "metadata": {
     "editable": true
    },
@@ -4545,7 +4549,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd250d44",
+   "id": "ee97772f",
    "metadata": {
     "editable": true
    },
@@ -4562,7 +4566,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c715a9c",
+   "id": "fdef2a70",
    "metadata": {
     "editable": true
    },
@@ -4578,7 +4582,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "530e44f9",
+   "id": "68211a1f",
    "metadata": {
     "editable": true
    },
@@ -4590,7 +4594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8963de47",
+   "id": "9a8a18e2",
    "metadata": {
     "editable": true
    },
@@ -4603,7 +4607,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57dfa03b",
+   "id": "e7d94e46",
    "metadata": {
     "editable": true
    },
@@ -4617,7 +4621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03fee314",
+   "id": "0c9c0c07",
    "metadata": {
     "editable": true
    },
@@ -4627,7 +4631,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af46ee0c",
+   "id": "3fc933af",
    "metadata": {
     "editable": true
    },
@@ -4640,7 +4644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52cc3bc6",
+   "id": "e97cce9c",
    "metadata": {
     "editable": true
    },
@@ -4659,7 +4663,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3a0202f",
+   "id": "d1be42f8",
    "metadata": {
     "editable": true
    },
@@ -4671,7 +4675,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b244f95",
+   "id": "e957492f",
    "metadata": {
     "editable": true
    },
@@ -4683,7 +4687,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "664f60f6",
+   "id": "6f4bd14c",
    "metadata": {
     "editable": true
    },
@@ -4693,7 +4697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "790a3b58",
+   "id": "ba1b4c89",
    "metadata": {
     "editable": true
    },
@@ -4705,7 +4709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c9f2d45",
+   "id": "c9563317",
    "metadata": {
     "editable": true
    },
@@ -4718,7 +4722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "faf5ab08",
+   "id": "ed451710",
    "metadata": {
     "editable": true
    },
@@ -4737,7 +4741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59ec07d7",
+   "id": "4eabcccb",
    "metadata": {
     "editable": true
    },
@@ -4747,7 +4751,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3013ec51",
+   "id": "78678f6f",
    "metadata": {
     "editable": true
    },
@@ -4766,7 +4770,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09868daf",
+   "id": "5840e451",
    "metadata": {
     "editable": true
    },
@@ -4784,7 +4788,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4ad3314",
+   "id": "75f212b9",
    "metadata": {
     "editable": true
    },
@@ -4798,7 +4802,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bea84db1",
+   "id": "af4b97f1",
    "metadata": {
     "editable": true
    },
@@ -4813,7 +4817,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "7406b721",
+   "id": "bceeb8a6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4834,7 +4838,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e62a10c6",
+   "id": "e438fa73",
    "metadata": {
     "editable": true
    },
@@ -4851,7 +4855,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "e99810d7",
+   "id": "01ec3279",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4883,7 +4887,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6753d67",
+   "id": "fb6ba409",
    "metadata": {
     "editable": true
    },
@@ -4897,7 +4901,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7e5de4d",
+   "id": "6c5bfe67",
    "metadata": {
     "editable": true
    },
@@ -4910,7 +4914,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "b88ed80b",
+   "id": "b2b07565",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4935,7 +4939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97b688c8",
+   "id": "e26d9b42",
    "metadata": {
     "editable": true
    },
@@ -4945,7 +4949,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bda65277",
+   "id": "6200c4da",
    "metadata": {
     "editable": true
    },
@@ -4956,7 +4960,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "9a2f0b3a",
+   "id": "1a0f5c54",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5010,7 +5014,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36f0b362",
+   "id": "be666eb5",
    "metadata": {
     "editable": true
    },
@@ -5027,7 +5031,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cc9395a",
+   "id": "cc79dbf1",
    "metadata": {
     "editable": true
    },
@@ -5039,7 +5043,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2cb29d31",
+   "id": "7aaa9582",
    "metadata": {
     "editable": true
    },
@@ -5051,7 +5055,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "37266bbd",
+   "id": "3c9ca18c",
    "metadata": {
     "editable": true
    },
@@ -5061,7 +5065,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd11309e",
+   "id": "7450e1de",
    "metadata": {
     "editable": true
    },
@@ -5078,7 +5082,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5dd9ff49",
+   "id": "c190057c",
    "metadata": {
     "editable": true
    },
@@ -5088,7 +5092,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10932a11",
+   "id": "20f4c172",
    "metadata": {
     "editable": true
    },
@@ -5103,7 +5107,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87223b22",
+   "id": "746607df",
    "metadata": {
     "editable": true
    },
@@ -5113,7 +5117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b62507a6",
+   "id": "d2419f36",
    "metadata": {
     "editable": true
    },
@@ -5127,7 +5131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b55725a2",
+   "id": "0c4d5713",
    "metadata": {
     "editable": true
    },
@@ -5139,7 +5143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cad5ecee",
+   "id": "c51b1e85",
    "metadata": {
     "editable": true
    },
@@ -5151,7 +5155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e9c5b7ad",
+   "id": "df3d6e17",
    "metadata": {
     "editable": true
    },
@@ -5163,7 +5167,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "adf41d77",
+   "id": "bda15ad2",
    "metadata": {
     "editable": true
    },
@@ -5173,7 +5177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7c61baf",
+   "id": "40ad7cbc",
    "metadata": {
     "editable": true
    },
@@ -5185,7 +5189,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7b1cec7",
+   "id": "305bd308",
    "metadata": {
     "editable": true
    },
@@ -5195,7 +5199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ba7eb4a",
+   "id": "bb83e451",
    "metadata": {
     "editable": true
    },
@@ -5212,7 +5216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68bed668",
+   "id": "64d007a7",
    "metadata": {
     "editable": true
    },
@@ -5222,7 +5226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e799242",
+   "id": "c0fe2564",
    "metadata": {
     "editable": true
    },
@@ -5234,7 +5238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd113755",
+   "id": "630c43cb",
    "metadata": {
     "editable": true
    },
@@ -5244,7 +5248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ac63d25",
+   "id": "1e412f4c",
    "metadata": {
     "editable": true
    },
@@ -5256,7 +5260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06a3a6a0",
+   "id": "2294efa0",
    "metadata": {
     "editable": true
    },
@@ -5270,7 +5274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4207b8e",
+   "id": "ec2d9133",
    "metadata": {
     "editable": true
    },
@@ -5282,7 +5286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ecc01bf4",
+   "id": "be85e557",
    "metadata": {
     "editable": true
    },
@@ -5304,7 +5308,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "762ad728",
+   "id": "61531c33",
    "metadata": {
     "editable": true
    },
@@ -5316,7 +5320,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07987964",
+   "id": "549a9854",
    "metadata": {
     "editable": true
    },
@@ -5331,7 +5335,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2a7f704",
+   "id": "ace8d1d3",
    "metadata": {
     "editable": true
    },
@@ -5343,7 +5347,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa2f5f3b",
+   "id": "4624e6fc",
    "metadata": {
     "editable": true
    },
@@ -5355,7 +5359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f35a10a9",
+   "id": "4b8a8b55",
    "metadata": {
     "editable": true
    },
@@ -5365,7 +5369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf2795e3",
+   "id": "e8a41480",
    "metadata": {
     "editable": true
    },
@@ -5377,7 +5381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d5180ae",
+   "id": "6a36c786",
    "metadata": {
     "editable": true
    },
@@ -5387,7 +5391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d39a992a",
+   "id": "462349df",
    "metadata": {
     "editable": true
    },
@@ -5399,7 +5403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7167d57e",
+   "id": "f3e432cb",
    "metadata": {
     "editable": true
    },
@@ -5409,7 +5413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5c07ca6",
+   "id": "20a1bdac",
    "metadata": {
     "editable": true
    },
@@ -5421,7 +5425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ffd917e2",
+   "id": "43ac5bba",
    "metadata": {
     "editable": true
    },
@@ -5438,7 +5442,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99d25bf3",
+   "id": "ff1f6546",
    "metadata": {
     "editable": true
    },
@@ -5451,7 +5455,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70a97a49",
+   "id": "cf2d5142",
    "metadata": {
     "editable": true
    },
@@ -5463,7 +5467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acad4821",
+   "id": "0e74ad82",
    "metadata": {
     "editable": true
    },
@@ -5473,7 +5477,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c7245b1",
+   "id": "f0e17a56",
    "metadata": {
     "editable": true
    },
@@ -5486,7 +5490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d48256d",
+   "id": "b11ffbe6",
    "metadata": {
     "editable": true
    },
@@ -5496,7 +5500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b97689ae",
+   "id": "3f4e49db",
    "metadata": {
     "editable": true
    },
@@ -5508,7 +5512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1e6d358",
+   "id": "e22c2482",
    "metadata": {
     "editable": true
    },
@@ -5521,7 +5525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23c512d5",
+   "id": "a7e7dfe5",
    "metadata": {
     "editable": true
    },
@@ -5534,7 +5538,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9da70468",
+   "id": "94414ad1",
    "metadata": {
     "editable": true
    },
@@ -5546,7 +5550,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "741726c2",
+   "id": "cbb571a8",
    "metadata": {
     "editable": true
    },
@@ -5558,7 +5562,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a44d203e",
+   "id": "08d69de8",
    "metadata": {
     "editable": true
    },
@@ -5568,7 +5572,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09bbc4ac",
+   "id": "17827d0b",
    "metadata": {
     "editable": true
    },
@@ -5581,7 +5585,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "37cb206c",
+   "id": "a2606f59",
    "metadata": {
     "editable": true
    },
@@ -5593,7 +5597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87fe1756",
+   "id": "1a261469",
    "metadata": {
     "editable": true
    },
@@ -5605,7 +5609,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44fc5198",
+   "id": "2c25d0ff",
    "metadata": {
     "editable": true
    },
@@ -5617,7 +5621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0fa981e",
+   "id": "1cbbda83",
    "metadata": {
     "editable": true
    },
@@ -5629,7 +5633,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80231e43",
+   "id": "10e5cd79",
    "metadata": {
     "editable": true
    },
@@ -5643,7 +5647,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15e51237",
+   "id": "8149c527",
    "metadata": {
     "editable": true
    },
@@ -5655,7 +5659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd75aca5",
+   "id": "86370c66",
    "metadata": {
     "editable": true
    },
@@ -5665,7 +5669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cb2ef33",
+   "id": "ca970c01",
    "metadata": {
     "editable": true
    },
@@ -5677,7 +5681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fad95084",
+   "id": "0a6651d6",
    "metadata": {
     "editable": true
    },
@@ -5689,7 +5693,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "230a6ff7",
+   "id": "feb46caa",
    "metadata": {
     "editable": true
    },
@@ -5701,7 +5705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85a1a5d1",
+   "id": "ba2ccc4c",
    "metadata": {
     "editable": true
    },
@@ -5713,7 +5717,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff8d6799",
+   "id": "99bd5e5f",
    "metadata": {
     "editable": true
    },
@@ -5725,7 +5729,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "827e177b",
+   "id": "122ac3fa",
    "metadata": {
     "editable": true
    },
@@ -5744,7 +5748,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aca28922",
+   "id": "2ed2f1af",
    "metadata": {
     "editable": true
    },
@@ -5756,7 +5760,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e08ee7a5",
+   "id": "ab6d373f",
    "metadata": {
     "editable": true
    },
@@ -5766,7 +5770,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f5b2dc5",
+   "id": "12e89aa0",
    "metadata": {
     "editable": true
    },
@@ -5778,7 +5782,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5030a07",
+   "id": "f5ad1a22",
    "metadata": {
     "editable": true
    },
@@ -5788,7 +5792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b4a0fce",
+   "id": "972a591b",
    "metadata": {
     "editable": true
    },
@@ -5800,7 +5804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67619670",
+   "id": "29b0a40c",
    "metadata": {
     "editable": true
    },
@@ -5812,7 +5816,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0188c70",
+   "id": "974b89b6",
    "metadata": {
     "editable": true
    },
@@ -5828,7 +5832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b542ab9",
+   "id": "d32b5a75",
    "metadata": {
     "editable": true
    },
@@ -5840,7 +5844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c27c8f59",
+   "id": "b7b0e4a9",
    "metadata": {
     "editable": true
    },
@@ -5852,7 +5856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b68e82e",
+   "id": "00480506",
    "metadata": {
     "editable": true
    },
@@ -5862,7 +5866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af6db7ba",
+   "id": "e478d349",
    "metadata": {
     "editable": true
    },
@@ -5874,7 +5878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69a927de",
+   "id": "9941badc",
    "metadata": {
     "editable": true
    },
@@ -5884,7 +5888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9362946",
+   "id": "d78d129f",
    "metadata": {
     "editable": true
    },
@@ -5896,7 +5900,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1999617c",
+   "id": "81e43d35",
    "metadata": {
     "editable": true
    },
@@ -5913,7 +5917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05da6504",
+   "id": "ab030d9f",
    "metadata": {
     "editable": true
    },
@@ -5925,7 +5929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf894d8e",
+   "id": "5c1a039a",
    "metadata": {
     "editable": true
    },
@@ -5937,7 +5941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0e2eb07",
+   "id": "64005abb",
    "metadata": {
     "editable": true
    },
@@ -5947,7 +5951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4b83749",
+   "id": "dd03458c",
    "metadata": {
     "editable": true
    },
@@ -5959,7 +5963,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f335a39d",
+   "id": "c1845e9a",
    "metadata": {
     "editable": true
    },
@@ -5969,7 +5973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47a66a91",
+   "id": "9daa3df6",
    "metadata": {
     "editable": true
    },
@@ -5981,7 +5985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6132801",
+   "id": "add636f0",
    "metadata": {
     "editable": true
    },
@@ -5991,7 +5995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61e7e5b8",
+   "id": "79c36fde",
    "metadata": {
     "editable": true
    },
@@ -6003,7 +6007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f52d6a6",
+   "id": "d4b4abb2",
    "metadata": {
     "editable": true
    },
@@ -6013,7 +6017,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4f8cae2",
+   "id": "93a6f35c",
    "metadata": {
     "editable": true
    },
@@ -6025,7 +6029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "00e45c65",
+   "id": "62647fc5",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js
index 3287f42ee..da6891200 100644
--- a/doc/LectureNotes/_build/html/searchindex.js
+++ b/doc/LectureNotes/_build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","intro","linalg","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","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,21,23,24],"00":[0,1,5,6,9,11,20,23,24],"000":[1,3],"0000":9,"00000":9,"000000":[5,11,23,24],"00000000e":[5,24],"000054":23,"0000e":[],"0001":1,"00010403373827253124":[],"000148":[],"00017471":[],"00018425":[],"00019998":5,"00024087":5,"00025531":[],"00028369228101198006":[],"00029012":5,"0003043256065368937":[],"0003153514830957865":6,"00031535148309580783":6,"0003153514830958081":[],"0003153514830958126":[],"0003153514830958235":[],"00034944":5,"000417932":2,"00042089":5,"000464088":2,"00046714":[],"00050694":5,"00054144":[],"00054272":[],"00057106":[],"00058016":6,"000599":[],"00060705":6,"00060708":[],"00061058":5,"00062582":[],"00062595":6,"00066668":6,"00068734":6,"00068941":[],"00068946":6,"00069103":[],"00073541":5,"00074389":[],"00075315":[],"000755":[],"00075534":[],"00076495":6,"00076905":6,"00076919":[],"00076925":[],"0007698473260556325":6,"0007698473260556334":[],"0007698473260556339":[],"0007698473260556344":6,"0007790285013223805":9,"00079123":[],"00079129":6,"00079130":[],"00079968":5,"00084705":6,"00084711":[],"000854409696581":20,"00085883":[],"00085884":[],"00085889":6,"00087697":6,"00088573":5,"00089459":[],"00092645":[],"00092646":[],"00092647":6,"00096314":5,"001":[1,2,8,13],"00100519":6,"0010479245355337968":[],"0010479245887943952":[],"0010479245926411787":6,"00105081":6,"00106677":5,"00107405":6,"00111756":6,"00112431":[],"0011526":6,"00115999":5,"0011828302640124":[],"00118368":[],"00118504":[],"00118508":6,"00118527":[],"001263":[],"00128479":5,"00128634":[],"00131939":[],"001323":6,"00137818":6,"00137823":[],"00137835":[],"00139198":[],"00139705":5,"00145838":[],"00147197":[],"00149311":6,"00149956":6,"00152117":6,"00152188":[],"00154733":5,"00156376":6,"00156379":[],"00156382":[],"00158723":[],"00162091":18,"00168141":[],"00168251":5,"00174276":6,"00174508":[],"00175331":6,"00183687e":24,"00186347":5,"001880":5,"00191249":[],"001988":[],"00198806":[],"00200":8,"00201915":[],"00202464":[],"00202624":5,"00202756":6,"00207627":[],"00217499":6,"0021877":[],"00220229":[],"00224413":5,"00228741":[],"00228742":6,"00233155":[],"00233441":[],"0023548":6,"002381316302584885":[],"002381316302584886":6,"0023813163025848865":6,"00242999":6,"00243186":6,"0024401":5,"00249435":6,"0025074":[],"0025125":[],"00252344":[],"002526":[],"00266858":2,"00267599":[],"00270244":5,"00274989":6,"00275135":[],"00287154":[],"00289406e":24,"00289724":6,"00293838":5,"002948":[],"0030828":[],"003083":[],"003100":23,"00310113":2,"00312361":6,"00315593":6,"003215318065760509":[],"0032153180657605116":6,"0032153180657605125":[],"00323332":6,"0032542":5,"003301":6,"0033955154592040923":6,"003395515459204093":[],"0033955154592040944":[],"00353823":5,"0035417":[],"00355118":[],"00355175":[],"003620":23,"0036237":6,"0036367":6,"00369758":6,"003704":[],"003717":[],"00373019":[],"003738":[],"003759":[],"003774":[],"003788":[],"0038335":6,"00388494":[],"00390021":[],"003909404072811217":[],"003909404072811221":6,"003909404072811231":[],"00391839":5,"00393128":[],"00397836":[],"0039987":6,"004":5,"00403785":[],"00406231":[],"00407056":[],"004091940707753925":6,"004091940707753948":[],"0040919407077539514":[],"00410387":6,"00410478":6,"004113634617443116":[],"0041136346174431284":[],"004113634617443131":[6,24],"004113634617443135":[],"004113634617443139":[6,24],"00411363461744314":[6,24],"004113634617443141":[],"004113634617443147":[6,24],"00415473":[],"0041559863458613296":6,"004155986345861364":[],"004155986345861374":[],"00415763":[],"00416461":[],"00424909":2,"00424967":6,"00426027":5,"00427039":[],"00431511":[],"00432302":[],"00433417":11,"00437363":[],"00440346":6,"00443743":6,"00444561":[],"00445655":11,"00449439":[],"00452742":[],"004579219539673834":6,"004579219539673836":[],"00458014":18,"00458671":[],"00458878":6,"004610275230656182":6,"004610275230656187":[],"004610275230656294":[],"00462287":6,"00465403":[],"00471782":5,"00472199":6,"00472512":6,"0049544":6,"004999999999999984":[],"00499999999999999":[],"004999999999999994":[],"004999999999999996":0,"005":[],"0050000000000000044":[],"005000000000000011":[],"00506501":[],"00512927":5,"00517114":6,"00523269":[],"00526348":6,"0053018":6,"00537912e":20,"00546438":[],"00548686":[],"0055043":[],"00554552":6,"00556826":6,"0056799":5,"00569317":[],"00577441":[],"00578738":[],"00578776":[],"00579953":6,"00588657":6,"00607783":6,"006158537606875468":[],"006162":6,"00617499":5,"00625843":[],"006275173922218319":[],"00630331":6,"00642221":6,"00645183":[],"00660427":6,"00661104":[],"0066916":[],"00672607":6,"00673393":[],"00673407":6,"00676387":6,"0068011":6,"0068094":[],"00681644":[],"00683748":5,"00683964":6,"00689391":[],"00695357":[],"007012403613997257":[],"007024126888936694":[],"007024126888938144":6,"0070241268889382116":[],"00704468":[],"00706459":[],"00708794":[],"00715835":[],"00719176":6,"0072559952738542694":[],"00727646693":[0,23],"007315":[23,24],"00732273":[],"007334080205654388":[],"00733497":[],"00740173378493795":[],"0074331":5,"00751823":[],"00754532":[],"00758025":[],"00759119":6,"00770648":[],"00779538":[],"00779804":[],"00780259":[],"00781035":[],"007839875253055148":[],"00784393":6,"00791291":[],"00801078":[],"00803064":6,"00808144":[],"0080866254785146":[],"008089688732934681":[],"00813803":6,"00817056":[],"00817631":6,"00820764":[],"00823002":5,"00827728":6,"008278885543361304":[],"00831018":6,"008334493024006613":24,"00834567":6,"00839839":[],"008435888964550838":[],"0084603":[],"00848904":6,"00851638e":[],"008550594684081035":[],"0086649156":[0,23],"008675369724975977":5,"008675369724976501":[],"00867698":[],"00868337":[],"00877989":[],"008818897251043893":[],"00882596":13,"00894639":5,"008947823579448178":5,"00905423":6,"00911938":[],"009163470508352211":[],"009163470508352218":5,"009164545680330616":6,"00917248":6,"00934327e":24,"00934499":6,"00934728":[],"00943261":[],"009450756365829578":[],"00950269957492606":[],"0096208":6,"00965032":[],"0097018":[],"009710035292693498":24,"00990475":5,"00992331":6,"00996754":6,"009981":[],"00998135":[],"00it":6,"01":[0,1,2,5,6,9,11,13,20,22,23,24],"010018312644139205":[],"010018312644139219":6,"010018312644139347":[],"01006893":[],"0100706":6,"010154":[],"01023891":[],"010239":[],"01029589":[],"010331721306655144":[],"01033172130665515":[],"010331721306655165":6,"01037947":[],"010516485576646504":6,"010516485576646513":[],"010516485576652856":[],"010530":[],"01053024":[],"01056549":[],"01066519":6,"01073921":[],"010751622516868333":[],"01076611":5,"010902":23,"0110":20,"0110407067093945":[],"01104071":[],"011076219011339788":[],"01107621901137465":[],"01107621901137467":6,"011225":2,"0113104":6,"01133171":[],"01135107":[],"0113975":[],"01152107":[],"01176895":[],"01179792":6,"01191824":5,"01199624e":[],"01200342":[],"01206708":[],"012073649439965807":[],"012073649469946107":6,"012073649472576395":[],"01207435":[],"01212754811385597":[],"01219292":6,"01222822":24,"01223198":6,"01231917":6,"0123679":[],"01242273":[],"01242803":[],"01244295e":20,"01247056":13,"01248731":[],"012501013881387798":24,"01256189":[],"01257962":[],"012580":[],"012633802944855959":[],"01265755":24,"012658":24,"01285424":[],"01290947":6,"01295356":5,"013121573975499602":[],"013121573975499604":[],"01312157406137079":[],"013121574061370796":[],"013121574062587286":6,"01318643":6,"01323884":[],"01326608":[],"01347916":6,"01348565":6,"013537225644261203":[],"0136671":[],"01367553":6,"01381723":[],"01397146":6,"01405935":6,"01406736":[],"01416528":6,"014209325470380275":[],"01422494":[],"01422853":18,"01433809":5,"014436800088896274":[],"014436800088896381":6,"014436800088969727":[],"01449782":6,"01458337":6,"014586":24,"01458611":24,"014599964106338128":[],"0146081":6,"01463049":6,"01471878":[],"01479194":[],"01494533":[],"01497781":[],"015072388895177088":[],"0150723888951771":6,"015072388895177109":[],"015072388895177157":6,"015072388895177239":[],"01509543":[],"01510929":13,"01530715721129232":[],"01531845":6,"01538461538462":[],"01539":[],"01542944":[],"01549377":6,"01550656":[],"01551946":[],"01558197":5,"01558461":[],"0156548":[],"01572164":[],"01574091":[],"01574375":[],"01586048":[],"01588614":[],"01588619":[],"01591355407242949":[],"01614046":[],"01619802":[],"016285782696017055":[],"016285782696017142":6,"016285782696075054":[],"01631138":[],"01633913":6,"01640891":6,"0164286":[],"01646892":23,"01654471":[],"01655318":6,"0165866":[],"016587414993037307":[],"016587414993045335":6,"016587414993045405":[],"01678286":[],"01691985":6,"01693":[],"01693278":[],"0169643":5,"01708781":6,"01708852":6,"01713366":6,"0171347":[],"01724499":5,"01725808":[],"01735584819559184":[],"017355848195591845":[],"01735584819559331":6,"017355848195593312":6,"017355848195593354":[],"01742183":[],"01751529":[],"01756972":[],"01761413":[],"017665":5,"01770163":[],"01783414e":24,"01788423":[],"01799917e":[],"01816821":[],"01817152":[],"01817919":[],"018232":[23,24],"01831036e":[],"01831130e":[],"01831200e":[],"01831207e":6,"01831251e":6,"0183718":[],"01840062":[],"01844381":[],"01852793":[],"01866537":6,"01869785e":[],"01871582":[],"01873344":11,"01873869":5,"01885351":[],"0189082":[],"01898855":6,"01905883":6,"01907538":[],"01908936":6,"01923991":[],"0193453":[],"01943082":[],"01944669":[],"01957153":[],"019587":[],"01960258":[],"01963611":6,"01969145":6,"01975416527168255":6,"019754165271682844":[],"01975416527179247":[],"01975848":6,"01990155":[],"02":[0,4,6,7,12,20,23,24],"02008059":[],"0202458":[],"020246":[],"02024962":6,"0202731":[],"02035804":[],"02054837e":6,"02058701":[],"02068067":6,"02073509":5,"02082761":[],"02086933":[],"02090061":[],"0209518407597062":[],"02098261":6,"0211496":[],"02123176":6,"021250026482402":[],"02129803":[],"0214539":[],"02158709":13,"02159270458799264":[],"021592704587992645":[],"021592704588021164":[],"021592704588021167":[],"021592704588021174":6,"021592704588021178":6,"02160095e":[],"02166269":[],"02195273":[],"02198702e":6,"02198703e":6,"02200044":[],"022022882954618364":[],"02206138":[],"022075":[],"02207532":[],"02208512":6,"02212776":[],"02212893":[],"02226654":[],"02228115":6,"02229529":6,"02252765":5,"022556":[],"02255619":[],"02263868":[],"02298589":[],"02299949826036602":[],"022999498260366198":6,"0229994982603662":[],"02335522":[],"02344111":[],"0234505":[],"02348765":6,"02354476":[],"023545":[],"02365049":6,"02376036":[],"02377668":18,"02383034":[],"02401344":[],"024023115996453476":[],"02408959":[],"02421521":[],"02422503":[],"02430520e":24,"02442398":[],"0245528":6,"02492265":5,"02493054":[],"02498832":6,"02503753":6,"02511518":6,"02521597":[],"02522069":6,"02539993":[],"02541796":[],"02551463":[],"02566258":[],"025709":[11,24],"02586427":6,"02596838":[],"0260906":6,"02612167":[],"02625193":8,"02625928":[],"026408391362671896":[],"02642055e":[],"02649453":[],"026605727637176654":[],"026605727637184554":6,"026605727637184558":6,"02660572763718461":[],"026605727637184613":[],"02697521163514974":[],"026986":[],"02698605":[],"02699523":18,"02701924":[],"02707227":5,"02708158":[],"02712723":[],"02723445":6,"02724253":[],"02747522":[],"027609773491022314":[],"02760977349102238":6,"027609773491022387":[],"027609773491022394":6,"027609773491022407":[],"02762405215108776":[],"02766489e":20,"02766981":[],"02783644":23,"02786488":[],"027865":[],"02803041":[],"02808201":[],"02818883":[],"02840224":[],"02857":4,"02862254":[],"02868501":[],"02900131":[],"02917662":[],"029177":[],"02917931":[],"02926396":[],"02928941":[],"029483":5,"02951554e":[],"029613363972682966":[],"02970592":[],"02971158":[],"029733":[23,24],"02976145":6,"02979908":[],"02994311":5,"02f":6,"02it":[],"03":[1,6,24],"03026672":[],"03032441e":6,"030407120354722424":[],"03056589":[],"030566":[],"030693":[],"03069324":[],"03071040e":[],"03076923076924":[],"03077640549":4,"03078597":[],"03079528":[],"03080664":[],"03099776":5,"031":5,"03168642":[],"0317159":[],"031846":[],"03184647":[],"03187054":[],"03187339273559067":[],"03196357":6,"032":6,"03206303":[],"03232013":[],"03232719":[],"03235599":[],"03251863":5,"03255258":[],"03256632e":1,"03265139":23,"03267527":6,"03278964":[],"032790":[],"03279636":6,"033":6,"0330308045180234":[],"0330308045183163":[],"0330308045183219":6,"0330308045188872":6,"0330308045190182":[],"03308408":5,"03324117":[],"03326365":[],"033264":[],"03352725":[],"033657685071527485":[],"033657685071527624":[],"03365768507152769":6,"03371334":[],"03382304823545749":[],"034047":23,"03423556":[],"03437582":[],"03447512":6,"034557":24,"0348171":[],"03483677":23,"03500198":[],"03509912":[],"03510756":[],"03523311":[],"03533092":[],"03536673":[],"03562355":6,"03568439":6,"03570747":[],"03583342":[],"0358909447132981":[],"035909":23,"0359565":5,"03610331":[],"03630548":6,"03634298":[],"03707133":11,"03724642":[],"03739357":[],"03739417":[],"037559":[],"03755944":[],"03761519":[],"03781367141738885":[],"03781367141738886":[],"037813671417388985":[],"03781367141738899":[],"03781367141738902":6,"03791967":[],"03794112":[],"03807267":[],"038073":[],"03814292":6,"03815288":6,"038300":[11,24],"03850557":[],"038506":[],"03893106":[],"039039":5,"03932541e":[],"03981057":[],"03995478":[],"0399676689527966":6,"0399676689527968":[],"0399676689527975":6,"04":[1,6,11,24],"040102":5,"04010697":6,"04028979":[],"04046799":[],"04063602":6,"04075841e":[],"040863":11,"04086326":11,"04087592":[],"041":9,"04100738":[],"04101587":[],"041148729430502":[],"041148729430523":6,"0411487294305246":[],"0411487294305746":[],"041148729430595":6,"04120281":[],"04179719":[],"041797190646905":[],"04184782":24,"04193203":24,"04208001":[],"04220758":6,"04234339":18,"042708":[],"04279651270127165":[],"04284519":[],"043":9,"04315108":5,"04331431":[],"0433816":[],"04346721":5,"04355837":6,"04362":9,"04368707":[],"0437499":2,"04389027":6,"043927769551648":[],"04413933503955871":[],"04419696":[],"04423486":6,"04426744e":24,"04426816":[],"044334":[23,24],"0443659":[],"0444119":[],"044613":6,"04483457":[],"04495095":[],"04496448":[],"04516608":[],"04537385":6,"04543942":6,"04554454":[],"045603":[],"04566964":6,"04573057":[],"04573105":[],"0458":9,"0459682":[],"04615384615386":[],"04621521":[],"04637311":[],"04648335":5,"046491":[],"04649105":[],"0466":[],"04670006":[],"04673082":[],"046731":[],"046785461905835435":[],"04678736":[],"04683565":5,"04735806":[],"047737":[],"04775904":[],"04784395":6,"04785727":[],"04787099":[],"047953":[],"04818727730430286":6,"04818727730430296":[],"048187277304303056":[],"048547423739546604":20,"048653428302840175":[],"048762":[],"048818":[],"048920":23,"04892055":6,"04909093":6,"04912436":6,"04930820e":[],"049318":[],"049462":23,"0495569966278238":[],"0495569966278269":6,"0495569966278295":6,"0495569966278315":[],"04965397e":20,"049747":[],"049858":[],"0499586":[],"049960":[],"04996008":[],"04it":[],"05":[1,4,6,13,24],"05004617":[],"05009826":6,"05087958":[],"050910":[],"05100875":6,"051043":[],"051391":[],"051418":5,"051451":[],"05150928":[],"051649":[11,24],"051662":[],"0517473":5,"052206":[],"052227":[],"05227921801205679":6,"05227921801205691":[],"05227921801205692":[],"052279218012057004":[],"052305":24,"052330":[],"05236797e":24,"052372":[],"0525221":18,"05255759":[],"052581":[],"05263":9,"05268304":[],"0527437":13,"05290417684691035":[],"05302":9,"053417":24,"0536097":[],"05363779":18,"05364854":8,"05367466":[],"053678":[],"05383795":6,"053849":5,"05402365":[],"054182":[],"054244842835462305":20,"054305":[],"054335":[],"054340":[],"05434571":[],"054411":[],"05447415":6,"054491":[],"054582":[],"054585":[],"054617":24,"054650":[],"054655":24,"054774":[],"054785":[],"05483267":[],"05491655":[],"054963":[],"05505310046362":[],"05505310046363":2,"055137":[],"055153":[],"055302":[],"055320":[],"05533":9,"055337":[],"055344":[],"055369":[],"055676":[23,24],"055684":[],"055734":24,"055859":[],"05587489":11,"055875":11,"055910":24,"055958":[],"055987":24,"056127":[],"056131":[],"05614483":5,"056165":[],"056169":[],"05622775":[],"05623":9,"056233":[],"056235":[],"05635863":18,"056468":[],"05648":9,"05651951":6,"056528":[],"05667":9,"056683":24,"05698425":[],"057088709963182":[],"057163681553428394":[],"05716368155342902":6,"05716368155351588":[],"0572":[],"057300":24,"057393":24,"057418":24,"057457":24,"057469":[],"05756733":[],"057587":[],"057588":[],"057648":[],"057686":[],"057722":24,"057835":24,"05785343":6,"057877":[],"05789007":6,"057899":[],"05796251":6,"058033":[],"058035":[],"058038":[],"058040":[],"058058":[],"05807125":6,"058088":[],"05833369":[],"058343":[],"05834332":[],"058416":[],"05850532":[],"058552":24,"05855607":[],"058585":[],"058596":[],"058645":24,"058663":[],"058715":[],"058732":[],"058740":[],"058816":[],"05883":9,"05884":9,"058854":24,"058890":[],"05892262":[],"058948":[],"058952":24,"058955":[],"058957":[],"058974":[],"058996":24,"059013":[],"059031":24,"059180":[],"059272":[],"059278":[],"059294":[],"059378":[],"059437":[],"059601":[],"059783":[],"059795":[],"059807":24,"059824":[],"059933":[],"059951":24,"059952":[],"05999":9,"059993":24,"06":[6,24],"060016":[],"060048":[],"060080":[],"060083":24,"06008452":[],"060146":[],"060183":[],"06020587":6,"06021285":[],"060213":[],"060228":[],"060254":24,"060288":[],"060309":[],"06031681":[],"060349":23,"06038053":[],"06043581":6,"060502":[],"060507":[],"060550":[],"060649":[],"060655":[],"060716":24,"060756":24,"060781":[],"060841":[],"060863":[],"060872":24,"060875":[],"060963":[],"061025":[],"061028":[],"061048":[],"061054":[],"061133":[],"061144":[],"061149":[],"061163":24,"061188":[],"061209":[],"06121384":[],"061272":[],"061297":[],"061308":[],"061321":[],"061359":24,"06136773":23,"061390":[],"061443":24,"061452":24,"06150169":[],"061502":[],"061505":[],"061509":[],"061538":[],"061604":[],"06160438":[],"061614":24,"061646":[],"061679":23,"061685":[],"06168748":[],"061701":[],"061716":[],"061725":[],"061745":[],"061765":[],"061821":[],"061898":[],"061917":[],"061923":[],"061966":[],"06200174":5,"062016":24,"062061":[],"062062":[],"062064":[],"06208238634231944":[],"062082386342319454":6,"06208238634231953":[],"062089":[],"062097":[],"062136":[],"062142":[],"062195":[],"062220":[],"062292565":4,"062294":[],"062305":[],"062333":[],"062337":24,"062370":[],"062391":[],"062409":[],"062411":[],"062435":[],"062451":[],"062498":[],"062517":[],"062534":[],"062551":[],"062563":[],"062599":24,"0626202708457115":18,"062624":24,"062640":[],"062665":[],"062676":[],"062706":[],"062719":[],"062773":[],"062777":[],"062827":[],"062834":[],"062874":24,"06287717":[],"062881":[],"062884":[],"062888":[],"062920":5,"06292011":5,"062983":[],"063014":[],"063019":24,"063024":[],"063052":[],"063061":24,"063078":[],"063080":24,"063084":[],"063125":[],"063173":[],"063192":[],"06319374":[],"063241":[],"063250":[],"063260":24,"063287":[],"063343":[],"063364":[],"063371":[],"063375":[],"063401":[],"063443":23,"063493":[],"063513":[],"063524":[],"063612":[],"063619":[],"063631":[],"063653":24,"063657":[],"063724":23,"063752":[],"063781":[],"063851":[],"063857":[],"063872":[],"063874":[],"06388888888888888":[],"063894":24,"063977":[],"063979":[],"064041":[],"064052":[],"064062":[],"064074":24,"064081":[],"064108":[],"064110":[],"064184":[],"064274":[],"064284":[],"06432223":[],"064329":[],"064384":[],"064388":[],"064431":[],"06444":9,"064442":[],"064459":[],"064461":[],"064469":[],"064483":[],"064501":24,"06453579006728315":[],"06453579006728322":6,"064538":[],"064573":[],"064604":[],"064606":24,"064609":24,"064618":[],"064623":[],"064634":[],"064637":[],"064648":[],"064658":[],"064681":[],"064684":[],"064699":24,"064753":[],"064787":[],"064793":24,"064823":[],"064838":[],"064859":[],"06486061":23,"064880":[],"064896":[],"06491736":6,"064918":[],"064931":[],"064937":[],"064964":[],"06497046":[],"064974":[],"065020":[],"065026":23,"065032":[],"065077":24,"065095":[],"065106":[],"065110":[],"065118":[],"065165":[],"065168":[],"065183":[],"065228":[],"065249":[],"065252":[],"065282":[],"065314":[],"065348":[],"065349":[],"065378":24,"06538944":23,"065390":24,"065410":24,"06547790180152352":6,"06547790180152353":[],"06547790180152355":6,"06547790180152357":[],"06547790180152363":[],"065514":[],"065537":[],"065557":[],"065575":[],"065641":[],"065657":[],"065680":[],"065730":[],"065761":[],"065796":[],"065826":[],"065846":[],"065869":[],"065892":[],"065942":[],"065973":[],"065974":[],"065983":[],"06602663":[],"066051":[],"066056":[],"066064":[],"066066":24,"066093":[],"066110":[],"066189":[],"066194":[],"066220":[],"066223":[],"066228":[],"066241":[],"066270":[],"066284":[],"066309":[],"066340":[],"066348":[],"066356":[],"06637":9,"066388":[],"066449":[],"066474":24,"066500":24,"066528":[],"066553":[],"066558":[],"066569":[],"066580":[],"066590":[],"066609":[],"066612":24,"06662062":[],"066647":24,"066651":[],"066654":[],"066670":[],"066675":[],"0666807":2,"066714":[],"066729":[],"066741":[],"066753":[],"066787":24,"066789":[],"066808":[],"066828":[],"066837":[11,24],"066850":[],"066854":24,"066870":[],"066873":[],"066919":[],"066934":[],"06695337":[],"066954":[],"066999":24,"067011":[],"067079":[],"067110":[],"067141":[],"067162":[],"067191":[],"067213":[],"067236":[],"067240":[],"06724062":5,"067282":[],"067392":[],"067402":[],"067432":[],"067437":[],"067443":[],"067449":[],"067484":[],"067499":[],"067506":[],"067525":[],"067527":[],"067544":[],"067547":[],"067560":[],"067585":[],"067597":[],"067599":[],"067612":[],"067615":[],"067620":[],"067622":[],"067637":24,"067675":[],"067693":[],"067707":24,"067709":[],"067710":[],"067712":[],"067714":[],"067719":[],"067720":[],"067723":[],"067767":[],"067769":[],"067775":[],"067787":[],"067854":[],"067856":[],"067864":[],"06786925114666595":[],"067907":[],"067908":[],"067934":[],"067956":[],"068019":[],"068059":[],"068075":[],"068087":[],"068093":[],"068094":[],"068098":[],"068103":[],"068104":[],"068110":[],"068120":[],"068136":[],"068197":[],"068210":[],"068261":[],"068264":24,"068307":24,"068318":[],"068345":[],"068358":[],"068363":[],"068376":[],"068391":[],"068417":[],"068441":24,"06844519414009438":[],"06844519414009442":[],"06844519414009444":6,"06844519414009445":6,"068461":[],"068500":[],"068505":[],"068525":[],"068538":[],"068541":[],"068573":[],"06858699":[],"068593":[],"068608":[],"068619":[],"068629":24,"068642":[],"068654":[],"068659":[],"068664":[],"068689":[],"068724":[],"068727":24,"068735":[],"068776":[],"068799":[],"068806":[],"068809":[],"068831":[],"068841":[],"068852":[],"068867":[],"068906":24,"068920":[],"068937":[],"068953":[],"068965":[],"068991":[],"068992":[],"068999":[],"069010":[],"069015":[],"069028":24,"069036":[],"069044":[],"069065":[],"069085":[],"069091":[],"069181":[],"069187":[],"069202":[],"069231":[],"069242":[],"069268":[],"069275":[],"069276":[],"069281":[],"069285":[],"069355":[],"069386":[],"069408":[],"069409":[],"069421":[],"06942103":[],"069436":[],"069441":[],"069452":24,"069454":[],"069455":[],"069465":[],"069475":[],"069476":[],"069494":[],"069506":[],"069534":[],"069578":[],"069584":[23,24],"069626":[],"069640":[],"069651":[],"069654":[],"069667":[],"069672":[],"069681":[],"069685":[],"06969872":[],"069748":[],"069754":[],"069796":[],"069801":[],"069838":[],"069847":[],"069877":[],"069884":[],"069888":[],"069903":[],"069907":[],"069912":[],"069977":[],"06it":6,"07":[6,24],"070018":[],"070028":[],"070034":[],"070043":[23,24],"070056":[],"070071":[],"070074":[],"070105":[],"070146":24,"070150":[],"07016":9,"070163":[],"07017":9,"07019610e":20,"070213":24,"070216":[],"070222":[],"070276":[],"070288":[],"070333":[],"070339":[],"070343":[],"070370":[],"070379":[],"07039":9,"070419":[],"070428":[],"070429":[],"070443":[],"070450":[],"070453":[],"070457":24,"070466":[],"070491":[],"070492":[],"070494":[],"070518":[],"070562":5,"070576":[],"070582":24,"070585":[],"070612":[],"070618":[],"07062318":6,"070630":[],"070635":[],"070737":24,"070775":[],"070794":5,"070810":[],"070835":[],"070860":[],"070871":[],"07087395e":24,"070874":[],"070887":[],"070889":[11,24],"070911":[],"07093644":[],"070945":[],"070950":[],"070959":[],"070961":[],"070972":[],"070986":24,"07099747918547346":[],"071003":[],"071009":[],"071022":[],"071044":[],"071051":5,"071071":5,"071084":5,"071086":[],"071106":[],"071112":[],"071115":[],"071120":[],"071136":[],"07115":9,"071164":5,"071239":[],"071243":[],"071284":5,"07128434":20,"07129539":[],"0712953943627344":[],"0713":[0,23],"071326":[],"071329":[],"071387":[],"071388":[],"071392":5,"071394":[],"071421":[],"071438":5,"07143876":[],"071441":[],"071445":[],"07145103":11,"071460":[],"071467":[],"071476":[],"071480":[],"0714956":[],"071505":[],"071510":[],"071515":[],"071523":[],"071529":[],"071547":[],"071552":[],"071569":[],"071585":[],"07160048164232467":[],"07160048164232538":6,"0716004816423254":6,"07160048164248561":[],"071604":[],"071614":[],"071632":[],"071641":[],"071666":[],"071698":[],"071705":[],"071741":[],"071751":5,"071767":[],"071804":[],"071836":[],"071852":[],"071897":[],"071901":[],"071906":[],"071908":[],"071920625289855":[],"071921":[],"071922":[],"071935":[],"071942":5,"071946":[],"071949":[],"07195822":23,"071991":[],"072000":24,"072008":[],"072011":[],"07201957":[],"072021":[],"072041":[],"072084":[],"072091":[],"072111":24,"07212695":[],"072127":[],"072132":24,"072145":[],"072147":[],"072150":[],"072184":[],"072198":[],"072216":[],"072222":[],"072240":[],"072242":[],"072290":[],"072342":[],"072348":[],"072352":[],"072361":[],"072364":[],"072370":[],"072435":[],"072442":[],"072452":[],"072471":[],"072476":24,"072483":[],"072492":[],"072521":[],"072523":[],"072529":[],"072530":[],"072554":[],"072558":[],"072569":[],"072575":[],"072597":[],"072598":[],"072611":[],"072617":[],"072618":5,"072620":[],"072621":24,"07264063e":20,"072647":[],"072651":[],"072652":[],"072750":[],"072751":[],"072783":[],"072798":[],"072813":[],"072824":[],"072828":[],"072839":[],"07285":3,"0728785":[],"072898":[],"07291729":[],"072918":[],"072928":[],"072955":[],"072958":[],"072970":[],"072974":[],"07297557":[],"072994":[],"073013":[],"073016":[],"073045":[],"073052":[],"073062":[],"073080":[],"073105":[],"073120":[],"073134":[],"073136":[],"073159":[],"073183":[],"07319349":[],"073206":[],"073225":[],"073230":[],"073238":[],"073280":[],"073299":[],"073303":[],"073320":[],"073325":5,"073344":11,"073362":[],"073363":11,"073368":[],"073369":[],"07337358":[],"073374":[],"073380":[],"073388":5,"073391":[],"073400":[],"073423":[],"073433":[],"073436":[],"073449":[],"07345504":[],"073477":11,"073489":[],"073506":[],"073531":[],"073548":[],"073567":[],"073575":[],"073583":[],"073597":[],"073598":[11,24],"073601":[],"073629":[],"073644":24,"073647":[],"073657":[],"073668":[],"073684":11,"073695":[],"073699":[],"073716":[],"073719":[],"073750":[],"073761":[],"073768":[],"073777":[],"073810":[],"073811":[],"073816":[],"073827":[],"073831":[],"073904":[],"073907":[],"073925":[],"073938":[],"073949":[],"073959":[],"073985":11,"0739975":[],"074006":[],"074019":[],"074034":[],"074050":[],"074061":5,"074067":[11,24],"074084":24,"074111":[],"07413172":[],"074144":[],"074149":[],"074180":11,"074183":[],"074187":5,"074210":24,"07421084":5,"074237":[],"074258":[],"074276":[],"074323":24,"074336":[],"074346":[],"074375":[],"074401":[],"074418":[],"074420":[],"074453":11,"074480":[],"074488":[],"074513":[],"074530":[],"074552":[],"07456491":5,"074569":[],"074573":[],"074592":[],"074666":[],"074684":[],"074693":[],"074708":[],"074715":[],"074729":[],"074743":[],"074760":[],"074763":[],"074773":[],"074818":5,"074819":11,"074833":[],"074838":[],"074839":[],"074845":[],"074881":[],"074905":[],"07490892":6,"074922":[],"074945":[],"074969":[],"074980":[],"074984":[],"074986":[],"074992":[],"075012":[],"075014":5,"075017":[],"075020":[],"075028":[],"075043":[],"075058":[],"075061":[],"075079":5,"075102":[],"075136":[],"075138":[],"075145":[],"075149":[],"075181":[],"075188":[],"075192":[],"075195":[],"075201":[],"075222":[],"075227":[],"075228":[],"075241":[],"075262":[],"075277":11,"075302":[],"07532297":[],"075335":[],"075356":[],"07535606":[],"075389":[],"075433":[],"075498":[],"07557024":[],"075573":[],"075586":[],"075594":[],"075612":[],"075618":[],"075629":[],"07565581":23,"075728":[],"075760":[],"075770":[],"075797":[],"075816":24,"075820":[],"075829":11,"075840":[],"075863":5,"075889":24,"075899":[],"075959":[],"075982":[],"075987":[],"075996":5,"076022":[],"076055":[],"076066":[],"076079":[],"07608141":[],"076096":[],"076097":[],"076121":[],"076130":[],"076150":24,"076173":[],"076204":[],"076216":[],"076248":[],"076264":[],"076270":[],"076282":[],"076306":[],"076315":[],"076329":[],"076338":[],"076349":[],"076389":[],"0764924":6,"076518":[],"076525":[],"076532":[],"07656896":[],"076588":[],"076589":[],"076604":[],"076619":[],"076628":[],"076632":[],"076637":[],"076665":[],"076697":[],"076726":[],"076729":[],"076760":[],"07678":9,"076780":[],"076783":[],"076795":[],"076804":[],"076821":[],"076843":[],"076862":[],"076866":[],"076886":[],"076895":[],"076905":[],"07692307692307693":9,"076927":[],"076935":5,"076938":[11,24],"076942":[],"076955":[],"076958":[],"076990":[],"077003":[],"077004":5,"077009":[],"077013":[],"077015":[],"077022":[],"077033":[],"077062":[],"077079":5,"077083":[],"0771079":24,"077108":[],"077131":[],"077140":[],"077144":[],"077158":[],"077164":[],"077168":24,"077200":[],"077203":[],"077211":[],"077219":[],"077228":[],"077291":[],"077338":[],"077349":[],"07735703":[],"077359":[],"077372":[],"077375":[],"077397":11,"077402":[],"077419":[],"077425":[],"077428":[],"077452":[],"077460":24,"077467":[],"077499":[],"077511":[],"077604":5,"077607":[],"077620":[],"077644":[],"077688":5,"077706":[],"077711":[],"077724":[],"07777777777777778":1,"077785":[],"077793":[],"077822":[],"077846":[],"07789772e":24,"077921":[],"077930":[],"077948":[],"077949":11,"077978":[],"077986":[],"078033":5,"078040":[],"078042":[],"078082":[],"078101":[],"078110":24,"078143":[],"078157":[],"078158":[],"078165":5,"078167":[],"0782":[],"07820":9,"078211":[],"078253":[],"078254":[],"078269":[],"078293":5,"07829878":18,"078299":[],"078300":[],"078314":[],"078323":[],"078326":5,"078336":24,"078432":[],"078436":[],"07844310540708652":[],"078484":[],"078508":[],"078540":24,"078542":[],"078548":[],"07858099596662704":[],"078582":11,"078587":[],"078609":[],"07864":9,"078646":[],"078651":[],"078652":11,"078667":[],"078672":[],"078697":[],"078704":[],"078707":[],"07871":9,"078710":[],"078719":[],"078725":[],"078749":[],"078759":5,"078768":[],"078771":[],"078776":[],"07878641":[],"078795":[],"078812":[],"078845":[],"078860":[],"078880":5,"078899":[],"078908":[],"078911":[],"078942":[],"078962":[],"078974":24,"07897647347778382":[],"07898165660100093":[],"078986":24,"078992":[],"078999":5,"079001":[],"079021":[],"07903849":[],"079043":5,"079056":[],"079110":[],"079142":[],"079152":5,"079157":[],"079158":[],"079179":[],"079214":[],"079218":[],"079224":[],"079225":[],"079242":[],"079260":[],"079264":[],"079268":[],"079273":[],"079278":[],"079281":[],"079298":11,"079306":[],"079347":[],"079379":5,"079383":[],"079389":[],"079405":[],"079406":[],"079424":[],"07943621":[],"079437":11,"079438":[],"07944154":[18,23],"079443":[],"079447":[],"079448":5,"079476":[],"079483":[],"079486":[],"079489":[],"079493":[],"079495":[],"079499":5,"0795449":[],"079553":[],"079558":[],"079580":5,"079609":[],"079618":[],"079622":[],"079631":[],"079676":[],"079680":5,"07968918676726029":[],"0796891867672603":6,"079704":5,"079719":[],"079729":[],"079741":5,"079745":5,"079819":[],"079823":[],"079827":5,"079839":[],"079847":[],"079882":[],"079893":[],"07989327":[],"079901":[],"079944":[],"079946":24,"079948":[],"07995375":23,"079991":[],"07999999999998":[],"07e":[],"08":[9,20,24],"080026":[],"080048":5,"080056":[],"080060":5,"080061":[],"080070":5,"080098":11,"080106":[],"080120":[],"080137":[],"080200":[],"080249":5,"080256":[],"080288":[],"080295":5,"080297":[],"080305":11,"080312":[],"080319":[],"080332":[],"080334":[],"080343":[],"080347":[],"080370":[],"080374":11,"080395":5,"080406":[],"080407":[],"080410":[],"08041015":[],"080434":5,"08043851":5,"080455":[],"080479":[],"080502":[],"080517":[],"080518":5,"080548":5,"080555":[],"080571":[],"080582":[],"080588":[],"080593":[],"080616":24,"080630":[],"080635":5,"080641":5,"080642":[],"080647":[],"08066746e":24,"080699":[],"080706":[],"080738":[],"080764":24,"080780":5,"080801":[],"080821":[],"080839":5,"08084392":[],"080847":[],"08085812":[],"080916":[],"080922":[],"080973":[],"080984":[],"080998":[],"081007":5,"081022":[],"081046":[],"081072":[],"081140":[],"081144":[],"081163":[],"081194":5,"081198":[],"081211":[],"081216":[],"081233":[],"081253":[],"081258":11,"081262":[],"081276":24,"08131003":6,"081311":[],"081321":[],"081334":[],"081343":[],"081357":[],"081388":[],"081395":11,"081396":[],"081431":[],"081468":[],"081471":5,"0814721":[],"081481":5,"081483":[],"081503":[],"081520":[],"081533":5,"081540":[],"081547":[],"081559":5,"08156108":6,"081576":[],"081613":[],"081620":11,"081637":[],"08165104":24,"081655":24,"081707":[],"081773":[],"0818000034712947":20,"081832":[],"081837":[],"081848":[],"08188077":[],"081881":[],"081932":[],"081953":[],"081989":[],"081990":[],"082014":[],"082027":[],"082040":11,"082089":5,"082105":11,"082122":[],"082139":5,"082140":[],"082145":11,"082158":11,"082166":11,"082174":[],"082183":[],"082189":[],"082204":[],"082267":[],"082282":[],"082285":11,"082286":[],"082288":[],"082295":[],"0823185":[],"082339":[],"082424":[],"082426":[],"082431":[],"082451":[],"082501":11,"082503":[],"082509":5,"08251519":6,"082536":[],"082553":11,"082569":11,"0825971":23,"082620":[],"082642":[],"082653":24,"082683":[],"08271198519070039":[],"082716":[],"082756":11,"082779":11,"082786":[],"08281969e":20,"082839":5,"082846":[],"082852":[],"082874":[],"082875":23,"082877":11,"082896":[],"082900":[],"082921":[],"082939":[],"082990":[],"08299273e":6,"083000":[],"083015":[],"083021":[],"083026":[],"083051":11,"083053":[],"083087":[],"083102":[],"083111":11,"083151":[],"083152":[],"083159":11,"08318298e":1,"083217":[],"083220":[],"08322642264994606":[],"083227":[],"083242":[],"083251":[],"083272":[],"083276":[],"08328216846752691":[],"083300":[],"083320":[],"083321":11,"08333333333333333":[1,9],"083348":11,"083361":[],"08336233266":4,"083380":[],"083399":[],"083404":[],"083417":[],"08343519179767796":[],"083441":[],"083446":11,"083485":11,"083495":[],"083506":[],"083527":[23,24],"08352721390288316":23,"083555":11,"08356774001062162":[],"083573":[],"083579":[],"083600":[],"083627":11,"083629":[],"08363087":[],"083648":[],"083681":[],"083685":11,"083691":11,"083692":[],"083694":[],"08370888":[],"08373167e":[],"08374032367704139":11,"08376632":[6,24],"083766322923899":[6,24],"0837663229239016":[],"0837663229239025":[],"0837663229239043":[6,24],"083772":5,"083779":[],"083799":[],"083829":[],"083832":11,"083849":[],"083859":11,"083899":[],"083913":[],"083935":[],"083977":[],"084000":[],"084006":[],"084008":[],"084017":[],"084018":[],"084019":[],"084024":[],"084032":[],"084076":[11,24],"084086":[],"084092":[],"084096":[],"084101":[],"084107":[],"084124":11,"084147":[],"084151":[],"084157":5,"084184":[],"084187":11,"084223":[],"084224":[],"084226":[],"084230":11,"08426840630693411":[],"08426840630693412":6,"08426840630693413":6,"084269":[],"084277":[],"084278":[],"08428156":[],"084282":[],"084286":[],"084364":[],"084391":[],"084400":[],"084408":[],"084414":[],"084422":11,"084426":[],"084434":[],"084438":11,"084444":[],"084476":[],"084477":[],"084484":[],"08448544e":24,"084523":[],"084536":[],"084541":5,"084549":[],"08455":9,"084570":[],"084604":[],"084624":11,"084629":[],"084645":[],"08464758160254343":[],"084657":[],"084663":11,"084670":[],"084682":[],"084683":[],"084685":5,"084702":[],"084728":[],"08474":9,"084777":[],"084809":24,"084846":11,"084862":[],"084904":[],"084906":5,"084909":[],"084912":[],"084920":[],"084927":[],"084936":[],"084965":[],"084979":[],"085010":[],"085018":[],"085027":[],"085044":[],"085105":[],"085108":11,"085113":[],"085163":[],"085165":[],"085167":[],"085184":[],"085185":[],"085210":5,"085224":[],"085249":[],"085252":11,"085264":[],"085272":11,"085345":[],"085361":[],"085368":[],"085384":11,"085405":[],"085410":[],"085416":[],"085484":11,"08551306":6,"085571":[],"085603":11,"085655":[],"085716":5,"085764":[],"08576932":6,"085776":[],"085876":5,"085879":[],"08593216":6,"085936":[],"086021":11,"086074":[],"086076":[],"086109":[],"08611111111111111":1,"086112":[],"08612280083325631":[],"086154":[],"086174":[],"086178":[],"086203":[],"086249":[],"086250":[],"086257":[],"086262":[],"086303":[],"08630331":[],"086322":[],"086409":[],"086420":[],"086440":11,"086460":11,"086518":[],"086524":5,"086567":[],"08657894597048958":5,"086608":[],"086610":[],"086624":11,"086665":[],"086679":[],"086705":[],"08673755293381497":[],"086802":[],"086807":[],"086809":[],"086841":[],"08684675":[],"086872":[],"086877":[],"086888":[],"086890":[],"08690":9,"086925":5,"086951":[],"086956":[],"086994":[],"086997":[],"087081":[],"087208":[],"087224":[],"087235":[],"087315":5,"08732305":23,"08734015":[],"087372":[],"087377":5,"087386":11,"087387":[],"087419":11,"08743287e":[],"087470":[],"087501":[],"087520":5,"087573":[],"08758":9,"08759":[],"087615":[],"087689":[],"087746":11,"087833":[],"087834":[],"087860":11,"087878":5,"087887":23,"087891":[],"087894":[],"087910":[],"088029":[],"088037":5,"088074":5,"088104":[],"088119":[],"088164":5,"08816688":[],"088176":[],"0881981":5,"088201":11,"088212":[],"088238":5,"088261":[],"088271":[],"088275":5,"088317":11,"088348":5,"088425":5,"088460":[],"088476":[],"088488":5,"088502":5,"088506":5,"088519":[],"088526":[],"088560":[],"088606":[],"088611":[],"088631":[],"08871404":5,"08873443359350565":[],"088754":11,"088758":[],"088760":[],"088765":[],"088778":5,"088809":[],"08881497884574564":24,"088816":[],"088825":[],"088853":[],"08887708":[],"08888888888888889":1,"088926":[],"088946":[],"088974":5,"088982":11,"08902":9,"089040":5,"089041":[],"089059":[],"089063":5,"089082":[],"08910476e":24,"08917679":[],"089177":[],"08918584":[],"089206":[],"089212":[],"08923158":[],"089233":[],"089240":5,"08924325e":[],"089246":[],"089306":[],"089310":[],"089329":[],"089355":[],"0893679":[],"089369":[],"089374":[],"089425":[],"089441":5,"08945041":[],"089501":[],"089505":[],"089524":[],"0895387":24,"089539":24,"089551":[],"089614":[],"089683":[],"0896981":[],"089744":11,"089758":[],"089775":[],"089857":11,"089924":5,"08996":9,"089982":[],"09":[1,24],"090014704675496":[],"090028":[],"090039":[],"090128":[],"090174":[],"090229":[],"09023660662586945":[],"090241":[],"090268":[],"090270":[],"09030825":18,"090337":[],"090349":[],"09034902":[],"0903549":[],"090356":[],"090358":[],"090451":[],"090503":[],"090564":[],"090620":11,"090630":[],"090649":[],"090694":[],"090730":[],"090755":[],"090768":11,"0907831":6,"090828":11,"090830":[],"09083636328656121":[],"090849":[],"09085624":[],"090888":11,"090923":11,"090929":[],"091031":[],"091044":11,"091051":[],"091060":[],"091113":11,"09117221":[],"091209":11,"091224":[],"091236":[],"091266":11,"091311":[],"091315":[],"091340":[],"091349":[],"091363":[],"091369":11,"091376":11,"091414":[],"091416":[],"091418":11,"091426":[],"091440":[],"091445":11,"091477":[],"09149881":[],"091579":11,"091620":[],"091630":[],"091647":[],"091659":11,"09166666666666666":1,"091696":[],"0917":9,"09170751":[],"09172408":[],"09172409":6,"091772":11,"091891":[],"091896":11,"091996":11,"092007":11,"092066":[],"092126":[],"09216046":[],"092249":[],"092290":11,"0923":[],"092409":[],"092478":11,"09251":9,"09252364":[],"092524":[],"092621":[],"092724":11,"092769":[],"092879":[],"09289204":23,"09297039":[],"092998":[],"093078":[],"093247":[],"0934597075922044":[],"093497":[],"093556":11,"093593":[],"093624":[],"0938":[],"093844":[],"093930":[],"093979":[],"09404851e":[],"094082198961999e":6,"0940821989624095e":[],"0940821989643363e":6,"094082198966615e":[],"0940821989673748e":[],"094139":5,"094227":5,"094252":5,"094362":[],"09440475":[],"094404754965417":[],"09444444444444444":1,"094472507965532":[],"094477":[],"094610":5,"094619":[],"094657":[],"094722":[],"09480900e":24,"094812":5,"094848":[],"094867":[],"094925":[],"095171":[],"095184":[],"095313":[],"095315":5,"09533574":18,"095510":[],"095522":[],"095617":[],"095702":[],"0957156":[],"095871":[],"095902":[],"095935":[],"09609807":5,"096173":[],"09631112":[],"09634375e":20,"096472":[],"096516":[],"09652672":[],"096623":[],"09672929714683368":[],"09677394":[],"096833":11,"096845":11,"096872":11,"096893":[],"096894":[],"097":[],"097111":11,"097360":[],"09739330e":[],"097396":[],"097435":11,"09744":9,"09744272":[],"09759873":[],"097602":[],"097634":[],"097710":[],"09772449":23,"09780":9,"09781386":13,"09791":9,"098069":11,"098135":[],"09846636e":[],"09849763":[],"098498":[],"09856879":[],"09861229":[18,23],"098802859381565":[],"099":[],"09903804":8,"0991919894927399":[],"09919198949274803":6,"099191989493334":[],"09951287404314545":1,"099648":[],"09964817":[],"099777":[],"0n":[0,23],"0s":[],"0x11da42d90":[],"0x11db14850":[],"0x11e031e50":[],"0x11e09b370":[],"0x128ee8850":[],"0x12946f2e0":[],"0x1336a6040":13,"0x133c2e1c0":13,"0x13b240850":[],"0x13b8c72e0":[],"0x7fad10f9a280":[],"0x7fad20f69be0":[],"0x7fd098df3280":[],"0x7fd0a9063be0":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,23,24],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,20,21,23,24],"1000":[0,1,2,4,5,8,11,13,14,17,20,23,24],"10000":[2,5,6,10,11,13,20],"100000":8,"10001":10,"1001":[9,20],"1002":20,"1003":20,"10030":9,"100303":[],"100358":[],"10044225464078282":[],"1005":20,"100670":[],"10077114273548984":6,"1009":20,"10097956":18,"1011":20,"1013":20,"1013904243":20,"10141413e":6,"1015":20,"102":24,"1022233262115424":[],"10222333":[],"1023":20,"10230":9,"1023111":[],"10235180e":[],"1023858":[],"1024":3,"102401":[],"102449":[],"1026":20,"1027":20,"1028":[],"103":1,"1030":20,"10302062":[],"103257":[],"10340":9,"1037":20,"10378326e":1,"1038":20,"103822":[],"10391807":6,"10398646080125035":[],"10398646080125036":6,"10398646080125037":6,"1040":20,"10405456":11,"10427270e":[],"10430":9,"104411":[23,24],"10441496e":24,"10455924":[],"1047":20,"10486183":5,"104862":5,"10505137":[],"105161":[],"105169":[],"10516924":[],"10520":9,"10555555555555556":1,"1056":[],"10589577":5,"106":[],"106095":[11,24],"10620135":[],"106431":23,"10686259":23,"107":[],"10712245e":24,"10790125813226321":24,"108":[6,9],"108359":[],"10835935":[],"10880921":[],"109":[],"10913":6,"10931453":6,"10950766":[],"10960":9,"1096767776832326":[],"10967678":[],"10th":9,"10x":[0,23],"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,23,24],"110":[],"1100":20,"1101":20,"11022302e":[],"11029323":23,"11046771":[],"111":[1,7,12],"11100":9,"1122558214":[],"112319":[],"11231934":[],"112383":[11,24],"1124":9,"1125":[],"11276576e":24,"11283168":[],"11297834":[],"1133":[],"11352543":[],"1136":[],"11362930e":[],"11366595":0,"11388888888888889":1,"1139":[],"11390":9,"114":[3,4,14],"11402309":[],"114437":[],"11462415":5,"11481199":[],"11482289e":6,"11499517":[],"115":[3,4,14],"11507992e":1,"11547777218875695":[],"11547777218875696":[],"11547777218876518":6,"11547777218940905":[],"11547777218940906":[],"115822":6,"11590":9,"11598862":[],"11598862273198":[],"116":[3,4,14],"11604844":[],"116048442683864":[],"11660":9,"11666666666666667":1,"11674401539815678":[],"117":[3,4,8,14],"117430":23,"11744554e":6,"11780":9,"11790868":[],"11793498e":20,"117986":[],"118":2,"1182":[],"1183":[],"118318":[23,24],"1184":[],"11840":9,"1185":[],"11850274":[],"1186":[],"11890":9,"119":[2,3,4,14],"11909685e":[],"119625":[],"11962537":[],"1199":[],"119936":2,"119999999999976":[],"11it":[],"12":[0,1,2,3,4,5,6,8,9,11,12,13,18,20,22,23,24],"120":[2,3,4,14],"1203":9,"1203284":8,"12044974":24,"120450":24,"1206":8,"12069773":[],"121":[8,9,10],"12107137e":20,"12152272":[],"1215pm":[21,23],"12160173":18,"12167821":[],"12182967":6,"12196674":[],"122":[2,8,9,10],"12222222222222222":1,"122282":23,"122439":[],"1224392":[],"12288563":[],"122886":[],"12289498e":[],"123":2,"12302855":[],"12318726e":6,"12330033":24,"12330280229368":[],"12333649":6,"12345260617257443":[],"123459876":[],"123711":6,"12380":9,"12387751":[],"12394241e":[],"124":[0,23],"12400":9,"12427889":18,"12434807":[],"1245596497124075":20,"12455965":20,"125":[],"1250":[],"125000":[],"12539459":[],"12552073e":6,"12591227":24,"126":9,"1261":9,"12618549":5,"12630042":[],"1265":9,"127":4,"1270":[],"127043":[],"1271":6,"1277":6,"127773":[],"12777777777777777":1,"127812":23,"12788968":[],"12790":9,"128":[3,4,13],"12803365e":[],"128664":6,"12871842":24,"12885048":[],"12898627064868978":[],"129":2,"12933164":5,"129332":5,"12934015":[],"12937662":[],"12945452":[],"1297":9,"1297300314822336":[],"1298":9,"12adb44b1c20":[],"12m":[],"12pm":[21,23],"13":[0,2,5,6,9,11,12,13,18,20,23,24],"130":9,"13003291":6,"13006658e":24,"13019959":11,"130200":11,"13030182":[],"13055555555555556":1,"130694":24,"13069442":24,"13083543199018746":20,"131":9,"13117061":[],"13131825":[],"1314":[],"132":[6,9],"13220608e":6,"13228567":18,"13229545716505003":[],"132360":[],"1323603":[],"1326":9,"13261136":[],"1326197715":23,"13280":9,"13288373":[],"133":7,"13320535":[],"13333333333333333":[],"13392097":18,"13393141":18,"135":9,"13519106":[],"13535942":6,"135365":5,"13536532":5,"136":[],"1360":[],"13609760e":[],"1361":[],"13618516e":24,"1362":[],"1363":[],"1364":[],"13646574":5,"13655438":[],"13661243e":6,"13679863":6,"13687085e":24,"1371":6,"13734823":[],"13740":9,"137400784702911":24,"137652":[11,24],"1378":[],"1382":[],"1383":[],"1384":[],"13847924":13,"1385":[],"1386":[],"13865173":5,"13876586436927824":[],"138775":[11,24],"1388888888888889":1,"13890":9,"1392559581788775e":[],"1392559584983597e":[],"1392559585048734e":6,"1392559591206444e":6,"13925595925919e":[],"13it":[],"14":[0,2,3,4,5,6,8,9,10,11,12,13,14,18,20,22,23,24],"140":[2,9],"14021063":6,"1404":[],"14042769":[],"140428":[],"14061742":23,"141":2,"14100":9,"1416398":6,"14174062":[],"14174745":6,"1418":9,"142":[6,9],"14231548":[],"14250":9,"14252712":[],"14266332e":24,"14277718e":24,"142857":[],"14298603":[],"143":[2,3,4,7,14],"1435666":[],"14360598":[],"1437":1,"144":[3,4,14],"14400":9,"1440501043841336":1,"14432948":18,"14440":9,"14451625":[],"1446729567":4,"14484695":[],"144993":23,"145":[2,3,4,14],"14561980e":20,"1457774":[],"146":2,"14617985":[],"147":[],"14710":9,"1472032":[],"14722222222222223":1,"14724135e":[],"147400":[11,24],"14741468":[],"147420":[11,24],"14783702":[],"1479":9,"148":[],"14812206":6,"14818":[],"14822021080294":5,"1484256":[],"148564":[],"14859":6,"148768":[],"148854":[],"149":[],"14900336":23,"149213":[],"14932651":[],"149452":6,"149655":[],"149864":6,"14988578":[],"149886":[],"14995486":[],"149955":[],"14g":6,"14it":[],"15":[0,2,3,4,6,7,8,9,12,13,14,15,16,20,23],"150":[4,8,9],"15005476":5,"150184":[],"15089627":[],"150920":[],"15092012":[],"1509778":[],"15098090e":6,"151":[],"15130074e":6,"151348":[],"151986":[],"152":9,"15200":9,"15258907":[],"152696":[],"15269628":[],"1527777777777778":1,"153036":[23,24],"153106":[],"15320771e":[],"15321987":18,"1533795":[],"153760":[],"15384615384615385":9,"15384615384616":[],"154":[],"15410688":[],"154107":[],"15442554":[],"15454301":[],"15456415e":[],"154720":[],"15483121":[],"154911":[],"155":9,"15503141":18,"15508406":13,"155491":[],"15550086":[],"155687":[],"155883":[],"156":[],"1562":[],"15626984":5,"156270":5,"15629539":[],"15680777":[],"156956":5,"157":[],"15717291":[],"1575":9,"158":9,"1582408":5,"158241":5,"1583767":[],"15843769515580663":[],"1586300629904382":[],"1587":9,"15891336":[],"15899253":[],"159":[],"1590":9,"15990":9,"15g":6,"15it":6,"15pm":23,"16":[1,2,3,4,5,6,8,9,10,14,20,23,24],"160":[],"16006961":5,"1603":3,"1604":[],"1605":[],"160539":[],"16054190e":[],"1606":[],"1607":[],"16111111111111112":1,"1612":[],"1614891":[],"16167387":[],"16211139":5,"16220":9,"162246":5,"16231451":4,"1625":9,"1628":9,"162999":23,"163":[],"16304863":24,"163049":24,"1630775253":1,"16342407":5,"16343471":6,"16384":3,"16397496":[],"16500":9,"1655226":23,"166":9,"16660817":[],"166667":[],"167":[],"16740002":[],"167787":5,"168":9,"168044":[],"16804444":[],"16805821e":6,"16807":[],"16827044":[],"16832385":[],"16840081":[],"16961682":[],"16b8e3cda33a":[],"17":[1,2,3,4,5,6,8,9,14,18,20,24],"17084902":[],"1709":9,"171525":24,"1715252":24,"17174962e":1,"17222222222222222":1,"172405":[],"17240522":[],"1726":9,"17297886491529482":9,"17300":9,"1731":9,"17339342":[],"173439546289586":11,"17428293":23,"17446471":6,"1752":9,"175300":[23,24],"17641709":6,"17647619":6,"17676228":23,"176880142835407":[],"17709473":[],"17764878e":24,"17774184e":20,"17777777777777778":1,"17796101e":[],"17801022":5,"17826349":[],"17861098":6,"17897671":[],"17917768":5,"17930649":[],"17938393":[],"17942122":[],"17949575":5,"17953942":11,"1797":[1,3],"18":[2,3,4,6,7,8,9,10,13,14,20,23],"180":[],"18029127":5,"18036103":18,"1807":4,"1809":9,"181":9,"1810":[],"1812":9,"18156717":[],"18166474":[],"1821":9,"18217743e":[],"18264218":23,"18266178":[],"182662":[],"18276924":[],"18306165":11,"183062":11,"18327677":[],"18333333333333332":1,"18383522":24,"18393678":[],"184":9,"184519":[23,24],"184895":[],"185":[],"1851":[],"1852":[],"18526":[],"185278747229417":[],"1853":[],"1854":[],"1855":[],"186":[],"1860":9,"18603611e":24,"1861":[],"18611111111111112":1,"18613217e":6,"18657863":18,"18660":9,"18670072e":24,"18673098":11,"18682538":[],"18695705":[],"18780801":23,"18790439176058887":[],"188":[],"18826299":[],"188263":[],"1887":6,"18912963":[],"18931988":18,"189367":23,"189496":[23,24],"189622":[23,24],"18998208":[],"18it":[],"19":[2,3,4,6,9,13,14,20],"19003":6,"19032152e":20,"19096968":[],"190970":[],"191262820314401":[],"19144544":[],"19158446":[],"19166666666666668":1,"191963":23,"19207979":5,"19213479":[],"19220":9,"19264104e":[],"193":[],"19354258":[],"19379506":[],"19394283":[],"194":[],"1940":[0,24],"19404282648955e":[],"194042826653172e":[],"194042826815498e":[],"1940428268204826e":6,"194042827197027e":6,"19425617":23,"1943":12,"194325":[],"19432526":[],"1944":[],"19444444444444445":[],"19466812":[],"1950915150":[],"1954":[],"19542686939553625":23,"1956":9,"19569961":[6,24],"1961":[],"1962":[],"1963":[],"1964":[],"1965":[],"19677483e":[],"1970":[18,23],"197104":[],"19710439":[],"1973":9,"197370":[11,24],"19740":9,"197738983259782":[],"1979":6,"19800":9,"19853775e":[],"1989":[],"19890453":23,"199":[],"19910037e":24,"19937":[],"19983530":6,"19994371":[],"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,20,23],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":18,"1n":[0,23],"1s":[],"1x":[0,23],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,22],"20":[0,1,2,3,4,6,7,8,9,13,14,20,21,23,24],"200":[0,2,3,4,8,9,10],"2000":[0,24],"200000":[],"20015436":6,"20038136":[],"2004":13,"2006":22,"2008":23,"20098424e":24,"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,23],"20174121":[],"2018":[0,3,4,6,14,24],"2018906331":[],"2019":[8,9],"2020":[3,4,14],"2021":[6,14,24],"2022":23,"2023":[15,16,23],"20255857":[],"2027":9,"20277777777777778":1,"20299677":[],"203":[],"20316225":[],"20320502":[],"20375361":[],"203753611274545":[],"20436207e":20,"20461136":18,"20500":9,"20509391":[],"205231":23,"206":[],"2060":9,"20609082":[],"206091":[],"20661216":[],"206640":[],"20664007":[],"2069":9,"20708879":11,"207089":11,"207545":[11,24],"20756638":[],"207888":23,"20833333333333334":1,"2086376":18,"20867052175003364":6,"20867052175006306":[],"20867052175109335":[],"20893188":18,"20893514":23,"20916295":24,"209789":23,"20980":9,"20999563":[],"21":[0,1,2,3,4,5,6,7,9,12,13,14,15,18,23,24],"210151":[],"2101511":[],"210340":[11,24],"21058097":5,"21130":9,"2116753732":4,"21169159e":6,"21171751e":24,"21265216":[],"21266166e":24,"21296315":23,"213":[],"213103":[11,24],"21328866":23,"21369083e":20,"213743":[11,24],"21435514e":20,"21472683":[],"2147483647":[],"21493572":[],"21503438e":24,"21519063":[],"21576737e":[],"21582995e":[],"21596432":6,"216290":[11,24],"21654926":[],"216683":[11,24],"21786964":[],"2188":[],"21909039":18,"21919813":[],"21922061":23,"219222942590059":5,"219249":[],"21924917":[],"21927988":[],"21944444444444444":[],"2195":[],"21985165":[],"21997099":[],"22":[0,1,2,3,4,5,6,9,12,13,14,18,23,24],"22014758":[],"220148":[],"22044605e":[5,24],"220506557673408":[],"22090974":23,"22094791":[],"220968":[],"221":8,"221180":[23,24],"22134069":[],"2216":9,"2218":9,"221805":2,"221921":5,"222400":[23,24],"2225":[],"22442417":18,"2246674023625205":[],"225":4,"22566121":18,"22567203":[],"2259440937":[],"226124657522696":[],"22612466":[],"226856":[],"22685646":[],"22690428":5,"22821344":[],"2284246870217162":6,"2284246870217459":[],"22842468702288576":[],"22842468702288582":[],"22847924":5,"22887861":18,"22893751":23,"22929905e":[],"2299":[],"22it":[],"23":[1,2,3,4,6,7,9,12,13,14,18,23],"23002365e":6,"23014274e":[],"23056012":[],"23076923076923078":9,"23095558e":20,"231":[],"23103285":[],"231224729143838":[],"2315033":[],"23167717":5,"23168292":[],"231683":[],"2321528":[],"232153":[],"232435":[23,24],"23297056":[],"23333333333333334":1,"233528":[],"2338675":24,"233868":24,"234":6,"23408962e":5,"23470374":20,"23477043":23,"23483916":[],"23522201":[],"2357089093":[],"2360682191515046":[],"2361111111111111":[],"2364":9,"23659936":[],"237038":[],"23703839":[],"23732849":[],"2379":6,"23792491":[],"237925":[],"23816792":[],"238168":[],"238574":[],"23857423":[],"23875722":18,"23962594":[],"2397":9,"23971032":24,"24":[0,1,2,3,4,6,9,13,14,18,23],"240670854503034":[],"241252":11,"24125217":11,"24140":9,"24159785":24,"2416":9,"24175744e":6,"24181044e":20,"2419":9,"24276315":[],"24279008":23,"2430":9,"24390":9,"24444444444444444":1,"244858":[],"24485843":[],"24501973e":[],"24512498":[],"24533566":[],"246":2,"2460037":23,"24611674":[],"24629107e":20,"24688732":23,"2470":[],"2476536":[],"247654":[],"24770094":[],"24782786":5,"24784064":[],"24801014":18,"24829908":5,"24844778e":[],"24848907":23,"24906604e":6,"24924624":[],"24929083":23,"249302":[],"2493023":[],"2495":[],"25":[2,3,4,5,6,7,8,9,11,13,14,15,23,24],"250":[2,4,7,9],"2500":[],"25000":[0,24],"250000":[],"250154":[],"25028968":18,"250636":23,"25115233":[],"25116851":[],"2517560119":[],"251879":[23,24],"25201286e":[],"252436":[23,24],"25253892":23,"25259666":[],"2526":[],"252866":[],"25286618":[],"25366775":[],"253668":[],"253775":[],"25385387":[],"253854":[],"255":3,"255001":[23,24],"25522012":[],"256":[2,4],"25617654e":6,"25617657e":[],"25617658e":6,"256962":[],"257":[],"2572":9,"25724702e":24,"2572495066":[],"2572e3a4b38d":[],"2575":9,"25789255":18,"25792767":[],"25845e8df859":[],"25881631":[],"25902112":[],"259153":[11,24],"2597":9,"25976336":[],"26":[2,3,4,6,9,13,14],"26015755":18,"26079358":[],"26115367":[],"261154":[],"26153846153846":[],"26181254":11,"261813":11,"26185107":[],"26186844":[],"2619":24,"26223899":18,"26265627":24,"26290036":[],"26291585":[],"262916":[],"26294938":[],"2629493813057833":[],"26297455":24,"26301436":5,"26306244":[],"264":[],"26409315307910025":6,"2640931530791003":[],"26409315307910036":6,"2640931530791005":[],"26409315307910053":[],"264421":23,"264540221699101":11,"264666":[],"26466619":[],"265":[],"2650":9,"26506981e":[],"265109911":4,"26521761e":24,"26531223e":[],"2654":9,"26549135":[],"266":[],"26610075":[],"26666667":13,"26678445":23,"26710969":5,"26780278":5,"268":9,"26804287":5,"268043":5,"268227":[],"26822717":[],"268484":[],"26848435":[],"26896710e":24,"269":[],"26995402":24,"27":[0,1,2,3,4,6,13,14,24],"270":[],"2703":[],"27050214":[],"27090196":23,"27091656":[],"270917":[],"27092897":[],"27092910":6,"273817":5,"27381733":5,"2750":9,"27525917":[],"275341":[],"27547877":18,"27552531e":24,"27562809e":[],"27580794":[],"27621662e":[],"276263":[11,24],"27660123":[],"27692307692308":[],"27700":9,"2772":[],"2775623201":[],"27760":9,"27801122":18,"278036":[],"27803645":[],"27809912":23,"27924636":5,"27932015e":[],"27n_":20,"28":[0,1,2,3,4,6,9,13,14,16,24],"28001319":[],"280179":23,"28047021":[],"280573":5,"280647":[11,24],"28065343":[],"28067036":[],"28097861":[],"280979":[],"28102554":[],"2812":[],"28186376":18,"281930":23,"28205578e":24,"28219089":11,"282191":11,"282259":23,"282727":[11,24],"28284417e":24,"283":[],"2830637392":4,"2831603":[],"28336218e":6,"2836":[],"28390":9,"28391978":24,"28475098":8,"28500583e":24,"28590743":[],"2861":20,"28634473":[],"286345":[],"2871":9,"2873":9,"28744729":23,"2882":20,"2886":20,"2886847885377843":[],"28868479":[],"28875373":[],"2890":[0,23],"2892":20,"2895238":18,"28967287":[],"28it":6,"29":[3,4,6,7,9,14],"29082851":[],"290829":[],"29083183":[],"290832":[],"29115152e":[],"29148545e":[],"29149329":[],"2915":20,"29167186":5,"29229741":[],"2923076923077":[],"29276615":[],"29294618e":20,"2931":23,"294277":[],"2942772":[],"29512284":[],"295123":[],"2954":[],"29546690e":20,"2955":[],"2956":[],"2957":[],"2958":[],"29588901":[],"29592539":[],"296247":[],"296414":23,"29650918":23,"29661191":[],"29672381":[],"2968":23,"297":[],"2971492148":[],"2972":[],"297248":5,"29724806":5,"2980":23,"29822833":6,"298273":[],"298375":[],"298836":[],"29883607":[],"299":[3,4,14],"2990":23,"299267190588216":[],"29938171e":20,"29972182":13,"299748":[23,24],"29it":6,"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,20],"2_t":13,"2_x":20,"2b":20,"2cm":8,"2d":[1,3,11,12,17,23],"2e":6,"2f":[0,7,9,10,11,12,23,24],"2ff97f4bf03b":[],"2g":2,"2g_i":2,"2k":3,"2m":6,"2n":[0,2,3,23,24],"2nd":9,"2p":20,"2pm":[21,23],"2pt":4,"2s":[],"2x":[0,3,8,13,23],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21],"30":[0,1,2,3,4,6,7,9,10,13,14,21,23,24],"300":[3,4,14],"30000":[0,23],"30010":9,"30035718":23,"3005849":23,"301":[3,4,14],"30119421":8,"301475":[],"3014751":[],"3017":[],"3018":[],"3019":[],"301927":[],"3020":[],"3021":[],"30232456e":[],"30258509":[18,23],"302m":[],"303":6,"30313128":18,"30337713":18,"3037":[],"3038":[],"30384239":[],"3039":[],"303m":[],"3040":[],"3041":[],"30442964":24,"30466214e":6,"304m":[],"305":[0,23],"30535506":[],"30552077":[],"30559547":[],"305m":[],"306":[0,3,4,14,23],"3063":[],"306m":[],"307":[0,3,4,14,23],"30700873e":20,"30702075":[],"3072":3,"30761405e":[],"3076923076923077":9,"30787294":6,"3079975":[],"307m":[],"308":[0,3,4,14,23],"30813073":[],"30839676":[],"30891693":[],"308917":[],"308m":[],"309":[0,3,4,14,23],"30936179":[],"309362":[],"30940":9,"30984244e":24,"30993886e":20,"30b53504a633":[],"30it":6,"31":[3,4,6,12,14,18,20],"310":[0,3,4,14,23],"310579":24,"3105791":24,"311":[0,23],"31120247":[],"31138734e":24,"31193395e":[],"311m":[],"312":[],"3120271598582915":[],"31211671":[],"31228042":[],"31229747":[],"3123314713548606":6,"31276579e":6,"312m":[],"313":[],"31311243":[],"31318084":5,"31377492":[],"314":[],"31424359":[],"314244":[],"31447174":[],"31457796":5,"315":6,"31507591":23,"31519573":18,"31531613":23,"3155":[0,5,6],"315746":[],"31574634":[],"315977":[],"31597731":[],"316":[],"31605061":[],"31614188e":[],"31644071":[],"31650694":6,"31658671e":20,"31681097":[],"316811":[],"317":[],"31718909":11,"31719317":23,"317367":11,"31768693":[],"31782593":20,"317825933186352":20,"3178411477108273":18,"317m":[],"31835835":[],"31866499":[],"31896852":8,"319803":[],"31980301":[],"31988705":18,"319m":[],"31it":[],"32":[2,3,4,6,12,13,14,18,20],"3200":1,"32039227e":[],"32047562":[],"32066545e":5,"32068012":[],"3208":2,"320m":[],"32149601703519115":6,"3214960170351912":6,"3215":9,"32179365":[],"32183101":[],"32190363":[],"32309075":[],"32320052":[],"324":2,"32450054":24,"32458459":[],"32459186":[],"324m":[],"3250":[1,6],"32512":[],"326238":[23,24],"3263505":[],"326m":[],"32714903e":5,"32721178":[],"327212":[],"32750531e":[],"32766274":[],"32784259e":24,"327883798133277":18,"32816737":[],"32903042":[],"329492":23,"3297":[],"32992274":[],"329923":[],"32it":[],"33":[2,3,4,9,12,14,18,21],"330":[3,4,14],"3303":[],"33066907e":[5,24],"33078983":[],"33079801":23,"331":[3,4,14],"3310":[],"3313155":13,"33135331":23,"33166055e":[],"3318361":23,"331939":[23,24],"331m":[],"332":[3,4,14],"332018":11,"33201844":11,"332331":[],"333":[3,4,7,14],"3331":[],"33327369":[],"333274":[],"33333333":13,"3337":[],"334":[3,4,14],"335":[3,4,14],"336":[3,4,14],"33611111111111114":[],"33645986e":[],"33646268e":[],"336801":[],"33680101":[],"337":[3,4,14],"33711888":[],"33736485":18,"338":[3,4,14],"33819480e":24,"33823452e":20,"3384":[],"33900713":[],"33939645e":24,"33956555":[],"33m":[],"34":[2,3,4,9,14,18],"340071371496255":24,"3403":9,"34037032e":24,"34040204e":[],"340583":23,"340782":[11,24],"34114547":5,"34158665":[],"341m":[],"342680":[23,24],"34305928":[],"3436":[0,23],"3437":[0,23],"34378387e":[],"34412923":24,"34498451":[],"3456":[],"345687771875474":[],"34568872":[],"34569596":5,"3457":[],"34578026":23,"3458":[],"34585355":[],"3459":[],"3460":[],"34678929":[],"346810":[],"3469819128513336":[],"34740615":[],"34852463e":24,"3498":[],"34989509":18,"34it":[],"35":[0,2,3,4,6,9,14,21,23],"35030572":[],"35074881":[],"350749":[],"35123041":[],"3514":[],"35140":9,"35147135":[],"35147532":[],"351636":[11,24],"35182854":5,"35203688":[],"35207264":[],"352073":[],"3522":[],"3525":[],"3528556":[],"352856":[],"3529":[],"3530606977":[],"35309734":18,"35319678":[],"35346808":[],"3538":[],"35396404e":[],"35401056e":[],"3543":[],"35438626":23,"3544313922":6,"3546":[],"35470445e":[5,24],"3548":[],"355":[3,4,14],"3551":[],"35533773":6,"35533774":[],"3556":[],"35562617e":[],"35568525":23,"3558":[],"355906":[],"35590603":[],"356":[3,4,14],"3560":[],"356399":[23,24],"3567":[],"357":[3,4,14],"35704388":5,"357044":5,"3572":[],"35724288e":[],"3575":[],"357508":[23,24],"3576":[],"3577":[],"35771826":6,"35771842":[],"35776087e":20,"35793003441520066":[],"358":[3,4,14],"3581341341":4,"3581571":18,"35821426":[],"3585":[],"3587":[],"35892474":[],"35894575":[],"359":[3,4,5,14],"3593":[],"35947075":23,"3594821":[],"3595":[],"3598":[],"359999999999985":[],"36":[0,2,3,4,5,6,14,20],"360":1,"3604":[],"3605":[],"3606":[],"360688":[],"3609":[],"36102113":[],"36117602":[],"3613":9,"3615":[],"361556":[23,24],"3617":[],"3621311":5,"36227629e":24,"3624":[],"3627":[],"3628":[],"363295916323784e":6,"363295916414895e":[],"3632959170548605e":[],"3632959215700067e":6,"363295924430451e":[],"363834":[],"36383443":[],"363936":[],"36393643":[],"3643":[],"3644017":[],"364402":[],"364418e97433":[],"3645":[],"3646":[],"3647":[],"365350":[],"36535019":[],"3655":[],"3655222":5,"3659":[],"3665263":[],"3668":[],"36689784":[],"366898":[],"3669":[],"36692356":23,"367":2,"3672":[],"3673":[],"3674":[],"3679":[],"36809474":23,"3684":[],"368537":5,"36853738":5,"3687":[],"3688":[],"368m":[],"369139":[11,24],"36it":[],"37":[2,3,4,6,9,14,23],"3704":[],"370782966":4,"3711":[],"37114298":18,"3713":[],"37157712":[],"3718":[],"3721":[],"3722":[],"37239927e":24,"3725":[],"3729":[],"37307168":[],"3739":[],"37396662":6,"37415316":[],"37419664":11,"374197":11,"374291":[],"37429133":[],"3748":[],"3749":[],"3753":[],"375694":23,"3759":[],"3760":[],"3765":[],"376547":23,"376559":[],"37655936":[],"376834":[],"37683438":[],"37692363":[],"37703055":[],"37713991":[],"3772":[],"3773":[],"37732":[],"377372":24,"37737221":24,"3776":[],"3777801602":6,"3779":[],"37835429e":[],"3784":[],"378664":[],"37866422":[],"37885034":23,"37900111":6,"3791":[],"379203":[],"3794":[],"379647":[],"37964744":[],"37992857":[],"37it":[],"38":[2,3,4,9,14,20],"380":9,"38019139":[],"3802":[],"3803":[],"3804":[],"3805":[],"380739":[],"38073947":[],"3811":[],"38135733e":6,"3815":[],"381627865854956":[],"38162787":[],"38168549":[],"3817475779":6,"3818":[],"3819":[],"3820":[],"382187":23,"38222896":[],"3823886":[],"382389":[],"38246359":[],"382672":[],"38267217":[],"3827":[],"382951":[],"38295101":[],"38299798":[],"3830":[],"38302314":[],"3833":[],"38336316":[],"3834":[],"3837":[],"3838":[],"383878":11,"3838783":11,"3839":[],"3842":[],"38461538461538464":9,"3850":[],"3851":[],"38533184":[],"38533185":6,"3854":[],"3858":[],"386":9,"38605872":[],"386059":[],"3861":[],"3862":[],"386294":[],"38629412":[],"38629436":[18,23],"38629844":[],"38637915":[],"3864":[],"3867":[],"3869":[],"387":[],"3871":[],"3872":[],"38730917e":[],"387482":[],"38748219":[],"3876":[],"38763091":18,"38788697":18,"388":[],"3881":[],"3882":[],"3885":[],"3886211842840971":23,"38868469":[],"3888":[],"3889":[],"389":[],"38901478":[],"38906684":[],"389067":[],"3891":[],"38916861e":6,"38962192e":6,"3898":[],"39":[0,2,3,4,9,14,21,23],"390":[],"3906":[],"39074222e":[],"39095416":[],"3914":[],"3915":[],"3916":[],"391602":[],"3917":[],"39197698":24,"391977":24,"39214397":24,"392144":24,"3922":[],"3925515884752442":[],"39272691":[],"3928":[],"3929303193461995":23,"3931":[],"39311435":[],"39384255":[],"393843":[],"39417707e":24,"3943":[],"3944":[],"39456996":[],"39493843":[],"3950":[],"39548035e":24,"3955":[],"39560937":[],"3957482":23,"39579407":5,"3958":[],"39595799":[],"3960":[],"39614347e":24,"3962":[],"3970":[],"39706038":5,"39707147":23,"39724390e":[],"3975":[],"397700":[11,24],"39789527":[18,23],"3979":[],"39794864e":[],"3980313467":6,"3983":[],"39864527":[],"39924562":[],"399246":[],"39931051e":24,"3994":[],"39943328":18,"3996":[],"399836":[23,24],"39it":[],"3bdkrb":[],"3d":[2,3,4,6,13],"3f":[1,3,9],"3n":18,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,23],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23],"40":[1,3,4,6,9,14,21,23],"400":4,"4000":[9,23],"4005":[],"4011":[],"40116777":[],"401168":[],"4012":[],"4017":[],"4017308":[],"40183706":[],"401842":[11,24],"40214433":[],"4022":[],"40236901e":[],"4027":[],"4030":[],"40340043":[],"4034668048":[],"4038":[],"40389922":[],"4039":[],"404":24,"4045":[],"4048":[],"4050":[22,23],"4055":[],"405890":[11,24],"4059":[],"40599799":[],"40620066":24,"406201":24,"40672425":23,"4068":[],"4069":[],"4075":[],"40754621":[],"4077":[],"408":[],"4082":6,"40828861e":24,"40829683":[],"408297":[],"4084":[],"4087":9,"4087793":5,"4088":[],"4089":[],"409":[],"40927184e":6,"40980089":[],"409801":[],"40a38ad763f1":[],"41":[0,2,3,4,9,14,18],"410":[],"4100":[],"4107":9,"410815":[],"41081513":[],"411":[],"4115":[],"4117":[],"41170104":[],"412":[],"41211579":[],"412116":[],"4128":[],"4131":[],"41340248":23,"41351287":[],"413513":[],"41357064":[],"41386599":18,"4143":[],"41433969":5,"4144":[],"41446721":[],"4146":[],"41511965e":1,"415201":23,"41542567":[],"4155":[2,15],"415534701258823":[],"41566661":[],"4162706317":6,"41646135":23,"4166666666666667":9,"4167":[],"4176":[],"4177":[],"418506":[11,24],"4186":[],"41876267":[],"418763":[],"41882036e":[],"41882037e":6,"41923956":18,"4192423635":[],"41958102e":[],"4198":[],"41990268":[],"41it":6,"42":[1,3,4,8,9,10,14,18],"420":[],"42028578":[],"42037468e":[],"420543":11,"42054337":11,"42078103":[],"421":[],"4212":[],"42130182":[],"42190899e":24,"422":[],"422275":[],"4224":[],"422480":[],"4224801":[],"423":[],"4230769230769231":9,"42340403e":[],"42352791":23,"42394972":[],"424":[],"42441033":5,"42449643":[],"42450":9,"42451192":18,"425":[],"4255":[],"4258989918":[],"426":[6,7],"42615374e":[],"42631342":[],"42694395":18,"427017":[],"42732954":[],"4275":[],"42790075e":24,"4284066":[],"42882114e":[],"42902155":18,"42915006":18,"43":[0,1,2,3,4,7,9,14,18],"43007002e":24,"43036842":18,"4304167":[],"43054282":5,"4310":23,"43135183":[],"43294696e":[],"43330971e":6,"43333886":[],"43482628":[],"434932":[],"43493232":[],"435163":[23,24],"43552433":[],"435567":[],"43556723":[],"43560678":[],"43579948e":6,"43639284e":24,"436462435":4,"43761347":[],"43766686":11,"4379":[],"43794243e":20,"438060758":6,"438136":[23,24],"43876695":[],"438767":[],"439230":6,"4399427":[],"439943":[],"44":[0,1,2,3,4,14,18],"44021223":11,"44065609":18,"44089210e":[5,24],"4410":[],"4411":[],"441264":23,"44152248":[],"44190304":18,"44198566":[],"442600":[11,24],"442701":[],"44270138":[],"443217":[23,24],"443538568902246":20,"44353857":20,"444":9,"44624525e":24,"446453":23,"44651551":[],"44688507e":[],"44830642":[],"44838453e":20,"44894073":[],"44906236e":[],"44970586e":1,"44997121":[],"44it":[],"45":[2,3,4,9,14,21,23],"450":9,"450257":[11,24],"4504":9,"45146007e":24,"45220770e":[],"452553":23,"45268835e":24,"45290829":[],"45372697":5,"453727":5,"45393214e":[],"454027":[],"45402701":[],"4543859":[],"45571233e":24,"4557763":11,"455947":[23,24],"456":9,"456418966187335":[],"45643708e":24,"457":2,"45720968e":[],"45741697":[],"457770268480242":[],"458027":[23,24],"458078":[11,24],"45915671e":24,"45951629e":20,"45960079":5,"45979894":18,"45985488":[],"459855":[],"46":[2,3,4,9,14,21,23],"4601":9,"46023985":[],"461":[],"461175":[],"46153846153846156":9,"462":7,"46284227":[],"46312791":23,"46369869":23,"46383925e":6,"463861":23,"46400080e":[],"464424":[],"4644244":[],"46508305":[],"46567887":[],"46575843e":[],"466":[],"46602982":[],"46650488":[],"466505":[],"46696223":[],"4676059":24,"467606":24,"469":[],"46932688":[],"4694":[],"46984697e":6,"469868":[],"46986815":[],"47":[2,3,4,9,14,21,23],"4703":[],"47042744":5,"470714":[23,24],"47075725":6,"47116868e":6,"47125748":5,"47132891":5,"47158029e":[],"47245463":[],"472455":[],"47248297":23,"47387858":[],"47400238":[],"47432993":[],"4744":[],"4744219":[],"47478057":[],"47482507":[],"47485224":[],"475311":[],"47531107":[],"47610036":6,"47726407e":20,"47815203":11,"47920156":[],"47942814":[],"479465113":4,"48":[2,3,4,9,14],"480":23,"48089797":[],"48133064":[],"481979":6,"48212873":[],"48257387":[21,23],"48316523e":[],"483257001":13,"4837":[],"48420165":[],"48442336":[],"48476997":11,"48574149":[],"486873":[],"48687342":[],"48739546":[],"48783370e":24,"48871288":[],"488713":[],"489":[],"489522":[],"48952201":[],"48971452":[],"48994188":5,"48it":[],"49":[2,3,4,5,6,9,11,14,24],"490":[],"49052317e":20,"491":[],"49152":3,"492":[],"49242688":[],"49282737":[],"493":[],"49385454e":[],"4940954":[0,23],"49468927e":20,"49545491":23,"4959161509356135e":[],"495916150936645e":6,"495916150936654e":[],"4959161509377256e":6,"495916150938325e":[],"49614357":[],"496337":[],"49633743":[],"49636583":[],"49666527e":20,"49672291":[],"49680475019226":[],"497":[],"49730046e":[],"498":[],"49862065e":24,"49887949e":24,"499":[],"4990":20,"499012":[],"49901244":[],"4992":20,"49932427e":5,"4997":20,"49974854":[],"49992743e":[],"4b5d3mupqma":[],"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[21,23],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],"50":[1,2,3,4,6,7,8,9,10,13,14,23,24],"500":[1,3,4,6,9,10,13],"500000":[],"50000455":5,"50000553":5,"50000718":5,"50000855":5,"50000969":5,"50001063":5,"50001142":5,"50001207":5,"50001261":5,"50001306":5,"50001343":5,"50001374":5,"500014":5,"50001414":5,"50001422":5,"50001439":5,"50001454":5,"50001466":5,"50001476":5,"50001485":5,"50001492":5,"50001498":5,"50001502":5,"50001506":5,"5000151":5,"50001512":5,"50001515":5,"50001517":5,"50001518":5,"50001519":5,"50001521":5,"50001522":5,"50001523":5,"50001524":5,"50001525":5,"501":[],"501049":[],"50104946":[],"50105159":[],"50173752e":24,"5018":20,"50219982":[],"50227564e":6,"5031474174499113":[],"50314742":[],"50321091":5,"504167":[],"50416731":[],"504881":[],"50488131":[],"50584526":18,"506":[0,24],"506553":24,"50655336":24,"50680321e":[],"50727059":[],"50733669e":24,"50754416":[],"50769230769231":[],"50799086":[],"507d50":[9,10],"50812169":[],"50835355":5,"508354":5,"50846111e":[],"50846112e":6,"50931378":18,"50it":[],"50j":13,"50x10":1,"51":[2,3,4,10,14],"510":1,"51004249":[],"51054961e":24,"51075117":[],"51108791":18,"51126895e":[],"51131471":[],"511315":[],"51146442":23,"51150176":[],"51174395":[],"511888":5,"51191552":6,"511977":[],"51197747":[],"512132":[],"51214899":[],"51265232":[],"51289697":[],"512897":[],"5138":[],"51389553":[],"51400374e":[],"514219":[23,24],"51507839":18,"51561271":[],"51578522e":20,"51656406":23,"51664729":[],"51732028":[],"517350858882083":[],"5177783846":4,"517823":[],"51782322":[],"518030":[],"51803019":[],"51850390e":24,"5188328":[],"518833":[],"518895":23,"51900727e":[],"51933924":18,"519842":[],"52":[3,4,14],"520931":[],"52093124":[],"5216048821598704":[],"521719":[],"52171908":[],"5222222222222223":1,"522758":[],"522836":23,"52307692307693":[],"52362157e":24,"52512084":11,"52580392":5,"525804":5,"5260627":[],"52606351e":24,"526744":[11,24],"52713812":[],"52723079":[],"52744746":13,"52773051":[],"52799362":[],"528115":[],"52811546":[],"52819229":[],"52839842":18,"52874252":5,"529":[],"52902847e":24,"52911941":[],"52945798e":[],"53":[3,4,9,14],"5303329":11,"5305555555555556":1,"5312":[],"531280":[23,24],"53189647":[],"53219937":[],"53254035":[],"53312754":[],"533941":[],"53394148":[],"53423784":[],"534362":23,"53479276":[],"534793":[],"53502096e":[],"53603432":[],"53611562":[],"53623614":[],"53697476":[],"53703498":6,"5378811":11,"53794784":[],"537948":[],"53815559":[],"53822787":[],"5384615384615384":9,"53846153846155":[],"539261":[11,24],"53938383":[],"539384":[],"53952479":[],"539525":[],"53952664e":[],"539683":11,"53968309":11,"53971260e":[],"53it":6,"54":[3,4,6,9,14,20],"540":9,"54016188":[],"540162":[],"54039921":5,"54041041e":[],"54078623":11,"541605":[23,24],"54163136":[],"54302039":[],"543939":24,"54393936":24,"544439":[23,24],"54445121":18,"54537329":[],"546166676":[],"546712":[],"54671213":[],"5472246386316972":[],"54722464":[],"54780216":[],"54845458":[],"548455":[],"54886137":[],"54894095":[],"54956992":18,"54969168":[],"54it":[],"55":[1,2,3,4,9,14],"5501":[3,4,14],"55026099":[],"550321":[],"55070893e":24,"55202922":[],"552731":[],"55273102":[],"5539":[],"55505907":[],"555187":[],"55518724":[],"555496":[],"5554964":[],"55553537":[],"5555555555555556":1,"55571665":[],"55578041":[],"55626454":18,"55640013":23,"55640387e":[],"5566":[],"557795":[11,24],"558080":[],"55808001":[],"558241":[],"55824107":[],"55854694":11,"55907387e":[],"55914617e":[],"55936475e":24,"5594":6,"56":[1,2,9],"56033697":5,"56071752e":20,"561":[],"5611":[],"5615":[],"56183518":[],"56198284":5,"5625":[],"56302854":[],"563167":23,"56343926":[],"5639":[],"564":9,"564374":[11,24],"56437897":[],"564379":[],"56447742e":24,"56481272":23,"565":9,"565006":[],"56500639":[],"56536":[0,23],"56542321e":24,"56556315":[],"565651":[],"56565106":[],"566":9,"566074":[],"56607416":[],"56636616e":6,"567":9,"568":9,"56807589e":[],"56848886":[],"569":[1,9],"56912044e":6,"56939714":5,"56992937":[],"57":[0,2,8,9,21,23],"570":9,"5700":[],"571":5,"571092":[],"57109235":[],"571105947979336e":[],"571105947979352e":6,"571105947979394e":6,"571105947979395e":[],"571105947979439e":[],"57154252":[],"57174058":[],"57201944e":6,"572069":23,"57266138":[],"57350724":18,"57361898":[],"574465":[11,24],"57505712":23,"576431":[],"57643113":[],"57673618":[],"5769230769230769":9,"57776818e":20,"57807896e":24,"57810065":[],"57810898e":20,"57842073e":[],"578889":[],"57888946":[],"57947706":23,"57it":[],"58":[2,9,10,21,23],"58042237":18,"58084359":[],"58112299":[],"581123":[],"58171189":[],"58187347":[],"58312967":[],"5833333333333334":9,"583595":[23,24],"58395707":[],"58428804":[],"58474054":[],"584804":[],"58492636e":24,"58590795":23,"58666142":23,"58671946":[],"5888888888888889":1,"589":[],"58986647":[],"59":[2,9],"590":[],"591":[],"591317992":4,"591594":[],"59159438":[],"59182949":[],"59190877":[],"592":[],"593":[],"593040":[],"59304008":[],"59323905":[],"59367954":[],"5944444444444444":1,"59445979":[],"594460":[],"59468796":[],"59591979":[],"595920":[],"59592669":[],"59616454":[],"596165":[],"59654302":[],"59766":[],"597660":[],"59833875":[],"598392":[],"59839245":[],"59950055":18,"59955801":[],"59981487e":24,"5cm":20,"5dd54edf2138":[],"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,21,23,24],"60":[1,2,3,6,9],"60000":4,"60056803e":24,"60083846e":[],"60133562":[],"60158334":20,"601583341274718":20,"60164827e":24,"60176806":[],"6019067271":4,"601942":11,"60194224":11,"60236782":18,"60236938":[],"60268567e":24,"60293962":5,"603494":[],"60349429":[],"603636":23,"60420593":5,"6052136":[],"60538875":[],"60543038":24,"60619654":[],"6063219":[],"606439":[],"60673226":11,"606760":5,"60685864":[],"60791699":[],"6079169911277265":[],"608028":[],"60802823":[],"60815105":6,"6084611325305795":[],"60943791":[18,23],"60975366":23,"60980325":[],"60it":[],"61":[2,7],"61033524":[],"6111111111111112":1,"61123608":[],"612939":[23,24],"613579":[23,24],"61399851":[],"613999":[],"61406871":[],"614133":[],"61413333":[],"61463451":[],"614808":[11,24],"6149274949460215":[],"61520194e":[],"61536670e":24,"6153846153846154":9,"61576236e":[],"61634314":[],"61702282":6,"617572":[],"61757228":[],"618":[],"61808351":[],"618982":[23,24],"61899355e":[],"6199381169260247":[],"62":[],"621102":23,"62168613":[],"62170669":[],"621707":[],"62249103":[],"62364974":[],"62373464":11,"624220":11,"62422045":11,"62432074":[],"62451626e":24,"62470815e":[],"625":7,"62571673e":20,"62620724":[],"626635268":6,"62683307":[],"62759057":13,"62767384":[],"62806444":23,"62894215":5,"62896882":[],"62914124":23,"629961":[],"63":[0,1,6,7,24],"6300745149331701":24,"630224":[],"63025821e":6,"63112036":23,"63115792":23,"63162342":24,"63207808":[],"63249532e":6,"63270833":[],"63281351":23,"63332882e":[],"63367582":[],"633676":[],"633949":23,"63395187":[],"63430285":[],"6343356":5,"63498144":5,"63675140":[],"637104":11,"63710438":11,"637129335071195":24,"6371293350711955":[],"63734811e":[],"637545":[],"63754524":[],"63860687":[],"63862189":[],"63901111":[],"63it":[],"64":[1,2,3,4,7,13,18,23],"64012627":5,"64033527":23,"64064128":[],"64113381e":[],"64141716e":[],"642380":[],"64238022":[],"64293754":[],"64298419":23,"6431453":[],"64425009":[],"645":[],"64528459":[],"645285":[],"64615384615385":[],"646283":[11,24],"647":6,"64736858":18,"64742912e":6,"647473":[11,24],"6489862":[],"649339":[],"64933923":[],"649382":[11,24],"64972151":23,"64x50":1,"65":[1,2,7,8,9],"65136857":[],"65280103":[],"6530742540053943":[],"65335632":18,"653578701904388":9,"65359027e":24,"6536392":24,"65442354":24,"654424":24,"65444431":[],"65522261":[],"65571174e":24,"65578316":[],"65599456":24,"6562":[],"65626043":[],"65628853":[],"657041":23,"65743689":24,"65746064":[],"6577093":23,"65795279":18,"658":2,"65833132":24,"65885453":5,"65891389":24,"658914":24,"659":2,"659306":[],"65it":[],"66":2,"660":2,"66054752":[],"66064822":24,"66080313":24,"66087937":[],"66111673":[],"66204648":6,"66219404":6,"66226149":[],"66247212":[],"662854":[],"66285434":[],"6628996975186953":24,"66292841":[],"66294408":24,"66295776":[],"662958":[],"66310422":[],"6638":9,"66410989":[],"66443521":11,"6652177":24,"66560":9,"66614025":[],"66619972":[],"666200":[],"66620847":[],"66638078":[],"666597":23,"6669838269597004":[],"667":9,"667239":23,"668172":[23,24],"668186":[],"66818635":[],"66934291":[],"66950317e":[],"66973261":23,"66981186":[],"66it":[],"67":[2,9],"67047975e":6,"67054028":[],"671089":[],"67160204":23,"67236038e":24,"67258699":[],"672721":[23,24],"67314874e":[],"673457751724773":11,"67354673":23,"67442363":23,"67588315":[],"67591616":[],"67655635":23,"67697934":[],"67838309":[],"67882608":[],"67970864":[],"679709":[],"68":2,"68029036":[],"68040392e":24,"6808538439837775":[],"68127341":18,"68176047e":[],"68192193":5,"68246089":[],"682464":[],"68246434":[],"68279358":[],"68286725":24,"68322599":18,"6834195":[],"68485505":[],"68534263e":6,"68542204":5,"68545647e":[],"68626148e":[],"68664664":23,"6869":9,"68719389":[],"687194":[],"68731669e":20,"6887363571":4,"68886089e":20,"689230294669661":[],"68929213e":6,"689345":23,"68944595":[],"689519":[11,24],"68965135":[],"68it":6,"69":[2,7,9,20],"690":9,"69023787":[],"690569639355314":[],"69061276":[],"690617":[23,24],"69069n_":20,"69115646":[],"6914791":23,"69154964":18,"692":1,"6923076923076923":9,"69295955":[],"69313663e":24,"69356940e":24,"69363975e":[],"6943316601792833":[],"69481746":[],"69484813e":[],"69487891e":[],"69493539":[],"69504801":6,"6960326":[],"69634577e":6,"69695259":5,"69764852":18,"69826476e":[],"6984511994530214":[],"69908626":6,"69981939e":24,"69985355":[],"6999536":11,"69it":[],"6e75736fdab1":[],"6f7a6bd7d79f":[],"6m":[],"6n_":20,"6pm":23,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,18,19,20,22,23,24],"70":[1,6,7,9],"70037324e":24,"70127680":[],"701370":5,"70179437":[],"70205195":[],"70208087e":20,"70354373":[],"703716d317a7":[],"70421972e":[],"70434005":[],"70473799e":[],"7050":[],"70501534":18,"70598996":[],"70653767":4,"70710678":[5,24],"70721787":[],"707218":[],"70727837":[],"70769586":[],"70831425":[],"70832814":5,"7086067479626619":24,"709698":23,"70980493":[],"70it":6,"71":1,"71075825e":24,"71131626":[],"71142161":24,"711422":24,"7119":9,"712018":[11,24],"713163":23,"7134":[],"713487":[],"71348713":[],"71350226":[],"71441535":[],"7151":[],"71721168":[],"71737253":24,"71760245":[],"71761101":24,"718165":5,"71822416":[],"718697":[],"71869727":[],"72":[],"72057967":[],"72101205":[],"72174172":11,"72199579e":[],"722047011333792":[],"7221662":23,"72228205":23,"7225597":23,"72261919":[],"72271878e":6,"72347283":[],"7236674":5,"72373129":[],"72394787":[],"724":3,"72509099":[],"72522848":[],"72567956":5,"725680":5,"72594302":[],"72671218":[],"72855434":18,"72859758":5,"72904541e":24,"7293182":[],"72981762":8,"72986500e":20,"73":[2,6],"73005463":[],"7306310662842432":[],"731000":[23,24],"73174557":[],"73287103e":[],"733096":[23,24],"73406033e":[],"73484667":[],"735738558766299":[],"73573856":[],"73628359e":24,"737386":5,"73738602":5,"73752910":[],"7386068":[],"73947737":5,"73it":[],"74":[2,6],"740":9,"74081822":8,"741264":[],"74126425":[],"742975":[],"74297504":[],"74368436":[],"74384949":24,"743u":[],"7448615806559786":[],"74592114e":24,"74607851":24,"7469898175164704":[],"747224":11,"74722409":11,"74829661":24,"74840212":5,"7484669886413582":[],"74935095":18,"74943449":18,"749765":[23,24],"75":[2,5,6,8,9,11,23,24],"7501749450963715":[],"750445":[23,24],"75050135":24,"750u":[],"75106135":[],"75118364":[],"751275":[],"75127504":[],"751699":[11,24],"75170092":5,"75269037":24,"75350216":[],"75357263":11,"753573":11,"75357959e":[],"75361646":[],"753846153846155":[],"75453081":18,"7546383166870465":[],"75492292":18,"75517445":[],"75576555":24,"75621895":23,"756232":[],"75623206":[],"756352":[23,24],"75670484":5,"756705":5,"75703965":[],"757040":[],"75770568":24,"758193":[],"75819326":[],"75838233":[],"75853556e":[],"75it":[],"76":[2,9,21,23],"7601030735620569":11,"76060096":[],"76063234":[],"76066069":[],"763u":[],"76400155":23,"7643536":[],"765":7,"76529528":[],"76598941e":[],"76674796":[],"76731400e":[],"76802186":[],"768813":[],"76881337":[],"7692307692307693":9,"76923076923077":[],"76936315":5,"7694444444444445":1,"7696835316227453":11,"77":[2,9,21,23],"77034458":[],"770345":[],"7705527590466072":[],"77070756":5,"770708":5,"77085375":[],"77144798e":[],"77152076":5,"7718":9,"773329728649545":[],"77332973":[],"77333117e":[],"774300":[],"77494715":[],"775":[],"77533038e":[],"77559332":[],"77618224":[],"77627886":[],"77632220e":[],"77636e":13,"77662945":[],"7767978193240488":[],"77711437":[],"77714169":8,"77754132e":[],"7782028952":4,"77836133e":24,"77859437":23,"77865169":[],"77954956e":5,"78":2,"78009660e":24,"78011544":[],"78018374e":24,"78156479e":[],"78184120e":6,"78286771":[],"78329097":23,"7843182645426894":[],"78459267":18,"7846153846154":[],"785061":23,"7851533175757255":[],"78561443":18,"78596961":[],"7860324":18,"78674758":[],"787349":[],"7873493":[],"78752269":[],"78941903":5,"78972773":23,"78988962e":[],"79":2,"79009329":[],"790818":[],"79081838":[],"79093776":[],"79106527e":24,"79111643":5,"791123":[],"79135075":[],"79145214e":[],"79190435e":24,"7923086060375724":[],"79230861":[],"79285683e":[],"793167":[23,24],"79394867":[],"7939646":[],"79419162":23,"794282":[11,24],"79441434":[],"79449156":[],"79512696":[],"79552752":[],"79602861":[],"79754246":[],"797e":6,"79827506e":24,"79856831e":[],"798761":[],"79876149":[],"7bsq":[],"7c394b1e8b71":[],"7d7d58":[9,10],"7f2b3a6174c2":[],"7jexgh5soo":[],"7m":[],"7odqolophta":[],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],"80":[0,1,2,5,6,8,9,24],"800":[4,7],"800615":[],"80108096":23,"80162359":[],"802796":[],"80279641":[],"80280228":[],"80315282":[],"803153":[],"80344720e":[],"80354994":6,"803804":[],"80380438":[],"80422999":20,"80469739":5,"8049181":[],"8055555555555556":1,"80561191":[],"80609615e":6,"80609616e":6,"80638926e":[],"8064":[],"80661365":[],"806614":[],"80728853":[],"80734875":[],"807349":[],"80738685":[],"8074242":[],"80747253":[],"80842254":[],"808423":[],"80847477e":6,"80947943":23,"80961969e":20,"80994952":[],"81":[1,2],"81048318e":6,"8108619":[],"81160425":5,"81187794":[],"81333804":6,"81333805":[],"81388724e":[],"814":[7,11],"81447915":24,"815563":[],"81592628":[],"815am":[21,23],"81633628":11,"816454":[23,24],"81656508":23,"81671821":[],"81681019":[],"816847":[23,24],"8175":[],"818059":5,"81805914":5,"81912272":[],"8192798":[],"81955926":[],"81974332":[],"82":2,"82027884":18,"82073684":[],"82092612e":24,"8219235992494145":[],"8219236":[],"82198978":5,"82250097e":[],"82358522":[],"823585220707946":[],"82404007e":[],"82454365":[],"82484316":[],"82592":18,"82650876":[],"826509":[],"8265786":5,"82747653":[],"827477":[],"82750687":18,"82771329e":24,"82773778":[],"828190347382744":[],"82819035":[],"82949718e":20,"829648415811072":[],"82964842":[],"82975422e":24,"82997013e":5,"83":[2,23],"8305555555555556":1,"83320794":11,"833208":11,"8338786":[],"834027":[],"83402742":[],"83512277":5,"83516719e":20,"83632853":11,"836874":[],"83687444":[],"83698677":[],"83757843":[],"83760781":23,"839818":23,"83982725":[],"83999999999999":[],"83it":[],"84":2,"84031027e":[],"84062065":[],"84203538":[],"84228957e":[],"84232163":[],"842436":[23,24],"84292394":[],"842u":[],"84310736":[],"84317815":18,"84355903e":1,"8437169762110144":20,"84371698":20,"84443254e":1,"84569271":[],"84614066":[],"8461538461538461":9,"84653115":[],"84780262":6,"84854738":[],"848618":[],"84861838":[],"84886051":[],"848861":[],"84923989e":6,"84924834":[],"84942942":[],"84977962":[],"84994524":5,"85":[1,2,9],"850164":5,"8503720991789538":[],"85065653":[],"85071429e":[],"85086629":[],"85091337":[],"85102768":11,"85104809":18,"85120833":[],"85263220":6,"8527777777777777":[],"85278920e":[],"853241":[],"85324115":[],"853835":23,"853u":[],"8548082":[],"8557822":[],"85601992":5,"85694362":[],"85758696":[],"858":9,"858185":23,"8583333333333333":1,"85843684":[],"85953586":[],"85959007":[],"85979474e":[],"85it":6,"86":2,"86014003e":[],"86058560e":24,"8608479":[],"860848":[],"861":[],"86117291":5,"86134827":5,"86145244":11,"861676":23,"86171505":[],"86181269":18,"86252988":6,"86361743":[],"86387759e":24,"8638888888888889":1,"86425056":[],"864251":[],"86478158":[],"865158":5,"86515815":5,"86546962":[],"86550074":[],"86572911":23,"86597540e":24,"86623151":[],"86630":9,"86635201e":20,"8666666666666667":1,"86810":9,"86879198":[],"868792":[],"86893619":[],"869":[0,23],"86905621":[],"86925797":[],"869258":[],"87":[9,24],"870":[0,23],"8702784034":4,"8705211":[],"87072815e":24,"87099757":18,"871":[0,23],"87191952":[],"871920":[],"872":[],"8722222222222222":1,"87243817":[],"873":[0,23],"87327414":[],"87379129":13,"87381451":5,"874":[0,23],"874951":[],"87495119":[],"875":1,"87532289e":24,"8759":13,"876":6,"87618586":13,"87625493":[],"87647541":[],"876664":[],"87666423":[],"87667593906086":[],"87667594":[],"8768":[],"878123":23,"878297":[],"87836018":[],"87849647":[],"87902877":23,"8792323":[],"879271":[],"87927126":[],"87927601":[],"87940752":[],"87it":[],"88":[2,13],"88001352":[],"88017651":[],"880177":[],"88031314":[],"88046261":5,"8805555555555555":1,"88063413":[],"88118231":[],"88137798":[],"88168312e":6,"881788":[],"88182591":24,"8826033":[],"88274486":23,"883":[],"88323026":24,"88335933":18,"88336879":5,"88352503e":[],"884":[],"88450476":18,"884669":24,"88477619":[],"885":[],"8850944":[],"88512489":[],"88529063e":6,"8855417382991412":[],"88554174":[],"88560514":[],"88595926":[],"886":[],"88613493":24,"8866190885623907":[],"88661909":[],"88679947":[],"887":[],"887366":[],"88736621":[],"88746795":[],"8879":[],"88871662":[],"8888888888888888":1,"889080":[],"88908038":[],"8894":[],"889686":[],"89":[0,2],"89045167":[],"89126914e":24,"8916666666666667":[],"89274639":[],"89288636":11,"89298533":[],"89335182":[],"893352":[],"893489":[],"89348922":[],"89396164e":20,"89410423":5,"8944444444444445":1,"89543736":23,"89545727":[],"89550839":[],"89565264":[],"89582298":[],"89591553e":[],"8962476":[],"896248":[],"89842298":18,"89873772":[],"89876748":[],"8991514":[],"89944994":[],"899450":[],"8f":6,"8g":6,"8n":18,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,19,20,21,23,24],"90":[1,2,6,9],"900449":[],"9005135872087155":[],"90054363":[],"90066122":[],"9007164":[],"90075537":5,"9011":6,"90220243":5,"90252116":18,"90266948":5,"90268858":[],"9027777777777778":1,"9033":[],"90342093e":20,"903824":[],"90382431":[],"904":[],"9040":9,"904221":18,"90475506e":6,"90491568e":20,"90540529":[],"9055555555555556":1,"90559087":[],"905591":[],"90595152":[],"906298":11,"90629812":11,"906747":5,"90694878":[],"90813514":[],"9083333333333333":[],"90884627":[],"90895045":[],"90940378":[],"90999452e":[],"91":[21,23],"910":9,"9111111111111111":1,"91124889":[],"91128596":5,"912u":[],"913":[],"91346044":18,"91379157":[],"913791573406831":[],"91383439":[],"91396388":[],"914":[],"91416375":[],"91479093":[],"91492986e":6,"915":[],"91511388":[],"91549644":[],"915549":5,"916":[],"91616374":[],"916164":[],"9166666666666666":9,"91682433":[],"917":[],"91760278":5,"918":[],"91811160e":24,"91812702":5,"918992":[23,24],"919":[],"91936525":23,"9196398947631166":[],"91it":[],"92":[6,9,21,23],"92087142":[],"9212905":[],"921291":[],"92143477":[],"921435":[],"92169784e":24,"92208477":[],"922085":[],"92272314":[],"922u":[],"9230769230769231":9,"92337385e":24,"92343595":[],"923602":23,"92373266":[],"924018":[],"92461411":[],"92477093":[],"924e":6,"925":1,"92507116e":1,"9252772":[],"92578916":5,"92603747":[],"92626212":[],"92631966":[],"926320":[],"926583":[],"92658312":[],"92738529e":20,"92754397":[],"927544":[],"9277777777777778":1,"92811987":[],"92817032":[],"92819235":[],"92857143":7,"92888885":[],"92916438e":[],"9292":6,"92921648":[],"92968793":[],"92995253e":[],"92it":[],"93":[],"93023603":13,"93037171":[],"930372":[],"9305555555555556":1,"930583":[],"930683":[],"93082503":23,"931":[0,23],"93155188":5,"93158979":5,"93188452":[],"931885":[],"93229640e":[],"93248252":[],"932483":[],"932u":[],"933":5,"93325497":[],"93371943e":20,"93386901":18,"93414191":[],"93492130e":6,"93522293":13,"93579127":[],"93586895":[],"935u":[],"93601008e":24,"9361111111111111":[],"936762":[],"93676229":[],"936856":[],"93685631":[],"937":20,"937082":[23,24],"93792215e":[],"93799826":5,"938":20,"9383327":[],"9387":9,"939":[0,20,23],"94":[7,20],"9400":[],"94054854":[],"940549":[],"94076632":18,"940776":[],"94077605":[],"94107596":[],"94117118":23,"941866404575299":[],"94212937":[],"94226022e":6,"94227931":23,"9424":[],"94273542":24,"94284104":5,"94320205":5,"94321297":[],"9444444444444444":1,"945":[],"94548496":[],"94591015":[18,23],"946":[],"94639099":11,"946393":[],"94659383":[],"946957":5,"947":[],"9472222222222222":1,"94735055":[],"947903":[],"94790323":[],"948":[],"94822514":6,"9482527":5,"94861749e":[],"948641":[],"94867516":20,"948675162607389":20,"949":[],"94905663":[],"94915262":[],"94917559e":[],"9492866":18,"94986593":[],"95":[1,7,9,11],"95008046":6,"95011994e":20,"95054046":[],"95079224":24,"95079764":[],"95136998":0,"95231424":5,"952387":24,"9524":[],"9527777777777777":1,"95284275":5,"95302":[],"953065564":1,"95351665":5,"9538239":[],"954":20,"95446837":[],"9549351910143222":[],"954988":[],"954u":[],"95511792":24,"955118":24,"9555555555555556":1,"95569422":[],"955820c21e8b":4,"95645365":11,"956454":11,"956563":[11,24],"95684892":5,"95703":13,"95714723":[],"957147232685324":[],"957421":[],"95742107":[],"958228616652075":[],"9582286166520774":5,"95824108":18,"958476":[],"95911004":18,"95994091":[],"95it":[],"96":[6,7,11],"960":20,"9601304850018328e":[],"960130485007504e":6,"960130485007934e":[],"9601304850213484e":[],"96013048502692e":6,"96024953":5,"96032148":[],"96081861":18,"96084663":5,"961":20,"962":20,"96251494":18,"96257580e":24,"9626883":[],"962990":23,"9631064":23,"9635449873404844":[],"9637117593816477":6,"96390357":[],"9640435":5,"964268":[],"96426825":[],"96431281":23,"964735":[],"96473528":[],"96489434":[],"9649652536":4,"96496641":18,"96527903":[],"96534137":18,"96542994e":[],"96551427e":[],"96552318":23,"965548":[23,24],"96601782":[],"96606158":[],"96620033":[],"96631321":24,"96653373":[],"96670977":[],"96686324e":[],"96688672":5,"966899":23,"96735081e":[],"9674916":5,"967536":[],"9675364":[],"96769675":[],"9678":[],"967809":[11,24],"96812218":[],"96863851":[],"96941962":23,"96987657":[],"96992454":[],"96it":[],"97":7,"97005689":5,"970057":[],"970477":[],"97047717":[],"97065296":[],"97108e":13,"97117751":[],"971688":18,"97200305e":24,"97202":[],"9722222222222222":1,"972286":11,"97228638":11,"97230501":[],"97243128":5,"97300836":5,"97305528e":20,"97434186":[],"97467734e":24,"97477238":[],"97497404e":6,"975":1,"97507735":5,"97509292":23,"97547354":[],"97547354476579":[],"975510299261579":[],"9760832":[],"97656972":13,"97665553e":24,"97705827":5,"97708897":11,"977089":11,"97713364":18,"97731700e":[],"977418":[],"97758848":5,"9777777777777777":1,"977880":[],"97788031":[],"9780387310732":22,"9780387848570":22,"9781492032632":22,"97840468":[],"978553":5,"97898392":[6,24],"97906022e":24,"97926491":5,"97952271":18,"97955570e":20,"97980332":13,"97it":[],"98":[0,1,7,9],"980":9,"98005862e":[],"98017611":[],"98036405":[],"9805555555555555":1,"98091621":5,"98129668":23,"981321":[23,24],"98139097":5,"98153145":[],"98248312":[],"98249059":[],"982491":[],"98266587":[],"98275501":5,"982758":[],"98275836":[],"98316352":[],"983164":[],"983310":[23,24],"98346748":[],"9835443722554817":[],"98399675":[],"98400474":18,"98413059":5,"984525":[],"98454786":5,"98467494":[],"985":20,"98566191":5,"98581925":18,"986":20,"9861111111111112":1,"986699":5,"98680716":5,"98699753":[],"98716878":5,"98740124":[],"98756882":[],"98794823":[],"9879924":[],"98808176":5,"98822371":6,"98842948e":[],"98880065e":24,"9888888888888889":1,"989":20,"9890348":5,"9893149172528393":[],"9893447":5,"98947894":24,"98950411":23,"9898254753574576":[],"98982548":[],"9898ff":[9,10],"99":[7,9,11,13],"990":9,"99009525":5,"9902552771282336":[],"99049330":[],"99051150":6,"99088801":5,"991":20,"99115119":5,"99157584":[],"99176998":5,"992":20,"9920099299023244":[],"99242921":5,"992504":11,"99265097":5,"99274513":[],"993":20,"99316252":5,"99353454":[],"993535":[],"993537":[],"99353748":[],"99371056":5,"99374388":[],"993865":[],"99389612":5,"993972":[],"99397245":[],"9940672992288855":[],"9943201":5,"99435648":[],"9947756":5,"99492986":5,"99498108":[],"99519225":[],"9952495547161103":[],"99528218":5,"99539415":5,"99541140030306":24,"9954205504035075":24,"9954911579937146":[],"9955282554647219":[],"9956582":[],"99566069":5,"99578809":5,"9959293935368551":20,"99594988":[],"995950":[],"9959898232423614":[],"996":5,"9960039497353536":[],"99608161":5,"9962074631757628":[],"9963202597920238":[],"9963525271588923":[],"9963864072152893":[],"9963961":5,"99650061":5,"9965048209369255":[],"9966080206050006":24,"996694948530336":[],"9967458":5,"99700706":5,"99709215":5,"99724883":[],"99729756":5,"9973102337301051":[],"99751458":5,"99758326":5,"99775587":5,"99775949":[],"99793613":5,"99799099":5,"99813653":5,"99820454":[],"99828624":5,"99829953":[],"9983295":5,"99845267":5,"99854557":24,"998577":5,"99861053":5,"99862019":24,"99869482":24,"99871521":5,"99876945":24,"99881845":5,"99883628":24,"99884384":5,"99884409":24,"99891093":24,"99891873":24,"99893323":5,"99898558":24,"999":[9,20],"99901131e":[],"99901896":5,"99903755":5,"99906023":24,"99911427":5,"99912709":24,"99913489":24,"99918546":5,"99919837":5,"99920175":24,"99926459":5,"99927642":24,"9993237":5,"99933188":5,"9993511":24,"99938942":5,"99941797":24,"9994385":5,"99944272":5,"99948754e":24,"99949266":24,"99949306":5,"99953381":5,"99953475":5,"99956735":24,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":24,"99970988":5,"9997332":5,"99975913":5,"99977416":[],"99977849":5,"99978365":24,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"99991263":5,"99992698":[],"999927":[],"99992746":5,"99993978":5,"99995":5,"9999555851685968":[],"999955585168597":6,"9999840939906267":[],"9999858320366368":[],"9qcu8vcxxru":[],"9x":6,"9y":6,"\u00f8yvind":[6,24],"abstract":1,"boolean":4,"break":[0,4,6,11,14,23],"byte":[18,23],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,17,18,23],"catch":[0,23],"char":[],"class":[0,1,3,4,6,7,8,9,11,12,13,20,23],"const":[],"default":[0,1,2,4,6,7,13,16,18,23,24],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,18,24],"ekstr\u00f8m":4,"eng\u00f8i":[],"enum":[3,4,14],"export":9,"f\u00f8470":[21,23],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,19,20,21,23],"float":[0,3,4,5,9,11,13,14,18,23,24],"function":[2,3,4,5,9,14,15,16,17,18],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,20],"int":[0,1,2,3,4,5,6,11,13,14,18,20,24],"long":[0,1,3,4,12,13,23],"m\u00f8svatn":6,"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,18,23,24],"null":23,"public":[0,3,4,14,17,23],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,18,20,23,24],"s\u00f8rli":[],"s\u00f8rlie":[],"sch\u00f8yen":[6,24],"short":[4,5],"steinsv\u00e5g":[],"super":[5,24],"switch":0,"throw":[3,6,20],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,18,20,23,24],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,18,20,23,24],"var":[1,5,6,10,11,13,20,23,24],"while":[0,1,3,4,5,6,7,8,9,11,12,13,20,23,24],A:[2,3,5,6,7,10,11,12,13,16,17,18,19,20,21,22,24],AND:2,And:[0,3,4,5,6,9,13,17,20],As:[0,1,2,3,4,5,6,8,10,12,13,16,18,20,23,24],At:[0,4,6,13,23],BE:[0,23],Be:[2,17,23],Being:13,But:[0,1,2,3,5,6,9,10,20,24],By:[0,3,5,6,12,13,18,23,24],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24],IF:6,IN:22,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,17,18,20,23,24],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24],Is:11,Ising:[5,12,24],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,23,24],Its:[1,2,4,11],NO:[7,11],No:[6,9,23],Not:[0,1,5,6,23,24],OR:20,Of:20,On:[0,3,15,19,20,21,22,23],One:[0,1,3,4,5,6,7,8,11,12,13,20,24],Or:[0,1,6,23],Such:[0,6,12,16,20],That:[0,5,7,10,11,12,14,20,23],The:[4,10,13,14,15,16,18,19,20,21,22],Then:[0,1,6,8,9,10,11,12,13,14,18,23,24],There:[0,3,4,5,6,8,9,11,12,14,18,19,20,21,23,24],These:[0,3,4,5,8,9,10,11,12,13,14,15,16,18,20,21,23,24],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,20],With:[0,5,6,8,9,10,11,12,14,18,20,23,24],_0:[5,8,10,11,13,24],_1:[2,5,6,8,10,11,12,13,14,18,24],_2:[2,5,8,11,12,13,18,24],_3:18,_4:18,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,18,23,24],_________________________________________________________________:[],__call__:[],__class__:10,__doc__:6,__future__:[8,9],__getitem__:[],__init__:[1,2,3,4,14],__main__:2,__mosek:[],__mul__:2,__name__:[2,10],__traceback__:[],__version__:[3,4,14],_api:[3,4,14],_asarrai:[],_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,18,20,24],_auto2:[2,3,4,5,6,12,13,18,20],_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],_ax:[],_base:8,_broadcasting_shape_rul:[3,4,14],_build:[0,17,22,23],_build_call_output:[],_c:1,_call:[],_call_flat:[],_check_1d:[],_check_optimize_result:[7,11],_compon:11,_config_pb2:[],_coordinate_desc:6,_copy_docstring_and_deprec:[],_cpgg0jyh8m:[],_decor:[0,23],_delta:[3,4,14],_depth:9,_dilate_shap:[3,4,14],_ey:[3,4,14],_fraction:9,_get_lin:[],_getitem_multilevel:[],_handl:[],_i:[0,1,2,5,6,7,8,11,12,13,15,16,23,24],_inference_funct:[],_interpolatefunctionerror:[],_is_primit:[],_j:[0,1,2,3,5,6,8,13,24],_jit_compil:[],_k:13,_l:12,_lambda:[6,23],_leaf:9,_logist:[7,11],_m:10,_make_vjp:[2,13],_maybe_define_funct:[],_multilayer_perceptron:1,_n:[2,5,8,11,13,24],_node:[2,9,13],_not_impl:[3,4,14],_notokstatusexcept:[],_np:[],_num_output:[],_one:[3,4,14],_p:[5,8,24],_plot_arg:[],_process_traceback_fram:[],_r:[],_ratio:11,_reduce_and:[3,4,14],_reduce_max:[3,4,14],_reduce_min:[3,4,14],_reduce_or:[3,4,14],_reduce_sum:[3,4,14],_reduce_window_max:[3,4,14],_reduce_window_min:[3,4,14],_reduce_window_prod:[3,4,14],_reduce_window_sum:[3,4,14],_sampl:9,_select_forward_and_backward_funct:[],_split:[6,9],_src:[3,4,14],_stateful_fn:[],_stateless_fn:[],_sy:[3,4,14],_t:13,_test:6,_trace:[2,13],_tri:[3,4,14],_upcast_fp16_for_comput:[3,4,14],_valu:[2,13],_varianc:11,_weight:9,_xla_comput:[3,4,14],_zero:[3,4,14],a0:3,a0faa0:[9,10],a1:[0,23],a2:[0,23],a3:[0,23],a4:[0,23],a_0:[0,23],a_1a:[0,23],a_2a:[0,23],a_3:[0,23],a_3a:[0,23],a_4:[0,23],a_4a:[0,23],a_:[0,1,16,18,23,24],a_h:1,a_i:[0,1,2,12,23],a_j:[1,12],a_k:[0,1,12],a_ndim:[],aaron:22,ab:[0,2,5,13,14,23,24],ab_channel:17,abandon:1,abbrevi:19,abid:20,abil:[0,10,23],abl:[0,1,4,5,6,7,10,12,13,16,24],abort:[],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,18,21],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,22,23,24],abovement:6,abscissa:13,absolut:[0,2,5,6,13,23,24],absorb:24,acceler:13,accept:[0,3,6,9,23,24],access:[0,3,11,20,24],accid:[4,6],accident:[3,4,14],accmod:[],accompani:[0,23,24],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,20,23],accordingli:11,account:[0,3,5,13,15,20,23],accumul:[12,13,20],accur:[0,3,4,6,10,13],accuraci:[0,1,3,4,5,6,7,9,10,11,12,23,24],accuracy_scor:[0,1,10,23],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,18,23],aco:20,acquaint:[17,23],acquir:[1,17,23],acr:[0,24],across:[1,3,6,9,17,23],act:[1,3,18],action:20,activ:[0,2,3,4,9,19,21,23],actual:[0,1,4,5,6,8,11,16,18,20,23,24],ad:[1,3,4,5,8,13,14,15,16,18],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,21,23],adapt:[4,6,13,22,24],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,20,23,24],add_lin:[],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,18,20,21,22,23,24],addition:[12,13],address:[1,9,11,13,23],adjac:[3,12],adjoint:[5,24],adjust:[0,5,12,13],admir:[0,23],advanc:[4,6,12,22,23],advantag:[1,3,5,6,10,13,18],adversari:23,afecionado:23,affect:3,affin:[0,3,8,11,24],afford:3,aficionado:23,aforement:14,african:[0,24],after:[0,1,2,4,5,6,9,11,12,13,15,17,18,20,23,24],afterward:[0,23],ag:[0,7,19,23,24],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,20,23,24],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,20],agreement:13,ahead:9,ai:[0,22],aid:11,aim:[0,1,4,6,7,11,14,15,16,17,18,24],ainv:5,airplan:3,aka:5,al:[0,2,4,15,16,22,23,24],alarm:[5,7],algebra:[0,3,5,13,17,24],algo:[],algorithm:[0,1,2,4,5,6,7,8,13,14,17,18,20,22,23],align:[0,2,5,6,7,8,13,20,23,24],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,19,20,21,22,23,24],all_gath:[3,4,14],all_to_al:[3,4,14],allevi:[1,13],alloc:[3,18],allow:[0,1,2,3,5,6,8,10,13,15,16,17,18,23,24],almost:[0,1,6,8,11,13,20,23],alon:[2,9],along:[2,3,4,5,6,9,10,11,17,18,23,24],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,20,23,24],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13],alpha_k:13,alpha_m:10,alpha_n:3,alpha_opt:13,alreadi:[2,3,4,5,6,10,12,17,18,20,23,24],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,23,24],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,18,23,24],although:[0,1,5,6,8,10,13,16,23],alwai:[0,3,5,6,12,13,16,20,23,24],am:[4,24],ame2016:[0,23],american:[0,24],among:[0,3,5,9,10,12,18,23,24],amongst:5,amount:[0,1,3,4,6,8,10,14,17],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,18,20,21,22,24],an_:20,anaconda3:[],anaconda:[0,1,15,17,23],analog:13,analys:6,analysi:[1,3,4,7,14,15,16,18,22],analyt:[2,3,5,6,7,12,13,15,17,23,24],analyz:[0,1,3,4,5,6,14,16,20,23,24],andrew:1,angl:[0,3,9,24],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,20,23,24],anim:[4,12],ann:12,annot:[0,1,3,7,8,23,24],announc:23,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,18,20,23,24],anp:2,ans_vspac:2,ansatz:[0,23],answer:[0,1,3,5,6,18,21,23],antialias:[2,6],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,20],anytim:[21,23],apach:[1,3,4,14],apart:[11,13],api:[1,3,4,14,17,23],appar:2,appear:[0,1,3,13,16,18,20,23],append:[1,3,4,8,9,13,23],appendcon:[],appendvar:[],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,20,22,23,24],applic:[0,1,3,4,5,6,7,9,12,13,18,20,22,23,24],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,20,22,24],appropri:[2,6,9,12,13,17,20],approv:23,approx:[0,2,3,6,10,11,13,20,23],approxim:[0,1,2,3,4,5,6,7,10,11,13,20,23,24],apt:[0,15,17,23],aq:20,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],aragorn:23,arang:[1,3,4,6,7,9,10,12,13,23],arbitrari:[1,4,6,8,12,13,20],arbitrarili:[0,1,11,23],arc:6,architectur:[3,4,12],area:[0,3,6,9,22,23],arg:[0,2,13,23],argc:[],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,23,24],argv:[],argval:2,aris:[0,6,12,13,20,23],arithmet:[0,13,18,23],arm:[3,4,6,14],arma:[],armadillo:18,around:[0,1,4,5,6,11,20,23],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,20,24],arrang:[3,23],arraybox:[2,13],arriv:[0,6,9,11,18,20,23],arrow:12,arrowprop:8,art3d:13,art:[0,1,15,17,23],articl:[0,3,4,6,10,23,24],artifici:[0,2,7,12,22,23],artificialneuron:12,arug:13,arxiv:[3,4],as_fram:24,asap:23,asarrai:[0,2,6,9,24],asc:[],ascii:[],ashrafi:[],asid:24,ask:[5,6,11,12],aspect:[0,6,17,23,24],assembl:[0,3,23],assert:4,assess:[0,6,23,24],assici:4,assign:[0,7,8,9,12,13,14,19,21,22,23,24],associ:[0,6,9,12,14,20,23],associative_scan:[3,4,14],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],assumpt:[0,3,5,6,9,11,20,23,24],ast:[0,5,6,23],astronomi:[23,24],astyp:[4,9,10],asymmetri:[0,23],asymptot:[4,6],async_wait:[],atla:23,atoi:[],atom:[0,23],attempt:[0,4,6,7,8,10,23],attend:19,attent:[0,18,23],attr:[],attract:[0,10,23],attribut:[0,3,4,9,13,14,23],attributeerror:[3,4,13,14],audi:[0,23],audio:[3,4],august:[15,16,23],aurelien:[0,15,19,22,23],austfjel:6,author:[0,1,3,4,10,14,20,23],authour:23,auto:[6,9,10,20],autocor:20,autocorrelation_tim:20,autocorrelform:20,autocovari:20,autoencod:[4,17,23],autoencond:17,autograd:[17,23],autograph:[3,4,14],autom:[0,17,22,23],automac:18,automag:23,automat:[0,1,2,3,4,11,16,17,18,23],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,17,18,19,21,22,23],averag:[0,1,3,6,9,10,13,14,20,21,23,24],avg:[],avoid:[0,3,4,5,6,9,11,13,14,18,23,24],avx2:[],avx:[],awai:[2,3,6,24],awar:[2,10],award:[21,23],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,18,23,24],axes3d:[2,6,13],axes_grid1:6,axessubplot:24,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,18,20,23,24],axiom:5,axlabel:[0,23],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,20,21,23,24],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:[0,1,2,12,23],b_ia_:[0,23],b_ia_i:0,b_index:9,b_is_vec:[],b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_meta:[],b_score:9,b_valu:9,bachelor:[19,21],back:[0,3,4,5,6,8,9,10,15,18,20,23,24],backbon:18,backend:[1,4],backend_specific_transl:[3,4,14],background:[22,23,24],backpropag:1,backtrack:9,backup:18,backward:[1,2,4,12,18],backward_pass:2,bad:[6,24],badli:20,bag:[9,17,23],bag_clf:10,baggin:23,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:6,band:18,bandwidth:18,bar:[0,6,11,15,16,23],barber:22,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,17,20,21,22,23,24],basi:[5,7,8,10,11,12,13,18,24],basic:[2,6,8,12,13,14,17,20,23],batch:[3,4,11,12,13,14],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,17,22,23],bbupeevmxtg:[],bc298b802fe2:[],beam:23,becattini:21,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,23],beccatini:23,becom:[0,1,2,5,6,7,9,12,13,20,23,24],been:[0,1,2,3,4,5,6,11,12,13,17,18,23,24],befor:[0,1,2,3,4,5,6,7,8,12,13,14,18,20,23,24],beforehand:[0,20,23],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,21,23,24],behav:[1,6,13],behavior:[0,1,13,23],behaviour:12,behind:[0,1,6,8,13,23],behnoosh:[],being:[0,1,2,3,4,5,7,8,10,11,12,13,20,23,24],believ:[9,18],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,20,23,24],benchmark:10,bendik:[],benefici:[1,13],benefit:[0,1,4,11,13,15,17,23],bengio:[1,19,22,23,24],benign:[1,7,9],bennosh:[],besid:[4,5],bessel:[5,24],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,21,23,24],beta:[0,1,3,5,6,7,10,11,13,16,23,24],beta_0:[0,1,3,5,6,7,13,23,24],beta_0x_:[0,23,24],beta_1:[0,1,3,5,6,7,10,13,23,24],beta_1x_0:[0,23],beta_1x_1:[0,7,23],beta_1x_2:[0,23],beta_1x_:[0,23,24],beta_1x_i:[7,13,24],beta_2:[0,3,13,23,24],beta_2x_0:[0,23],beta_2x_1:[0,23],beta_2x_2:[0,7,23],beta_2x_:[0,23,24],beta_2x_i:24,beta_3:3,beta_3x_i:24,beta_4x_i:24,beta_:[0,3,6,7,13,23,24],beta_i:[0,3,5,23,24],beta_j:[0,5,6,13,23,24],beta_k:13,beta_linreg:13,beta_m:10,beta_mg_m:10,beta_n:3,beta_p:7,beta_px_p:7,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,23,24],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,20,23,24],beyond:[0,1,5,6,8,13,23,24],bf:[13,14,18,20],bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,23,24],bias:[1,2,3,5,6,9,12],big:[0,1,2,5,6,14,23],bigger:[1,6,24],bigr:12,bike:9,bilbo:23,bilek:[],billion:[3,12,17],bin:[0,7,20,24],binari:[0,2,3,5,7,9,10,12,23],binarycrossentropi:4,bind:[0,24],binomi:[17,20,23],binsboot:6,bioinformat:[0,23],biolog:[1,12],bios1100:[17,23],bird:[0,3,23],birth:23,bishop:[19,22,23],bit:[1,4,18,20,23],bitwis:[3,4,14,20],bivari:2,bk:[0,13,24],bla:[18,23],black:[8,9,14],bledso:23,blob:23,block:[6,10,17,18,20,23],blockingavg:[],blockingstd:[],blockingvar:[],blocksiz:[],blocksizemax:[],blocksizemin:[],blogpost:4,blue:[0,3],bluntli:23,bm:24,bmatrix:[0,1,3,5,7,8,11,13,18,23,24],bmi:1,bodi:[0,1,4,12,23],bold:1,boldfac:[0,5,16,24],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,23],boltzmann:[12,17,23],book1:22,book:[22,23],boost:[1,9,17,23],boostrap:10,bootavg:[],bootstd:[],bootstrap:[1,13,17,23],bootvar:[],bootvec:[],borrow:23,boston_dataset:[0,24],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,17,18,20,21,23,24],bottl:7,bound:[0,8,12,24],boundari:[2,4,8,11,12],boundkei:[],box:[4,9],boxed_arg:2,boyd:[8,13],bracket:[4,20],brain:[1,7,12],branch:9,breast:[5,7,11],breviti:13,brew:[0,15,17,23],brg:8,brief:24,briefli:[0,23],bring:[0,5,6,10,23,24],broad:[0,23],brought:[13,17,23],brownle:4,browser:23,brunton:[],brute:[3,5,11,24],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,18,20,23],built:[0,1,3,4,6,24],bunch:11,busi:[0,24],bx:[],bzl:[],c1:[8,11],c2:[8,11],c95af3df0cdd:[],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24],c_0:20,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,20,24],c_i:[12,13],c_k:20,ca:[1,23],cabc613b8702:[],cach:10,cal:[0,8,10,12,13,15,16,23],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,20,23],california:24,call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,24],callabl:[],callback:[],calor:[0,24],cambridg:[13,22],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24],cancel:[0,13,23,24],cancellation_manag:[],cancer:[5,10],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,19,20,23,24],canopi:[0,15,17,23],canva:23,cap:5,capabl:[0,1,8,13,17,23],capac:[2,21],capita:[0,24],captur:[4,11,12],captured_input:[],car:[3,4],card:[0,7,23],cardin:1,care:11,carefulli:13,carlo:[0,6,17,20,22,23],carri:[2,6,7],cart:10,carvalho:[],casella:22,cast:1,cat:[3,4],categor:[0,1,3,9,11,23],categori:[0,1,3,7,10,12,14,23,24],categorical_crossentropi:[1,3],caus:[0,5,6,20,23,24],causal:0,causat:[0,23],cax:1,cb:[6,23],cbar:1,cbook:[],cc:[0,1,5,13,23,24],ccc:[5,12],cd_fast:6,cdf:20,cdot:[0,2,6,12,13,14,18,20,23],celebr:13,cell:[0,2,3,4,6,9,10,13,14,15,23],center:[0,1,6,7,8,9,11,14,20,23],centr:[],central:[0,3,5,6,8,16,18,23,24],centroid:[14,20],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,20,23,24],cg:13,cha:[0,24],chain:[0,1,13,17,20,23],chanc:[1,5,13,20],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,18,20,23,24],channel:3,chapter3:0,chapter:[0,6,10,11,18,22,23,24],charact:[0,3,5,8,23,24],character:[8,9,10,12,20],characterist:[0,1,3,10,13,23],charg:[0,23],charl:[0,24],chase:4,chat:23,chd:7,chddata:7,cheap:[5,24],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,18,23,24],checkmark:3,checkpoint:[3,4,14],checkpoint_dir:4,checkpoint_prefix:4,chemic:[],chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,18,23,24],choleski:[5,18,24],choos:[2,3,6,9,10,11,13,14],chosen:[0,1,2,6,8,9,10,13,16,20,23],chosen_datapoint:1,christian:22,christoph:[19,22,23],cifar10:3,cifar:3,cin:[],circ:[1,12],circl:[0,8,12,24],circuit:3,circumfer:9,circumv:[1,5,13,24],ckpt:4,clariti:20,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[],classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,17,22,23,24],classifi:[0,1,4,7,9,10,11,23],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,20,24],clever:[1,10],clf3:0,clf:[0,6,8,9,10,23,24],clf_lasso:6,clf_ridg:[6,23],clip:[3,20],clone:21,close:[0,1,2,4,6,8,9,11,12,13,14,20,22,23],closer:[3,5,13,24],closest:[8,11,13,14],closur:[17,23],cloud:[17,23],cluster:[0,1,4,6,11,17,23],cluster_label:14,cm:[1,2,3,6,8,9,13],cmap:[0,1,2,3,4,6,8,9,10,23],cmap_arg:6,cmath:[],cmb:19,cmd:9,cmu:24,cn_:20,cnn:12,cnn_kera:3,cntk:[17,23],co:[0,2,3,6,9,13,23],code:[3,4,6,7,8,15,16,17,18,20,22],coef0:8,coef:[0,23],coef_:[0,5,6,8,9,13,23,24],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,18,23,24],coerc:[0,6,23],coin:[10,20],coin_toss:10,col:[0,11,23,24],colab:[17,23],cold:9,colinear:[0,24],collaps:8,collect:[0,2,6,10,11,17,20,22,23],collinear:[5,24],color:[0,3,4,6,8,9,10,20],color_channel:3,color_cod:6,colorbar:[1,6],colsample_bytre:10,colsaobject:10,colspec:[0,23],column:[0,1,2,5,6,7,8,9,11,12,18,23,24],columntransform:9,com:[3,4,6,14,17,22,23],combin:[1,2,5,6,7,10,20],come:[0,1,3,4,5,12,13,14,15,23,24],command:[0,1,23],comment:[0,4,5,6,15,16,23,24],commerci:[0,15,17,23],commod:[0,23],common:[0,1,3,5,6,7,9,11,13,14,20,23,24],commonli:[0,1,4,6,7,9,13,14,24],commun:[0,12],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,23,24],compair:0,compar:[0,3,4,5,6,11,13,15,16,18,23,24],comparison:[2,4,13],compat:[3,4,7,14],compet:[0,23],competit:10,compil:[0,1,3,4,13,15,17,18,23],complet:[0,2,3,4,9,12,23],completenn:12,complex:[1,5,8,9,11,12,13,15,16,23],complic:[0,1,9,13,23],compoment:24,compon:[0,1,3,4,5,6,7,9,14,16,17,23,24],components_:11,compos:[9,12,13,14,17,23],compphys:[0,6,17,19,21,22,23,24],compress:[0,23,24],compris:6,compromis:[5,24],compulsori:[17,23],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,22,23,24],computation:[0,3,6,9,13,20,23],computationalscienceuio:23,con:[],concat:23,concaten:[2,4,6,14],concav:[1,9,13,24],concentr:[0,10,24],concept:[0,2,17,23,24],conceptu:[12,13],concern:[0,1,4,7,23],concic:23,conclud:[0,5,13],conclus:1,cond:[2,3,4,14],conda:[0,1,15,17,23],condis:24,condit:[0,2,4,5,6,8,9,11,13,20,23,24],conduct:[17,23],condwav:2,coneqp:[],confid:[0,5,6,7,8,23,24],config:[3,4,14],config_pb2:[],configur:3,confirm:[5,12],confus:[5,6,7,10,18,24],confusion_matrix:9,congruenti:20,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,18,23,24],consequ:[5,6,8,10,12,13,24],conserv:[5,14,24],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,18,20,23,24],consider:[0,1,5,13,23,24],consist:[0,1,2,3,4,6,12,13,20,24],constant:[0,2,3,4,5,6,8,12,13,14,20,23,24],constitu:[0,23],constitut:[2,6],constrain:[1,3,5,7,11],constraint:[5,6,8,13,24],construct:[0,1,2,3,5,6,7,8,9,10,11,18,20,23,24],contact:[0,23],contain:[0,2,3,4,5,6,7,8,9,11,12,13,14,18,20,22,23,24],contemporari:23,content:[1,17,18,23],context:[6,10,13],contigu:18,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,18,20,23,24],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,20,23,24],contributor:[0,23],control:[0,1,3,9,13,15,17,23],control_flow:[3,4,14],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],conv_general_dilated_patch:[3,4,14],convei:23,conveni:[0,5,6,12,13,18,23],convent:[12,24],converg:[1,2,4,5,6,7,8,11,13,14,24],convergencewarn:[1,6,7,8,11],convert:[0,1,3,4,5,9,11,13,14,18,23,24],convert_phas:[3,4,14],converter_error_data_pb2:[3,4,14],converttomatrix:4,convex:[4,5,7,24],convinc:13,convolut:[1,4,17,23],cool:[4,9],coolwarm:6,coordin:[5,12,14,24],coorel:[0,24],copi:[0,1,2,14,24],copyright:[3,4,14],core:[2,3,4,10,13,14,23],corel:23,coronari:7,corr:[0,5,7,11,24],correalt:[11,17],correct:[0,1,2,3,4,5,7,13,18,20,23,24],correctli:[1,2,6,7,10],correl:[0,1,3,5,6,7,10,12,13,17,20,23],correlation_matrix:[0,5,7,11,24],correspond:[0,3,5,6,8,9,11,12,15,16,17,18,20,23,24],cortex:12,cosin:[3,6],cost:[0,2,3,5,6,7,8,9,12,13,16,23],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:13,could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,20,23,24],coulomb:[0,23],count:[0,9,19,20,21,23],countor:13,coupl:[4,5,6],cours:[0,1,3,5,11,19,21,24],courvil:[19,22,23,24],cout:[],cov:[5,6,11,18,20,23,24],cov_xi:[5,11,24],cov_xx:[5,11,24],cov_yi:[5,11,24],covari:[0,7,17,18,23],covariance_matrix:[5,11,14,24],cover:[0,5,17,21,22,24],covert:[0,23],covxi:20,covxx:20,covxz:20,covyi:20,covyz:20,covzz:20,cpj4mh7m9no:[],cpu:[1,3,4,14],cpu_feature_guard:[],craft:3,crawford:23,creat:[1,2,3,4,5,6,9,10,11,12,13,17,23],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,24],credit:[0,7,21,23],crim:[0,24],crime:[0,24],criteria:[0,4,9,10,14,20,23],criterion:[9,10,13],critic:[6,23,24],cross:[0,1,3,7,9,10,13,17,20,23,24],cross_entropi:4,cross_val_scor:6,cross_valid:[7,10],crossvalid:6,crucial:[1,20],cs231:3,cs:[19,21],csr_matrix:[18,23],cstdlib:[],csv:[0,4,6,7,9,23],ctnk:1,ctx:[],cubic:0,cumbersom:5,cumsum:[10,11,23],cumul:[7,10,20],cumulative_heads_ratio:10,cup:5,current:[1,2,3,4,6,13,14,22],curs:[0,24],curv:[6,7,10,12],curvatur:13,custom:[6,14],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10],cvxbook:13,cvxopt:[5,8,24],cyber:[],cycl:[1,3,4,12,14],cyclotron:24,d1:[],d2:[],d2_g_t:2,d3:[],d670a873ab0c:[],d985fb40c43d:[],d:[1,2,3,4,5,6,7,8,9,10,11,13,14,18,20,21,23,24],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,18,24],dai:[1,9,17],dalen:[],damp:3,daniel:[21,23],darget:9,darkr:20,dat:[0,23],dat_id:[0,6,7,9,23,24],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,18,22],data_handl:[],data_id:[0,6,7,9,23,24],data_indic:1,data_modul:24,data_panda:23,data_path:[0,6,7,9,23,24],data_url:24,databas:1,databookuw:[],datafil:[0,6,7,9,23,24],datafram:[0,4,5,7,9,11,23,24],datapoint:[1,5,6,7,11,13,24],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,23,24],datatyp:4,date:[15,16,23,24],daughter:10,david:22,dbh:1,dbo:1,dcomposit:18,ddot:2,dead:1,deadlin:[16,19],deal:[0,1,3,5,6,8,11,13,14,18,20,23,24],dealt:0,debt:7,debug:[0,5,6],decad:[0,3,23],decai:[0,13,20,23],decemb:[19,21,23],decent:10,decid:[0,2,3,5,6,9],decim:[0,23],decis:[0,1,8,11,17,22,23],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,18,23],decompos:[5,6,18,24],decomposit:[0,6,12,23],decompost:[5,24],deconvolut:3,decor:[0,23],decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13],deduc:[0,23],deep:[3,7,12,13,17,19,22,23,24],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,17,23],deeper:[0,3,4,23],deeplearningbook:22,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,20,23,24],def_covari:20,def_funct:[],default_tim:4,defect:[5,24],defici:[5,24],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,24],definit:[1,2,5,6,7,8,10,11,12,13,18,20,24],defint:20,defun:[],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,20,23],del:1,delet:6,delimit:4,deliv:[19,23],delta:[0,2,3,6,8,12,13,14,23],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,18],delta_h:[0,1,23],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,23],delug:17,delv:[0,23],demand:13,demonstr:[0,3,5,6,7,11,12,17,23,24],den:4,denomin:[1,5],denot:[1,2,6,7,13,20],dens:[1,3,4],dense_1:[],densiti:[0,2,6,20,23],depart:[21,23,24],depend:[0,1,2,4,5,6,7,8,11,12,13,15,17,18,20,23,24],depict:20,deploy:[0,15,17,23],deprec:[2,6,13,23,24],deprecate_nonkeyword_argu:[0,23],depth:[0,3,9,10,18],deriv:[0,1,2,6,7,8,10,11,13,16,17,23],derivati:13,derivative_fn:13,descend:[5,9,11,24],descent:[0,1,3,7,8,12,23,24],descr:24,describ:[0,2,4,5,6,8,10,11,12,13,18,23],descript:[0,8,9,23],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,23],designmatrix:[0,23],desir:[0,2,4,5,13,14,23,24],despit:[1,12],destroi:18,det:[5,18,24],detail:[0,6,11,13,14,18,24],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,18,20,23,24],determinist:[7,13,20],dev:1,develop:[0,3,5,8,10,11,12,17,18,23,24],deviat:[0,1,2,4,5,6,20,23,24],device_nam:[],devicearrai:[3,4,14],devis:12,df1:23,df:[4,8,11,13,23],di:[0,24],diag:[5,8,24],diagnost:[1,10],diagon:[0,5,7,13,18,20,23,24],diagonaliz:[5,24],diagram:10,diagsvd:6,dice:[6,20],dict:[6,8],dict_kei:24,dictionari:[0,24],did:[0,1,5,6,7,10,11,14,23],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,20,22,23,24],differenti:[0,3,16,17,18,23,24],differential_oper:[2,13],difficult:[0,1,6,10,13,20,23],difficulti:[0,1,13,23],diffonedim:2,digit:[0,1,3,4,6,19,21,23],dilemma:13,dilut:1,dim:[4,11,14,18],dimens:[0,1,2,3,4,5,8,9,11,14,16,18,23,24],dimension:[0,4,5,6,9,11,13,14,17,18,23],dimensionless:[0,3,23],diment:18,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,23,24],directli:[1,4,5,6,20,24],directori:9,disabl:[3,4,14],disadvantag:[0,23],disappear:[3,6],disc_loss:4,disc_tap:4,discard:[6,11],disciplin:[0,3,12,23],disclaim:20,discord:23,discourag:[13,24],discov:[0,23],discover:5,discret:[1,3,5,7,13],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24],diseas:7,disguis:[6,24],disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,20,23,24],displaystyl:[0,5,23,24],displot:24,disregard:[0,23],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,20,24],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,20,23],distplot:[0,24],distribut:[0,1,4,6,7,10,11,13,14,15,16,17,18,23,24],distrubut:[0,15,17,23],div:[],dive:[0,8,18,23],diverg:[1,13],divid:[0,1,2,3,5,6,7,8,9,11,12,20,23,24],divis:[6,8,9,13,18,20],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,23],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,23],doc:[0,6,17,19,21,22,23,24],document:[4,7,11,13,24],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,18,20,23],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13],domin:[0,23],don:[0,1,3,5,6,8,11,13,15,17,23,24],done:[0,2,3,4,5,6,9,10,11,13,18,23,24],dot:[0,2,3,5,6,7,8,9,10,11,12,13,18,20,23,24],doubl:[3,4,18,23],doubli:1,down:[0,3,6,9,11,12,13,23],download:[0,1,3,5,6,18,22,23],downsampl:3,dozen:1,dq:6,drag:13,dramat:11,drastic:4,draw:[4,6,10,13],drawback:[0,1,3,13,24],drawn:[1,4,6,7,11,20,23],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,20,23,24],dropna:[0,6,23],dropout:4,ds:[],dt:[2,3,13,20],dtype:[0,1,2,3,4,14,18,23,24],dualiti:6,dub:[0,23],due:[1,2,5,6,8,10,12,13,21,23,24],dummi:[0,24],dure:[0,1,3,4,8,9,11,17,23],dwell:[0,24],dwh:1,dwo:1,dx:[2,3,8,20],dx_1:20,dx_1p:6,dx_2p:6,dx_mp:6,dx_n:20,dxp:6,dy:[1,8,20],dynam:4,dysth:[],dz:8,e7cu:[],e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,24],e_:[0,2,23],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21,23,24],eager:[],eapprox:[0,23],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,23,24],earthexplor:6,eas:[6,9,14],easi:[0,5,6,7,8,9,10,11,12,13,17,18,23,24],easier:[5,6,8,9,13,20,23,24],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,23,24],eastern:[21,23],ebind:[0,23],eblock:9,econometr:23,economi:5,ecosystem:[17,23],ect:19,edg:3,edgecolor:6,edu:[13,24],educ:[0,23,24],eface79dac2c:[],eff:20,effect:[1,4,10,13,20],effic:1,effici:[0,3,10,13,17,18,20,23],efron:6,egrad:13,eig:[5,11,13,18,20,23,24],eigen:20,eigenpair:[5,11,24],eigenvalu:[0,5,8,11,13,18,23,24],eigenvector:[5,11,13,24],eight:[18,23],eigval:[18,20,23],eigvalu:[11,13],eigvec:[18,20,23],eigvector:[11,13],eispack:[18,23],either:[1,5,6,7,8,9,10,11,13,15,16,20,23,24],ekstrom:[],elabor:20,elarn:3,electr:[0,3,12,23],electron:23,electur:[],eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,22,24],elementari:[10,13,18],elementwis:[3,13],elementwise_grad:[2,13],elessar:23,elif:[2,14],elim:18,elimin:[3,8],els:[1,2,3,4,7,9,12,13,18],elu:1,elus:[0,23],email:[19,21,23],embed:[0,11,24],embodi:6,emit:20,emner:22,emphas:[0,10,17,23],emphasi:[0,17,22,23],empir:[1,11,20],emploi:[0,1,5,6,11,13,20,23,24],employ:[0,23,24],empti:[6,10],emul:12,en:[17,22],enabl:11,enable_check:[3,4,14],enbodi:6,encapsul:[3,4,14],encod:[0,3,5,9,11,14,23,24],encompass:[0,20,23],encount:[0,1,5,6,7,13,20,23,24],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,20,21,23,24],end_box:[2,13],end_nod:[2,13],end_valu:[2,13],endl:[],endpoint:[3,6],energi:[0,4,6,24],enet_coordinate_desc:6,enforc:12,eng:22,engin:[0,1,3,4,17,23],english:[],enorm:3,enough:[0,6,13,23],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,20,24],ensure_initi:[],entail:23,enter:[5,6,24],enthought:[0,15,17,23],entir:[1,3,7,9,17,20,23],entiti:[9,12,18,23],entri:[0,5,8,11,12,18,23,24],entropi:[1,3,7,10,13,23],enumer:[0,1,2,3,4,6,8,23,24],env:[0,1,2,3,4,6,7,8,11,13,14,20,23,24],environ:[2,17],eo:[0,6,23],eol:[0,23],eosfit:[0,23],epoch:[0,1,3,4,12,13,23],epsilon:[0,5,6,7,13,23,24],epsilon_0:[0,23],epsilon_1:[0,23],epsilon_2:[0,23],epsilon_:[0,23],epsilon_i:[0,23,24],eq:[3,13,14,18,20],eqnarrai:[3,5,6],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,18,20,23,24],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,18,20],equilibrium:[2,12],equiv:[3,13,18,20],equival:[0,1,5,7,8,11,13,17,18,23,24],erf:20,eriador:23,eridg:23,err:[0,10],err_:6,err_sqr:2,errat:13,errno:9,erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,20],error_estimate_corr_tim:20,error_handl:[],error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13],essenti:[0,5,6,9,10,12,14,20,24],establish:[0,6,10,11,15,23],estim:[0,1,5,6,7,10,11,13,17,20,23,24],estimated_mse_fold:6,estimated_mse_kfold:6,estimated_mse_sklearn:6,et:[0,2,4,15,16,22,23,24],eta0:[8,13],eta:[0,1,3,8,12,13,23],eta_:13,eta_t:13,eta_v:[0,1,3,23],etc:[0,1,3,5,7,8,9,11,12,13,14,15,17,18,20,24],ethic:[17,23,24],etsim:[],euclidean:[0,14,24],evalu:[0,2,3,4,5,6,9,13,20,23,24],evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,17,18,20,23,24],evenli:4,event:[3,4,5,7,10,14,20],eventu:[0,5,6,11,12,13,21,24],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,17,20,21,23,24],everyth:[4,12],everywher:[4,13],evolv:[0,23],exact:[0,2,5,11,12,13,18,20,23,24],exactli:[0,3,4,6,12,17,24],exam:23,examin:6,exampl:[5,11,12,13,15,16,17,18,20,22],exce:[1,12,13],excel:[0,1,4,5,10,23,24],except:[2,3,4,6,8,9,14,18],excess:[0,23],excit:[0,23],exclud:[1,6,12,24],exclus:[0,1,3,6,20,23],execut:[2,5,13,24],executing_eagerli:[],exemplifi:13,exercic:[21,23],exercis:[5,17,19,21],exhaust:6,exhibit:[0,5,6,8,23,24],exist:[0,1,2,3,5,6,7,8,9,13,18,23,24],exit:[5,18,24],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,20,23,24],exp_term:1,expand:[5,7,11,13,24],expans:[0,3,5,8,10,12,13,23,24],expect:[0,1,5,6,7,11,12,13,15,16,17,23,24],expectation_value_of_h_wrt_p:20,expens:[6,10,13],experi:[0,1,6,8,13,17,23,24],experiment:[0,3,4,6,9,14,20,23],experimental_get_tracing_count:[],expert:[1,9],explain:[0,6,9,10,11,13,23],explained_variance_ratio_:11,explanatori:[0,23],explicit:[0,3,6,13,18,23,24],explicitli:[0,4,23],explod:1,exploit:[0,3,12,13,23],explor:[1,4,6,8,13,17],expon:1,exponenti:[0,1,5,6,10,13,20,23],export_graphviz:9,export_text:9,exporttext:9,expos:[17,23],express:[0,2,3,5,6,7,10,12,13,16,18,20],exptmean:20,exptvari:20,extend:[0,2,7,11,13,17,23],extens:[0,12,15,17,23],extent:[0,1,6,22,23],extern:[3,6,9],extra:[1,3,5,21,23,24],extract:[0,3,5,6,7,8,11,13,18,23,24],extrapol:[0,23],extrem:[0,1,4,5,6,7,8,9,13,16,18,24],extremum:13,extrins:11,ey:[0,5,6,13,14,18,23],f11:[0,23],f12:[0,23],f13:[0,23],f1:13,f1_grad:13,f1d:13,f2:13,f2_grad_x1:13,f2_grad_x1_analyt:13,f2_grad_x2:13,f2_grad_x2_analyt:13,f3:13,f3_grad:13,f3_grad_analyt:13,f3ckh:[],f401:[3,4,14],f4:13,f4_grad:13,f4_grad_analyt:13,f5:13,f5_grad:13,f6:13,f6_for:13,f6_for_grad:13,f6_grad_analyt:13,f6_while:13,f6_while_grad:13,f6d7a289d493:[],f7:13,f7_grad:13,f7_grad_analyt:13,f8:13,f8_grad:13,f9:[0,13,23],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,20,21,23,24],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:20,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16],f_m:[3,10],f_n:3,f_raw:[],f_vec:2,f_wrap:2,face:13,facecolor:[6,8,20],facil:[0,15,17,23],facilit:12,fact:[0,1,3,5,9,11,12,13,23,24],factor:[0,1,3,5,6,9,10,11,13,18,20,23,24],factori:13,fade:6,fafab0:[9,10],fahimeh:[21,23],fail:[0,6,7,8,11,13,21,23],failur:7,fairli:[1,2,20],fake:4,fake_loss:4,fake_output:4,fall:[8,9,19],fals:[0,1,2,3,4,5,6,7,9,10,14,18,23,24],famili:[0,7,8,20],familiar:[0,3,5,6,8,15,17,18,20,23],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,23,24],fashion:[0,9,10,23],fast:[1,3,6,10,12,13,17,20,23],faster:[1,11,13],fastest:[13,18],favor:7,favorit:20,fc:3,fdf8a5d7c717:[],fdfcc778e1f8:[],fe5b9d300cc0:[],featur:[0,1,3,5,6,7,8,10,11,12,13,17,20,23],feature_nam:[0,1,7,9,24],feautur:9,fed:1,feed:[0,2,3,11,17,23],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,23],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,17,21,23],feet:[0,24],fei:23,fetch:[6,24],fetch_california_h:24,fetch_openml:24,few:[1,3,4,5,9,20,23],fewer:[0,9,11,23],ffnn:[1,12],fft2:[3,4,14],fft:[3,4,14],fft_batching_rul:[3,4,14],fft_p:[3,4,14],fftfreq:[3,4,14],fftn:[3,4,14],fftshift:[3,4,14],fgakzw6k1qq:[],field:[0,3,6,12,17,23],fifth:[0,6,15,16,23],fig:[0,1,2,3,4,6,7,12,13,14,23],fig_id:[0,6,7,9,23,24],figaxi:20,figsiz:[0,1,2,3,4,6,7,8,9,10,23,24],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,17,23,24],figure_id:[0,6,7,9,23,24],figurefil:[0,6,7,9,23,24],file:[0,2,3,4,5,6,7,9,13,14,23,24],file_prefix:4,filenam:[23,24],filenotfounderror:9,fileout:[],filepath_or_buff:[0,23],fill:[5,9,24],filter:[3,4],filtered_flat_arg:[],filtered_tb:[],financ:[0,23],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,20,23,24],find_top_boxed_arg:[],fine:[0,14,15,23],finish:2,finit:[3,5,6,12,13,20,24],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,18,20,21,22],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,20,24],fit_beta:[6,24],fit_intercept:[0,5,6,24],fit_mod:9,fit_transform:[0,6,8,9,11],fiti:[0,23],five:[0,9,23,24],fix:[0,3,4,6,10,11,12,13,23],fixedformatt:6,fixedloc:6,fkkt:[],flag:4,flake8:[3,4,14],flat:[12,13],flatbuff:[],flatten:[1,3,4,5,18],flexibl:[1,6,8,10,12,23,24],flip:[21,23],float32:[4,9],float64:[4,18,23,24],flop:[5,18,24],flow:[1,4,12],fluctuat:5,fly:11,flyvbjerg:[],fm:[0,23],fma:[],fmax:3,fmesh:13,fn:7,focu:[0,3,4,5,6,15,17,22,23,24],focus:[1,6,7,18,24],fold:[6,9],folder:[0,1,4,6,13,23],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],font:[0,7,20,23],fontdict:20,fontsiz:[1,6,8,9,10,20],fontweight:1,footprint:3,foral:[8,24],forc:[0,5,6,10,11,23,24],forcast:4,forecast:[4,12],forelesningsvideo:[],forest:[0,1,9,17,23],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,18,20,23,24],formal:[3,4,14,20],format:[0,1,2,3,4,6,7,8,9,10,11,17,20,22,24],format_data:4,formatstrformatt:[6,13],formul:[4,6,11,14],formula:[3,13,20],forth:[4,12],fortran2003:[17,23],fortran90:20,fortran:[0,15,17,18,23],fortun:[0,11,24],forward:[0,3,6,17,18,23],forward_backward:[],forward_compatibility_horizon:[3,4,14],found:[1,2,4,5,6,12,13,23,24],foundat:[17,23],four:[4,5,6,8,12,18,19,21,23],fourier:[0,23],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,23,24],fp:7,fr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],fractal:9,fraction:9,frame:[7,23],framework:[1,8,10,20],frank:[5,11],frankefunct:[5,6,11,24],fredli:[21,23],free:[0,6,11,13,15,16,17,18,20,21,22,23],freecodecamp:17,freedom:5,freeli:[0,23],frequenc:[3,6,7,20],frequent:[0,8,9,13,23],frequentist:17,fresh:10,frida:[],fridai:[16,21,23],friedman:[6,19,22,23,24],friendli:4,frodo:23,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,20,21,22,23],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,23,24],fstream:[],fulfil:[2,5,12,24],full:[0,1,3,5,7,9,10,13,20,23,24],full_matric:[5,24],fulli:[3,6,12,19,20],fun:[2,13,17,23],fun_nam:2,func:[0,2,23,24],functionali:11,functool:[3,4,14],fundament:[0,6,17,23],funtion:2,further:[2,7,9,23],furthermor:[0,3,5,6,7,11,12,13,17,23,24],futur:[0,4,8,9,23,24],futurewarn:[0,23,24],fx:[],fy:[15,19,21,22,23],fys5419:[22,23],fys5429:[22,23],g0:2,g42mrgv128v34gnnhxwk9nrc0000gp:[],g:[0,1,2,3,4,6,8,9,10,11,13,14,20,23],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,7,9,10,13,24],galleri:[0,23],game:4,gamge:23,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,23],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,23],gamma_i:[0,8,20,23],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:[0,23],gap:[6,8],gate:[4,12],gather:[0,1,12,24],gaug:12,gaussbacksub:18,gaussian:[4,5,6,8,14,20],gaussian_point:14,gaussian_rbf:8,gave:13,gbc:[19,23],gca:[2,6,8,13],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,20,24],gemv:[],gen:[],gen_loss:4,gen_tap:4,gender:[0,23],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,18,20,22,24],generallay:12,generate_and_save_imag:4,generate_imag:4,generate_latent_point:4,generate_simple_clustering_dataset:14,generated_imag:4,generator_loss:4,generator_loss_list:4,generator_model:4,generator_optim:4,genexpr:[],genom:17,geodes:11,geometr:[0,13,23],geometri:5,georg:22,geotif:6,geq:[2,5,8,9,13,24],geron:[0,15,19,22,23],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,17,18,20,21,23,24],get_dummi:9,get_loc:[],get_next_color:[],get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,getsolutionslic:[],getval:[],gg:[],gibb:[17,23],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,17,23],giter:13,github:[0,3,4,6,14,15,17,19,21,22,23,24],gitlab:[0,15,17,23],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,20,23,24],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],global:[6,7,13],glorot:1,gmail:[],gnew:13,go:[0,1,3,5,6,8,9,11,12,13,23,24],goal:[0,7,9,23],goe:[0,1,2,5,6,13,14,18,23,24],golden:13,gone:[5,24],gong:1,good:[1,3,4,5,6,9,10,11,13,17,20,22,24],goodfellow:[4,19,22,23,24],googl:[1,3,4,14,17,23],got:[1,6],gov:6,gp:22,gpu:[1,13,17,23],grad:[2,13],grad_analyt:13,grade:19,gradient:[0,3,4,7,8,9,12,17,23,24],gradient_desc:[],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6],graph:[1,9,11,12,13],graph_debug_info_pb2:[],graph_from_dot_data:9,graph_funct:[],graphic:[0,1,9,23],grasp:[0,23],gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,20],greatli:13,greedi:9,green:[0,3,9,20],grei:4,grid:[1,3,6,7,8,12,20,24],grossli:13,ground:[0,23],group:[0,6,7,9,14,17,19,21,23],groupbi:[0,23],grow:[1,3,9,10],growth:[0,23],gru:4,guarante:[0,4,13,20,23,24],guess:[1,4,10,13,14],guestrin:10,guid:1,guilherm:[],h1:2,h21:[],h:[0,1,5,6,8,13,16,20,21,22,23,24],h_1:[2,13],h_2:[2,13],h_:[0,13,23],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,20,23,24],haa:[21,23],habit:[0,24],had:[0,1,6,7,13,23],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,17,18,19,20,21,22,23,24],handi:3,handl:[0,1,2,5,9,11,17],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5,23],handwrittennot:23,happen:[1,2,3,4,5,6,10,13,20,24],hard:[1,7,8,10,13],hardcopi:[17,23],harder:[0,1,24],harmon:3,hasn:1,hassl:[0,15,17,23],hast:[17,23],hasti:[0,6,15,16,19,22,23,24],hat:[0,1,5,6,7,9,10,11,12,13,18,24],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,24],haven:1,hdtta7prrfi:[],he:7,head:[0,4,10,20,24],header:[0,23,24],heads_proba:10,health:[0,24],hear:[0,13,23],heart:[0,7,23],heatmap:[0,1,3,7,23,24],heavili:[0,23],heavisid:1,height:[1,3,6,24],held:13,help:[0,1,4,12,13,16,23],helper:[4,14],henc:[0,5,6,8,9,10,12,13,23,24],henrik:[21,23],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,24],hereaft:[0,8,12,23],hermitian:18,hessenberg:18,hessian:[0,2,5,13,16],heterogen:[9,10],hfft:[3,4,14],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,23],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,24],high:[0,1,2,3,4,5,6,9,10,11,13,14,17,18,23,24],higher:[0,1,3,5,6,8,13,23,24],highest:[1,2],highli:[0,3,4,10,17,18,22,23,24],highwai:[0,24],hing:8,hint:[13,16,24],hip:17,hire:[0,23],hist:[4,6,7,20],histogram:[0,6,7,20,24],histor:[7,11],histori:[3,4,12],histplot:24,hit:[],hitherto:5,hjorth:[21,23,24],hm6ay5ds6o0:[],hobbi:20,hoc:[5,24],hoff:22,hold:[1,3,6,13,14],holder:[0,23],holomorphic_grad:[2,13],home:[0,24],homepag:23,homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,20,23],horizont:11,hors:[3,7],hot:[1,9],hour:[1,17,19,20,21,23],house_pric:24,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,20,23,24],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,23,24],hs:[],hspace:[0,4,8,10,20,23],hstack:[1,24],htf:[19,23],html:[0,7,11,17,19,21,22,23,24],http:[0,3,4,6,7,11,13,14,17,18,19,21,22,23,24],huang:[0,23],huber:[0,23],huge:[1,3,4,17],human:[0,1,3,6,9,12,23,24],humid:9,hundr:1,hungri:1,hybrid:19,hydrogen:[0,23],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,23,24],hyperplan:11,i0:[0,23],i1:[0,6,8,12,23,24],i2:[0,8,12,23],i3:[0,12,23],i5:[0,23],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,21,23,24],i_1:[5,6],i_2:[5,6],i_:13,ian:22,ic:1,id:[7,13],ida:[21,23],idea:[0,1,2,3,4,6,9,10,12,13,18,23,24],ideal:[0,2,6,8,13,20,23,24],idem:6,ident:[5,6,12,13,18,24],identical:[],identifi:[0,1,7,9,11,12,13,14,23,24],idum:[],ieor:20,ifft2:[3,4,14],ifft:[3,4,14],ifftn:[3,4,14],ifftshift:[3,4,14],ifi:22,ifs:[17,23],ignor:[0,1,3,9,24],ihfft:[3,4,14],ii:[18,20],iii:[18,23],ij:[0,1,3,6,8,12,14,16,18,20,23,24],ik:[0,18,23,24],illustr:[5,7,10,12,13,14,17,23],im:6,imag:[1,3,4,6,9,11,12,14,22,23],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,23,24],image_width:3,imageio:6,imagenet:23,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,17,23],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,20,23,24],impli:[3,5,6,7,13,18,24],implicit:3,implicitli:[11,20],importantli:3,importerror:[3,4,14],impos:[0,6,11,12,23],imposs:[0,5,23,24],impress:[0,12,23],improv:[0,4,5,9,10,11,13,24],impur:9,imread:6,imshow:[1,3,4,6],in1:2,in2:2,in3050:[22,23],in3310:23,in4080:[22,23],in4300:[22,23],in4310:22,in5400:3,in5550:22,in_out_neuron:4,inaccur:13,inacio:[],inact:12,inadequ:[0,23],inch:[6,24],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,20,21,22,23,24],include_bia:[6,9],incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,20,23,24],increasingli:20,ind:6,inde:[0,2,4,5,6,13,23,24],indefinit:4,indent:[],indentationerror:[],independ:[0,5,6,7,8,12,13,20,23,24],index:[0,1,3,4,10,14,17,18,20,22,23,24],index_col:[0,23],index_of:[],indic:[0,1,3,4,5,6,9,10,11,13,16,23,24],indispens:6,individu:[1,6,7,10,12,20,23,24],indu:[0,24],indx1:2,indx2:2,indx3:2,indx:18,ineffici:[3,13],inequ:[8,13],inequaltii:[],inertia:13,inf1000:[17,23],inf1100:[17,23],inf1100l:[17,23],inf1110:[17,23],inf3000:23,inf4490:[],inf5860:[],infeas:9,infer:[0,1,4,6,22,23],infer_nrow:[0,23],inferenc:1,infil:[0,6,7,9,23],infin:[5,6,7,11,24],infinit:3,infinitesim:20,influenc:[6,10],influenti:1,info:23,inform:[0,1,3,4,6,9,11,12,13,14,18,22,23],infti:[3,6,13,20],ingeni:13,ingrad:2,ingredi:[0,9,23],inher:6,inherit:[18,23],initi:[0,1,2,3,4,6,10,13,14,18,20,23],initial_epoch:[],initialis:[],initialize_root:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],inner:[0,13,24],innov:[],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,20,23,24],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,24],insert:[3,5,6,8,10,20,24],insid:[0,4,7,24],insight:[0,1,5,17,23,24],insist:[6,13,24],inspir:[0,1,12,23],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,23,24],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,18,20,23,24],institut:1,instruct:[0,1,15,16,23],int32:10,int64:24,int64index:23,int_0:20,int_:[3,6,20],int_a:20,intak:[0,24],integ:[1,2,13,14,18,20,23],integer_vector:1,integr:[3,6,20,23],intellectu:23,intellig:[0,14,22,23],intend:[10,23],intens:1,intention:14,interact:[0,6,9,12,17,23],intercept:[0,6,8,11,13,16,23],intercept_:[0,6,8,9,13,23,24],interchang:[5,12,18],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,17,20,23,24],interfac:[0,1,18,24],interior:[0,9,23],intermedi:[18,24],intern:[1,10,12],interpol:[1,3,4,6,12],interpr:[5,24],interpret:[0,1,3,4,6,9,10,12,13,14,18,20],interv:[0,3,5,6,7,13,20,23,24],intial:13,intract:[0,4,24],intrins:[3,11,18,20,23],intro:[17,22,23],introduc:[0,1,5,6,8,10,12,18,20,23],introduct:[1,2,4,13,22,24],introductori:[0,4,18,22,23,24],intuit:[0,5,6,8,12,13,23],inv:[0,5,13,23,24],invalid:[1,8],invalu:[0,13,15,17,23],invari:1,invd:5,inver:8,invers:[0,3,6,13,15,16,23,24],invers_period:[],inverse_transform:8,invert:[0,5,7,10,13,23],invh:13,invok:[0,8,24],involv:[0,2,6,7,11,12,24],io:[0,17,19,21,22,23,24],iomanip:[],iostream:[],ip:[0,8,20,23],ipca:11,ipykernel_20528:1,ipykernel_20614:6,ipykernel_20669:13,ipykernel_20702:23,ipykernel_41811:[],ipykernel_42331:[],ipykernel_42376:[],ipykernel_42449:[],ipykernel_42456:[],ipykernel_42530:[],ipykernel_42541:[],ipykernel_42553:[],ipykernel_42573:[],ipykernel_42580:[],ipykernel_42586:[],ipykernel_47411:[],ipykernel_47448:[],ipykernel_47647:[],ipykernel_47724:[],ipykernel_47735:[],ipykernel_65914:[],ipykernel_9414:[],ipykernel_94478:[],ipykernel_94529:[],ipykernel_94582:[],ipykernel_96694:[],ipynb:[17,23],ipython:[0,5,7,9,11,14,15,17,23,24],iq:6,irfft2:[3,4,14],irfft:[3,4,14],irfftn:[3,4,14],iri:[8,9],irreduc:6,irrelev:[5,24],irrespect:[0,23],is_integ:[],isbox:[2,13],iscomplexobj:[],isinst:[],isn:5,isnul:[0,24],isomap:11,isotop:23,issu:[1,3,4,9,14,18,24],it_arrai:13,item:[0,13,23],items:[18,23],iter:[1,2,4,6,7,8,11,13,14,20],itr:[],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,20,23],itself:[5,6,12,20,24],ix:[],j1:18,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18,20,22,23,24],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknavg:[],jackknif:[6,17,23],jackknstd:[],jackknvar:[],jackknvec:[],jacobian:[2,13],jacobian_shap:2,jakobsen:[21,23],jargon:[],jason:4,jax:[3,4,14,17,23],jaxlib:[3,4,14],jensen:[21,23,24],jerom:22,jhfgq77fpq:[],ji:[12,18],jit:13,jj:[0,5,6,23],jk:[0,1,6,12,18,23],jl:[0,23],jm:18,jnp:[3,4,13,14],joao:[],joaogca:[],job:[2,8,10],join:[0,4,6,7,9,23,24],joint:[4,5],journal:[],judg:13,judgement:6,julia:[17,18],jump:20,junk:4,jupit:23,jupyt:[0,15,17,22,23],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,23,24],justif:[0,23],justifi:[3,10],jy:[],jydg2xzka5:[],k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,17,18,20,21,23,24],kaggl:6,kappa_d:20,karim:[],karl:[21,23],karlsen:[],karush:8,kate:23,katrin:[21,23],keep:[0,1,4,5,6,11,13,14,18,23,24],keepdim:[1,6,10,18],kei:[0,1,3,6,12,24],kept:[4,6,14],kera:[0,4,17,23],kernel:[0,1,3,17,23,24],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,23],kevin:[22,23],keyboardinterrupt:2,keyerror:2,keyword:[6,13,18,23],kfold:6,kg:1,ki:18,kick:[1,13],kiener:2,kilomet:[6,24],kind:[0,2,3,4,8,12,13,14,23,24],kj:[6,12,18,24],kjm:[17,23],kkt:8,kktsolver:[],kl0m3:[],kl:20,km:[12,23],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,17,23,24],knowledg:[0,17,23],known:[1,3,4,5,6,7,8,9,12,18,20,22,24],kondev:[0,23],kp:20,kpca:11,kroneck:14,kuhn:8,kutz:[],kvalsund:[21,23],kwarg:[0,2,13,23],kwd:[0,23],kwown:[0,23],l0:7,l1:[0,1,3,7,23],l1_l2:[1,3],l1regl:5,l1regls_mosek2:[],l1regls_mosek:[],l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,18,20,23,24],l_1:7,l_2:[7,13],l_:18,l_j:12,la:13,la_i:12,la_k:12,lab:[17,23],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,17,18,20,23,24],label_prob:[],labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1,24],laboratori:[19,24],lack:[0,23],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,20,23,24],lambda_0:11,lambda_1:[5,8,11,24],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,24],lamda:1,lamdbda:[],land:[0,8,24],landmark:8,landscap:13,langl:[0,6,11,20,23,24],languag:[0,1,4,8,15,17,18,22,23],lapack:[18,23],laplac:5,laptop:17,larg:[0,1,2,4,5,6,8,9,10,11,13,15,17,18,20,22,23,24],larger:[0,3,5,6,8,10,11,13,20,23,24],largest:[4,8,11],lasso:[0,7,17,23],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,18,20,21,23],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15,17,23],latest:[4,17],latest_checkpoint:4,latex:23,latter:[0,3,6,7,8,11,13,16,18,20,23,24],lattic:12,law:[0,23],lax:[3,4,14],layer:[0,4,13,14,23],lbfg:[7,9,10,11],lcc:[5,6],lda:11,ldot:[0,6,11,23],le:[5,7,10,13,20,24],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,18,20,23,24],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,18,19,21,22],learnabl:3,learner:10,learnig:23,learning_r:[8,10],learning_rate_init:[0,1,23],learning_schedul:13,least:[0,2,7,8,10,11,15,16,17,18,20],leat:13,leav:[0,1,3,5,6,9,11,23],lectur:[0,1,5,10,11,12,13,15,17,18,19,21,22],lecturenot:[0,17,22,23],lecturenovember11:[],lecturenovember12:[],lecturenovember19:[],lecturenovember25:[],lecturenovember26:[],lecturenovember4:[],lecturenovember5:[],lectureoctober14:[],lectureoctober15:[],lectureoctober1:[],lectureoctober21:[],lectureoctober22:[],lectureoctober28:[],lectureoctober29:[],lectureoctober7:[],lectureoctober8:[],lectureseptember10:[],lectureseptember16firstpart:[],lectureseptember16secondpart:[],lectureseptember17:[],lectureseptember23:[],lectureseptember24:[],lectureseptember2:[],lectureseptember30:[],lectureseptember3:[],lectureseptember9:[],lecturethursdayaugust26:[],lecturethursdayaugust27:[],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18,20,23,24],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,23,24],len:[0,1,2,3,4,5,6,8,9,10,11,12,18,23,24],len_index:[0,23],length:[0,1,2,3,4,8,9,13,16,17,23,24],length_of_sequ:4,leq:[0,5,7,8,13,14,20,23,24],less:[0,1,3,4,5,6,8,9,13,17,20,23,24],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],letter:[0,16,18,20,23,24],level:[0,1,5,6,9,17,18,19,21,23,24],li:[8,11,23],lib:[0,1,2,3,4,6,7,8,11,13,14,23,24],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,18,20,22,24],licens:[0,1,3,4,14,15,17,23],lie:[0,6,11,20,24],life:[0,1,8,12,23],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,17,18,20,23,24],likelihood:[0,1,5,9,23,24],lim_:20,lima:[21,23],limit:[0,5,6,7,8,11,12,18,23,24],lin_clf:8,lin_model:[0,24],lin_reg:9,linalg:[0,2,3,4,5,6,8,11,13,14,18,20,23,24],line1:8,line2:8,line2d:13,line3:8,line:[0,2,3,4,6,8,9,10,11,13,14,15,23,24],linear:[1,3,5,6,7,9,10,11,12,17,20],linear_model:[0,5,6,7,8,9,10,11,13,23,24],linear_regress:6,linear_util:[3,4,14],linearli:[5,24],linearloc:[6,13],linearregress:[0,6,7,9,23,24],linearsvc:8,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10],link:[0,4,9,12,17,21,23],linlag:5,linpack:[18,23],linreg:[0,23],linspac:[0,2,3,4,6,8,9,10,13,15,16,18,20,23,24],linu:4,linuek:[],linux:[0,1,15,17,23],liquid:[0,23],list:[0,1,2,3,4,9,17,23,24],listcomp:2,listedcolormap:[9,10],lite:[3,4,14],lite_const:[3,4,14],literatur:[1,7,14,22],littl:[1,3,9,12],live:8,ll:[0,20,23,24],llc:[3,4,14],lle:[0,24],lloyd:[4,14],lmb:[0,2,5,6],lmbd:[0,1,3,23],lmbd_val:[0,1,3,23],lmbda:13,ln:[1,13],lo:[],load:[0,1,4,6,7,9,10,24],load_boston:[0,24],load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10,23],local:[0,1,2,3,7,12,13,23,24],locat:[2,3,8],lock:[],log10:[0,2,5,6],log1p:2,log:[0,1,2,3,4,5,6,7,9,10,11,13,14,18,23,24],log_:[0,23],log_clf:10,logarithm:[0,5,7,18,23],logic:[0,1,9,23],logist:[0,1,2,8,9,10,11,12,13,17,24],logistic_predict:[],logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6,23],longer:[2,3,8,10,14,18,20,23],loocv:6,look:[0,1,2,3,4,5,6,7,8,9,10,11,13,18,20,23,24],lookup:[3,4,14],loop:[1,4,6,10,12,14,17,18,23],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,18,23],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,24],low:[0,6,9,10,11,23,24],lower:[0,1,3,6,9,10,16,18,24],lowercas:[18,23],lowest:[9,13,20],lr:[1,3,4,10],lstat:[0,24],lstm:4,lstm_2layer:4,lstsq:[0,23,24],lt:6,lu:[0,3,4,5,14,23,24],lubksb:18,luckili:2,ludcmp:18,lux:18,lvert:1,lw:[0,23],m:[0,1,2,3,5,6,8,9,10,11,12,13,18,19,20,21,22,23,24],m_1:14,m_:[9,12],m_h:[0,23],m_k:14,m_l:12,m_n:[0,23],m_p:[0,23],m_t:13,ma:11,mac:[3,4,14],machin:[1,3,4,5,6,7,9,10,11,12,14,15,18,19,22,24],machinelearn:[0,6,17,19,21,22,23,24],machinelearningmurphi:[],mackai:22,made:[0,1,3,4,5,6,7,9,11,12,23,24],mae:[0,23],magic:4,magnitud:[1,6,7,13,24],mai:[0,1,2,3,5,6,7,8,9,11,12,13,17,18,20,24],mail:[19,21],main:[0,1,3,4,5,6,7,9,18,22,23,24],mainli:[0,5,6,7,9,23,24],maintain:[6,24],major:[1,6,9,10,13,18,23],make:[1,2,3,4,5,6,7,8,11,12,13,17,18,20,22],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,24],make_vjp:[2,13],makedir:[0,6,7,9,23,24],makeplot:[0,23],malcondit:18,malign:[1,7,9],mammographi:5,manag:[0,2,3,15,17,23],mandatori:[21,23],mani:[0,1,3,4,5,6,7,8,9,11,13,14,17,18,20,22,23,24],manifold:11,manner:3,manual:[6,24],map:[0,1,2,3,4,6,7,8,11,12,14,20,23],margin:[0,5,8,23],mari:[],marit:[0,23],mark:23,marker:[0,7,18,23,24],markov:[17,23],marsaglia:20,mask:[],mass:[0,1,5,13,24],massag:[0,23],masses2016:[0,23],masses2016ol:[0,23],masses2016tre:0,masseval2016:[0,23],master:[6,19,21,23],mat1100:[17,23],mat1110:[17,23],mat1120:[17,23],mat3155:[],mat4155:[],mat:[17,23],match:[0,1,4,5,13,14,23,24],materi:[4,5,7,13,18,21],math:[3,7,12,13,18,20,22,23],mathbb:[0,4,5,6,7,8,11,12,13,14,18,20,23,24],mathbf:[0,5,6,7,8,13,18,23,24],mathcal:[1,5,6,7,13],matheemat:3,mathemat:[0,6,11,12,13,17,18,20,22,23],mathemati:23,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,20,23,24],matmul:[1,2,5],matmul_adjoint_1:[],matmul_vjp_0:[],matmul_vjp_1:[],matnat:22,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,20,23,24],matplotlibdeprecationwarn:[6,13],matric:[0,1,3,4,6,7,8,11,13,16,17,24],matrix:[0,2,3,4,6,7,8,10,13,15,16,20],matshow:1,matter:[2,3,13,24],max:[0,1,2,3,4,9,10,12,13,21,23],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13,23],max_iter:14,max_leaf_nod:10,max_queue_s:[],max_sampl:10,maxdegre:[0,6,10,24],maxdepth:10,maxim:[1,4,5,7,8,11],maximum:[0,1,2,3,5,7,8,9,10,13,14,23,24],maxpolydegre:[5,6],maxpooling2d:3,mbox:[5,6,24],mc:[],mccorduck:23,mcculloch:12,mcint:[],mcintsqr2:[],md:11,mdoel:4,mdyt6uwokt0:[],mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,20],mean_absolute_error:[0,23],mean_divisor:14,mean_i:20,mean_matrix:14,mean_squared_error:[0,4,6,7,10,23,24],mean_squared_log_error:[0,23],mean_vector:14,mean_x:20,meaning:[0,4,7,23],meansquarederror:[0,23],meant:[2,3,7,10,13],meantempvec:[],meanvec:[],measur:[0,1,2,5,6,9,11,12,14,20,23,24],mechan:[0,4,20,23],median:[0,23,24],medicin:12,medium:[4,8,13],medv:[0,24],meet:[0,21],mehta:[0,23,24],memori:[3,4,11,12,13,18,23],mention:[0,12,13,20,23],mere:[0,15,23],mersienn:[],meshgrid:[2,5,6,8,9,10,11,24],messag:[5,13],messi:2,met:[0,3,8,23,24],metadata:2,meteorolog:9,meter:[6,24],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,20,22,23,24],metion:6,metric:[0,1,3,4,6,7,9,10,14,15,16,23,24],metropoli:[17,23],mev:[0,20,23],mgd:13,mglearn:[17,23],mgrid:13,mhjensen:[1,2,3,4,6,7,8,11,14,24],mi:10,mia:[21,23],michigan:[23,24],microsoft:22,mid:1,midel:4,midnight:16,midpoint:9,might:[0,1,2,4,6,9,13,24],mild:9,miller:[],millimet:[6,24],million:[0,23,24],mimic:12,min:[0,2,5,8,9,23],min_:[0,2,5,14,23,24],min_samples_leaf:9,mind:[0,6,13,23,24],mindboard:4,mine:[17,23],mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,11,13,14,23,24],minim:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,24],minima:[0,1,7,13,23],minimum:[0,1,2,6,8,9,11,13,24],minmaxscal:[0,24],minor:[6,13,20],minst:1,minu:7,mirror:9,misc:6,misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10,24],mistak:4,mit:22,mix:[1,2,23],mixtur:13,mk48pfcxgyk:[],mk:[9,18],mkdir:[0,6,7,9,23,24],ml:[0,1,10,13,18,24],mlab:20,mle:[5,7],mline:[],mlir:[],mlir_graph_optimization_pass:[],mlp:1,mlpclassifi:1,mlpregressor:[0,23],mm:18,mn:[12,20],mnist:[1,11],mod:20,mode:[19,21,23],model:[2,3,5,7,8,9,10,11,13,14,15,16,17,20,22,24],model_select:[0,1,3,5,6,7,9,10,11,23,24],modelanalyz:[3,4,14],moder:10,modern:[0,6,7,17,23],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,23,24],modul:[0,3,4,7,11,14,18,23],modular:20,modulenotfounderror:[],modulo:20,moe:[11,24],moment:[5,6,13,20],monitor:13,monoton:[5,12,20],mont:[0,6,17,20,22,23],montecarlocycl:[],moor:[5,6],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,17,20],moreov:[0,3,23],morten:[21,23,24],mortenimac:[],mosek:[],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,20,23,24],mostli:[1,11],motion:[0,13,23],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,20,23,24],mp4:[],mpl:[0,7,23],mpl_toolkit:[2,6,13],mplot3d:[2,6,13],mplregressor:1,mse:[0,4,5,6,9,10,15,16,23,24],mse_simpletre:10,mselassopredict:5,mselassotrain:5,mseownridgepredict:6,msepredict:5,mseridgepredict:[0,5,6],msetrain:5,msg:[0,23,24],msle:[0,23],mt19937_64:[],mt:[7,12],mu0:20,mu1:20,mu2:20,mu:[0,6,11,13,20,23],mu_1:24,mu_:[6,20,24],mu_i:[6,24],mu_n:11,mu_x:20,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,18,20,23,24],mul:[],multi:[0,1,3,7,17,23,24],multiclass:[1,7],multidimension:[11,12,23],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,20,24],multipli:[2,3,5,6,11,13,18,20,24],multiplum:8,multivari:[0,2,10,11,17,20,23],multivariate_norm:[11,14],murphi:[11,22,23],must:[0,1,2,5,6,8,10,12,13,14,20,23,24],mutat:7,mutual:[1,3,6,13],mx_:20,myenv:[0,1,2,3,4,6,7,8,11,13,14,23,24],myriad:[0,15,17,23],mz1:20,mz2:20,n1:18,n2:18,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,18,20,23,24],n_0:[12,20],n_:[1,2,3,8,12,20],n_b:[],n_boostrap:[6,10],n_bootstrap:6,n_categori:[1,3],n_cluster:14,n_compon:11,n_epoch:13,n_estim:10,n_examples_to_gener:4,n_featur:1,n_filter:3,n_hidden:2,n_hidden_neuron:[0,1,23],n_i:20,n_input:[0,1,3,24],n_instanc:9,n_iter_i:[7,11],n_job:10,n_k:14,n_l:[12,20],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14],n_split:6,n_step:4,n_t:2,n_x:2,nabla:[1,13],nabla_:[2,13],nabla_w:13,nag:13,naimi:[0,23],naiv:7,naive_kmean:14,najafi:[21,23],nall:[0,23],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,17,18,20,21,23,24],nameerror:[6,10,15],namespac:[3,4,14],narrow:13,nary_f:[2,13],nary_op_arg:[2,13],nary_op_kwarg:[2,13],nary_oper:[2,13],nation:[1,5,24],nativ:[17,23],natur:[0,1,4,8,9,12,13,20,22,23],navier:12,nb:20,nb_:18,nbconvert:23,nboot:[],nd:14,ndarrai:[2,6],ndef:13,ndim:[],ne:[9,10,18,20,24],ne_xcl2ctm0:[],nearest:[1,3,6,11],nearli:13,neat:23,neccesari:6,necess:2,necessari:[0,1,3,4,8,14,23],necessarili:[0,4,11,20,23],necesserali:5,neck:7,need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,24],neg:[0,1,3,5,6,7,10,13,18,20,23],neg_mean_squared_error:6,neglect:20,neglig:20,neighbor:[3,6,11],neither:[4,13],neq:[13,14,20],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[18,23],network:[0,9,13,17,22,24],neural:[0,13,17,22,24],neural_network:[0,1,2,23],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,23],neutron:[0,23],never:[1,4,6,9,20],new_box:[2,13],new_chang:13,new_hobbit:23,new_root:[2,13],new_trac:[2,13],new_tracing_count:[],newaxi:[0,3,6,9],newli:[0,23],newton:[1,7,8,13,20],next:[0,1,2,3,4,5,6,8,9,13,14,23,24],next_guess:13,next_input:4,nf8_grad:13,nfrom:13,ng:1,ngini:9,ni:14,nian:[],nice:[0,1,5,11,23,24],nichola:[],nicholaskarlsen1102:[],nimport:13,niter:13,nitric:[0,24],nlambda:[0,5,6],nlevel:[],nlp:22,nm:20,nm_n:[0,23],nmse:6,nn:[2,5,6,12,18],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,23,24],noise_dimens:4,noisi:[1,6],non:[0,1,3,5,6,7,9,10,11,12,13,14,18,20,23,24],none:[0,1,2,3,4,5,9,10,13,14,20,23,24],nonlinear:[3,6,8,9,11,12],nonneg:[6,9,13],nonparametr:6,nonsens:20,nonsingular:18,nonumb:[3,7,8,13,18],noqa:[3,4,14],nor:[1,4,13],norm:[0,1,5,6,8,11,13,23,24],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,17,18,20,23,24],normali:[18,23],normalize_kwarg:[],norvig:23,norwai:[6,23],notat:[0,2,5,6,13,14,20,23,24],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,17,18,20,22,23],notebook:[0,1,3,9,15,17,23],notesexercise5week452022:23,noth:[1,2,5,8,12,14,20,24],notic:[4,5,12,13,18,20,23],notimplementederror:2,notion:3,notrace_primit:[],novel:[3,6,10],novemb:[1,19,21,23],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,18,20,23,24],nowadai:[0,1,3,9,17,23],nox:[0,24],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,20,23,24],npr:2,nprint:13,nsampl:[6,9],nspin:[],nt:2,nthi:[0,23],ntrained_model:6,nu:20,nuclear:[5,24],nuclei:[0,20,23],nucleon:[0,23],nucleu:[0,23],num:4,num_allow_arg:[0,23],num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_output:[],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,21,23],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,18,22,23,24],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,24],numpy_box:2,numpy_rank_promot:[3,4,14],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,24],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:20,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,18,21,22,23,24],obei:[6,11,13,24],object:[0,1,2,4,6,8,10,13,18,23,24],objsens:[],obliqu:[5,24],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,20],obtain:[0,1,5,6,7,8,9,10,12,13,14,18,20,23,24],obviou:[5,6,11,20,24],obviouli:23,obvious:[0,4,5,6,18,23],oc:24,occupi:[0,24],occur:[0,6,8,9,18,20,23],octob:[19,21,23],od:0,odd:[0,3,7,23,24],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,20],offer:[6,11,17,18,19,21,23],offic:[21,23],offici:[19,23],ofil:[],ofstream:[],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,23,24],ofter:[18,23],oh6i_oscwpc:[],ol:[0,13,15,16,23,24],old:[1,5,10,13],ols_sk:6,ols_svd:6,olsbeta:[0,5],olxksel3p4a:[],omega:[2,3,6],omega_0:3,omit:[0,5,23,24],on_train_batch_begin:[],onc:[1,6,9,11,13],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,17,18,20,21,23,24],oneapi:[],onednn:[],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,18,23,24],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],onlin:[11,19],onto:[5,11,24],op_nam:[],opbdi:[],open:[0,1,4,6,7,9,15,17,19,21,23],oper:[0,1,3,4,5,6,10,11,12,13,14,15,17,20,23,24],operation:20,ophint:[3,4,14],oplu:20,opmiz:13,opportun:[0,23],oppos:[6,13],opposit:[1,5,8,24],opresolvertyp:[3,4,14],opt:[1,5,23],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16],optimis:[1,3],optimizer_v2:[],option:[0,1,3,5,6,7,8,11,18,24],optionalxlacontext:[],optmiz:[1,8,13,24],oral:23,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,18,20,23,24],ordinari:[0,2,3,7,11,13,15,16,17],oreilli:22,org:[0,3,4,7,11,17,18,22,23],organ:[6,7,10,18],orient:[1,5,20,24],origin:[0,3,5,6,8,11,12,13,18,23,24],orthogn:[5,24],orthogon:[0,5,6,8,11,13,18,23,24],orthonorm:[5,24],os:[0,1,4,5,6,7,8,9,21,23,24],oscar:1,oscil:[3,13],oslo:[0,15,17,19,21,23,24],osx:[0,15,17,23],other:[0,1,2,3,5,6,7,8,10,13,14,15,17,19,20,21,22],otherwis:[0,1,4,7,13,18,23,24],ouput:[5,7,12],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,20],ourmodel:0,ourselv:[0,5,6,8,11,13,23,24],out1:2,out2:2,out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,17,18,20,23,24],out_fil:9,outcom:[0,7,9,10,12,20,24],outdoor:9,outer:[6,12,13],outfil:4,outfilenam:[],outgrad:2,outlier:[0,8,23,24],outlin:[6,10,11],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,18,20,23,24],output_bia:1,output_bias_gradi:1,output_shap:4,output_weight:1,output_weights_gradi:1,outputlayer1:12,outputlayer2:12,outsid:4,over1:13,over:[0,1,3,4,5,6,9,10,12,13,18,23,24],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,23],overfit:[0,1,3,6,9,10,13],overflow:[1,5],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,18,23,24],overst:[0,23],overtrain:4,overview:3,own:[4,5,6,8,12,13,17,18],owner:[0,24],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6],ownypredictridg:0,ownytilderidg:0,oxid:[0,24],oyvinssc:[],p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18,20,23,24],p_:[2,4,8,9],p_hidden:2,p_i:[5,20],p_j:20,p_n:20,p_output:2,p_x:20,pack:[0,23],packag:[0,1,2,3,4,5,6,7,8,11,13,14,15,17,20,24],pad:[3,4],page:[0,17,23],pai:[0,1,9,13],pair:[0,2,3,9,17,20,23,24],pamilla:23,panda:[0,4,5,6,7,9,11,15,17],panel:23,paper:1,paradigm:[0,23],parallel:[3,4,10,13,14,17,18,23],param:2,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,20],parameter:[0,6,10,23,24],parametr:[0,6,15,16,23,24],paramt:[3,5],parent:2,parent_argnum:2,park:[],parser:[0,23],part:[0,1,3,5,6,10,18,19,20,21,23],partial:[0,1,3,4,5,6,7,8,10,11,12,13,14,16,20,23,24],partialmethod:[3,4,14],particip:[17,19,21,23],particl:[0,4,13,20,23],particular:[0,1,2,3,5,6,9,10,11,12,13,16,20,22,23,24],particularli:[5,6,8,11,13,20,24],partit:[1,4,9],partli:[6,23],pass:[2,3,12,14],past:[10,20],patch:[6,20],path:[0,4,6,7,9,15,17,23,24],patient:7,patter:4,pattern:[0,3,4,12,19,22,23],pauli:[0,23],pc:[11,17],pca:[0,7,17,23,24],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11,23,24],pde:2,pdf:[0,3,4,5,6,9,22,23],pedagog:[0,23,24],penal:[6,24],penalti:[6,13,24],penros:[5,6],pentagon:13,peopl:[0,1,9,13,17,24],per:[0,1,6,19,21,23,24],percentag:[0,10,11,21,24],perceptron:[0,1,7,23],peregrin:23,perfect:[0,1,13,23],perfectli:[4,6],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,18,20,23,24],performac:4,perhap:[0,5,13,23,24],perimet:[1,9],period:[1,4,20],permut:11,persist:13,person:[5,6,7,19,21,23,24],perspect:22,pertin:12,petal:[8,9],peter:22,petersen:[],phantom:20,phase:[6,12],phawkin:[3,4,14],phenomena:20,phi:8,phi_k:8,philip:[],philosophi:13,phone:[21,23],photo:4,phrase:[0,23],physic:[0,1,4,7,12,13,20,21,22,23,24],pi:[2,3,5,6,7,9,12,13,20],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,23],pie:[17,23],piec:[11,14],pillow:[0,15,17,23],pinv:[5,6,13,24],pip3:[0,1,15,23],pip:[0,1,15,17,23],pipelin:[0,6,8,10,24],pippin:23,pit:4,pitfal:[6,24],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,18,23],plai:[0,3,4,5,6,8,11,17,23,24],plain:[8,10,12,13,14],plan:[6,9,21,22,23],plane:[8,9],plateau:5,platform:[17,23],plausibl:12,pleas:[3,4,6,7,11,13,14,21,23,24],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,24],plot_confusion_matrix:[7,10],plot_count:6,plot_cumulative_gain:[7,10],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10],plot_surfac:[2,6,13],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],plu:[0,3,5,7,23,24],pm:8,pmatrix:2,pml:22,pn:3,png:[0,4,6,7,9,23,24],pocketfft:[3,4,14],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,18,20,21,23,24],point_1:4,point_2:4,poisson:[17,20,23],poli:[6,8],pollut:[3,4,14],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly3dcollect:13,poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10,24],polygon:13,polym:12,polynomi:[0,5,6,7,8,9,10,11,15,16,23,24],polynomial_featur:6,polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,24],polytrop:[0,6,23],pool:3,pool_siz:3,poor:[1,13],poorli:[0,24],pop:2,popul:[0,5,23,24],popular:[0,1,3,6,7,8,9,11,12,15,17,18,20,23,24],popularli:[0,23],portabl:10,portion:[11,13],pose:[0,4,5,6,11,20,23],posit:[0,1,2,3,5,7,8,10,11,13,14,18,20,23,24],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,17,18,20,21,23,24],posterior:5,postpon:[0,23,24],postul:5,potenti:[0,3,5,6,12,13,23,24],potr:[],potrf:[],pott:12,power:[0,1,5,6,8,9,12,13,23,24],pp:[5,6],practic:[0,5,6,7,8,20,24],practition:[0,1,3,23],pre:23,preced:[1,11,12,20],preceed:4,preceq:8,precis:[0,2,5,11,13,18,20,23,24],pred:6,predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,17,22,23,24],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11,23,24],prefer:[0,1,6,8,9,11,13,15,17,23],prepar:[0,6,18,23,24],preprocess:[0,4,6,7,8,9,10,11],prerequisit:0,presenc:13,present:[0,5,6,7,9,12,13,18,20,23,24],preserv:[3,11,18],press:[13,22],pretrain:[1,4],pretti:[0,4,8,9,15,17,23],prev_centroid:14,prevent:[13,20],previou:[0,1,2,3,4,5,6,8,10,11,12,13,18,20,24],previous:[2,3,9,10,20],price:[0,4,9,13,24],primal:8,primari:[0,7,23],prime:20,primit:2,primitive_batch:[3,4,14],princip:[0,5,7,17,23,24],principl:[0,6,7,8,14,23],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18,20,23,24],print_funct:[8,9],printout:[0,23],prior:[0,5,6,23,24],privat:[0,23],prob:[1,20],probabilist:[0,22,23,24],probabl:[0,1,3,4,6,7,10,13,17,23,24],problem:[0,3,4,5,6,7,8,9,10,11,12,14,16,17,18,20],probml:22,proce:[0,5,6,7,8,9,10,11,13,18,23,24],procedur:[2,4,5,6,8,10,11,13,24],proceed:18,process:[0,2,4,6,9,10,12,13,15,17,18,20,22,23],prod:22,prod_:[1,5,7],produc:[0,3,4,5,6,9,10,11,12,13,17,18,20,23,24],product:[0,1,3,5,6,7,8,12,13,16,17,18,23,24],profess:[0,23],program:[0,1,4,5,6,8,12,14,15,16,17,18,19,20,21,23,24],programm:18,progress:[1,4,14],prohibit:6,project1:6,project:[0,1,2,3,5,11,13,17,19,21,24],project_root_dir:[0,6,7,9,23,24],promin:12,promis:8,promot:[21,23],prone:9,pronounc:[13,17,23],proof:[0,11,12,13,23],propag:[2,3,13],proper:[0,2,6,7,23],properli:[1,6,8,10,13],properti:[0,1,3,12,13,16,18,23],proport:[0,1,5,9,11,13,16,20,23,24],propos:[1,4,6,10,23],propto:[5,13],protect:[],protobuf:[],proton:[0,23],prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,17,18,20,23,24],proxi:[1,13],prune:9,pseudo:[18,20],pseudoinv:5,pseudoinvers:[5,6],pseudorandom:[6,20],psycholog:[0,23],pt:13,ptratio:24,punish:[0,1,23],pure:[3,9,20],purest:9,puriti:9,purpos:[0,3,10,12,14,23,24],put:[1,23],putarow:[],putboundslic:[],putclist:[],putobjsens:[],putqobj:[],py:[0,1,2,3,4,5,6,7,8,11,13,14,23,24],pycod:23,pydata:17,pydot:9,pyhton2:23,pylab:[0,7,23],pylint:[3,4,14],pypi:17,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],pythagora:5,python2:[0,15,23],python3:[0,1,2,3,4,6,7,8,11,13,14,15,17,23,24],python:[1,2,3,4,5,6,8,11,12,13,14,16,20,24],pytorch:[0,17,23],pywrap_tf:[],q:[5,6,8,11,20,24],qn_bavhmd8u:[],qp:8,qquad:[2,11,13,18],qr:[5,6,18,24],quad:[1,13,18],quadrat:[0,8,9,13,15,16,23],qualit:[4,9,20],qualiti:[0,9,15,16,17,23,24],quantifi:1,quantil:10,quantit:[0,6,9,23],quantiti:[0,2,5,6,7,9,10,11,12,14,16,18,20,23,24],quantum:[4,12,22,23],quartil:[0,24],quench:5,queri:9,question:[0,5,6,9,11,12,13,21,23,24],qugan:4,quick:[4,20],quick_execut:[],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12,24],quot:[4,23],r2:[0,5,6,23,24],r2_score:[0,23,24],r2score:[0,23],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,24],r_1:9,r_2:9,r_j:9,r_m:9,rad:[0,24],radial:[0,8,12,24],radioact:20,radiu:[0,1,9,24],rag:2,rain:9,rais:[0,2,13,23],ramp:1,ran0:20,ran1:20,ran2:20,ran3:20,rand:[0,4,5,6,9,10,13,15,16,18,23,24],rand_max:[],randint:[6,9,13],randn:[0,1,2,5,6,9,11,13,15,16,23,24],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,17,18,23,24],random_devic:[],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11,24],randomforestclassifi:10,randomli:[1,6,9,13,14],randomnumbergener:[],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,18,20,23,24],rangl:[0,6,11,20,23,24],rangle_x:20,rank:[5,24],rankdir:4,raphson:[1,8,13],rapidli:[0,23],rare:[1,13,23],rate:[0,1,2,3,4,8,9,10,12,13,24],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,20,23,24],ratio:[4,7,9,10,11],rational:[0,23],ravel:[5,6,7,8,9,10,11,13,18,24],raw:3,raw_df:24,rbahrf:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,20,24],rcond:[0,23,24],rcparam:[0,1,3,7,8,9,10,20,23],rd:[],rdbj50lv3go:[],re:[2,4,13],reach:[1,4,5,6,7,9,10,11,12,13,14],read:[0,2,3,4,5,6,7,8,11,12,16,18,19,20,22],read_csv:[0,6,7,9,23,24],read_fwf:[0,23],reader:[0,6,18,20,23,24],readi:[0,1,5,6,8,10,11,12,18,23],readili:1,readthedoc:17,real:[0,1,2,4,7,10,11,12,13,18,24],real_loss:4,real_output:4,realist:8,realiti:20,realiz:[1,12],realli:[0,1,23],rearrang:13,reason:[0,1,3,4,10,13,22,23],reassign:1,rebuild:[],recal:[5,6,9,10,11,12,18,20,23,24],recalcul:[],recast:3,receiv:[1,3,10,12,20],recent:[0,2,3,4,6,9,10,13,14,15,22,23],recept:[3,12],receptive_field:3,recip:[0,6,7,18,23,24],reciproc:5,recogn:[0,4,5,10,23],recognit:[0,1,3,12,19,22,23],recommend:[0,2,3,4,5,6,8,13,15,17,18,22],reconsid:9,reconstruct:11,record:[10,19,21,23],recreat:[],rectangl:[9,13],rectangular:[5,24],rectifi:[1,3,12],recur:[0,17,23],recurr:[0,1,17,23],recurs:[9,17,18,23],recycl:[],red:[0,3,4,6,8,9],redefin:[0,10,23,24],reduc:[1,3,5,6,9,10,11,13,23],reduct:[0,10,11,17,20,23,24],refer:[0,1,2,3,5,6,7,11,12,13,14,18,22,23,24],referenc:2,refin:12,refit:6,reflect:[0,1,4,5,20,23],refresh:[17,23],refreshprogrammingskil:23,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12],regist:[6,20],reglasso:5,regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,17,18],regressor:[0,7,10,23],regridg:[0,5,6],regular:[0,3,4,5,6,7,9,13,21,23,24],regularis:6,reilli:[0,15,22,23],reinforc:[0,8,17,23],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,20,23,24],relat:[0,1,3,4,5,11,13,14,18,20,23],relationship:[0,4,9,23],relativeerror:[0,23,24],releas:[1,6,13,17,23],relev:[0,1,5,7,11,15,17,20,23],reli:[0,3,4,6,8,14,23],reliabl:[7,20],relu:[3,4],remain:[1,2,4,6,12,18,20,24],remaind:20,reman:2,remark:1,rememb:[0,8,13,18,23],remind:[0,5,11,13,18,20,24],remov:[0,4,5,6,23,24],render:[0,23,24],reorder:[5,7,24],reorgan:[0,23],repeat:[0,1,3,4,5,6,9,10,11,13,14,18,20,23],repeated:23,repeatedli:[0,6,10,13],repet:3,repetit:[6,23,24],rephras:13,replac:[0,1,3,4,5,6,10,12,14,15,16,17,23,24],replica:6,report:23,repositori:[0,4,23,24],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,20,23,24],represent:[0,1,3,6,20,23],representd:3,reproduc:[0,5,6,9,12,15,16,17,20,23,24],repuls:[0,23],request:[0,13,23],requir:[0,1,3,4,5,6,8,9,11,12,13,18,23,24],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:6,resampl:[0,7,10,17,23,24],rescal:[0,11,12,24],rescu:5,reseach:6,research:[0,4,13,17,22,23],resembl:[6,20],reserv:[1,5,6,20],reset:[],reshap:[0,1,2,3,4,6,8,9,10,15,16,18,23,24],residenti:[0,24],residu:[0,5,13,23],resiz:[5,24],resourc:23,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,20,23,24],respond:12,respons:[0,7,9,12,23,24],rest:[0,5,24],restat:[0,12,23],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,23],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23],result_typ:[],retail:[0,24],retain:[5,6,24],return_data:14,return_kwarg:[],return_sequ:4,return_x_i:9,reus:[1,3,6],reveal:[0,12,23],revers:[1,18],review:[17,18],revisit:14,revolut:23,reward:[0,4,23],rewrit:[0,3,5,6,7,8,10,11,12,13,18,20],rewritten:[2,6,8,10,20],rewrot:13,rf:10,rfft2:[3,4,14],rfft:[3,4,14],rfftfreq:[3,4,14],rfftn:[3,4,14],rgb:3,rgoj5yh7evk:17,rh:6,rho:[0,10,13,23],rho_1:10,rho_2:10,rho_m:10,rich:[0,23],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,17,23],ridge_sk:6,ridgebeta:5,right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,18,20,23,24],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,20,23,24],rigor:[0,23],ring:6,rise:[0,23],risk:[0,13,15,16,23],rival:4,river:[0,24],rm:[0,20,24],rmse:[0,24],rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:20,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:20,rntrick2:20,rntrick3:20,rntrick4:20,ro:[0,13,23],robert:22,robust:[0,23],robustscal:[0,24],roc:[7,10],role:[0,2,5,6,8,17,23,24],roll:6,room:[0,21,23,24],root:[0,5,9,13,20,23,24],rot:23,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13,24],routin:[13,18,23],row:[0,1,2,5,6,7,9,11,18,23,24],rr:[5,24],rrr:[5,24],rthe:[],rug:13,rule:[0,1,5,6,13,23,24],run:[0,1,2,4,5,6,8,9,11,13,15,17,23,24],runtim:[1,6,14],runtimewarn:[1,6],russel:23,rust:[0,15,17,18,23],rustad:[],rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,20,23,24],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,safe:[],safe_zip:[3,4,14],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,18,20,23,24],said:[6,9,13],sake:[0,5,7,11,23,24],sale:[0,23],sam:23,same:[0,1,2,3,4,5,6,8,9,11,12,14,18,20,23,24],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,17,18,20,23,24],sample_vari:14,sample_weight:[],sampleexptvari:20,samwis:23,sastri:11,satisfactori:[0,23],satisfi:[1,2,3,6,8,13,18,20],satur:[1,6],save:[0,4,6,7,9,13,23,24],save_fig:[0,6,7,9,10,23,24],savefig:[0,4,6,7,9,20,23,24],savetxt:4,saw:[5,24],scalabl:10,scalar:[2,5,6,10,13,24],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,18,21,23],scale_mean:4,scale_std:4,scalei:[],scaler:[0,7,8,9,10,11,24],scalex:[],scan:[5,7],scari:5,scatter:[0,1,6,7,8,9,14,23,24],scenario:[6,13],schedul:[13,21],scheme:[1,13],schigsog2l:[],schrage:20,scienc:[0,1,10,12,13,17,19,20,21,22,24],scientif:[0,15,17,23],scientist:[0,23],scikit:[3,5,6,7,8,9,10,13,17,18,19,22],scikit_learn:[0,16],scikitlearn:23,scikitplot:[7,10],scipi:[0,3,5,6,13,15,17,18,23,24],scl:6,score:[0,1,3,6,7,9,10,11,15,16,21,23,24],scores_kfold:6,scratch:[1,13],sdg:13,sdt_bfla8ua:[],seaborn:[0,1,3,6,7,23,24],seamless:[0,15,17,23],search:[0,1,3,5,9,13,23],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,17,18,20,21,23,24],secondeigvector:11,secondli:12,section:[4,11,18,20,24],sector:[0,23],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,20,23,24],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,20,23,24],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,23],seen:[0,1,3,5,10,12,20,23],segment:13,seismic:6,seldomli:[0,23],select:[1,5,6,8,9,10,11,19,20,21,22,23,24],self:[1,2,5,24],sell:4,semest:[7,19],semi:[8,13],semilogx:6,send:[5,12,13,21,23],senior:[19,21],sens:[0,4,6,8,23],sensibl:3,sensit:[0,5,6,9,13,23,24],sent:2,sentenc:[4,12],sep:24,separ:[0,1,2,3,4,6,8,9,12,14,15,17,20,23],septemb:[16,23,24],sequenc:[2,3,4,7,9,10,12,13,17,18,20,23],sequenti:[1,3,4,10,12,20],seri:[0,1,2,3,4,5,6,10,11,12,13,18,23,24],serif:[0,7,20,23],serv:[0,1,2,3,5,7,13,22,23,24],session:[1,19,21,23],set:[1,4,5,6,7,8,10,11,13,14,16,17,18,20,21],set_major_formatt:6,set_major_loc:6,set_stream:[],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,23],set_xlabel:[0,1,2,3,7,12,23],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7,23],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:6,seth:4,setiosflag:[],setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:6,setprecis:[],setse:[],setup:[1,4,6,8,17,23,24],setw:[],sever:[0,3,5,6,7,8,9,11,12,13,17,18,20,23,24],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:[5,24],sh:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,23,24],shape_bas:2,share:[1,3,23],she:7,shift:[1,6,12,20],ship:3,shire:23,shortcom:13,shorten:4,shorter:20,shorthand:23,shortli:[18,23],should:[0,2,3,5,6,8,9,11,12,13,15,16,18,20,23,24],should_sync:[],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,20,23,24],show_shap:4,shown:[0,4,5,7,8,11,12,13,18,24],showpoint:[],shrink:[3,5,6,8,11,24],shrinkag:[5,6,24],shrunk:11,shuffl:[0,1,4,6,13,24],side:[0,2,5,8,12,13,18,23],sigh:[17,23],sigma0:20,sigma1:20,sigma2:20,sigma:[0,1,5,6,7,10,11,12,13,18,20,23,24],sigma_0:[5,24],sigma_1:[5,24],sigma_2:[5,24],sigma_:[5,18,23,24],sigma_fn:[7,12],sigma_i:[0,5,23,24],sigma_j:[5,24],sigma_m:[6,20],sigma_n:[11,20],sigma_t:13,sigma_x:20,sigmoid:[1,2,4,7,8,10,12],sigmundson:[6,24],sign:[1,2,7,8,10,20,21],signal:[1,3,10,12],signatur:[],signifi:4,signific:1,significantli:[1,13,20],sigurd:[],sim:[4,5,6,13,20],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,18,23,24],similarli:[0,1,3,5,8,10,13,20,23,24],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,18,20],simple_rnn:[],simplepredict:10,simpler:[0,1,5,6,7,13,16,17,23],simplernn:4,simplest:[0,1,3,4,9,10,12,14,23],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,17,18,20,23,24],simplic:[2,5,6,7,8,9,10,11,12,14,24],simplicti:[5,24],simplifi:[0,6,9,15,17,23,24],simplist:[3,6,20],simul:6,simultan:6,sin:[0,1,2,3,4,9,12,13,18,23],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,18,20,22,23,24],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,18,20,23,24],singular:[0,6,13,18,23],sinusoid:3,site:[0,1,2,3,4,6,7,8,11,13,14,19,23,24],situat:[0,4,5,7,13,20,23,24],six:[3,4,14,20],size:[0,1,2,3,4,5,6,8,9,10,11,13,18,20,23],sketch:10,ski:9,skill:[0,23],skip:11,skiprow:24,skl:[0,6,23,24],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,23,24],skplt:[7,10],sl:6,slack:8,slice:[2,18,23],slide:[0,3,15,16,20,23,24],slight:[6,13],slightli:[1,2,3,5,6,7,10,20,24],slope:[8,11,12],slow:[0,2,8,13,24],slower:[5,18,23,24],slowest:18,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,17,18,20,23,24],smaller:[0,1,2,5,6,8,9,11,13,20,23,24],smallest:[0,4,14,15,16,23],smallest_row_index:14,smooth:[0,3,6,9,13,23],sn:[0,1,3,6,7,23,24],sne:11,sneak:23,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,21,23,24],soar:6,social:[0,23],societ:23,soft:[1,7,10,12],soft_pmap:[3,4,14],soften:8,softmax:[3,7],softwar:[0,8,15,17,18],sol:8,sole:[0,6,23],solid:[0,7,23],solitem:[],soltyp:[],solut:[0,1,2,3,5,6,8,10,11,13,18,20,23,24],solutionsummari:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,18,23,24],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],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,20],some_model:[6,24],somehow:4,someth:[0,1,3,4,7,9,11,20,23,24],sometim:[0,1,11,12,13,14,23,24],soon:[18,21],sophist:[0,23],sopt:13,sort:[5,6,9,11,20,24],sound:[3,5],sourc:[0,1,3,6,15,17,18,20,23,24],space:[0,1,4,5,8,9,11,12,13,14,20,24],span:[0,3,5,9,11,18,23,24],spare:1,spars:[3,6,18,23],sparse_mtx:[18,23],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],spdiag:[],speak:20,special:[6,7,10,12,13,18,20,23,24],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,17,18,20,22,23,24],specifi:[0,3,5,6,7,9,11,13,14,20,23],specifici:[0,10,23],spectacular:3,spectral:1,speech:[0,1,3,4,12,23],speed:[1,2,4,13],spend:20,sphere:[0,24],spin:6,spite:[0,23],spline:8,split:[1,3,4,5,6,8,9,10,11,14,20],splite:0,splitter:[1,10],spmatrix:[],spontan:20,spot:3,spread:[0,11,20,23,24],springer:[22,23],spuriou:13,sqquar:[],sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,20,24],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,18,20],squarederror:10,squaredeuclidean:14,squash:12,squeez:[],srand:[],srtm:6,srtm_data_norway_1:6,sse4:[],stabil:5,stabl:[0,4,5,6,7,9,11,17,23,24],stack:[2,3,4],stacklevel:[0,23],stage:[5,13],stai:[0,2,4,5,11,23,24],stand:[0,5,9,12,23,24],standadscal:24,standard:[0,1,4,5,6,7,8,10,12,15,16,18,20,23],standard_basi:2,standardscal:[0,6,7,8,9,10,11,24],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,18,20,21,23,24],start_box:[2,13],start_nod:[2,13],start_tim:14,startpoint:[],stat:[6,24],state:[1,2,4,5,6,7,8,10,11,12,13,17,20,24],statement:[0,7,18],statist:[0,1,3,4,7,9,10,11,12,13,14,18,19,22,24],statu:[0,7,11,23,24],stavang:6,std:[0,4,6,23,24],stdev:[],stdout:[],steep:13,step:[0,1,2,4,6,7,9,10,11,12,13,14,18,23],step_fn:[7,12],step_length:13,steps_list:9,steps_per_epoch:[],stereo:3,stian:[],still:[0,2,3,5,6,11,13,20],stimuli:12,stk2100:[22,23],stk3155:[15,19,21],stk4021:[22,23],stk4051:[22,23],stk4155:[19,21],stk5000:22,stk:[22,23],stochast:[0,1,5,6,8,11,12,15,16,23],stock:4,stoke:12,stone:[0,7,23],stop:[1,4,7,9,11,13,14],storag:[5,24],store:[0,1,2,3,6,11,13,20,23],storehaug:[21,23],str:[1,3,4],straight:[0,6,8,13,23,24],straightforward:[0,2,3,5,6,8,9,10,13,18,23,24],strategi:[0,1,9,23],stratifi:6,streamtyp:[],strength:[0,5,14,24],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,18],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,18,20],strongli:[0,8,17,18,24],stronli:[0,24],structur:[0,1,2,3,6,9,10,12,17,23],stuck:[1,13],student:[0,19,21,22,23],studi:[0,3,4,5,6,7,8,11,12,13,17,22,23,24],studier:22,style:[0,7,9,18,23],sub:[9,12],subarg:[2,13],subdivid:[0,18,23],subfield:[0,23],subject:[6,8,20],submit:23,submodul:[3,4,14],subplot:[0,1,3,4,6,7,8,9,10,13,14,23,24],subplots_adjust:[8,20],subprogram:[18,23],subract:[0,24],subroutin:[0,23],subscript:1,subsequ:[1,4,5,6,12,18,20,24],subset:[1,6,9,12,13,17,23],subspac:[0,8,11,24],substanti:[9,10],substep:11,substitut:[3,6,12,18],subsubset:9,subtask:6,subtl:1,subtract:[0,2,4,5,6,11,13,18,20],subtre:9,subval:[2,13],succeed:[0,4,23],success:[3,7,9,13,20],successfulli:[4,9],sucess:[],sudo:[0,15,17,23],suffer:[0,1,2,5,10,23,24],suffici:[1,6,8,11,13],suggest:[1,13,22],suit:[8,12],suitabl:[0,20,24],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],sum_i:[0,2,5,6,8,13,24],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],summari:[1,3,4,10,19],summat:[0,3,16,24],sunni:9,superconduct:24,superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,17,23,24],supplement:7,support:[0,1,9,10,11,13,17,23,24],suppos:[0,5,6,7,8,10,11,12,13,18,23,24],suppress:[5,13],sure:[0,1,4,6],surf:6,surfac:[0,6,23],surpass:6,surpris:[0,23],surround:[3,17],survei:[0,5,6,23,24],suyrzm0:[],svc:[8,9,10],svd:[0,6,11,23],svdinv:5,svm:[8,9,10,11],svm_clf:[8,10],swap:[],swapax:[],swath:[5,24],sy:[3,4,13,14],symbol:[1,5,11,13,17,20,23,24],symmeteri:1,symmetr:[0,5,8,11,12,13,18,23,24],symmetri:[6,9],sympi:[0,15,17,23],synonim:20,syntax:[1,13],syntaxerror:[1,8],syrk:[],system:[0,1,3,4,6,7,9,10,12,13,15,17,18,23],systemat:[4,6],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23],t_0:[2,9,13],t_1:13,t_:2,t_b:10,t_i:[1,2,5,12,24],t_j:12,t_k:9,tabl:[9,20,21,23],tabul:[0,23],tabular:23,tackl:4,tag:[2,3,4,5,6,7,12,13,14,18,20,24],taht:[0,23],tail:20,tailor:[2,8,11,23],taiwan:[0,23],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,18,20,23,24],taken:[0,1,3,6,10,13,18,23],tan:[2,3],tangent:[1,4,12,13],tanh:[1,4,7,8,12],tape:[],target:[0,1,2,3,4,5,6,7,8,9,10,11,12,23,24],target_meta:2,target_nam:9,task:[0,1,3,6,9,11,12,14,23],tau:[3,5,20],taught:23,tax:[0,24],taylor:[2,13],taylornr:13,tc:8,td:[1,6,13,23],teach:23,team:1,teaser:0,technic:[0,5,6,13,15,23,24],techniqu:[0,1,8,10,13,17,20,22,23,24],technolog:[0,1,23],tek5040:[],tell:[0,4,6,10,11,13,20],temp1:1,temp2:1,temp:1,temperatur:[0,9,23],temporarili:1,ten:[3,23],tend:[3,5,6,8,9,10,12,13,14,24],tendenc:[0,23],tension:6,tensor:3,tensorflow:[0,2,4,8,14,15,17,18,19,22,23,24],term1:[5,6,11,24],term2:[5,6,11,24],term3:[5,6,11,24],term4:[5,6,11,24],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,23,24],termin:[0,4,5,9,10,13,15,23,24],terrain1:6,terrain:6,test:[3,4,5,6,7,8,9,10,13,14,18,20],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:[0,1,3,5,6,10,23,24],test_split:9,testerror:[0,6,24],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,18,20,22,23,24],textbook:24,textual:9,textur:[1,9],tf:[1,3,4,13,14],tfe_py_execut:[],tflite:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,18,20,23,24],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,20,23,24],thank:[4,6,24],theano:[1,17,23],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,24],them:[0,1,3,4,6,8,9,10,11,12,13,18,23,24],theme:[0,23],themselv:[0,20,23],thenc:6,theorem:[2,6,7,24],theoret:[0,4,10,23],theori:[0,1,3,8,9,12,13,17,22,23],thereaft:[0,5,6,11,12,15,16,18,23],therebi:[0,5,7,11,23,24],therefor:[0,1,2,3,4,6,7,8,11,13,20,23,24],therein:11,thereof:[0,6,13,23],theta:[1,4,13,20],theta_:[1,13],theta_i:1,theta_k:[],theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24],thing:[0,1,2,4,5,7,9,20,23],think:[0,1,3,4,6,9,12,13,14,20,23],third:[0,3,6,13,21,23],thirti:7,thorughout:23,those:[0,3,5,6,8,9,10,11,18,19,23,24],though:[1,2,3,4,13,18,20],thought:[6,14,20],thousand:[0,1,23,24],thread:[],three:[0,1,3,5,6,8,9,12,15,18,19,20,21,23,24],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,17,18,20,23,24],throughout:[0,4,5,14,17,18,20,23],thu:[0,1,2,5,6,7,8,10,11,12,13,21,23,24],thumb:[0,6,23,24],thursdai:[21,23],tibshirani:[6,19,22,23,24],tick_param:6,ticker:[6,13,20],tif:6,tight_layout:[1,7],tightli:11,tild:[0,5,6,7,11,15,16,20,23,24],till:[0,4,7,8,9,10,12,18,23,24],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,23,24],timefunct:[],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,20,23,24],tmp:13,tmp_log:[],tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,23],to_str:[],todai:3,todo:[3,4,14],togeth:[0,3,6,8,11,13,17,23,24],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,20,22,23,24],took:[8,23],tool:[0,1,3,6,13,17,24],toolbox:8,top:[0,3,4,5,6,9,10,14,17,23],top_node_typ:[],top_trac:[],topic:[0,5,6,7,8,17,24],topolog:[1,3,12],toposort:2,torkjellsdatt:[21,23],toss:[10,20],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,18,20,21,23,24],total_loss:4,totalclustervari:14,totalscatt:14,totalvari:[],toward:[1,2,7,12,13],town:[0,24],tp:[4,7],tpng:9,tpu:[13,17,23],tqdm:6,tr:24,trace:[2,13],trace_stack:[2,13],traceback:[0,2,3,4,6,9,10,13,14,15,23],traceback_util:[],tracer:[2,13],track:[3,13,14,18],tract:[0,24],tractabl:[0,23,24],trade:[5,9],tradeoff:[0,5,23,24],tradit:[0,1,4,6,23],train:[2,3,5,6,8,9,10,11,12,13],train_accuraci:[0,1,3,23],train_dataset:4,train_end:[0,1,24],train_error:6,train_funct:[],train_imag:[3,4],train_ind:6,train_label:[3,4],train_pr:1,train_siz:[0,1,3,24],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,23,24],train_test_split_numpi:[0,1,24],trainabl:[],trainable_vari:4,trained_model:[6,24],trainerror:[0,24],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:[0,23],trajectori:4,tran:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,17,18,23,24],transit:[6,12],translat:[1,4,6,10,24],transpos:[1,5,11,18,24],travers:[0,5],treat:[0,1,3,6,12,13,20,23,24],tree:[0,1,6,17,23],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:20,treue:7,trevor:22,tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,20,23],triangl:13,triangular:18,trick:[3,4,8,11,13,20],trickier:20,tridiagon:18,trillion:17,trivial:[0,1,5,11,20,23],troubl:[0,8,12,24],truck:3,true_beta:[6,24],true_divid:1,true_fun:6,truli:23,tucker:8,tuesdai:[21,23],tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,18,23],tup:[],tupl:[2,13],turn:[0,1,5,6,7,8,9,10,11,12,13,18,20,23,24],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,20],twice:13,twist:11,twister:[],two:[0,1,2,4,5,6,7,9,10,11,12,13,14,15,16,18,19,20,22,23],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,18,20,24],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,20,23,24],u:[0,2,5,6,8,10,11,12,18,23,24],u_:18,u_i:12,u_m:10,ua:[0,23],ubuntu:[0,15,17,23],uci:[0,24],ufunc:2,uio:[21,22],un:14,unari:[18,23],unary_f:[2,13],unary_oper:[2,13],unary_to_nari:[2,13],unbalanc:[6,9],unbias:[0,5,6,23],unbroadcast:2,unbroadcast_f:2,uncent:6,uncertainti:[0,5,23],uncertitud:20,unchang:[1,3],uncorrel:[10,20],undefin:[5,24],under:[0,1,3,4,5,6,10,13,14,15,16,17,23,24],underdetermin:[0,23],underfit:[1,6],underflowproblem:5,undergo:5,undergradu:[19,21],underli:[0,1,9,13,20,23],underset:[4,14],understand:[0,1,3,5,6,10,13,14,17,23,24],understood:[8,13],undesir:8,undetermin:[5,8],undo:4,unexpect:6,unexpected:20,unfair:[6,24],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,20,23,24],uniform_real_distribut:[],uniformli:[13,20],unifrompdf:20,unimport:13,union:[5,6],uniqu:[0,2,6,13,14,18,23],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,20,23,24],unitari:[5,6,18,24],unitarili:[18,23],uniti:20,univari:20,univers:[0,1,2,13,15,17,19,21,23,24],unix:1,unknow:[0,18,23],unknown:[0,1,3,4,5,6,8,10,13,16,18,23,24],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,23,24],unlik:[1,2,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,17,23],unsymmetr:[18,23],until:[1,2,4,9,12,13,14],untouch:0,unus:[3,4,14],unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,17,18,20,21],updat:[1,2,3,4,10,12,13,14],uploa:23,upload:[17,22],upon:[0,1,6,7,11,18],upper:[0,8,9,16,18,24],uppercas:[18,23],upsampl:4,upscal:4,us:[4,5,6,8,9,10,11,12,14,15,16,18,19,20,22],usa:23,usag:[0,8,17,23,24],usd10000:[0,24],usd:[0,24],use_bia:4,use_multiprocess:[],usecol:[0,23],useless:1,user:[0,1,2,3,4,6,7,8,11,14,15,17,18,23,24],userwarn:[3,4,6,14],usetex:20,usg:6,usr:20,usual:[0,3,4,7,12,13,14,23],ut:5,util:[0,1,3,4,6,7,10,14,23,24],ux:18,v0:20,v1:[3,4,14,20],v2:[3,4,14,20],v8ejbfezkui:[],v:[2,4,5,6,11,13,17,24],v_0:11,va:1,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,17,20,23,24],validation_batch_s:[],validation_data:3,validation_freq:[],validation_split:4,validation_step:[],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,17,18,23],valuat:9,valueerror:[0,2,23],valy:4,van:[0,23,24],vandenbergh:[8,13],vandermond:[0,23],vanilla:[0,6,11,14,24],vanish:[1,4,13,20],var_x:20,varabl:8,varepsilon:[5,6],varepsilon_:[5,6],varepsilon_i:[5,6],vari:[0,1,3,5,6,10,15,16,23],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,18,23,24],varianc:[0,1,5,7,9,10,11,13,14,17,18,20,23,24],variance_i:[5,11,24],variance_x:[5,11,24],variant:[0,1,6,8,12,13,23,24],variat:[3,4,11,23],varieti:[0,3,12,15,17,23],variou:[1,3,5,6,7,8,9,11,12,13,16,17,18,20,24],vartempvec:[],varvec:[],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],vec:6,vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17],vector_mean:14,ventur:[0,8,15,17,23],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,23,24],verifi:[3,11,18,23],versatil:[8,23],versicolor:[8,9],version:[0,3,4,10,13,14,15,17,18,20,23,24],versu:1,vert:[0,1,5,6,7,8,9,11,13,23,24],vert_1:[5,6,24],vert_2:[5,6,11,24],via:[0,5,6,7,8,9,10,11,12,15,17,18,19,20,21,23,24],vidal:11,video:[0,1,12,17,19,21,23],view:[1,3,5,6,12,13,20,22,23],violat:8,virginica:9,viridi:[0,1,2,3,23],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3,23],visual:[0,3,11,12,15,17,23,24],visualis:1,viz:[6,8,20],vjiseqm2lci:[],vjp:[2,13],vjp_0:2,vjp_0_fun:2,vjp_1:2,vjp_1_fun:2,vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:[2,13],vmap:13,vmax:[1,6],vmc:[],vmin:[1,6],voic:3,volum:[0,3,23],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vrtx:[],vs:[0,4,6,24],vspace:[2,13],vstack:[5,11,18,20,23,24],vt:[5,24],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,20,23,24],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_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:[0,1,3,4,5,6,7,10,11,12,13,14,18,23,24],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,20,23,24],walk:9,walker:20,wang:[0,23],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,20,23,24],warn:[0,1,3,4,8,14,23,24],warrant:6,wast:3,watch:17,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24],weak:[9,10,14],weather:[1,12],web:[17,19,21,23,24],webpag:23,websit:[6,18,19,23],wedg:[8,20],wednesdai:[21,23],wee:11,week:[0,5,6,7,19,21],weekli:[17,21,22,23],weight:[0,1,2,3,6,7,9,10,12,13,20,24],weigth:2,welcom:[8,17],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,17,18,20,22,23,24],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,20,23,24],wessel:[0,23,24],westbi:[],westby:[],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,20,23,24],whenev:[13,20],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,24],wherea:[6,20],wherein:[1,12],whether:[0,3,5,7,9,20,23],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24],whichev:[1,3],while_p:[3,4,14],white:9,who:[0,19,23],whole:[1,3,4,5,9,11,13],whose:[0,6,10,20,24],whow:[11,24],why:[0,1,3,6,13],wide:[0,1,3,6,7,12,15,17,18,23],widehat:6,width:[0,3,8,9,23],wieringen:[0,23,24],win:10,wind:9,wing:[21,23],winther:2,wiothout:[6,24],wiscons:7,wisconsin:10,wisdom:6,wise:[0,1,5,12,13,24],wish:[0,2,5,7,8,11,13,14,18,23,24],with_std:[0,24],wither:6,within:[0,2,3,4,7,9,12,13,14,20,22,23],withinclust:14,without:[0,1,5,6,8,9,11,12,13,23,24],won:[0,23],wonder:8,woodi:23,word:[0,1,3,4,5,6,7,14,20,23,24],work:[0,1,4,6,7,8,9,13,15,17,19,20,21,23,24],worker:[],workshop:23,world:[0,8,23,24],worldwid:[0,23],wors:[0,1,3,4,6,23],worst:9,worth:9,would:[0,1,3,5,6,7,8,9,10,11,12,13,18,20,23,24],wrap:[3,4,6,14,18,23],wrap_toco:[3,4,14],wrap_util:[2,13],wrapper:[0,23],write:[0,1,2,3,5,6,7,8,12,13,15,16,18,23,24],written:[0,2,3,5,11,12,13,16,17,18,20,23,24],wrong:[1,8],wrongli:10,wrote:[5,11,24],wrt:[2,10,13],wth:[10,13],www:[17,18,22,23],wx_1:8,x0:8,x1:[4,8,9,10,13],x1_exampl:8,x1d:8,x2:[8,9,10,13],x2d:[8,11],x2d_train:11,x2dsl:11,x3:8,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23],x_0:[0,5,11,18,23,24],x_1:[0,2,5,6,7,8,9,10,11,13,18,20,23,24],x_2:[0,2,5,6,7,8,9,10,11,13,18,20,23,24],x_3:[8,18,20],x_4:18,x_:[0,2,3,5,6,8,10,11,13,14,18,20,23,24],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,18,20,23,24],x_input:2,x_ix_:[0,23],x_iy_i:8,x_j:[0,2,8,9,12,16,20,24],x_jy_j:8,x_k:[12,14,18,20,24],x_l:20,x_m:[6,12,18,20],x_n:[0,2,3,6,8,11,12,13,18,20,23],x_new:[9,10],x_offset:[6,24],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:[0,1,3,5,6,7,9,10,11,23,24],x_test_own:6,x_test_scal:[0,6,7,9,10,11,24],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,23,24],x_train_mean:[6,24],x_train_own:6,x_train_scal:[0,6,7,9,10,11,24],x_val:1,xarrai:[17,23],xavier:1,xbnew:13,xcode:[0,15,17,23],xdclassiffierconfus:10,xdclassiffierroc:10,xeinsum:[3,4,14],xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13],xi_1:8,xi_:8,xi_i:8,xk:8,xla:[3,4,13,14,17,23],xla_client:[3,4,14],xla_comput:[3,4,14],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,23,24],xlim:[6,10],xm:9,xmesh:13,xnew:[0,13,23],xp:20,xpanda:[0,24],xpd:[5,11,24],xplot:0,xs:9,xscale:[0,24],xsr:9,xt_x:13,xtest:6,xtick:[3,6,8,9],xtrain:6,xu:[0,23],xx:[0,18,23],xy:[0,6,8,18,23],xytext:8,xz:[18,23],y1:4,y2:4,y3:4,y:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],y_0:[0,5,11,18,23,24],y_1:[0,5,8,9,11,13,18,23,24],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:[0,5,8,9,11,18,23,24],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_:[0,1,5,6,10,11,18,23,24],y_data:[0,1,5,6,23,24],y_data_ful:1,y_decis:8,y_fit:[0,24],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,18,23,24],y_if_:10,y_ix_:[0,23],y_ix_i:[7,8,13,24],y_iy_jk:8,y_j:[6,8,12],y_k:12,y_m:18,y_model:[0,4,5,6,23,24],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:[6,24],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,24],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:6,y_test:[0,1,3,4,5,6,7,9,10,11,23,24],y_test_onehot:1,y_test_predict:[0,24],y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,23,24],y_train_mean:[6,24],y_train_onehot:1,y_train_predict:[0,24],y_train_scal:6,y_val:1,ye:[3,6,7],year:[0,17,23],yet:[0,1,6,8,11,13,23],yhd5w:[],yi:13,yield:[0,2,5,6,8,10,12,13,14,18,20,23],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,23,24],ylim:[3,6],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,22],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,18,20,21,22,24],young:[0,23],your:[1,2,4,5,6,8,11,13,17,18],yourself:[11,13,23],youtu:[],youtub:17,ypred:6,ypredict2:13,ypredict:[0,13,23,24],ypredictlasso:5,ypredictol:[0,5],ypredictown:[6,24],ypredictownridg:6,ypredictridg:[0,5,6],ypredictskl:[6,24],yridg:23,ys:9,ytest:6,ytick:[3,6,8,9],ytild:[0,6,23,24],ytildelasso:5,ytildenp:[0,23,24],ytildeol:[0,5],ytildeownridg:6,ytilderidg:[5,6],ytrain:6,yvqgvcsovpw:[],yx:[18,23],yy:[18,23],yz:[18,23],yzbxji6lgl0:[],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,18,20,23,24],z_0:[18,23],z_1:[18,23],z_2:[18,23],z_:[1,2,12,18,23],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,24],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:20,zaxi:6,zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],zeros_lik:4,zeroth:24,zfill:4,zip:[2,4,6,13],zl:[],zm_h:[0,23],zn:[0,24],zone:[0,24],zoom:23,zx:[18,23],zy:[18,23],zz:[18,23]},titles:["<span class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations  with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Teaching schedule with links to material","<span class=\"section-number\">1. </span>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":[0,15,16,23,24],"10":[],"11":[],"12":[],"13":[],"14":[],"15":[],"16":[],"17":[],"18":[],"19":[],"2":[0,15,16,23,24],"20":[],"2021":[],"2022":[],"2023":21,"21":[],"22":[],"23":[],"24":[],"25":[],"26":[],"27":[],"28":[],"29":[],"3":[0,15,16,23,24],"30":[],"31":24,"34":[15,23],"35":[16,24],"36":[],"37":[],"38":[],"39":[],"4":[0,24],"40":[],"41":[],"4155":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"6":[],"7":[],"8":[],"9":[],"case":[8,10,20,24],"do":[1,23],"final":[12,24],"function":[0,1,6,7,8,10,11,12,13,20,23,24],"import":[5,18,23,24],"new":4,A:[0,1,4,8,9,23],And:[23,24],In:21,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,23,24],To:[23,24],With:4,about:[23,24],activ:[1,12],actual:[],ad:[0,6,23,24],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],ai:23,aim:[8,9,23],aka:[23,24],algebra:[18,23],algorithm:[9,10,11,12,24],algortithm:13,all:8,an:[0,4,10,23],analys:[5,24],analysi:[0,5,6,11,17,20,23,24],analyt:[0,16],ani:13,anoth:9,appli:17,approach:[0,8,14,23],approxim:12,architectur:1,arrai:[18,23],assist:21,august:24,autocorrel:20,autograd:[2,13],automat:13,back:[1,11,12],background:17,bag:10,base:13,basic:[0,5,7,9,10,11,18,24],batch:1,bay:5,befor:11,better:8,bia:6,binari:1,bind:23,binomi:[],bird:10,block:[],boldsymbol:24,boost:10,bootstrap:[6,10],boston:[0,24],breast:1,brief:23,bring:12,build:[1,3,9],c:23,calcul:24,can:23,cancer:[1,7,9,11],cart:9,center:24,central:[13,17,20],chain:12,chang:10,channel:23,chi:[0,23],choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,23,24],collect:[1,3],commun:23,compar:[2,10],complet:24,complex:[0,6,24],complic:6,compon:11,comput:9,computerlab:23,con:9,concept:20,conjug:13,continu:[],contn:23,convex:[8,13],convolut:[3,12],correl:[11,24],cost:[1,10,24],cours:[17,22,23],covari:[5,11,20,24],cover:23,cross:6,cumul:[],cython:23,data:[0,1,3,6,7,9,11,15,16,17,20,23,24],dataset:[1,3],deadlin:23,decai:2,decis:[9,10],decomposit:[5,11,18,24],deep:[1,2],defin:[1,23],definit:[],degre:[0,24],demonstr:[],dens:[0,23],deriv:[5,12,24],descent:[2,10,13],design:24,detail:[3,23],develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,24],disadvantag:9,discret:20,disguis:[],distribut:[5,20],doe:24,domain:20,down:1,dropout:1,economi:24,element:[0,20,23],elimin:18,energi:23,ensembl:10,entropi:9,environ:[0,15,23],equat:[0,2,12,23,24],error:[0,10,23,24],essenti:23,etc:23,euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10,23,24],exercis:[0,6,15,16,23,24],expect:20,experi:20,explor:[0,15,16,23],exponenti:2,express:[23,24],extrapol:4,extrem:[10,23],ey:10,fall:21,famili:[1,23,24],famou:18,fantast:24,featur:[9,18,24],feed:[1,12],fine:1,first:[4,12,23,24],fit:[0,10,23],fix:24,forc:3,forest:10,format:23,forward:[1,2,12],fourier:3,frank:[6,24],freedom:[0,24],frequent:24,frequentist:[0,23],from:[5,10,12,24],full:2,further:[3,5,24],fy:[],gan:4,gaussian:18,gd:13,gener:[4,9,23],geometr:11,gini:9,good:[0,23],grade:[21,23],gradient:[1,2,10,13],growth:2,ha:17,handl:[18,23,24],have:23,heard:23,hessian:24,hidden:2,hous:[0,24],how:[],hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ii:23,implement:1,implic:[5,24],improv:1,includ:13,increment:11,index:9,inform:21,input:2,instal:[17,23],instructor:21,intercept:24,interpret:[5,11,23,24],introduc:[11,13,24],introduct:[0,6,17,18,23],invers:[5,18],invert:24,iter:10,its:24,jackknif:[],jacobian:24,jax:13,julia:23,jungl:10,kera:[1,3],kernel:[8,11],lagrangian:8,lasso:[5,6,24],last:24,later:[5,24],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,17,23,24],least:[5,6,23,24],lectur:[23,24],level:10,librari:[17,23],likelihood:7,limit:[1,13,20],linear:[0,8,13,18,23,24],link:[5,11,19,22,24],logist:[7,23],loss:24,lu:18,machin:[0,8,13,17,23],mai:23,main:20,make:[0,9,10,15,16,23,24],mani:[10,12],manipul:24,mass:23,materi:[19,23,24],math:[5,24],mathemat:[3,5,8,24],matric:[5,18,23],matrix:[1,5,11,12,18,23,24],matter:[0,23],max:24,mean:[0,23,24],meet:[5,10,20,23,24],mercer:8,mersenn:[],method:[6,9,10,13],min:24,minim:23,ml:23,mlp:12,mnist:[3,4],model:[0,1,4,6,12,23],moment:[],momentum:13,moon:[8,9],more:[3,6,18,23,24],multilay:12,multipl:[1,3],multipli:8,name:[],need:23,network:[1,2,3,4,7,12,23],neural:[1,2,3,4,7,12,23],non:8,normal:[0,1],norwai:[],notat:12,note:24,novemb:[],now:[1,9,13],nuclear:[0,23],nueral:[],numba:23,number:[0,2,20,24],numer:[2,20],numpi:[18,23],object:3,observ:[],obtain:11,octob:[],od:2,off:6,ol:[5,6],one:[2,12],oper:18,optim:[1,8,13,17,23,24],order:13,ordinari:[5,6,23,24],organ:[0,23],oslo:22,other:[4,9,11,12,18,23,24],our:[0,4,5,11,13,23,24],outcom:[17,23],output:2,overarch:[0,4,8,9,23,24],overview:[10,23],own:[0,10,11,15,16,23,24],packag:[18,23],panda:[23,24],paramet:[23,24],part:[13,17,24],partial:2,pass:1,pca:11,pdf:20,perceptron:12,perform:[1,9],period:3,perspect:1,plan:24,point:4,poisson:2,polynomi:3,popul:2,practic:[13,21,23],pre:[1,3],predict:4,preprocess:24,prerequisit:[3,17,23],princip:11,principl:3,pro:9,probabl:[5,20],problem:[1,2,13,23,24],procedur:[9,23],process:[1,3],program:[2,13],project:[6,23],prop:13,propag:[1,12],properti:[5,20,24],pseudo:[],python:[0,9,15,17,18,23],quick:8,r:23,ran0:[],random:[10,11,20],read:[9,23,24],real:[6,23],recip:[],recommend:[23,24],recurr:[4,12],reduc:[0,24],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,23,24],regular:1,relat:24,relev:[22,24],relu:1,remark:3,remind:[6,8,23],repeat:24,replac:13,requir:[2,17],resampl:6,rescal:6,residu:24,resourc:2,result:24,revisit:13,rewrit:[23,24],ridg:[0,5,6,24],rm:13,rng:[],rule:12,s:[8,10],same:13,sampl:11,scale:24,schedul:[19,23],schemat:9,scheme:2,scienc:23,scikit:[0,1,11,15,16,23,24],second:13,select:[],semest:21,septemb:[],set:[0,2,3,9,12,15,23,24],sgd:13,should:1,similar:13,simpl:[0,4,9,13,23,24],singl:10,singular:[5,11,24],situat:[],size:24,soft:8,softmax:1,softwar:23,solv:2,solver:13,some:[13,18,23,24],specifi:2,split:[0,15,16,23,24],squar:[0,5,6,10,23,24],standard:[13,24],state:[0,23],statement:23,statist:[5,6,17,20,23],steepest:[10,13],still:24,stk3155:[],stochast:[13,20],strongli:23,subtract:24,suggest:23,summari:[21,23],superposit:3,supervis:1,support:8,svd:[5,24],systemat:3,t:24,teach:[19,21],teacher:[21,23],techniqu:[6,11],technolog:17,tensorflow:[1,3],tent:23,test:[0,1,15,16,23,24],textbook:[22,23],thei:23,theorem:[5,8,11,12,20],theori:20,thi:23,think:24,three:[],thursdai:24,tip:13,togeth:12,tool:23,top:1,topic:23,toss:[],toward:11,trade:6,tradeoff:6,train:[0,1,4,15,16,23,24],transform:3,tree:[9,10],tune:1,two:[3,8,17,24],type:[2,4,12,23],uio:23,uncorrel:[],uniform:[],univers:[12,22],unsupervis:14,up:[0,2,9,12,15,23,24],us:[0,1,2,3,7,13,17,23,24],valid:6,valu:[5,11,20,24],variabl:20,varianc:6,variou:[0,15,23],vector:[8,12,18,23,24],view:[0,4,10,24],visual:[1,9],vs:3,wai:9,wave:2,we:23,week:[15,16,23,24],weekli:19,what:[0,23,24],which:1,why:[23,24],wisconsin:7,wrap:24,write:[4,11],x:24,xgboost:10,you:23,your:[0,10,15,16,23,24]}})
\ 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","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","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,21,23,24],"00":[0,1,5,6,9,11,20,23,24],"000":[1,3],"0000":9,"00000":9,"000000":[5,11,23,24],"00000000e":[5,24],"000054":23,"0000e":[],"0001":1,"00010403373827253124":[],"000148":[],"00017471":[],"00018425":[],"00019998":5,"00024087":5,"00025531":[],"00028369228101198006":[],"00029012":5,"0003043256065368937":[],"0003153514830957865":6,"00031535148309580783":6,"0003153514830958081":[],"0003153514830958126":[],"0003153514830958235":[],"00034944":5,"000417932":2,"00042089":5,"000464088":2,"00046714":[],"00050694":5,"00054144":[],"00054272":[],"00057106":[],"00058016":6,"000599":[],"00060705":6,"00060708":[],"00061058":5,"00062582":[],"00062595":6,"00066668":6,"00068734":6,"00068941":[],"00068946":6,"00069103":[],"00073541":5,"00074389":[],"00075315":[],"000755":[],"00075534":[],"00076495":6,"00076905":6,"00076919":[],"00076925":[],"0007698473260556325":6,"0007698473260556334":[],"0007698473260556339":[],"0007698473260556344":6,"0007790285013223805":9,"00079123":[],"00079129":6,"00079130":[],"00079968":5,"00084705":6,"00084711":[],"000854409696581":20,"00085883":[],"00085884":[],"00085889":6,"00087697":6,"00088573":5,"00089459":[],"00092645":[],"00092646":[],"00092647":6,"00096314":5,"001":[1,2,8,13],"00100519":6,"0010479245355337968":[],"0010479245887943952":[],"0010479245926411787":6,"00105081":6,"00106677":5,"00107405":6,"00111756":6,"00112431":[],"0011526":6,"00115999":5,"0011828302640124":[],"00118368":[],"00118504":[],"00118508":6,"00118527":[],"001263":[],"00128479":5,"00128634":[],"00129543e":24,"00131939":[],"001323":6,"00137818":6,"00137823":[],"00137835":[],"00139198":[],"00139705":5,"00145838":[],"00147197":[],"00149311":6,"00149956":6,"00152117":6,"00152188":[],"00154733":5,"00156376":6,"00156379":[],"00156382":[],"00158723":[],"00162091":18,"00168141":[],"00168251":5,"00174276":6,"00174508":[],"00175331":6,"00183687e":[],"00186347":5,"001880":5,"00191249":[],"001988":[],"00198806":[],"00200":8,"00201915":[],"00202464":[],"00202624":5,"00202756":6,"00207627":[],"00217499":6,"0021877":[],"00220229":[],"00224413":5,"00228741":[],"00228742":6,"00233155":[],"00233441":[],"0023548":6,"002381316302584885":[],"002381316302584886":6,"0023813163025848865":6,"00242999":6,"00243186":6,"0024401":5,"00249435":6,"0025074":[],"0025125":[],"00252344":[],"002526":[],"00266858":2,"00267599":[],"00270244":5,"00274989":6,"00275135":[],"00287154":[],"00289406e":[],"00289724":6,"00293838":5,"002948":[],"0030828":[],"003083":[],"003100":23,"00310113":2,"00312361":6,"00315593":6,"003215318065760509":[],"0032153180657605116":6,"0032153180657605125":[],"00323332":6,"0032542":5,"003301":6,"0033955154592040923":6,"003395515459204093":[],"0033955154592040944":[],"00353823":5,"0035417":[],"00355118":[],"00355175":[],"003620":23,"0036237":6,"0036367":6,"00369758":6,"003704":[],"003717":[],"00373019":[],"003738":[],"003759":[],"003774":[],"003788":[],"0038335":6,"00388494":[],"00390021":[],"003909404072811217":[],"003909404072811221":6,"003909404072811231":[],"00391839":5,"00393128":[],"00397836":[],"0039987":6,"004":5,"00403785":[],"00406231":[],"00407056":[],"004091940707753925":6,"004091940707753948":[],"0040919407077539514":[],"00410387":6,"00410478":6,"004113634617443116":[],"0041136346174431284":[],"004113634617443131":[6,24],"004113634617443135":[],"004113634617443139":[6,24],"00411363461744314":[6,24],"004113634617443141":[],"004113634617443147":[6,24],"00415473":[],"0041559863458613296":6,"004155986345861364":[],"004155986345861374":[],"00415763":[],"00416461":[],"00424909":2,"00424967":6,"00426027":5,"00427039":[],"00431511":[],"00432302":[],"00433417":11,"00437363":[],"00440346":6,"00443743":6,"00444561":[],"00445655":11,"00449439":[],"00452742":[],"004579219539673834":6,"004579219539673836":[],"00458014":18,"00458671":[],"00458878":6,"004610275230656182":6,"004610275230656187":[],"004610275230656294":[],"00462287":6,"00465403":[],"00471782":5,"00472199":6,"00472512":6,"0049544":6,"004999999999999984":[],"00499999999999999":[],"004999999999999994":[],"004999999999999996":0,"005":[],"0050000000000000044":[],"005000000000000011":[],"00506501":[],"00512927":5,"00517114":6,"00523269":[],"00526348":6,"0053018":6,"00537912e":20,"00546438":[],"00548686":[],"0055043":[],"00554552":6,"00556826":6,"0056799":5,"00569317":[],"00577441":[],"00578738":[],"00578776":[],"00579953":6,"00588657":6,"00607783":6,"006158537606875468":[],"006162":6,"00617499":5,"00622755":24,"00625843":[],"006275173922218319":[],"00630331":6,"00634741e":24,"00642221":6,"00645183":[],"00660427":6,"00661104":[],"0066916":[],"00672607":6,"00673393":[],"00673407":6,"00676387":6,"0068011":6,"0068094":[],"00681644":[],"00683748":5,"00683964":6,"00689391":[],"00695357":[],"007012403613997257":[],"007024126888936694":[],"007024126888938144":6,"0070241268889382116":[],"00704468":[],"00706459":[],"00708794":[],"007098683295819775":24,"00715835":[],"00719176":6,"0072559952738542694":[],"00727646693":[0,23],"007315":[23,24],"00732273":[],"007334080205654388":[],"00733497":[],"00740173378493795":[],"0074331":5,"00751823":[],"00754532":[],"00758025":[],"00759119":6,"00770648":[],"00779538":[],"00779804":[],"00780259":[],"00781035":[],"007839875253055148":[],"00784393":6,"00791291":[],"00801078":[],"00803064":6,"00808144":[],"0080866254785146":[],"008089688732934681":[],"00813803":6,"00817056":[],"00817631":6,"00820764":[],"00823002":5,"00827728":6,"008278885543361304":[],"00831018":6,"008334493024006613":[],"00834567":6,"00839839":[],"008435888964550838":[],"0084603":[],"00848904":6,"00851638e":[],"008550594684081035":[],"0086649156":[0,23],"008675369724975977":5,"008675369724976501":[],"00867698":[],"00868337":[],"008754614401844201":24,"00877989":[],"008818897251043893":[],"00882596":13,"00894639":5,"008947823579448178":5,"00905423":6,"00911938":[],"009163470508352211":[],"009163470508352218":5,"009164545680330616":6,"00917248":6,"00934327e":24,"00934499":6,"00934728":[],"00943261":[],"009450756365829578":[],"00950269957492606":[],"0096208":6,"00965032":[],"0097018":[],"009710035292693498":[],"00990475":5,"00992331":6,"00996754":6,"009981":[],"00998135":[],"00it":6,"01":[0,1,2,5,6,9,11,13,20,22,23,24],"010018312644139205":[],"010018312644139219":6,"010018312644139347":[],"01006893":[],"0100706":6,"010154":[],"01023891":[],"010239":[],"01028995427580139":24,"01029589":[],"010331721306655144":[],"01033172130665515":[],"010331721306655165":6,"01037947":[],"010516485576646504":6,"010516485576646513":[],"010516485576652856":[],"010530":[],"01053024":[],"01056549":[],"01066519":6,"01073921":[],"010751622516868333":[],"01076611":5,"010902":23,"0110":20,"0110407067093945":[],"01104071":[],"011076219011339788":[],"01107621901137465":[],"01107621901137467":6,"011225":2,"0113104":6,"01133171":[],"01135107":[],"0113975":[],"01152107":[],"01176895":[],"01179792":6,"01191824":5,"01199624e":[],"01200342":[],"01206708":[],"012073649439965807":[],"012073649469946107":6,"012073649472576395":[],"01207435":[],"01212754811385597":[],"01219292":6,"01222822":24,"01223198":6,"01231917":6,"0123679":[],"01242273":[],"01242803":[],"01244295e":20,"01247056":13,"01248731":[],"012501013881387798":[],"01256189":[],"01257962":[],"012580":[],"012633802944855959":[],"01265755":24,"012658":24,"01285424":[],"01290947":6,"01295356":5,"013121573975499602":[],"013121573975499604":[],"01312157406137079":[],"013121574061370796":[],"013121574062587286":6,"01318643":6,"01323884":[],"01326608":[],"01347916":6,"01348565":6,"013537225644261203":[],"0136671":[],"01367553":6,"01381723":[],"01397146":6,"01405935":6,"01406736":[],"01416528":6,"014209325470380275":[],"01422494":[],"01422853":18,"01433809":5,"014436800088896274":[],"014436800088896381":6,"014436800088969727":[],"01449782":6,"01458337":6,"014586":24,"01458611":24,"014599964106338128":[],"0146081":6,"01463049":6,"01471878":[],"01479194":[],"01494533":[],"01497781":[],"015072388895177088":[],"0150723888951771":6,"015072388895177109":[],"015072388895177157":6,"015072388895177239":[],"01509543":[],"01510929":13,"01530715721129232":[],"01531845":6,"01538461538462":[],"01539":[],"01542944":[],"01549377":6,"01550656":[],"01551946":[],"01558197":5,"01558461":[],"0156548":[],"01572164":[],"01574091":[],"01574375":[],"01586048":[],"01588614":[],"01588619":[],"01591355407242949":[],"01614046":[],"01619802":[],"016285782696017055":[],"016285782696017142":6,"016285782696075054":[],"01631138":[],"01633913":6,"01640891":6,"0164286":[],"01646892":23,"01654471":[],"01655318":6,"0165866":[],"016587414993037307":[],"016587414993045335":6,"016587414993045405":[],"01678286":[],"01691985":6,"01693":[],"01693278":[],"0169643":5,"01708781":6,"01708852":6,"01713366":6,"0171347":[],"01724499":5,"01725808":[],"01735584819559184":[],"017355848195591845":[],"01735584819559331":6,"017355848195593312":6,"017355848195593354":[],"01742183":[],"01751529":[],"01752962e":24,"01756972":[],"01761413":[],"017665":5,"01770163":[],"01783414e":24,"01788423":[],"01799917e":[],"01816821":[],"01817152":[],"01817919":[],"018232":[23,24],"01831036e":[],"01831130e":[],"01831200e":[],"01831207e":6,"01831251e":6,"0183718":[],"01840062":[],"01844381":[],"01852793":[],"01866537":6,"01869785e":[],"01871582":[],"01873344":11,"01873869":5,"01885351":[],"0189082":[],"01898855":6,"01905883":6,"01907538":[],"01908936":6,"01923991":[],"0193453":[],"01943082":[],"01944669":[],"01957153":[],"019587":[],"01960258":[],"01963611":6,"01969145":6,"01975416527168255":6,"019754165271682844":[],"01975416527179247":[],"01975848":6,"01990155":[],"02":[0,4,6,7,12,20,23,24],"02008059":[],"0202458":[],"020246":[],"02024962":6,"0202731":[],"02035804":[],"02054837e":6,"02058701":[],"02068067":6,"02073509":5,"02082761":[],"02086933":[],"02090061":[],"0209518407597062":[],"02098261":6,"0211496":[],"02123176":6,"021250026482402":[],"02129803":[],"0214539":[],"02158709":13,"02159270458799264":[],"021592704587992645":[],"021592704588021164":[],"021592704588021167":[],"021592704588021174":6,"021592704588021178":6,"02160095e":[],"02166269":[],"02195273":[],"02198702e":6,"02198703e":6,"02200044":[],"022022882954618364":[],"02206138":[],"022075":[],"02207532":[],"02208512":6,"02212776":[],"02212893":[],"02226654":[],"02228115":6,"02229529":6,"02252765":5,"022556":[],"02255619":[],"02263868":[],"02298589":[],"02299949826036602":[],"022999498260366198":6,"0229994982603662":[],"02335522":[],"02344111":[],"0234505":[],"02348765":6,"02354476":[],"023545":[],"02365049":6,"02376036":[],"02377668":18,"02383034":[],"02401344":[],"024023115996453476":[],"02408959":[],"02421521":[],"02422503":[],"02430520e":[],"02442398":[],"0245528":6,"02492265":5,"02493054":[],"02498832":6,"02503753":6,"02511518":6,"02521597":[],"02522069":6,"02539993":[],"02541796":[],"02551463":[],"02566258":[],"025709":[11,24],"02586427":6,"02596838":[],"0260906":6,"02612167":[],"02625193":8,"02625928":[],"026408391362671896":[],"02642055e":[],"02649453":[],"026605727637176654":[],"026605727637184554":6,"026605727637184558":6,"02660572763718461":[],"026605727637184613":[],"02697521163514974":[],"026986":[],"02698605":[],"02699523":18,"02701924":[],"02707227":5,"02708158":[],"02712723":[],"02723445":6,"02724253":[],"02747522":[],"027609773491022314":[],"02760977349102238":6,"027609773491022387":[],"027609773491022394":6,"027609773491022407":[],"02762405215108776":[],"02766489e":20,"02766981":[],"02783644":23,"02786488":[],"027865":[],"02803041":[],"02808201":[],"02818883":[],"02840224":[],"02857":4,"02862254":[],"02868501":[],"02900131":[],"02917662":[],"029177":[],"02917931":[],"02926396":[],"02928941":[],"029483":5,"02951554e":[],"029613363972682966":[],"02970592":[],"02971158":[],"029733":[23,24],"02976145":6,"02979908":[],"02994311":5,"02f":6,"02it":[],"03":[1,6,24],"03026672":[],"03032441e":6,"030407120354722424":[],"03056589":[],"030566":[],"030693":[],"03069324":[],"03071040e":[],"03076923076924":[],"03077640549":4,"03078597":[],"03079528":[],"03080664":[],"03099776":5,"031":5,"03168642":[],"0317159":[],"031846":[],"03184647":[],"03187054":[],"03187339273559067":[],"03196357":6,"032":6,"03206303":[],"03232013":[],"03232719":[],"03235599":[],"03251863":5,"03255258":[],"03256632e":1,"03265139":23,"03267527":6,"03278964":[],"032790":[],"03279636":6,"033":6,"0330308045180234":[],"0330308045183163":[],"0330308045183219":6,"0330308045188872":6,"0330308045190182":[],"03308408":5,"03324117":[],"03326365":[],"033264":[],"03352725":[],"033657685071527485":[],"033657685071527624":[],"03365768507152769":6,"03371334":[],"03382304823545749":[],"034047":23,"03423556":[],"03437582":[],"03447512":6,"034557":24,"0348171":[],"03483677":23,"03500198":[],"03509912":[],"03510756":[],"03523311":[],"03533092":[],"03536673":[],"03562355":6,"03568439":6,"03570747":[],"03583342":[],"0358909447132981":[],"035909":23,"0359565":5,"03610331":[],"03630548":6,"03634298":[],"03707133":11,"03724642":[],"03739357":[],"03739417":[],"037559":[],"03755944":[],"03761519":[],"03781367141738885":[],"03781367141738886":[],"037813671417388985":[],"03781367141738899":[],"03781367141738902":6,"03791967":[],"03794112":[],"03807267":[],"038073":[],"03814292":6,"03815288":6,"038300":[11,24],"03850557":[],"038506":[],"03893106":[],"039039":5,"03932541e":[],"03981057":[],"03995478":[],"0399676689527966":6,"0399676689527968":[],"0399676689527975":6,"04":[1,6,11,24],"04008203e":24,"040102":5,"04010697":6,"04028979":[],"04046799":[],"04063602":6,"04075841e":[],"040863":11,"04086326":11,"04087592":[],"041":9,"04100738":[],"04101587":[],"041148729430502":[],"041148729430523":6,"0411487294305246":[],"0411487294305746":[],"041148729430595":6,"04120281":[],"04179719":[],"041797190646905":[],"04184782":[],"04193203":24,"04208001":[],"04220758":6,"04234339":18,"042708":[],"04279651270127165":[],"04284519":[],"043":9,"04315108":5,"04331431":[],"0433816":[],"04346721":5,"04355837":6,"04362":9,"04368707":[],"0437499":2,"04389027":6,"043927769551648":[],"04413933503955871":[],"04419696":[],"04423486":6,"04426744e":24,"04426816":[],"044334":[23,24],"0443659":[],"0444119":[],"044613":6,"04481443e":24,"04483457":[],"04495095":[],"04496448":[],"04516608":[],"04537385":6,"04543942":6,"04554454":[],"045603":[],"04566964":6,"04573057":[],"04573105":[],"0458":9,"0459682":[],"04615384615386":[],"04621521":[],"04637311":[],"04648335":5,"046491":[],"04649105":[],"0466":[],"04670006":[],"04673082":[],"046731":[],"046785461905835435":[],"04678736":[],"04683565":5,"04735806":[],"047737":[],"04775904":[],"04784395":6,"04785727":[],"04787099":[],"047953":[],"04818727730430286":6,"04818727730430296":[],"048187277304303056":[],"048547423739546604":20,"048653428302840175":[],"048762":[],"048818":[],"048920":23,"04892055":6,"04909093":6,"04912436":6,"04930820e":[],"049318":[],"049462":23,"0495569966278238":[],"0495569966278269":6,"0495569966278295":6,"0495569966278315":[],"04965397e":20,"049747":[],"049858":[],"0499586":[],"049960":[],"04996008":[],"04it":[],"05":[1,4,6,13,24],"05004617":[],"05009826":6,"05087958":[],"050910":[],"05100875":6,"051043":[],"051391":[],"051418":5,"051451":[],"05150928":[],"051649":[11,24],"051662":[],"0517473":5,"052206":[],"052227":[],"05227921801205679":6,"05227921801205691":[],"05227921801205692":[],"052279218012057004":[],"052305":24,"052330":[],"05236797e":[],"052372":[],"0525221":18,"05255759":[],"052581":[],"05263":9,"05268304":[],"0527437":13,"05290417684691035":[],"05302":9,"053417":24,"0536097":[],"05363779":18,"05364854":8,"05367466":[],"053678":[],"05383795":6,"053849":5,"05402365":[],"054182":[],"054244842835462305":20,"054305":[],"054335":[],"054340":[],"05434571":[],"054411":[],"05447415":6,"054491":[],"054582":[],"054585":[],"054617":24,"054650":[],"054655":24,"054774":[],"054785":[],"05483267":[],"05491655":[],"054963":[],"05505310046362":[],"05505310046363":2,"055137":[],"055153":[],"055302":[],"055320":[],"05533":9,"055337":[],"055344":[],"055369":[],"055676":[23,24],"055684":[],"055734":24,"055859":[],"05587489":11,"055875":11,"055910":24,"055958":[],"055987":24,"056127":[],"056131":[],"05614483":5,"056165":[],"056169":[],"05622775":[],"05623":9,"056233":[],"056235":[],"05635863":18,"056468":[],"05648":9,"05651951":6,"056528":[],"05667":9,"056683":24,"05698425":[],"057088709963182":[],"057163681553428394":[],"05716368155342902":6,"05716368155351588":[],"0572":[],"057300":24,"057393":24,"057418":24,"057457":24,"057469":[],"05756733":[],"057587":[],"057588":[],"057648":[],"057686":[],"057722":24,"057835":24,"05785343":6,"057877":[],"05789007":6,"057899":[],"05796251":6,"058033":[],"058035":[],"058038":[],"058040":[],"058058":[],"05807125":6,"058088":[],"05833369":[],"058343":[],"05834332":[],"058416":[],"05850532":[],"058552":24,"05855607":[],"058585":[],"058596":[],"058645":24,"058663":[],"058715":[],"058732":[],"058740":[],"058816":[],"05883":9,"05884":9,"058854":24,"058890":[],"05892262":[],"058948":[],"058952":24,"058955":[],"058957":[],"058974":[],"058996":24,"059013":[],"059031":24,"059180":[],"059272":[],"059278":[],"059294":[],"059378":[],"059437":[],"059601":[],"059783":[],"059795":[],"059807":24,"059824":[],"059933":[],"059951":24,"059952":[],"05999":9,"059993":24,"06":[6,24],"060016":[],"060048":[],"060080":[],"060083":24,"06008452":[],"060146":[],"060183":[],"06020587":6,"06021285":[],"060213":[],"060228":[],"060254":24,"060288":[],"060309":[],"06031681":[],"060349":23,"06038053":[],"06043581":6,"060502":[],"060507":[],"060550":[],"060649":[],"060655":[],"060716":24,"060756":24,"060781":[],"060841":[],"060863":[],"060872":24,"060875":[],"060963":[],"061025":[],"061028":[],"061048":[],"061054":[],"061133":[],"061144":[],"061149":[],"061163":24,"061188":[],"061209":[],"06121384":[],"061272":[],"061297":[],"061308":[],"061321":[],"061359":24,"06136773":23,"061390":[],"061443":24,"061452":24,"06150169":[],"061502":[],"061505":[],"061509":[],"061538":[],"061604":[],"06160438":[],"061614":24,"061646":[],"061679":23,"061685":[],"06168748":[],"061701":[],"061716":[],"061725":[],"061745":[],"061765":[],"061821":[],"061898":[],"061917":[],"061923":[],"061966":[],"06200174":5,"062016":24,"062061":[],"062062":[],"062064":[],"06208238634231944":[],"062082386342319454":6,"06208238634231953":[],"062089":[],"062097":[],"062136":[],"062142":[],"062195":[],"062220":[],"062292565":4,"062294":[],"06229862e":24,"062305":[],"062333":[],"062337":24,"062370":[],"062391":[],"062409":[],"062411":[],"062435":[],"062451":[],"062498":[],"062517":[],"062534":[],"062551":[],"062563":[],"062599":24,"0626202708457115":18,"062624":24,"062640":[],"062665":[],"062676":[],"062706":[],"062719":[],"062773":[],"062777":[],"062827":[],"062834":[],"062874":24,"06287717":[],"062881":[],"062884":[],"062888":[],"062920":5,"06292011":5,"062983":[],"063014":[],"063019":24,"063024":[],"063052":[],"063061":24,"063078":[],"063080":24,"063084":[],"063125":[],"063173":[],"063192":[],"06319374":[],"063241":[],"063250":[],"063260":24,"063287":[],"063343":[],"063364":[],"063371":[],"063375":[],"063401":[],"063443":23,"063493":[],"063513":[],"063524":[],"063612":[],"063619":[],"063631":[],"063653":24,"063657":[],"063724":23,"063752":[],"063781":[],"063851":[],"063857":[],"063872":[],"063874":[],"06388888888888888":[],"063894":24,"063977":[],"063979":[],"064041":[],"064052":[],"064062":[],"064074":24,"064081":[],"064108":[],"064110":[],"064184":[],"064274":[],"064284":[],"06432223":[],"064329":[],"064384":[],"064388":[],"064431":[],"06444":9,"064442":[],"064459":[],"064461":[],"064469":[],"064483":[],"064501":24,"06453579006728315":[],"06453579006728322":6,"064538":[],"064573":[],"064604":[],"064606":24,"064609":24,"064618":[],"064623":[],"064634":[],"064637":[],"064648":[],"064658":[],"064681":[],"064684":[],"064699":24,"064753":[],"064787":[],"064793":24,"064823":[],"064838":[],"064859":[],"06486061":23,"064880":[],"064896":[],"06491736":6,"064918":[],"064931":[],"064937":[],"064964":[],"06497046":[],"064974":[],"065020":[],"065026":23,"065032":[],"065077":24,"065095":[],"065106":[],"065110":[],"065118":[],"065165":[],"065168":[],"065183":[],"065228":[],"065249":[],"065252":[],"065282":[],"065314":[],"065348":[],"065349":[],"065378":24,"06538944":23,"065390":24,"065410":24,"06547790180152352":6,"06547790180152353":[],"06547790180152355":6,"06547790180152357":[],"06547790180152363":[],"065514":[],"065537":[],"065557":[],"065575":[],"065641":[],"065657":[],"065680":[],"065730":[],"065761":[],"065796":[],"065826":[],"065846":[],"065869":[],"065892":[],"065942":[],"065973":[],"065974":[],"065983":[],"06602663":[],"066051":[],"066056":[],"066064":[],"066066":24,"066093":[],"066110":[],"066189":[],"066194":[],"066220":[],"066223":[],"066228":[],"066241":[],"066270":[],"066284":[],"066309":[],"066340":[],"066348":[],"066356":[],"06637":9,"066388":[],"066449":[],"066474":24,"066500":24,"066528":[],"066553":[],"066558":[],"066569":[],"066580":[],"066590":[],"066609":[],"066612":24,"06662062":[],"066647":24,"066651":[],"066654":[],"066670":[],"066675":[],"0666807":2,"066714":[],"066729":[],"066741":[],"066753":[],"066787":24,"066789":[],"066808":[],"066828":[],"066837":[11,24],"066850":[],"066854":24,"066870":[],"066873":[],"066919":[],"066934":[],"06695337":[],"066954":[],"066999":24,"067011":[],"067079":[],"067110":[],"067141":[],"067162":[],"067191":[],"067213":[],"067236":[],"067240":[],"06724062":5,"067282":[],"067392":[],"067402":[],"067432":[],"067437":[],"067443":[],"067449":[],"067484":[],"067499":[],"067506":[],"067525":[],"067527":[],"067544":[],"067547":[],"067560":[],"067585":[],"067597":[],"067599":[],"067612":[],"067615":[],"067620":[],"067622":[],"067637":24,"067675":[],"067693":[],"067707":24,"067709":[],"067710":[],"067712":[],"067714":[],"067719":[],"067720":[],"067723":[],"067767":[],"067769":[],"067775":[],"067787":[],"067854":[],"067856":[],"067864":[],"06786925114666595":[],"067907":[],"067908":[],"067934":[],"067956":[],"068019":[],"068059":[],"068075":[],"068087":[],"068093":[],"068094":[],"068098":[],"068103":[],"068104":[],"068110":[],"068120":[],"068136":[],"068197":[],"068210":[],"06826023e":24,"068261":[],"068264":24,"068307":24,"068318":[],"068345":[],"068358":[],"068363":[],"068376":[],"068391":[],"068417":[],"068441":24,"06844519414009438":[],"06844519414009442":[],"06844519414009444":6,"06844519414009445":6,"068461":[],"068500":[],"068505":[],"068525":[],"068538":[],"068541":[],"068573":[],"06858699":[],"068593":[],"068608":[],"068619":[],"068629":24,"068642":[],"068654":[],"068659":[],"068664":[],"068689":[],"068724":[],"068727":24,"068735":[],"068776":[],"068799":[],"068806":[],"068809":[],"068831":[],"068841":[],"068852":[],"068867":[],"068906":24,"068920":[],"068937":[],"068953":[],"068965":[],"068991":[],"068992":[],"068999":[],"069010":[],"069015":[],"069028":24,"069036":[],"069044":[],"069065":[],"069085":[],"069091":[],"069181":[],"069187":[],"069202":[],"069231":[],"069242":[],"069268":[],"069275":[],"069276":[],"069281":[],"069285":[],"069355":[],"069386":[],"069408":[],"069409":[],"069421":[],"06942103":[],"069436":[],"069441":[],"069452":24,"069454":[],"069455":[],"069465":[],"069475":[],"069476":[],"069494":[],"069506":[],"069534":[],"069578":[],"069584":[23,24],"069626":[],"069640":[],"069651":[],"069654":[],"069667":[],"069672":[],"069681":[],"069685":[],"06969872":[],"069748":[],"069754":[],"069796":[],"069801":[],"069838":[],"069847":[],"069877":[],"069884":[],"069888":[],"069903":[],"069907":[],"069912":[],"069977":[],"06it":6,"07":[6,24],"070018":[],"070028":[],"070034":[],"070043":[23,24],"070056":[],"070071":[],"070074":[],"070105":[],"070146":24,"070150":[],"07016":9,"070163":[],"07017":9,"07019610e":20,"070213":24,"070216":[],"070222":[],"070276":[],"070288":[],"070333":[],"070339":[],"070343":[],"070370":[],"070379":[],"07039":9,"070419":[],"070428":[],"070429":[],"070443":[],"070450":[],"070453":[],"070457":24,"070466":[],"070491":[],"070492":[],"070494":[],"070518":[],"070562":5,"070576":[],"070582":24,"070585":[],"070612":[],"070618":[],"07062318":6,"070630":[],"070635":[],"070737":24,"070775":[],"070794":5,"070810":[],"070835":[],"070860":[],"070871":[],"07087395e":[],"070874":[],"070887":[],"070889":[11,24],"070911":[],"07093644":[],"070945":[],"070950":[],"070959":[],"070961":[],"070972":[],"070986":24,"07099747918547346":[],"071003":[],"071009":[],"071022":[],"071044":[],"071051":5,"071071":5,"071084":5,"071086":[],"071106":[],"071112":[],"071115":[],"071120":[],"071136":[],"07115":9,"071164":5,"071239":[],"071243":[],"071284":5,"07128434":20,"07129539":[],"0712953943627344":[],"0713":[0,23],"071326":[],"071329":[],"071387":[],"071388":[],"071392":5,"071394":[],"071421":[],"071438":5,"07143876":[],"071441":[],"071445":[],"07145103":11,"071460":[],"071467":[],"071476":[],"071480":[],"0714956":[],"071505":[],"071510":[],"071515":[],"071523":[],"071529":[],"071547":[],"071552":[],"071569":[],"071585":[],"07160048164232467":[],"07160048164232538":6,"0716004816423254":6,"07160048164248561":[],"071604":[],"071614":[],"071632":[],"071641":[],"071666":[],"071698":[],"071705":[],"071741":[],"071751":5,"071767":[],"071804":[],"071836":[],"071852":[],"071897":[],"071901":[],"071906":[],"071908":[],"071920625289855":[],"071921":[],"071922":[],"071935":[],"071942":5,"071946":[],"071949":[],"07195822":23,"071991":[],"072000":24,"072008":[],"072011":[],"07201957":[],"072021":[],"072041":[],"072084":[],"072091":[],"072111":24,"07212695":[],"072127":[],"072132":24,"072145":[],"072147":[],"072150":[],"072184":[],"072198":[],"072216":[],"072222":[],"072240":[],"072242":[],"072290":[],"072342":[],"072348":[],"072352":[],"072361":[],"072364":[],"072370":[],"072435":[],"072442":[],"072452":[],"072471":[],"072476":24,"072483":[],"072492":[],"072521":[],"072523":[],"072529":[],"072530":[],"072554":[],"072558":[],"072569":[],"072575":[],"072597":[],"072598":[],"072611":[],"072617":[],"072618":5,"072620":[],"072621":24,"07264063e":20,"072647":[],"072651":[],"072652":[],"072750":[],"072751":[],"072783":[],"072798":[],"072813":[],"072824":[],"072828":[],"072839":[],"07285":3,"0728785":[],"072898":[],"07291729":[],"072918":[],"072928":[],"072955":[],"072958":[],"072970":[],"072974":[],"07297557":[],"072994":[],"073013":[],"073016":[],"073045":[],"073052":[],"073062":[],"073080":[],"073105":[],"073120":[],"073134":[],"073136":[],"073159":[],"073183":[],"07319349":[],"073206":[],"073225":[],"073230":[],"073238":[],"073280":[],"073299":[],"073303":[],"073320":[],"073325":5,"073344":11,"073362":[],"073363":11,"073368":[],"073369":[],"07337358":[],"073374":[],"073380":[],"073388":5,"073391":[],"073400":[],"073423":[],"073433":[],"073436":[],"073449":[],"07345504":[],"073477":11,"073489":[],"073506":[],"073531":[],"073548":[],"073567":[],"073575":[],"073583":[],"073597":[],"073598":[11,24],"073601":[],"073629":[],"073644":24,"073647":[],"073657":[],"073668":[],"073684":11,"073695":[],"073699":[],"073716":[],"073719":[],"073750":[],"073761":[],"073768":[],"073777":[],"073810":[],"073811":[],"073816":[],"073827":[],"073831":[],"073904":[],"073907":[],"073925":[],"073938":[],"073949":[],"073959":[],"073985":11,"0739975":[],"074006":[],"074019":[],"074034":[],"074050":[],"074061":5,"074067":[11,24],"074084":24,"074111":[],"07413172":[],"074144":[],"074149":[],"074180":11,"074183":[],"074187":5,"074210":24,"07421084":5,"074237":[],"074258":[],"074276":[],"074323":24,"074336":[],"074346":[],"074375":[],"074401":[],"074418":[],"074420":[],"074453":11,"074480":[],"074488":[],"074513":[],"074530":[],"074552":[],"07456491":5,"074569":[],"074573":[],"074592":[],"074666":[],"074684":[],"074693":[],"074708":[],"074715":[],"074729":[],"074743":[],"074760":[],"074763":[],"074773":[],"074818":5,"074819":11,"074833":[],"074838":[],"074839":[],"074845":[],"074881":[],"074905":[],"07490892":6,"074922":[],"074945":[],"074969":[],"074980":[],"074984":[],"074986":[],"074992":[],"075012":[],"075014":5,"075017":[],"075020":[],"075028":[],"075043":[],"075058":[],"075061":[],"075079":5,"075102":[],"075136":[],"075138":[],"075145":[],"075149":[],"075181":[],"075188":[],"075192":[],"075195":[],"075201":[],"075222":[],"075227":[],"075228":[],"075241":[],"075262":[],"075277":11,"075302":[],"07532297":[],"075335":[],"075356":[],"07535606":[],"075389":[],"075433":[],"075498":[],"07557024":[],"075573":[],"075586":[],"075594":[],"075612":[],"075618":[],"075629":[],"07565581":23,"075728":[],"075760":[],"075770":[],"075797":[],"075816":24,"075820":[],"075829":11,"075840":[],"075863":5,"075889":24,"075899":[],"075959":[],"075982":[],"075987":[],"075996":5,"076022":[],"076055":[],"076066":[],"076079":[],"07608141":[],"076096":[],"076097":[],"076121":[],"076130":[],"076150":24,"076173":[],"076204":[],"076216":[],"076248":[],"076264":[],"076270":[],"076282":[],"076306":[],"076315":[],"076329":[],"076338":[],"076349":[],"076389":[],"0764924":6,"076518":[],"076525":[],"076532":[],"07656896":[],"076588":[],"076589":[],"076604":[],"076619":[],"076628":[],"076632":[],"076637":[],"076665":[],"076697":[],"076726":[],"076729":[],"076760":[],"07678":9,"076780":[],"076783":[],"076795":[],"076804":[],"076821":[],"076843":[],"076862":[],"076866":[],"076886":[],"076895":[],"076905":[],"07692307692307693":9,"076927":[],"076935":5,"076938":[11,24],"076942":[],"076955":[],"076958":[],"076990":[],"077003":[],"077004":5,"077009":[],"077013":[],"077015":[],"077022":[],"077033":[],"077062":[],"077079":5,"077083":[],"0771079":[],"077108":[],"077131":[],"077140":[],"077144":[],"077158":[],"077164":[],"077168":24,"077200":[],"077203":[],"077211":[],"077219":[],"077228":[],"077291":[],"077338":[],"077349":[],"07735703":[],"077359":[],"077372":[],"077375":[],"077397":11,"077402":[],"077419":[],"077425":[],"077428":[],"077452":[],"077460":24,"077467":[],"077499":[],"077511":[],"077604":5,"077607":[],"077620":[],"077644":[],"077688":5,"077706":[],"077711":[],"077724":[],"07777777777777778":1,"077785":[],"077793":[],"077822":[],"077846":[],"07789772e":[],"077921":[],"077930":[],"077948":[],"077949":11,"077978":[],"077986":[],"078033":5,"078040":[],"078042":[],"078082":[],"078101":[],"078110":24,"078143":[],"078157":[],"078158":[],"078165":5,"078167":[],"0782":[],"07820":9,"078211":[],"078253":[],"078254":[],"07826171e":24,"078269":[],"078293":5,"07829878":18,"078299":[],"078300":[],"078314":[],"078323":[],"078326":5,"078336":24,"078432":[],"078436":[],"07844310540708652":[],"078484":[],"078508":[],"078540":24,"078542":[],"078548":[],"07858099596662704":[],"078582":11,"078587":[],"078609":[],"07864":9,"078646":[],"078651":[],"078652":11,"078667":[],"078672":[],"078697":[],"078704":[],"078707":[],"07871":9,"078710":[],"078719":[],"078725":[],"078749":[],"078759":5,"078768":[],"078771":[],"078776":[],"07878641":[],"078795":[],"078812":[],"078845":[],"078860":[],"078880":5,"078899":[],"078908":[],"078911":[],"078942":[],"078962":[],"078974":24,"07897647347778382":[],"07898165660100093":[],"078986":24,"078992":[],"078999":5,"079001":[],"079021":[],"07903849":[],"079043":5,"079056":[],"079110":[],"079142":[],"079152":5,"079157":[],"079158":[],"079179":[],"079214":[],"079218":[],"079224":[],"079225":[],"079242":[],"079260":[],"079264":[],"079268":[],"079273":[],"079278":[],"079281":[],"079298":11,"079306":[],"079347":[],"079379":5,"079383":[],"079389":[],"079405":[],"079406":[],"079424":[],"07943621":[],"079437":11,"079438":[],"07944154":[18,23],"079443":[],"079447":[],"079448":5,"079476":[],"079483":[],"079486":[],"079489":[],"079493":[],"079495":[],"079499":5,"0795449":[],"079553":[],"079558":[],"079580":5,"079609":[],"079618":[],"079622":[],"079631":[],"079676":[],"079680":5,"07968918676726029":[],"0796891867672603":6,"079704":5,"079719":[],"079729":[],"079741":5,"079745":5,"079819":[],"079823":[],"079827":5,"079839":[],"079847":[],"079882":[],"079893":[],"07989327":[],"079901":[],"079944":[],"079946":24,"079948":[],"07995375":23,"079991":[],"07999999999998":[],"07e":[],"08":[9,20,24],"080026":[],"080048":5,"080056":[],"080060":5,"080061":[],"080070":5,"080098":11,"080106":[],"080120":[],"080137":[],"080200":[],"080249":5,"080256":[],"080288":[],"080295":5,"080297":[],"080305":11,"080312":[],"080319":[],"080332":[],"080334":[],"080343":[],"080347":[],"080370":[],"080374":11,"080395":5,"080406":[],"080407":[],"080410":[],"08041015":[],"080434":5,"08043851":5,"080455":[],"080479":[],"080502":[],"080517":[],"080518":5,"080548":5,"080555":[],"080571":[],"080582":[],"080588":[],"080593":[],"080616":24,"080630":[],"080635":5,"080641":5,"080642":[],"080647":[],"08066746e":[],"080699":[],"080706":[],"080738":[],"080764":24,"080780":5,"080801":[],"080821":[],"080839":5,"08084392":[],"080847":[],"08085812":[],"080916":[],"080922":[],"080973":[],"080984":[],"080998":[],"081007":5,"081022":[],"081046":[],"081072":[],"081140":[],"081144":[],"081163":[],"081194":5,"081198":[],"081211":[],"081216":[],"081233":[],"081253":[],"081258":11,"081262":[],"081276":24,"08131003":6,"081311":[],"081321":[],"081334":[],"081343":[],"081357":[],"081388":[],"081395":11,"081396":[],"081431":[],"081468":[],"081471":5,"0814721":[],"081481":5,"081483":[],"081503":[],"081520":[],"081533":5,"081540":[],"081547":[],"081559":5,"08156108":6,"081576":[],"081613":[],"081620":11,"081637":[],"08165104":24,"081655":24,"081707":[],"081773":[],"0818000034712947":20,"081832":[],"081837":[],"081848":[],"08188077":[],"081881":[],"081932":[],"081953":[],"081989":[],"081990":[],"082014":[],"082027":[],"082040":11,"082089":5,"082105":11,"082122":[],"082139":5,"082140":[],"082145":11,"082158":11,"082166":11,"082174":[],"082183":[],"082189":[],"082204":[],"082267":[],"082282":[],"082285":11,"082286":[],"082288":[],"082295":[],"0823185":[],"082339":[],"082424":[],"082426":[],"082431":[],"082451":[],"082501":11,"082503":[],"082509":5,"08251519":6,"082536":[],"082553":11,"082569":11,"0825971":23,"082620":[],"082642":[],"082653":24,"082683":[],"08271198519070039":[],"082716":[],"082756":11,"082779":11,"082786":[],"08281969e":20,"082839":5,"082846":[],"082852":[],"082874":[],"082875":23,"082877":11,"082896":[],"082900":[],"082921":[],"082939":[],"082990":[],"08299273e":6,"083000":[],"083015":[],"083021":[],"083026":[],"083051":11,"083053":[],"083087":[],"083102":[],"083111":11,"083151":[],"083152":[],"083159":11,"08318298e":1,"083217":[],"083220":[],"08322642264994606":[],"083227":[],"083242":[],"083251":[],"083272":[],"083276":[],"08328216846752691":[],"083300":[],"083320":[],"083321":11,"08333333333333333":[1,9],"083348":11,"083361":[],"08336233266":4,"083380":[],"083399":[],"083404":[],"083417":[],"08343519179767796":[],"083441":[],"083446":11,"083485":11,"083495":[],"083506":[],"083527":[23,24],"08352721390288316":23,"083555":11,"08356774001062162":[],"083573":[],"083579":[],"083600":[],"083627":11,"083629":[],"08363087":[],"083648":[],"083681":[],"083685":11,"083691":11,"083692":[],"083694":[],"08370888":[],"08373167e":[],"08374032367704139":11,"08376632":[6,24],"083766322923899":[6,24],"0837663229239016":[],"0837663229239025":[],"0837663229239043":[6,24],"083772":5,"083779":[],"083799":[],"083829":[],"083832":11,"083849":[],"083859":11,"083899":[],"083913":[],"083935":[],"083977":[],"084000":[],"084006":[],"084008":[],"084017":[],"084018":[],"084019":[],"084024":[],"084032":[],"084076":[11,24],"084086":[],"084092":[],"084096":[],"084101":[],"084107":[],"084124":11,"084147":[],"084151":[],"084157":5,"084184":[],"084187":11,"084223":[],"084224":[],"084226":[],"084230":11,"08426840630693411":[],"08426840630693412":6,"08426840630693413":6,"084269":[],"084277":[],"084278":[],"08428156":[],"084282":[],"084286":[],"084364":[],"084391":[],"084400":[],"084408":[],"084414":[],"084422":11,"084426":[],"084434":[],"084438":11,"084444":[],"084476":[],"084477":[],"084484":[],"08448544e":[],"084523":[],"084536":[],"084541":5,"084549":[],"08455":9,"084570":[],"084604":[],"084624":11,"084629":[],"084645":[],"08464758160254343":[],"084657":[],"084663":11,"084670":[],"084682":[],"084683":[],"084685":5,"084702":[],"084728":[],"08474":9,"084777":[],"084809":24,"084846":11,"084862":[],"084904":[],"084906":5,"084909":[],"084912":[],"084920":[],"084927":[],"084936":[],"084965":[],"084979":[],"085010":[],"085018":[],"085027":[],"085044":[],"085105":[],"085108":11,"085113":[],"085163":[],"085165":[],"085167":[],"085184":[],"085185":[],"085210":5,"085224":[],"085249":[],"085252":11,"085264":[],"085272":11,"085345":[],"085361":[],"085368":[],"085384":11,"085405":[],"085410":[],"085416":[],"085484":11,"08549564e":24,"08551306":6,"085571":[],"085603":11,"085655":[],"085716":5,"085764":[],"08576932":6,"085776":[],"085876":5,"085879":[],"08593216":6,"085936":[],"086021":11,"086074":[],"086076":[],"086109":[],"08611111111111111":1,"086112":[],"08612280083325631":[],"086154":[],"086174":[],"086178":[],"086203":[],"086249":[],"086250":[],"086257":[],"086262":[],"086303":[],"08630331":[],"086322":[],"086409":[],"086420":[],"086440":11,"086460":11,"086518":[],"086524":5,"086567":[],"08657894597048958":5,"086608":[],"086610":[],"086624":11,"086665":[],"086679":[],"086705":[],"08673755293381497":[],"086802":[],"086807":[],"086809":[],"086841":[],"08684675":[],"086872":[],"086877":[],"086888":[],"086890":[],"08690":9,"086925":5,"086951":[],"086956":[],"086994":[],"086997":[],"087081":[],"087208":[],"087224":[],"087235":[],"087315":5,"08732305":23,"08734015":[],"087372":[],"087377":5,"087386":11,"087387":[],"087419":11,"08743287e":[],"087470":[],"087501":[],"087520":5,"087573":[],"08758":9,"08759":[],"087615":[],"087689":[],"087746":11,"087833":[],"087834":[],"087860":11,"087878":5,"087887":23,"087891":[],"087894":[],"087910":[],"088029":[],"088037":5,"088074":5,"088104":[],"088119":[],"088164":5,"08816688":[],"088176":[],"0881981":5,"088201":11,"088212":[],"088238":5,"088261":[],"088271":[],"088275":5,"088317":11,"088348":5,"088425":5,"088460":[],"088476":[],"088488":5,"088502":5,"088506":5,"088519":[],"088526":[],"088560":[],"088606":[],"088611":[],"088631":[],"08871404":5,"08873443359350565":[],"088754":11,"088758":[],"088760":[],"088765":[],"088778":5,"088809":[],"08881497884574564":24,"088816":[],"088825":[],"088853":[],"08887708":[],"08888888888888889":1,"088926":[],"088946":[],"088974":5,"088982":11,"08902":9,"089040":5,"089041":[],"089059":[],"089063":5,"089082":[],"08910476e":[],"08917679":[],"089177":[],"08918584":[],"089206":[],"089212":[],"08923158":[],"089233":[],"089240":5,"08924325e":[],"089246":[],"089306":[],"089310":[],"089329":[],"089355":[],"0893679":[],"089369":[],"089374":[],"089425":[],"089441":5,"08945041":[],"089501":[],"089505":[],"089524":[],"0895387":24,"089539":24,"089551":[],"089614":[],"08966600e":24,"089683":[],"0896981":[],"089744":11,"089758":[],"089775":[],"089857":11,"089924":5,"08996":9,"089982":[],"09":[1,24],"090014704675496":[],"090028":[],"090039":[],"090128":[],"090174":[],"090229":[],"09023660662586945":[],"090241":[],"090268":[],"090270":[],"09030825":18,"090337":[],"090349":[],"09034902":[],"0903549":[],"090356":[],"090358":[],"090451":[],"090503":[],"090564":[],"090620":11,"090630":[],"090649":[],"090694":[],"090730":[],"090755":[],"090768":11,"0907831":6,"090828":11,"090830":[],"09083636328656121":[],"090849":[],"09085624":[],"090888":11,"090923":11,"090929":[],"091031":[],"091044":11,"091051":[],"091060":[],"091113":11,"09117221":[],"091209":11,"091224":[],"091236":[],"091266":11,"091311":[],"091315":[],"091340":[],"091349":[],"091363":[],"091369":11,"091376":11,"091414":[],"091416":[],"091418":11,"091426":[],"091440":[],"091445":11,"091477":[],"09149881":[],"091579":11,"091620":[],"091630":[],"091647":[],"091659":11,"09166666666666666":1,"091696":[],"0917":9,"09170751":[],"09172408":[],"09172409":6,"091772":11,"091891":[],"091896":11,"091996":11,"092007":11,"092066":[],"092126":[],"09216046":[],"092249":[],"092290":11,"0923":[],"092409":[],"092478":11,"09251":9,"09252364":[],"092524":[],"092621":[],"092724":11,"092769":[],"092879":[],"09289204":23,"09297039":[],"092998":[],"093078":[],"093247":[],"0934597075922044":[],"093497":[],"093556":11,"093593":[],"093624":[],"0938":[],"093844":[],"093930":[],"093979":[],"09404851e":[],"094082198961999e":6,"0940821989624095e":[],"0940821989643363e":6,"094082198966615e":[],"0940821989673748e":[],"094139":5,"094227":5,"094252":5,"094362":[],"09440475":[],"094404754965417":[],"09444444444444444":1,"094472507965532":[],"094477":[],"094610":5,"094619":[],"094657":[],"094722":[],"09480900e":[],"094812":5,"094848":[],"094867":[],"094925":[],"095171":[],"095184":[],"095313":[],"095315":5,"09533574":18,"095510":[],"095522":[],"095617":[],"095702":[],"0957156":[],"095871":[],"095902":[],"095935":[],"09609807":5,"096173":[],"09631112":[],"09634375e":20,"096472":[],"096516":[],"09652672":[],"096623":[],"09672929714683368":[],"09677394":[],"096833":11,"096845":11,"096872":11,"096893":[],"096894":[],"097":[],"097111":11,"097360":[],"09739330e":[],"097396":[],"097435":11,"09744":9,"09744272":[],"09759873":[],"097602":[],"097634":[],"097710":[],"09772449":23,"09780":9,"09781386":13,"09789363e":24,"09791":9,"098069":11,"098135":[],"09846636e":[],"09849763":[],"098498":[],"09856879":[],"09861229":[18,23],"098802859381565":[],"099":[],"09903804":8,"0991919894927399":[],"09919198949274803":6,"099191989493334":[],"09951287404314545":1,"099648":[],"09964817":[],"099777":[],"0n":[0,23],"0s":[],"0x11da42d90":[],"0x11db14850":[],"0x11e031e50":[],"0x11e09b370":[],"0x128ee8850":[],"0x12946f2e0":[],"0x1336a6040":13,"0x133c2e1c0":13,"0x13b240850":[],"0x13b8c72e0":[],"0x7fad10f9a280":[],"0x7fad20f69be0":[],"0x7fd098df3280":[],"0x7fd0a9063be0":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,23,24],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,20,21,23,24],"1000":[0,1,2,4,5,8,11,13,14,17,20,23,24],"10000":[2,5,6,10,11,13,20],"100000":8,"10001":10,"1001":[9,20],"1002":20,"1003":20,"10030":9,"100303":[],"100358":[],"10044225464078282":[],"1005":20,"100670":[],"10077114273548984":6,"1009":20,"10097956":18,"1011":20,"1013":20,"1013904243":20,"10141413e":6,"1015":20,"102":24,"1022233262115424":[],"10222333":[],"1023":20,"10230":9,"1023111":[],"10235180e":[],"1023858":[],"1024":3,"102401":[],"102449":[],"1026":20,"1027":20,"1028":[],"103":1,"1030":20,"10302062":[],"103257":[],"10340":9,"1037":20,"10378326e":1,"1038":20,"103822":[],"10391807":6,"10398646080125035":[],"10398646080125036":6,"10398646080125037":6,"1040":20,"10405456":11,"10427270e":[],"10430":9,"104411":[23,24],"10441496e":[],"10455924":[],"1047":20,"10486183":5,"104862":5,"10505137":[],"105161":[],"105169":[],"10516924":[],"10520":9,"10555555555555556":1,"1056":[],"10589577":5,"106":[],"106095":[11,24],"10620135":[],"106431":23,"10686259":23,"107":[],"10712245e":[],"10790125813226321":24,"108":[6,9],"108359":[],"10835935":[],"10880921":[],"109":[],"10913":6,"10931453":6,"10950766":[],"10960":9,"1096767776832326":[],"10967678":[],"10th":9,"10x":[0,23],"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,23,24],"110":[],"1100":20,"1101":20,"11022302e":[],"11029323":23,"11046771":[],"111":[1,7,12],"11100":9,"1122558214":[],"112319":[],"11231934":[],"112383":[11,24],"1124":9,"1125":[],"11276576e":[],"11283168":[],"11297834":[],"1133":[],"11352543":[],"1136":[],"11362930e":[],"11366595":0,"11388888888888889":1,"1139":[],"11390":9,"114":[3,4,14],"11402309":[],"114437":[],"11462415":5,"11481199":[],"11482289e":6,"11499517":[],"115":[3,4,14],"11507992e":1,"11547777218875695":[],"11547777218875696":[],"11547777218876518":6,"11547777218940905":[],"11547777218940906":[],"115822":6,"11590":9,"11598862":[],"11598862273198":[],"116":[3,4,14],"11604844":[],"116048442683864":[],"11660":9,"11666666666666667":1,"11674401539815678":[],"117":[3,4,8,14],"117430":23,"11744554e":6,"11780":9,"11790868":[],"11793498e":20,"117986":[],"118":2,"1182":[],"1183":[],"118318":[23,24],"1184":[],"11840":9,"1185":[],"11850274":[],"1186":[],"11890":9,"119":[2,3,4,14],"11909685e":[],"119625":[],"11962537":[],"1199":[],"119936":2,"119999999999976":[],"11it":[],"12":[0,1,2,3,4,5,6,8,9,11,12,13,18,20,22,23,24],"120":[2,3,4,14],"1203":9,"1203284":8,"12044974":24,"120450":24,"1206":8,"12069773":[],"121":[8,9,10],"12107137e":20,"12152272":[],"1215pm":[21,23],"12160173":18,"12167821":[],"12182967":6,"12196674":[],"122":[2,8,9,10],"12211324e":24,"12222222222222222":1,"122282":23,"122439":[],"1224392":[],"12288563":[],"122886":[],"12289498e":[],"123":2,"12302855":[],"12318726e":6,"12330033":24,"12330280229368":[],"12333649":6,"12345260617257443":[],"123459876":[],"123711":6,"12380":9,"12387751":[],"12394241e":[],"124":[0,23],"12400":9,"12427889":18,"12434807":[],"1245596497124075":20,"12455965":20,"125":[],"1250":[],"125000":[],"12539459":[],"12552073e":6,"12591227":24,"126":9,"1261":9,"12618549":5,"12630042":[],"1265":9,"127":4,"1270":[],"127043":[],"1271":6,"1277":6,"127773":[],"12777777777777777":1,"127812":23,"12788968":[],"12790":9,"128":[3,4,13],"12803365e":[],"128664":6,"12871842":24,"12885048":[],"12890007e":24,"12898627064868978":[],"129":2,"12933164":5,"129332":5,"12934015":[],"12937662":[],"12945452":[],"1297":9,"1297300314822336":[],"1298":9,"12adb44b1c20":[],"12m":[],"12pm":[21,23],"13":[0,2,5,6,9,11,12,13,18,20,23,24],"130":9,"13003291":6,"13006658e":[],"13019959":11,"130200":11,"13030182":[],"13055555555555556":1,"130694":24,"13069442":24,"13083543199018746":20,"131":9,"13117061":[],"13131825":[],"1314":[],"132":[6,9],"13208672e":24,"13220608e":6,"13228567":18,"13229545716505003":[],"132360":[],"1323603":[],"1326":9,"13261136":[],"1326197715":23,"13280":9,"13288373":[],"133":7,"13320535":[],"13333333333333333":[],"13375152e":24,"13392097":18,"13393141":18,"135":9,"13519106":[],"13535942":6,"135365":5,"13536532":5,"136":[],"1360":[],"13609760e":[],"1361":[],"13618516e":[],"1362":[],"1363":[],"1364":[],"13646574":5,"13655438":[],"13661243e":6,"13679863":6,"13687085e":[],"1371":6,"13734823":[],"13740":9,"137400784702911":24,"137652":[11,24],"1378":[],"1382":[],"1383":[],"1384":[],"13847924":13,"1385":[],"1386":[],"13865173":5,"13876586436927824":[],"138775":[11,24],"1388888888888889":1,"13890":9,"1392559581788775e":[],"1392559584983597e":[],"1392559585048734e":6,"1392559591206444e":6,"13925595925919e":[],"13it":[],"14":[0,2,3,4,5,6,8,9,10,11,12,13,14,18,20,22,23,24],"140":[2,9],"14021063":6,"1404":[],"14042769":[],"140428":[],"14061742":23,"141":2,"14100":9,"1416398":6,"14174062":[],"14174745":6,"1418":9,"142":[6,9],"14231548":[],"14250":9,"14252712":[],"14266332e":[],"14277718e":24,"142857":[],"14298603":[],"143":[2,3,4,7,14],"1435666":[],"14360598":[],"1437":1,"144":[3,4,14],"14400":9,"1440501043841336":1,"14432948":18,"14440":9,"14451625":[],"1446729567":4,"14484695":[],"144993":23,"145":[2,3,4,14],"14561980e":20,"1457774":[],"146":2,"14617985":[],"147":[],"14710":9,"1472032":[],"14722222222222223":1,"14724135e":[],"147400":[11,24],"14741468":[],"147420":[11,24],"14783702":[],"1479":9,"148":[],"14812206":6,"14818":[],"14822021080294":5,"1484256":[],"148564":[],"14859":6,"148768":[],"148854":[],"149":[],"14900336":23,"149213":[],"14932651":[],"149452":6,"149655":[],"149864":6,"14988578":[],"149886":[],"14995486":[],"149955":[],"14g":6,"14it":[],"15":[0,2,3,4,6,7,8,9,12,13,14,15,16,20,23],"150":[4,8,9],"15005476":5,"150184":[],"15089627":[],"150920":[],"15092012":[],"1509778":[],"15098090e":6,"151":[],"15130074e":6,"151348":[],"151986":[],"152":9,"15200":9,"15258907":[],"152696":[],"15269628":[],"1527777777777778":1,"153036":[23,24],"153106":[],"15320771e":[],"15321987":18,"1533795":[],"153760":[],"15384615384615385":9,"15384615384616":[],"154":[],"15410688":[],"154107":[],"15442554":[],"15454301":[],"15456415e":[],"154720":[],"15483121":[],"154911":[],"155":9,"15503141":18,"15508406":13,"155491":[],"15550086":[],"155687":[],"155883":[],"156":[],"1562":[],"15626984":5,"156270":5,"15629539":[],"15680777":[],"156956":5,"157":[],"15717291":[],"15746031e":24,"1575":9,"15752533e":24,"158":9,"1582408":5,"158241":5,"1583767":[],"15843769515580663":[],"1586300629904382":[],"1587":9,"15891336":[],"15899253":[],"159":[],"1590":9,"15990":9,"15g":6,"15it":6,"15pm":23,"16":[1,2,3,4,5,6,8,9,10,14,20,23,24],"160":[],"16006961":5,"1603":3,"1604":[],"16049171e":24,"1605":[],"160539":[],"16054190e":[],"1606":[],"1607":[],"16111111111111112":1,"1612":[],"1614891":[],"16167387":[],"16211139":5,"16220":9,"162246":5,"16231451":4,"1625":9,"1628":9,"162999":23,"163":[],"16304863":24,"163049":24,"1630775253":1,"16342407":5,"16343471":6,"16384":3,"16397496":[],"16500":9,"1655226":23,"166":9,"16660817":[],"166667":[],"167":[],"16740002":[],"167787":5,"168":9,"168044":[],"16804444":[],"16805821e":6,"16807":[],"16827044":[],"16832385":[],"16840081":[],"16961682":[],"16b8e3cda33a":[],"17":[1,2,3,4,5,6,8,9,14,18,20,24],"17084902":[],"1709":9,"171525":24,"1715252":24,"17174962e":1,"17222222222222222":1,"172405":[],"17240522":[],"1726":9,"17297886491529482":9,"17300":9,"1731":9,"17339342":[],"173439546289586":11,"17428293":23,"17446471":6,"1752":9,"175300":[23,24],"17641709":6,"17647619":6,"17676228":23,"176880142835407":[],"17709473":[],"17764878e":[],"17774184e":20,"17777777777777778":1,"17796101e":[],"17801022":5,"17826349":[],"17861098":6,"17897671":[],"17917768":5,"17930649":[],"17938393":[],"17942122":[],"17949575":5,"17953942":11,"1797":[1,3],"18":[2,3,4,6,7,8,9,10,13,14,20,23],"180":[],"18029127":5,"18036103":18,"1807":4,"1809":9,"181":9,"1810":[],"1812":9,"18156717":[],"18166474":[],"1821":9,"18217743e":[],"18264218":23,"18266178":[],"182662":[],"18276924":[],"18306165":11,"183062":11,"18327677":[],"18333333333333332":1,"18383522":24,"18393678":[],"184":9,"184519":[23,24],"184895":[],"185":[],"1851":[],"1852":[],"18526":[],"185278747229417":[],"1853":[],"1854":[],"1855":[],"186":[],"1860":9,"18603611e":[],"1861":[],"18611111111111112":1,"18613217e":6,"18657863":18,"18660":9,"18670072e":24,"18673098":11,"18682538":[],"18695705":[],"18780801":23,"18790439176058887":[],"188":[],"18826299":[],"188263":[],"1887":6,"18912963":[],"18931988":18,"189367":23,"189496":[23,24],"189622":[23,24],"18998208":[],"18it":[],"19":[2,3,4,6,9,13,14,20],"19003":6,"19023414e":24,"19032152e":20,"19096968":[],"190970":[],"191262820314401":[],"19144544":[],"19158446":[],"19166666666666668":1,"191963":23,"19207979":5,"19213479":[],"19220":9,"19264104e":[],"19284552e":24,"193":[],"19354258":[],"19379506":[],"19394283":[],"194":[],"1940":[0,24],"19404282648955e":[],"194042826653172e":[],"194042826815498e":[],"1940428268204826e":6,"194042827197027e":6,"19425617":23,"1943":12,"194325":[],"19432526":[],"1944":[],"19444444444444445":[],"19466812":[],"1950915150":[],"1954":[],"19542686939553625":23,"1956":9,"19569961":[6,24],"1961":[],"1962":[],"1963":[],"1964":[],"1965":[],"19650622e":24,"19677483e":[],"1970":[18,23],"197104":[],"19710439":[],"1973":9,"197370":[11,24],"19740":9,"197738983259782":[],"1979":6,"19800":9,"19853775e":[],"1989":[],"19890453":23,"199":[],"19910037e":[],"19937":[],"19983530":6,"19994371":[],"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,20,23],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":18,"1n":[0,23],"1s":[],"1x":[0,23],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,22],"20":[0,1,2,3,4,6,7,8,9,13,14,20,21,23,24],"200":[0,2,3,4,8,9,10],"2000":[0,24],"200000":[],"20015436":6,"20038136":[],"2004":13,"2006":22,"2008":23,"20098424e":[],"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,23],"20174121":[],"2018":[0,3,4,6,14,24],"2018906331":[],"2019":[8,9],"2020":[3,4,14],"2021":[6,14,24],"2022":23,"2023":[15,16,23],"20255857":[],"2027":9,"20277777777777778":1,"20299677":[],"203":[],"20316225":[],"20320502":[],"20375361":[],"203753611274545":[],"20436207e":20,"20461136":18,"20500":9,"20509391":[],"20517254e":24,"205231":23,"206":[],"2060":9,"20609082":[],"206091":[],"20661216":[],"206640":[],"20664007":[],"20669787e":24,"2069":9,"20708879":11,"207089":11,"207545":[11,24],"20756638":[],"207888":23,"20833333333333334":1,"2086376":18,"20867052175003364":6,"20867052175006306":[],"20867052175109335":[],"20893188":18,"20893514":23,"20916295":24,"209789":23,"20980":9,"20999563":[],"21":[0,1,2,3,4,5,6,7,9,12,13,14,15,18,23,24],"210151":[],"2101511":[],"210340":[11,24],"21058097":5,"21130":9,"2116753732":4,"21169159e":6,"21171751e":[],"21265216":[],"21266166e":[],"21296315":23,"213":[],"213103":[11,24],"21328866":23,"21369083e":20,"213743":[11,24],"21435514e":20,"21472683":[],"2147483647":[],"21493572":[],"21503438e":[],"21519063":[],"21576737e":[],"21582995e":[],"21596432":6,"216290":[11,24],"21654926":[],"216683":[11,24],"21786964":[],"2188":[],"21909039":18,"21919813":[],"21922061":23,"219222942590059":5,"219249":[],"21924917":[],"21927988":[],"21944444444444444":[],"2195":[],"21985165":[],"21997099":[],"22":[0,1,2,3,4,5,6,9,12,13,14,18,23,24],"22014758":[],"220148":[],"22044605e":[5,24],"220506557673408":[],"22090974":23,"22094791":[],"220968":[],"221":8,"221180":[23,24],"22134069":[],"2216":9,"2218":9,"221805":2,"221921":5,"222400":[23,24],"2225":[],"22442417":18,"2246674023625205":[],"225":4,"22566121":18,"22567203":[],"2259440937":[],"226124657522696":[],"22612466":[],"226856":[],"22685646":[],"22690428":5,"22821344":[],"2284246870217162":6,"2284246870217459":[],"22842468702288576":[],"22842468702288582":[],"22847924":5,"22887861":18,"22893751":23,"22929905e":[],"2299":[],"22it":[],"23":[1,2,3,4,6,7,9,12,13,14,18,23],"23002365e":6,"23014274e":[],"23056012":[],"23076923076923078":9,"23095558e":20,"231":[],"23103285":[],"231224729143838":[],"2315033":[],"23167717":5,"23168292":[],"231683":[],"2321528":[],"232153":[],"232435":[23,24],"23297056":[],"23333333333333334":1,"233528":[],"23365145e":24,"2338675":24,"233868":24,"234":6,"23408962e":5,"23470374":20,"23477043":23,"23483916":[],"23522201":[],"2357089093":[],"2360682191515046":[],"2361111111111111":[],"2364":9,"23659936":[],"237038":[],"23703839":[],"23732849":[],"2379":6,"23792491":[],"237925":[],"23816792":[],"238168":[],"238574":[],"23857423":[],"23875722":18,"23962594":[],"2397":9,"23971032":24,"24":[0,1,2,3,4,6,9,13,14,18,23],"240670854503034":[],"241252":11,"24125217":11,"24140":9,"24159785":24,"2416":9,"24175744e":6,"24181044e":20,"2419":9,"24276315":[],"24279008":23,"2430":9,"24390":9,"24444444444444444":1,"244858":[],"24485843":[],"24501973e":[],"24512498":[],"24533566":[],"246":2,"2460037":23,"24611674":[],"24629107e":20,"24688732":23,"2470":[],"2476536":[],"247654":[],"24770094":[],"24782786":5,"24784064":[],"24801014":18,"24829908":5,"24844778e":[],"24848907":23,"24906604e":6,"24924624":[],"24929083":23,"249302":[],"2493023":[],"2495":[],"25":[2,3,4,5,6,7,8,9,11,13,14,15,23,24],"250":[2,4,7,9],"2500":[],"25000":[0,24],"250000":[],"250154":[],"25028968":18,"250636":23,"25115233":[],"25116851":[],"2517560119":[],"251879":[23,24],"25201286e":[],"252436":[23,24],"25253892":23,"25259666":[],"2526":[],"252866":[],"25286618":[],"25366775":[],"253668":[],"253775":[],"25385387":[],"253854":[],"25455904":24,"255":3,"255001":[23,24],"25522012":[],"256":[2,4],"25617654e":6,"25617657e":[],"25617658e":6,"256962":[],"257":[],"2572":9,"25724702e":[],"2572495066":[],"2572e3a4b38d":[],"2575":9,"25789255":18,"25792767":[],"25845e8df859":[],"25881631":[],"25902112":[],"259153":[11,24],"2597":9,"25976336":[],"26":[2,3,4,6,9,13,14],"26015755":18,"26079358":[],"26115367":[],"261154":[],"26153846153846":[],"26181254":11,"261813":11,"26185107":[],"26186844":[],"2619":24,"26193455e":24,"26223899":18,"26265627":[],"26290036":[],"26291585":[],"262916":[],"26294938":[],"2629493813057833":[],"26297455":24,"26301436":5,"26306244":[],"264":[],"26409315307910025":6,"2640931530791003":[],"26409315307910036":6,"2640931530791005":[],"26409315307910053":[],"264421":23,"264540221699101":11,"264666":[],"26466619":[],"265":[],"2650":9,"26506981e":[],"265109911":4,"26521761e":[],"26531223e":[],"2654":9,"26549135":[],"266":[],"26610075":[],"26666667":13,"26678445":23,"26710969":5,"26780278":5,"268":9,"26804287":5,"268043":5,"268227":[],"26822717":[],"268484":[],"26848435":[],"26896710e":[],"269":[],"26995402":24,"27":[0,1,2,3,4,6,13,14,24],"270":[],"2703":[],"27050214":[],"27090196":23,"27091656":[],"270917":[],"27092897":[],"27092910":6,"273817":5,"27381733":5,"2750":9,"27524966e":24,"27525917":[],"275341":[],"27547877":18,"27552531e":[],"27562809e":[],"27580794":[],"27621662e":[],"276263":[11,24],"27660123":[],"27692307692308":[],"27700":9,"2772":[],"2775623201":[],"27760":9,"27801122":18,"278036":[],"27803645":[],"27809912":23,"27924636":5,"27932015e":[],"27961873e":24,"27n_":20,"28":[0,1,2,3,4,6,9,13,14,16,24],"28001319":[],"280179":23,"28047021":[],"280573":5,"280647":[11,24],"28065343":[],"28067036":[],"28097861":[],"280979":[],"28102554":[],"2812":[],"28186376":18,"281930":23,"28205578e":24,"28219089":11,"282191":11,"282259":23,"28266792e":24,"282727":[11,24],"28284417e":[],"283":[],"2830637392":4,"2831603":[],"28336218e":6,"2836":[],"28390":9,"28391978":24,"28475098":8,"28500583e":[],"28590743":[],"2861":20,"28634473":[],"286345":[],"2871":9,"2873":9,"28744729":23,"2882":20,"2886":20,"2886847885377843":[],"28868479":[],"28875373":[],"2890":[0,23],"2892":20,"2895238":18,"28967287":[],"28it":6,"29":[3,4,6,7,9,14],"29082851":[],"290829":[],"29083183":[],"290832":[],"29115152e":[],"29148545e":[],"29149329":[],"2915":20,"29167186":5,"29229741":[],"2923076923077":[],"29276615":[],"29294618e":20,"2931":23,"294277":[],"2942772":[],"29512284":[],"295123":[],"2954":[],"29546690e":20,"2955":[],"2956":[],"2957":[],"2958":[],"29588901":[],"29592539":[],"296247":[],"296414":23,"29650918":23,"29661191":[],"29662593e":24,"29672381":[],"2968":23,"297":[],"2971492148":[],"2972":[],"297248":5,"29724806":5,"2980":23,"29822833":6,"298273":[],"298375":[],"298836":[],"29883607":[],"299":[3,4,14],"2990":23,"299267190588216":[],"29938171e":20,"29972182":13,"299748":[23,24],"29it":6,"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,20],"2_t":13,"2_x":20,"2b":20,"2cm":8,"2d":[1,3,11,12,17,23],"2e":6,"2f":[0,7,9,10,11,12,23,24],"2ff97f4bf03b":[],"2g":2,"2g_i":2,"2k":3,"2m":6,"2n":[0,2,3,23,24],"2nd":9,"2p":20,"2pm":[21,23],"2pt":4,"2s":[],"2x":[0,3,8,13,23],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21],"30":[0,1,2,3,4,6,7,9,10,13,14,21,23,24],"300":[3,4,14],"30000":[0,23],"30010":9,"30035718":23,"3005849":23,"301":[3,4,14],"30119421":8,"301475":[],"3014751":[],"3017":[],"3018":[],"3019":[],"301927":[],"3020":[],"3021":[],"30232456e":[],"30258509":[18,23],"302m":[],"303":6,"30313128":18,"30337713":18,"3037":[],"3038":[],"30384239":[],"3039":[],"303m":[],"3040":[],"3041":[],"30442964":24,"30466214e":6,"304m":[],"305":[0,23],"30535506":[],"30552077":[],"30559547":[],"305m":[],"306":[0,3,4,14,23],"3063":[],"30638512e":24,"306m":[],"307":[0,3,4,14,23],"30700873e":20,"30702075":[],"3072":3,"30761405e":[],"3076923076923077":9,"30787294":6,"3079975":[],"307m":[],"308":[0,3,4,14,23],"30813073":[],"30839676":[],"30891693":[],"308917":[],"308m":[],"309":[0,3,4,14,23],"30936179":[],"309362":[],"30940":9,"30984244e":[],"30993886e":20,"30b53504a633":[],"30it":6,"31":[3,4,6,12,14,18,20],"310":[0,3,4,14,23],"310579":24,"3105791":24,"311":[0,23],"31120247":[],"31138734e":[],"31193395e":[],"311m":[],"312":[],"3120271598582915":[],"31211671":[],"31228042":[],"31229747":[],"3123314713548606":6,"31276579e":6,"312m":[],"313":[],"31311243":[],"31318084":5,"31377492":[],"314":[],"31424359":[],"314244":[],"31447174":[],"31457796":5,"315":6,"31507591":23,"31519573":18,"31531613":23,"3155":[0,5,6],"315746":[],"31574634":[],"315977":[],"31597731":[],"316":[],"31605061":[],"31614188e":[],"31644071":[],"31650694":6,"31658671e":20,"31681097":[],"316811":[],"317":[],"31718909":11,"31719317":23,"317367":11,"31768693":[],"31782593":20,"317825933186352":20,"3178411477108273":18,"317m":[],"31835835":[],"31866499":[],"31896852":8,"319803":[],"31980301":[],"31988705":18,"319m":[],"31it":[],"32":[2,3,4,6,12,13,14,18,20],"3200":1,"32039227e":[],"32047562":[],"32066545e":5,"32068012":[],"3208":2,"320m":[],"32149601703519115":6,"3214960170351912":6,"3215":9,"32179365":[],"32183101":[],"32190363":[],"32309075":[],"32320052":[],"324":2,"32450054":24,"32458459":[],"32459186":[],"32474290e":24,"324m":[],"3250":[1,6],"32512":[],"32609560e":24,"326238":[23,24],"3263505":[],"326m":[],"32714903e":5,"32721178":[],"327212":[],"32750531e":[],"32766274":[],"32784259e":[],"327883798133277":18,"32816737":[],"32903042":[],"329492":23,"3297":[],"32992274":[],"329923":[],"32it":[],"33":[2,3,4,9,12,14,18,21],"330":[3,4,14],"3303":[],"33066907e":[5,24],"33078983":[],"33079801":23,"331":[3,4,14],"3310":[],"3313155":13,"33135331":23,"33166055e":[],"3318361":23,"331939":[23,24],"331m":[],"332":[3,4,14],"332018":11,"33201844":11,"332331":[],"333":[3,4,7,14],"3331":[],"33327369":[],"333274":[],"33333333":13,"3337":[],"33370315e":24,"334":[3,4,14],"335":[3,4,14],"336":[3,4,14],"33611111111111114":[],"33645986e":[],"33646268e":[],"336801":[],"33680101":[],"337":[3,4,14],"33711888":[],"33736485":18,"338":[3,4,14],"33819480e":[],"33823452e":20,"3384":[],"33900713":[],"33939645e":[],"33956555":[],"33m":[],"34":[2,3,4,9,14,18],"340071371496255":24,"3403":9,"34037032e":[],"34040204e":[],"340583":23,"340782":[11,24],"34114547":5,"34158665":[],"341m":[],"342680":[23,24],"34305928":[],"3436":[0,23],"3437":[0,23],"34378387e":[],"34412923":24,"34498451":[],"3456":[],"345687771875474":[],"34568872":[],"34569596":5,"3457":[],"34578026":23,"3458":[],"34585355":[],"3459":[],"3460":[],"34678929":[],"346810":[],"3469819128513336":[],"34740615":[],"34852463e":[],"34914442e":24,"3498":[],"34989509":18,"34it":[],"35":[0,2,3,4,6,9,14,21,23],"35030572":[],"35074881":[],"350749":[],"35123041":[],"3514":[],"35140":9,"35147135":[],"35147532":[],"351636":[11,24],"35182854":5,"35203688":[],"35207264":[],"352073":[],"3522":[],"3525":[],"3528556":[],"352856":[],"3529":[],"3530606977":[],"35309734":18,"35319678":[],"35346808":[],"3538":[],"35396404e":[],"35401056e":[],"3543":[],"35438626":23,"3544313922":6,"3546":[],"35470445e":[5,24],"3548":[],"355":[3,4,14],"3551":[],"35533773":6,"35533774":[],"3556":[],"35562617e":[],"35568525":23,"3558":[],"355906":[],"35590603":[],"356":[3,4,14],"3560":[],"356399":[23,24],"3567":[],"357":[3,4,14],"35704388":5,"357044":5,"3572":[],"35724288e":[],"3575":[],"357508":[23,24],"35759569e":24,"3576":[],"3577":[],"35771826":6,"35771842":[],"35776087e":20,"35793003441520066":[],"358":[3,4,14],"3581341341":4,"3581571":18,"35821426":[],"3585":[],"3587":[],"35892474":[],"35894575":[],"359":[3,4,5,14],"3593":[],"35947075":23,"3594821":[],"3595":[],"3598":[],"359999999999985":[],"36":[0,2,3,4,5,6,14,20],"360":1,"3604":[],"3605":[],"3606":[],"360688":[],"3609":[],"36102113":[],"36117602":[],"3613":9,"3615":[],"361556":[23,24],"3617":[],"3621311":5,"36227629e":[],"3624":[],"3627":[],"3628":[],"363295916323784e":6,"363295916414895e":[],"3632959170548605e":[],"3632959215700067e":6,"363295924430451e":[],"363834":[],"36383443":[],"363936":[],"36393643":[],"3643":[],"3644017":[],"364402":[],"364418e97433":[],"3645":[],"3646":[],"36462687e":24,"3647":[],"365350":[],"36535019":[],"3655":[],"3655222":5,"36570403":24,"3659":[],"3665263":[],"3668":[],"36689784":[],"366898":[],"3669":[],"36692356":23,"367":2,"3672":[],"3673":[],"3674":[],"3679":[],"36809474":23,"3684":[],"368537":5,"36853738":5,"3687":[],"3688":[],"368m":[],"36904006e":24,"369139":[11,24],"36it":[],"37":[2,3,4,6,9,14,23],"3704":[],"370782966":4,"3711":[],"37114298":18,"3713":[],"37157712":[],"3718":[],"3721":[],"3722":[],"37239927e":24,"3725":[],"3729":[],"37307168":[],"3739":[],"37396662":6,"37415316":[],"37419664":11,"374197":11,"374291":[],"37429133":[],"3748":[],"3749":[],"3753":[],"375694":23,"3759":[],"3760":[],"3765":[],"376547":23,"376559":[],"37655936":[],"376834":[],"37683438":[],"37692363":[],"37703055":[],"37713991":[],"3772":[],"3773":[],"37732":[],"377372":24,"37737221":24,"3776":[],"3777801602":6,"3779":[],"37835429e":[],"3784":[],"378664":[],"37866422":[],"37885034":23,"37900111":6,"3791":[],"379203":[],"3794":[],"379647":[],"37964744":[],"37992857":[],"37it":[],"38":[2,3,4,9,14,20],"380":9,"38019139":[],"3802":[],"3803":[],"3804":[],"3805":[],"380739":[],"38073947":[],"3811":[],"38135733e":6,"3815":[],"381627865854956":[],"38162787":[],"38168549":[],"3817475779":6,"3818":[],"3819":[],"3820":[],"382187":23,"38222896":[],"3823886":[],"382389":[],"38246359":[],"382672":[],"38267217":[],"3827":[],"382951":[],"38295101":[],"38299798":[],"3830":[],"38302314":[],"3833":[],"38336316":[],"3834":[],"3837":[],"3838":[],"383878":11,"3838783":11,"3839":[],"3842":[],"38432672e":24,"38461538461538464":9,"3850":[],"3851":[],"38533184":[],"38533185":6,"3854":[],"3858":[],"386":9,"38605872":[],"386059":[],"3861":[],"3862":[],"386294":[],"38629412":[],"38629436":[18,23],"38629844":[],"38637915":[],"3864":[],"3867":[],"3869":[],"387":[],"3871":[],"3872":[],"38730917e":[],"387482":[],"38748219":[],"3876":[],"38763091":18,"38788697":18,"388":[],"3881":[],"3882":[],"3885":[],"3886211842840971":23,"38868469":[],"3888":[],"3889":[],"389":[],"38901478":[],"38906684":[],"389067":[],"3891":[],"38916861e":6,"38962192e":6,"3898":[],"39":[0,2,3,4,9,14,21,23],"390":[],"3906":[],"39074222e":[],"39095416":[],"3914":[],"3915":[],"3916":[],"391602":[],"3917":[],"39197698":24,"391977":24,"39214397":24,"392144":24,"3922":[],"3925515884752442":[],"39272691":[],"3928":[],"3929303193461995":23,"3931":[],"39311435":[],"39384255":[],"393843":[],"39417707e":[],"3943":[],"3944":[],"39456996":[],"39493843":[],"3950":[],"39548035e":[],"3955":[],"39560937":[],"3957482":23,"39579407":5,"3958":[],"39595799":[],"3960":[],"39614347e":[],"3962":[],"3970":[],"39706038":5,"39707147":23,"39724390e":[],"3975":[],"397700":[11,24],"39789527":[18,23],"3979":[],"39794864e":[],"3980313467":6,"3983":[],"39864527":[],"39892216e":24,"39924562":[],"399246":[],"39931051e":24,"3994":[],"39943328":18,"3996":[],"399836":[23,24],"39it":[],"3bdkrb":[],"3d":[2,3,4,6,13],"3f":[1,3,9],"3n":18,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,23],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23],"40":[1,3,4,6,9,14,21,23],"400":4,"4000":[9,23],"4005":[],"40062254e":24,"4011":[],"40116777":[],"401168":[],"4012":[],"4017":[],"4017308":[],"40183706":[],"401842":[11,24],"40214433":[],"4022":[],"40236659e":24,"40236901e":[],"4027":[],"4030":[],"40340043":[],"4034668048":[],"4038":[],"40389922":[],"4039":[],"404":24,"4045":[],"4048":[],"4050":[22,23],"4055":[],"405890":[11,24],"4059":[],"40599799":[],"40620066":24,"406201":24,"40672425":23,"4068":[],"4069":[],"4075":[],"40754621":[],"40768645e":24,"4077":[],"408":[],"4082":6,"40828861e":[],"40829683":[],"408297":[],"4084":[],"4087":9,"4087793":5,"4088":[],"4089":[],"409":[],"40927184e":6,"40980089":[],"409801":[],"40a38ad763f1":[],"41":[0,2,3,4,9,14,18],"410":[],"4100":[],"4107":9,"410815":[],"41081513":[],"41083418e":24,"41091395e":24,"411":[],"4115":[],"4117":[],"41170104":[],"412":[],"41211579":[],"412116":[],"4128":[],"4131":[],"41340248":23,"41351287":[],"413513":[],"41357064":[],"41369795e":24,"41386599":18,"4143":[],"41433969":5,"4144":[],"41446721":[],"4146":[],"41486312e":24,"41511965e":1,"415201":23,"41542567":[],"4155":[2,15],"415534701258823":[],"41566661":[],"4162706317":6,"41646135":23,"4166666666666667":9,"4167":[],"4176":[],"4177":[],"41816468e":24,"418506":[11,24],"4186":[],"41876267":[],"418763":[],"41882036e":[],"41882037e":6,"41923956":18,"4192423635":[],"41958102e":[],"4198":[],"41990268":[],"41it":6,"42":[1,3,4,8,9,10,14,18],"420":[],"42028578":[],"42037468e":[],"420543":11,"42054337":11,"42078103":[],"421":[],"4212":[],"42130182":[],"42190899e":[],"422":[],"422275":[],"4224":[],"422480":[],"4224801":[],"423":[],"4230769230769231":9,"42340403e":[],"42352791":23,"42394972":[],"424":[],"42441033":5,"42449643":[],"42450":9,"42451192":18,"425":[],"4255":[],"4258989918":[],"426":[6,7],"42615374e":[],"42631342":[],"42694395":18,"427017":[],"42729886e":24,"42732954":[],"4275":[],"42790075e":[],"4284066":[],"42882114e":[],"42902155":18,"42915006":18,"43":[0,1,2,3,4,7,9,14,18],"43007002e":[],"43012535e":24,"43036842":18,"4304167":[],"43054282":5,"4310":23,"43113284e":24,"43135183":[],"43294696e":[],"43330971e":6,"43333886":[],"43482628":[],"434932":[],"43493232":[],"435163":[23,24],"43552433":[],"435567":[],"43556723":[],"43560678":[],"43579948e":6,"43639284e":24,"436462435":4,"43761347":[],"43766686":11,"4379":[],"43794243e":20,"438060758":6,"438136":[23,24],"43876695":[],"438767":[],"439230":6,"4399427":[],"439943":[],"44":[0,1,2,3,4,14,18],"44021223":11,"44065609":18,"44089210e":[5,24],"4410":[],"4411":[],"441264":23,"44152248":[],"44190304":18,"44198566":[],"442600":[11,24],"442701":[],"44270138":[],"443217":[23,24],"443538568902246":20,"44353857":20,"444":9,"44624525e":24,"446453":23,"44651551":[],"44688507e":[],"44830642":[],"44838453e":20,"44894073":[],"44906236e":[],"44970586e":1,"44997121":[],"44it":[],"45":[2,3,4,9,14,21,23],"450":9,"450257":[11,24],"4504":9,"45112450e":24,"45146007e":[],"45220770e":[],"45241645e":24,"452553":23,"45268835e":[],"45290829":[],"45372697":5,"453727":5,"45393214e":[],"454027":[],"45402701":[],"4543859":[],"45571233e":[],"4557763":11,"455947":[23,24],"456":9,"456418966187335":[],"45643708e":[],"457":2,"45720968e":[],"45741697":[],"457770268480242":[],"458027":[23,24],"458078":[11,24],"45840226e":24,"45865699e":24,"45915671e":24,"45951629e":20,"45960079":5,"45979894":18,"45985488":[],"459855":[],"46":[2,3,4,9,14,21,23],"4601":9,"46023985":[],"461":[],"461175":[],"46153846153846156":9,"462":7,"46284227":[],"46312791":23,"46369869":23,"46383925e":6,"463861":23,"46400080e":[],"464424":[],"4644244":[],"46508305":[],"46567887":[],"46575843e":[],"466":[],"46602982":[],"46650488":[],"466505":[],"46696223":[],"4676059":24,"467606":24,"469":[],"46932688":[],"4694":[],"46984697e":6,"469868":[],"46986815":[],"47":[2,3,4,9,14,21,23],"47008799e":24,"4703":[],"47042744":5,"470714":[23,24],"47075725":6,"47082726e":24,"47099765e":24,"47116868e":6,"47125748":5,"47132891":5,"47158029e":[],"47245463":[],"472455":[],"47248297":23,"47355725e":24,"47387858":[],"47400238":[],"47432993":[],"4744":[],"4744219":[],"47478057":[],"47482507":[],"47485224":[],"475311":[],"47531107":[],"47610036":6,"47726407e":20,"47732343e":24,"47815203":11,"47920156":[],"47942814":[],"479465113":4,"47977394e":24,"48":[2,3,4,9,14],"480":23,"48089797":[],"48133064":[],"481979":6,"48212873":[],"48257387":[21,23],"48259891e":24,"48316523e":[],"483257001":13,"4837":[],"48420165":[],"48442336":[],"48476997":11,"48574149":[],"486873":[],"48687342":[],"48739546":[],"48783370e":[],"48871288":[],"488713":[],"48877744e":24,"489":[],"489522":[],"48952201":[],"48971452":[],"48994188":5,"48it":[],"49":[2,3,4,5,6,9,11,14,24],"490":[],"49001938e":24,"49052317e":20,"491":[],"49152":3,"492":[],"49242688":[],"49282737":[],"493":[],"49385454e":[],"4940954":[0,23],"49468927e":20,"49545491":23,"4959161509356135e":[],"495916150936645e":6,"495916150936654e":[],"4959161509377256e":6,"495916150938325e":[],"49614357":[],"496337":[],"49633743":[],"49636583":[],"49666527e":20,"49672291":[],"49680475019226":[],"497":[],"49730046e":[],"498":[],"49838167e":24,"49862065e":[],"49887949e":[],"499":[],"4990":20,"499012":[],"49901244":[],"4992":20,"49932427e":5,"4997":20,"49974854":[],"49992743e":[],"4b5d3mupqma":[],"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[21,23],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],"50":[1,2,3,4,6,7,8,9,10,13,14,23,24],"500":[1,3,4,6,9,10,13],"500000":[],"50000455":5,"50000553":5,"50000718":5,"50000855":5,"50000969":5,"50001063":5,"50001142":5,"50001207":5,"50001261":5,"50001306":5,"50001343":5,"50001374":5,"500014":5,"50001414":5,"50001422":5,"50001439":5,"50001454":5,"50001466":5,"50001476":5,"50001485":5,"50001492":5,"50001498":5,"50001502":5,"50001506":5,"5000151":5,"50001512":5,"50001515":5,"50001517":5,"50001518":5,"50001519":5,"50001521":5,"50001522":5,"50001523":5,"50001524":5,"50001525":5,"501":[],"501049":[],"50104946":[],"50105159":[],"50173752e":[],"5018":20,"50219982":[],"50227564e":6,"5031474174499113":[],"50314742":[],"50321091":5,"504167":[],"50416731":[],"504881":[],"50488131":[],"50584526":18,"506":[0,24],"506553":24,"50655336":24,"50680321e":[],"50727059":[],"50733669e":[],"50754416":[],"50769230769231":[],"50799086":[],"507d50":[9,10],"50812169":[],"50835355":5,"508354":5,"50846111e":[],"50846112e":6,"50931378":18,"50it":[],"50j":13,"50x10":1,"51":[2,3,4,10,14],"510":1,"51004249":[],"51054961e":[],"51075117":[],"51108791":18,"51126895e":[],"51131471":[],"511315":[],"51146442":23,"51150176":[],"51174395":[],"511888":5,"51191552":6,"511977":[],"51197747":[],"512132":[],"51214899":[],"51265232":[],"51289697":[],"512897":[],"5138":[],"51389553":[],"51400374e":[],"514219":[23,24],"51507839":18,"51561271":[],"51578522e":20,"51656406":23,"51664729":[],"51732028":[],"517350858882083":[],"5177783846":4,"517823":[],"51782322":[],"518030":[],"51803019":[],"51850390e":[],"5188328":[],"518833":[],"518895":23,"51900727e":[],"51933924":18,"519842":[],"52":[3,4,14],"520931":[],"52093124":[],"5216048821598704":[],"521719":[],"52171908":[],"5222222222222223":1,"522758":[],"522836":23,"52307692307693":[],"52362157e":24,"52512084":11,"52580392":5,"525804":5,"5260627":[],"52606351e":[],"526744":[11,24],"52713812":[],"52723079":[],"52744746":13,"52773051":[],"52799362":[],"528115":[],"52811546":[],"52819229":[],"52839842":18,"52874252":5,"529":[],"52902847e":[],"52911941":[],"52945798e":[],"53":[3,4,9,14],"5303329":11,"5305555555555556":1,"5312":[],"531280":[23,24],"53189647":[],"53219937":[],"53254035":[],"53312754":[],"533941":[],"53394148":[],"53423784":[],"534362":23,"53479276":[],"534793":[],"53502096e":[],"53603432":[],"53611562":[],"53623614":[],"53697476":[],"53703498":6,"5378811":11,"53794784":[],"537948":[],"53815559":[],"53822787":[],"5384615384615384":9,"53846153846155":[],"539261":[11,24],"53938383":[],"539384":[],"53952479":[],"539525":[],"53952664e":[],"539683":11,"53968309":11,"53971260e":[],"53it":6,"54":[3,4,6,9,14,20],"540":9,"54016188":[],"540162":[],"54039921":5,"54041041e":[],"54078623":11,"541605":[23,24],"54163136":[],"54302039":[],"543939":24,"54393936":24,"544439":[23,24],"54445121":18,"54537329":[],"546166676":[],"54644646e":24,"546712":[],"54671213":[],"5472246386316972":[],"54722464":[],"54780216":[],"54845458":[],"548455":[],"54886137":[],"54894095":[],"54956992":18,"54957609e":24,"54969168":[],"54it":[],"55":[1,2,3,4,9,14],"5501":[3,4,14],"55026099":[],"550321":[],"55070893e":[],"55202922":[],"552731":[],"55273102":[],"5539":[],"55505907":[],"555187":[],"55518724":[],"555496":[],"5554964":[],"55553537":[],"5555555555555556":1,"55571665":[],"55578041":[],"55626454":18,"55640013":23,"55640387e":[],"5566":[],"55765644e":24,"557795":[11,24],"558080":[],"55808001":[],"558241":[],"55824107":[],"55854694":11,"55907387e":[],"55914617e":[],"55936475e":[],"5594":6,"55965719":24,"56":[1,2,9],"56033697":5,"56071752e":20,"561":[],"5611":[],"5615":[],"56183518":[],"56198284":5,"5625":[],"56302854":[],"563167":23,"56343926":[],"5639":[],"564":9,"564374":[11,24],"56437897":[],"564379":[],"56447742e":[],"56481272":23,"565":9,"565006":[],"56500639":[],"56536":[0,23],"56542321e":[],"56556315":[],"565651":[],"56565106":[],"566":9,"566074":[],"56607416":[],"56636616e":6,"567":9,"568":9,"56807589e":[],"56848886":[],"569":[1,9],"56912044e":6,"56939714":5,"56992937":[],"57":[0,2,8,9,21,23],"570":9,"5700":[],"571":5,"571092":[],"57109235":[],"571105947979336e":[],"571105947979352e":6,"571105947979394e":6,"571105947979395e":[],"571105947979439e":[],"57154252":[],"57174058":[],"57201944e":6,"572069":23,"57266138":[],"57350724":18,"57361898":[],"574465":[11,24],"57505712":23,"576431":[],"57643113":[],"57673618":[],"5769230769230769":9,"57776818e":20,"57807896e":[],"57810065":[],"57810898e":20,"57842073e":[],"578889":[],"57888946":[],"57947706":23,"57it":[],"58":[2,9,10,21,23],"58042237":18,"58084359":[],"58112299":[],"581123":[],"58171189":[],"58187347":[],"58312967":[],"5833333333333334":9,"583595":[23,24],"58395707":[],"58428804":[],"58474054":[],"584804":[],"58492636e":24,"58590795":23,"58666142":23,"58671946":[],"5888888888888889":1,"589":[],"58912508e":24,"58986647":[],"59":[2,9],"590":[],"591":[],"591317992":4,"591594":[],"59159438":[],"59182949":[],"59190877":[],"592":[],"593":[],"593040":[],"59304008":[],"59323905":[],"59367954":[],"5944444444444444":1,"59445979":[],"594460":[],"59468796":[],"59567145e":24,"59591979":[],"595920":[],"59592669":[],"59616454":[],"596165":[],"59654302":[],"59766":[],"597660":[],"59833875":[],"598392":[],"59839245":[],"59950055":18,"59955801":[],"59981487e":[],"5cm":20,"5dd54edf2138":[],"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,21,23,24],"60":[1,2,3,6,9],"60000":4,"60056803e":[],"60083846e":[],"60133562":[],"60158334":20,"601583341274718":20,"60164827e":[],"60176806":[],"6019067271":4,"601942":11,"60194224":11,"60236782":18,"60236938":[],"60268567e":[],"60293962":5,"603494":[],"60349429":[],"603636":23,"60420593":5,"6052136":[],"60538875":[],"60543038":24,"60619654":[],"6063219":[],"606439":[],"60673226":11,"606760":5,"60685864":[],"60791699":[],"6079169911277265":[],"608028":[],"60802823":[],"60815105":6,"6084611325305795":[],"60943791":[18,23],"60975366":23,"60980325":[],"60it":[],"61":[2,7],"61033524":[],"6111111111111112":1,"61123608":[],"612939":[23,24],"613579":[23,24],"61399851":[],"613999":[],"61406871":[],"614133":[],"61413333":[],"61463451":[],"614808":[11,24],"6149274949460215":[],"61520194e":[],"61536670e":[],"6153846153846154":9,"61576236e":[],"61634314":[],"61702282":6,"617572":[],"61757228":[],"618":[],"61808351":[],"618982":[23,24],"61899355e":[],"6199381169260247":[],"62":[],"621102":23,"62168613":[],"62170669":[],"621707":[],"62249103":[],"62364974":[],"62373464":11,"624220":11,"62422045":11,"62432074":[],"62451626e":[],"62470815e":[],"625":7,"62571673e":20,"62620724":[],"626635268":6,"62683307":[],"62759057":13,"62767384":[],"62806444":23,"62894215":5,"62896882":[],"62914124":23,"629961":[],"63":[0,1,6,7,24],"6300745149331701":24,"630224":[],"63025821e":6,"63112036":23,"63115792":23,"63162342":24,"63207808":[],"63249532e":6,"63258368e":24,"63270833":[],"63281351":23,"63332882e":[],"63367582":[],"633676":[],"633949":23,"63395187":[],"63430285":[],"6343356":5,"63498144":5,"63675140":[],"637104":11,"63710438":11,"637129335071195":24,"6371293350711955":[],"63734811e":[],"637545":[],"63754524":[],"63860687":[],"63862189":[],"63901111":[],"63it":[],"64":[1,2,3,4,7,13,18,23],"64012627":5,"64033527":23,"64064128":[],"64113381e":[],"64141716e":[],"642380":[],"64238022":[],"64293754":[],"64298419":23,"6431453":[],"64425009":[],"645":[],"64528459":[],"645285":[],"64615384615385":[],"646283":[11,24],"647":6,"64736858":18,"64742912e":6,"647473":[11,24],"6489862":[],"649339":[],"64933923":[],"649382":[11,24],"64972151":23,"64x50":1,"65":[1,2,7,8,9],"65136857":[],"65280103":[],"6530742540053943":[],"65335632":18,"653578701904388":9,"65359027e":[],"6536392":24,"65442354":24,"654424":24,"65444431":[],"65522261":[],"65534935e":24,"65571174e":24,"65578316":[],"65599456":24,"6562":[],"65626043":[],"65628853":[],"65643756e":24,"65693278e":24,"657041":23,"65743689":24,"65746064":[],"6577093":23,"65795279":18,"658":2,"65833132":24,"65885453":5,"65891389":24,"658914":24,"659":2,"659306":[],"65it":[],"66":2,"660":2,"66054752":[],"66064822":24,"66080313":24,"66087937":[],"66111673":[],"66204648":6,"66219404":6,"66226149":[],"66247212":[],"662854":[],"66285434":[],"6628996975186953":24,"66292841":[],"66294408":24,"66295776":[],"662958":[],"66310422":[],"6638":9,"66410989":[],"66443521":11,"6652177":24,"66560":9,"66614025":[],"66619972":[],"666200":[],"66620847":[],"66638078":[],"666597":23,"6669838269597004":[],"667":9,"667239":23,"668172":[23,24],"668186":[],"66818635":[],"66934291":[],"66950317e":[],"66973261":23,"66981186":[],"66it":[],"67":[2,9],"67047975e":6,"67054028":[],"671089":[],"67160204":23,"67236038e":[],"67258699":[],"672721":[23,24],"67314874e":[],"673457751724773":11,"67354673":23,"67442363":23,"67588315":[],"67591616":[],"67655635":23,"67697934":[],"67838309":[],"67882608":[],"67970864":[],"679709":[],"68":2,"68029036":[],"68040392e":[],"6808538439837775":[],"68127341":18,"68176047e":[],"68192193":5,"68246089":[],"682464":[],"68246434":[],"68279358":[],"68286725":24,"68322599":18,"6834195":[],"68485505":[],"68534263e":6,"68542204":5,"68545647e":[],"68626148e":[],"68664664":23,"6869":9,"68719389":[],"687194":[],"68731669e":20,"6887363571":4,"68886089e":20,"689230294669661":[],"68929213e":6,"689345":23,"68944595":[],"689519":[11,24],"68965135":[],"68it":6,"69":[2,7,9,20],"690":9,"69023787":[],"690569639355314":[],"69061276":[],"690617":[23,24],"69069n_":20,"69115646":[],"6914791":23,"69154964":18,"692":1,"6923076923076923":9,"69295955":[],"69313663e":[],"69356940e":[],"69363975e":[],"6943316601792833":[],"69481746":[],"69484813e":[],"69487891e":[],"69493539":[],"69504801":6,"6960326":[],"69634577e":6,"69695259":5,"69764852":18,"69826476e":[],"6984511994530214":[],"69908626":6,"69981939e":[],"69985355":[],"6999536":11,"69it":[],"6e75736fdab1":[],"6f7a6bd7d79f":[],"6m":[],"6n_":20,"6pm":23,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,18,19,20,22,23,24],"70":[1,6,7,9],"70037324e":24,"70127680":[],"701370":5,"70179437":[],"70205195":[],"70208087e":20,"70354373":[],"703716d317a7":[],"70421972e":[],"70434005":[],"70465373e":24,"70473799e":[],"7050":[],"70501534":18,"70598996":[],"70653767":4,"70710678":[5,24],"70721787":[],"707218":[],"70727837":[],"70769586":[],"70827971e":24,"70831425":[],"70832814":5,"7086067479626619":24,"709698":23,"70980493":[],"70it":6,"71":1,"71075825e":[],"71131626":[],"71142161":24,"711422":24,"7119":9,"712018":[11,24],"713163":23,"7134":[],"713487":[],"71348713":[],"71350226":[],"71441535":[],"7151":[],"71721168":[],"71737253":24,"71760245":[],"71761101":24,"718165":5,"71822416":[],"718697":[],"71869727":[],"71921767e":24,"72":[],"72057967":[],"72101205":[],"72174172":11,"72199579e":[],"722047011333792":[],"7221662":23,"72228205":23,"7225597":23,"72261919":[],"72271878e":6,"72347283":[],"7236674":5,"72373129":[],"72394787":[],"724":3,"72509099":[],"72522848":[],"72567956":5,"725680":5,"72594302":[],"72671218":[],"72855434":18,"72859758":5,"72904541e":[],"7293182":[],"72981762":8,"72986500e":20,"73":[2,6],"73005463":[],"7306310662842432":[],"731000":[23,24],"73174557":[],"73185363e":24,"73287103e":[],"733096":[23,24],"73406033e":[],"73484667":[],"735738558766299":[],"73573856":[],"73628359e":[],"737386":5,"73738602":5,"73752910":[],"7386068":[],"73947737":5,"73it":[],"74":[2,6],"740":9,"74081822":8,"741264":[],"74126425":[],"742975":[],"74297504":[],"74368436":[],"74384949":24,"743u":[],"7448615806559786":[],"74592114e":[],"74607851":24,"7469898175164704":[],"747224":11,"74722409":11,"74829661":24,"74840212":5,"7484669886413582":[],"74935095":18,"74943449":18,"749765":[23,24],"74997869e":24,"75":[2,5,6,8,9,11,23,24],"7501749450963715":[],"750445":[23,24],"75050135":24,"750u":[],"75106135":[],"75118364":[],"751275":[],"75127504":[],"751699":[11,24],"75170092":5,"75269037":24,"75320666e":24,"75350216":[],"75357263":11,"753573":11,"75357959e":[],"75361646":[],"753846153846155":[],"75453081":18,"7546383166870465":[],"75492292":18,"75517445":[],"75576555":24,"75621895":23,"756232":[],"75623206":[],"756352":[23,24],"75670484":5,"756705":5,"75703965":[],"757040":[],"75770568":24,"758193":[],"75819326":[],"75838233":[],"75853556e":[],"75it":[],"76":[2,9,21,23],"7601030735620569":11,"76060096":[],"76063234":[],"76066069":[],"763u":[],"76400155":23,"7643536":[],"765":7,"76529528":[],"76598941e":[],"76674796":[],"76731400e":[],"76802186":[],"76834212e":24,"768813":[],"76881337":[],"7692307692307693":9,"76923076923077":[],"76936315":5,"7694444444444445":1,"7696835316227453":11,"77":[2,9,21,23],"77034458":[],"770345":[],"7705527590466072":[],"77070756":5,"770708":5,"77085375":[],"77144798e":[],"77152076":5,"7718":9,"773329728649545":[],"77332973":[],"77333117e":[],"774300":[],"77494715":[],"775":[],"77533038e":[],"77553346e":24,"77559332":[],"77618224":[],"77627886":[],"77632220e":[],"77636e":13,"77662945":[],"7767978193240488":[],"77711437":[],"77714169":8,"77754132e":[],"77816763e":24,"7782028952":4,"77836133e":[],"77859437":23,"77865169":[],"77954956e":5,"78":2,"78009660e":24,"78011544":[],"78018374e":[],"78156479e":[],"78184120e":6,"78272242e":24,"78286771":[],"78329097":23,"7843182645426894":[],"78459267":18,"7846153846154":[],"785061":23,"7851533175757255":[],"78561443":18,"78596961":[],"7860324":18,"78674758":[],"787349":[],"7873493":[],"78752269":[],"78941903":5,"78972773":23,"78988962e":[],"79":2,"79000942e":24,"79009329":[],"790818":[],"79081838":[],"79093776":[],"79106527e":[],"79111643":5,"791123":[],"79135075":[],"79145214e":[],"79190435e":[],"7923086060375724":[],"79230861":[],"79285683e":[],"793167":[23,24],"79394867":[],"7939646":[],"79419162":23,"794282":[11,24],"79441434":[],"79449156":[],"79512696":[],"79552752":[],"79602861":[],"79754246":[],"797e":6,"79827506e":[],"79856831e":[],"798761":[],"79876149":[],"7bsq":[],"7c394b1e8b71":[],"7d7d58":[9,10],"7f2b3a6174c2":[],"7jexgh5soo":[],"7m":[],"7odqolophta":[],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],"80":[0,1,2,5,6,8,9,24],"800":[4,7],"800615":[],"80108096":23,"80162359":[],"802796":[],"80279641":[],"80280228":[],"80315282":[],"803153":[],"80344720e":[],"80354994":6,"803804":[],"80380438":[],"80422999":20,"80469739":5,"8049181":[],"8055555555555556":1,"80561191":[],"80609615e":6,"80609616e":6,"80638926e":[],"8064":[],"80661365":[],"806614":[],"80728853":[],"80734875":[],"807349":[],"80738685":[],"8074242":[],"80747253":[],"80842254":[],"808423":[],"80847477e":6,"80947943":23,"80961969e":20,"80994952":[],"81":[1,2],"81048318e":6,"8108619":[],"81160425":5,"81187794":[],"81333804":6,"81333805":[],"81388724e":[],"814":[7,11],"81447915":[],"815563":[],"81592628":[],"815am":[21,23],"81633628":11,"816454":[23,24],"81656508":23,"81671821":[],"81681019":[],"816847":[23,24],"8175":[],"818059":5,"81805914":5,"81874188e":24,"81912272":[],"8192798":[],"81955926":[],"81974332":[],"82":2,"82027884":18,"82073684":[],"82092612e":[],"8219235992494145":[],"8219236":[],"82198978":5,"82250097e":[],"82358522":[],"823585220707946":[],"82404007e":[],"82454365":[],"82484316":[],"82592":18,"82650876":[],"826509":[],"8265786":5,"82747653":[],"827477":[],"82750687":18,"82771329e":[],"82773778":[],"828190347382744":[],"82819035":[],"82949718e":20,"829648415811072":[],"82964842":[],"82975422e":[],"82997013e":5,"83":[2,23],"8305555555555556":1,"83320794":11,"833208":11,"8338786":[],"834027":[],"83402742":[],"83512277":5,"83516719e":20,"83632853":11,"836874":[],"83687444":[],"83698677":[],"83757843":[],"83760781":23,"839818":23,"83982725":[],"83999999999999":[],"83it":[],"84":2,"84031027e":[],"84062065":[],"84203538":[],"84228957e":[],"84232163":[],"842436":[23,24],"84292394":[],"842u":[],"84310736":[],"84317815":18,"84355903e":1,"8437169762110144":20,"84371698":20,"84443254e":1,"84569271":[],"84614066":[],"8461538461538461":9,"84653115":[],"84696315e":24,"84780262":6,"84854738":[],"848618":[],"84861838":[],"84886051":[],"848861":[],"84923989e":6,"84924834":[],"84942942":[],"84977962":[],"84994524":5,"85":[1,2,9],"850164":5,"8503720991789538":[],"85065653":[],"85071429e":[],"85086629":[],"85091337":[],"85102768":11,"85104809":18,"85120833":[],"85263220":6,"8527777777777777":[],"85278920e":[],"853241":[],"85324115":[],"853835":23,"853u":[],"8548082":[],"8557822":[],"85601992":5,"85688243e":24,"85694362":[],"85758696":[],"85785878e":24,"858":9,"858185":23,"8583333333333333":1,"85843684":[],"85953586":[],"85959007":[],"85979474e":[],"85it":6,"86":2,"86014003e":[],"86058560e":[],"8608479":[],"860848":[],"861":[],"86117291":5,"86134827":5,"86145244":11,"861676":23,"86171505":[],"86181269":18,"86252988":6,"86361743":[],"86387759e":[],"8638888888888889":1,"86416637e":24,"86425056":[],"864251":[],"86478158":[],"865158":5,"86515815":5,"86546962":[],"86550074":[],"86572911":23,"86597540e":[],"86623151":[],"86630":9,"86635201e":20,"8666666666666667":1,"86810":9,"86879198":[],"868792":[],"86893619":[],"869":[0,23],"86905621":[],"86925797":[],"869258":[],"87":[9,24],"870":[0,23],"8702784034":4,"8705211":[],"87072815e":24,"87099757":18,"871":[0,23],"87131961e":24,"87191952":[],"871920":[],"872":[],"8722222222222222":1,"87243817":[],"873":[0,23],"87327414":[],"87379129":13,"87381451":5,"874":[0,23],"874951":[],"87495119":[],"875":1,"87532289e":[],"8759":13,"876":6,"87618586":13,"87625493":[],"87647541":[],"876664":[],"87666423":[],"87667593906086":[],"87667594":[],"8768":[],"878123":23,"878297":[],"87836018":[],"87849647":[],"87890188e":24,"87902877":23,"8792323":[],"879271":[],"87927126":[],"87927601":[],"87940752":[],"87it":[],"88":[2,13],"88001352":[],"88017651":[],"880177":[],"88031314":[],"88046261":5,"8805555555555555":1,"88063413":[],"88118231":[],"88137798":[],"88168312e":6,"881788":[],"88182591":24,"8826033":[],"88274486":23,"883":[],"88323026":24,"88335933":18,"88336879":5,"88352503e":[],"884":[],"88450476":18,"884669":24,"88477619":[],"885":[],"8850944":[],"88512489":[],"88529063e":6,"8855417382991412":[],"88554174":[],"88560514":[],"88595926":[],"886":[],"88613493":24,"8866190885623907":[],"88661909":[],"88679947":[],"887":[],"887366":[],"88736621":[],"88746795":[],"8879":[],"88871662":[],"8888888888888888":1,"889080":[],"88908038":[],"8894":[],"889686":[],"89":[0,2],"89045167":[],"89126914e":24,"8916666666666667":[],"89274639":[],"89288636":11,"89298533":[],"89335182":[],"893352":[],"893489":[],"89348922":[],"89396164e":20,"89410423":5,"8944444444444445":1,"89543736":23,"89545727":[],"89550839":[],"89565264":[],"89582298":[],"89591553e":[],"8962476":[],"896248":[],"89842298":18,"89869600e":24,"89873772":[],"89876748":[],"8991514":[],"89944994":[],"899450":[],"8f":6,"8g":6,"8n":18,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,19,20,21,23,24],"90":[1,2,6,9],"900449":[],"9005135872087155":[],"90054363":[],"90066122":[],"9007164":[],"90075537":5,"9011":6,"90220243":5,"90252116":18,"90266948":5,"90268858":[],"9027777777777778":1,"9033":[],"90342093e":20,"903824":[],"90382431":[],"904":[],"9040":9,"904221":18,"90475506e":6,"90491568e":20,"90540529":[],"9055555555555556":1,"90559087":[],"905591":[],"90595152":[],"906298":11,"90629812":11,"906747":5,"90694878":[],"90813514":[],"9083333333333333":[],"90884627":[],"90895045":[],"90940378":[],"90999452e":[],"91":[21,23],"910":9,"91094169e":24,"9111111111111111":1,"91124889":[],"91128596":5,"912u":[],"913":[],"91346044":18,"91379157":[],"913791573406831":[],"91383439":[],"91396388":[],"914":[],"91416375":[],"91479093":[],"91492986e":6,"915":[],"91511388":[],"91549644":[],"915549":5,"916":[],"91616374":[],"916164":[],"9166666666666666":9,"91682433":[],"917":[],"91760278":5,"918":[],"91811160e":[],"91812702":5,"918992":[23,24],"919":[],"91936525":23,"9196398947631166":[],"91it":[],"92":[6,9,21,23],"92087142":[],"9212905":[],"921291":[],"92143477":[],"921435":[],"92169784e":[],"92208477":[],"922085":[],"92272314":[],"922u":[],"9230769230769231":9,"92322465e":24,"92337385e":[],"92343595":[],"923602":23,"92373266":[],"924018":[],"92461411":[],"92463154e":24,"92477093":[],"924e":6,"925":1,"92507116e":1,"9252772":[],"92578916":5,"92603747":[],"92626212":[],"92631966":[],"926320":[],"926583":[],"92658312":[],"92738529e":20,"92754397":[],"927544":[],"9277777777777778":1,"92811987":[],"92817032":[],"92819235":[],"92857143":7,"92888885":[],"92916438e":[],"9292":6,"92921648":[],"92968793":[],"92995253e":[],"92it":[],"93":[],"93023603":13,"93034176e":24,"93037171":[],"930372":[],"9305555555555556":1,"930583":[],"930683":[],"93082503":23,"931":[0,23],"93155188":5,"93158979":5,"93188452":[],"931885":[],"93229640e":[],"93248252":[],"932483":[],"932u":[],"933":5,"93325497":[],"93371943e":20,"93386901":18,"93414191":[],"93492130e":6,"93522293":13,"93579127":[],"93586895":[],"935u":[],"93601008e":24,"9361111111111111":[],"936762":[],"93676229":[],"936856":[],"93685631":[],"937":20,"937082":[23,24],"93792215e":[],"93799826":5,"938":20,"9383327":[],"9387":9,"939":[0,20,23],"94":[7,20],"9400":[],"94054854":[],"940549":[],"94076632":18,"940776":[],"94077605":[],"94107596":[],"94117118":23,"941866404575299":[],"94212937":[],"94226022e":6,"94227931":23,"9424":[],"94273542":24,"94284104":5,"94320205":5,"94321297":[],"9444444444444444":1,"945":[],"94548496":[],"94591015":[18,23],"946":[],"94639099":11,"946393":[],"94659383":[],"946957":5,"947":[],"9472222222222222":1,"94735055":[],"947903":[],"94790323":[],"948":[],"94822514":6,"9482527":5,"94861749e":[],"948641":[],"94867516":20,"948675162607389":20,"949":[],"94905663":[],"94915262":[],"94917559e":[],"9492866":18,"94986593":[],"95":[1,7,9,11],"95008046":6,"95011994e":20,"95054046":[],"95079224":[],"95079764":[],"95136998":0,"95231424":5,"952387":24,"9524":[],"9527777777777777":1,"95284275":5,"95302":[],"953065564":1,"95351665":5,"9538239":[],"954":20,"95446837":[],"9549351910143222":[],"954988":[],"954u":[],"95511792":24,"955118":24,"9555555555555556":1,"95569422":[],"955820c21e8b":4,"95594445e":24,"95645365":11,"956454":11,"956563":[11,24],"95684892":5,"95703":13,"95714723":[],"957147232685324":[],"957421":[],"95742107":[],"958228616652075":[],"9582286166520774":5,"95824108":18,"958476":[],"95911004":18,"95994091":[],"95it":[],"96":[6,7,11],"960":20,"9601304850018328e":[],"960130485007504e":6,"960130485007934e":[],"9601304850213484e":[],"96013048502692e":6,"96024953":5,"96032148":[],"96081861":18,"96084663":5,"961":20,"962":20,"96251494":18,"96257580e":[],"9626883":[],"962990":23,"9631064":23,"9635449873404844":[],"9637117593816477":6,"96390357":[],"9640435":5,"964268":[],"96426825":[],"96431281":23,"964735":[],"96473528":[],"96489434":[],"9649652536":4,"96496641":18,"96527903":[],"96534137":18,"96542994e":[],"96551427e":[],"96552318":23,"965548":[23,24],"96601782":[],"96606158":[],"96620033":[],"96631321":24,"96653373":[],"96667129":24,"96670977":[],"96686324e":[],"96688672":5,"966899":23,"96735081e":[],"9674916":5,"967536":[],"9675364":[],"96769675":[],"9678":[],"967809":[11,24],"96812218":[],"96863851":[],"96941962":23,"96987657":[],"96992454":[],"96it":[],"97":7,"97005689":5,"970057":[],"970477":[],"97047717":[],"97065296":[],"97108e":13,"97117751":[],"971688":18,"97200305e":[],"97202":[],"9722222222222222":1,"972286":11,"97228638":11,"97230501":[],"97243128":5,"97300836":5,"97305528e":20,"97434186":[],"97467734e":[],"97477238":[],"97497404e":6,"975":1,"97507735":5,"97509292":23,"97547354":[],"97547354476579":[],"975510299261579":[],"9760832":[],"97656972":13,"97665553e":[],"97705827":5,"97708897":11,"977089":11,"97713364":18,"97731700e":[],"977418":[],"97758848":5,"9777777777777777":1,"977880":[],"97788031":[],"9780387310732":22,"9780387848570":22,"9781492032632":22,"97840267e":24,"97840468":[],"978553":5,"97898392":[6,24],"97906022e":24,"97926491":5,"97952271":18,"97955570e":20,"97980332":13,"97it":[],"98":[0,1,7,9],"980":9,"98005862e":[],"98017611":[],"98036405":[],"9805555555555555":1,"98091621":5,"98129668":23,"981321":[23,24],"98139097":5,"98153145":[],"98248312":[],"98249059":[],"982491":[],"98266587":[],"98275501":5,"982758":[],"98275836":[],"98316352":[],"983164":[],"983310":[23,24],"98346748":[],"9835443722554817":[],"98399675":[],"98400474":18,"98413059":5,"984525":[],"98454786":5,"98467494":[],"985":20,"98566191":5,"98581925":18,"986":20,"98604688e":24,"9861111111111112":1,"986699":5,"98680716":5,"98699753":[],"98716878":5,"98740124":[],"98756882":[],"98794823":[],"9879924":[],"98808176":5,"98822371":6,"98842948e":[],"98880065e":[],"9888888888888889":1,"989":20,"9890348":5,"9893149172528393":[],"9893447":5,"98947894":24,"98950411":23,"9898254753574576":[],"98982548":[],"9898ff":[9,10],"99":[7,9,11,13],"990":9,"99009525":5,"9902552771282336":[],"99049330":[],"99051150":6,"99088801":5,"991":20,"99115119":5,"99157584":[],"99176998":5,"99180856e":24,"992":20,"9920099299023244":[],"99242921":5,"992504":11,"99265097":5,"99274513":[],"993":20,"99316252":5,"99353454":[],"993535":[],"993537":[],"99353748":[],"99371056":5,"99374388":[],"993865":[],"99389612":5,"993972":[],"99397245":[],"9940672992288855":[],"9943201":5,"99435648":[],"9947756":5,"99492986":5,"9949347794612255":24,"99498108":[],"99519225":[],"9952495547161103":[],"99528218":5,"99539415":5,"99541140030306":[],"9954205504035075":[],"9954911579937146":[],"9955282554647219":[],"9956582":[],"99566069":5,"9957763445154583":24,"99578809":5,"9959293935368551":20,"99594988":[],"995950":[],"9959898232423614":[],"996":5,"9960039497353536":[],"99608161":5,"9962074631757628":[],"9963202597920238":[],"9963525271588923":[],"9963864072152893":[],"9963961":5,"99650061":5,"9965048209369255":[],"9966080206050006":[],"996694948530336":[],"9967458":5,"9967912002709148":24,"99700706":5,"99709215":5,"99724883":[],"99729756":5,"9973102337301051":[],"99751458":5,"99758326":5,"99775587":5,"99775949":[],"99793613":5,"99799099":5,"99813653":5,"99820454":[],"99828624":5,"99829953":[],"9983295":5,"99845267":5,"99854557":24,"998577":5,"99861053":5,"99862019":24,"99869482":24,"99871521":5,"99876945":24,"99881845":5,"99883628":24,"99884384":5,"99884409":24,"99891093":24,"99891873":24,"99893323":5,"99898558":24,"999":[9,20],"99901131e":[],"99901896":5,"99903755":5,"99906023":24,"99911427":5,"99912709":24,"99913489":24,"99918546":5,"99919837":5,"99920175":24,"99926459":5,"99927642":24,"9993237":5,"99933188":5,"9993511":24,"99938942":5,"99941797":24,"9994385":5,"99944272":5,"99948754e":[],"99949266":24,"99949306":5,"99953381":5,"99953475":5,"99956735":24,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":24,"99970988":5,"9997332":5,"99975913":5,"99977416":[],"99977849":5,"99978365":24,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"99991263":5,"99992698":[],"999927":[],"99992746":5,"99993978":5,"99995":5,"9999555851685968":[],"999955585168597":6,"9999840939906267":[],"9999858320366368":[],"9qcu8vcxxru":[],"9x":6,"9y":6,"\u00f8yvind":[6,24],"abstract":1,"boolean":4,"break":[0,4,6,11,14,23],"byte":[18,23],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,17,18,23],"catch":[0,23],"char":[],"class":[0,1,3,4,6,7,8,9,11,12,13,20,23],"const":[],"default":[0,1,2,4,6,7,13,16,18,23,24],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,18,24],"ekstr\u00f8m":4,"eng\u00f8i":[],"enum":[3,4,14],"export":9,"f\u00f8470":[21,23],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,19,20,21,23],"float":[0,3,4,5,9,11,13,14,18,23,24],"function":[2,3,4,5,9,14,15,16,17,18],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,20],"int":[0,1,2,3,4,5,6,11,13,14,18,20,24],"long":[0,1,3,4,12,13,23],"m\u00f8svatn":6,"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,18,23,24],"null":23,"public":[0,3,4,14,17,23],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,18,20,23,24],"s\u00f8rli":[],"s\u00f8rlie":[],"sch\u00f8yen":[6,24],"short":[4,5],"steinsv\u00e5g":[],"super":[5,24],"switch":0,"throw":[3,6,20],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,18,20,23,24],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,18,20,23,24],"var":[1,5,6,10,11,13,20,23,24],"while":[0,1,3,4,5,6,7,8,9,11,12,13,20,23,24],A:[2,3,5,6,7,10,11,12,13,16,17,18,19,20,21,22,24],AND:2,And:[0,3,4,5,6,9,13,17,20],As:[0,1,2,3,4,5,6,8,10,12,13,16,18,20,23,24],At:[0,4,6,13,23],BE:[0,23],Be:[2,17,23],Being:13,But:[0,1,2,3,5,6,9,10,20,24],By:[0,3,5,6,12,13,18,23,24],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24],IF:6,IN:22,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,17,18,20,23,24],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24],Is:11,Ising:[5,12,24],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,23,24],Its:[1,2,4,11],NO:[7,11],No:[6,9,23],Not:[0,1,5,6,23,24],OR:20,Of:20,On:[0,3,15,19,20,21,22,23],One:[0,1,3,4,5,6,7,8,11,12,13,20,24],Or:[0,1,6,23],Such:[0,6,12,16,20],That:[0,5,7,10,11,12,14,20,23],The:[4,10,13,14,15,16,18,19,20,21,22],Then:[0,1,6,8,9,10,11,12,13,14,18,23,24],There:[0,3,4,5,6,8,9,11,12,14,18,19,20,21,23,24],These:[0,3,4,5,8,9,10,11,12,13,14,15,16,18,20,21,23,24],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,20],With:[0,5,6,8,9,10,11,12,14,18,20,23,24],_0:[5,8,10,11,13,24],_1:[2,5,6,8,10,11,12,13,14,18,24],_2:[2,5,8,11,12,13,18,24],_3:18,_4:18,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,18,23,24],_________________________________________________________________:[],__call__:[],__class__:10,__doc__:6,__future__:[8,9],__getitem__:[],__init__:[1,2,3,4,14],__main__:2,__mosek:[],__mul__:2,__name__:[2,10],__traceback__:[],__version__:[3,4,14],_api:[3,4,14],_asarrai:[],_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,18,20,24],_auto2:[2,3,4,5,6,12,13,18,20],_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],_ax:[],_base:8,_broadcasting_shape_rul:[3,4,14],_build:[0,17,22,23],_build_call_output:[],_c:1,_call:[],_call_flat:[],_check_1d:[],_check_optimize_result:[7,11],_compon:11,_config_pb2:[],_coordinate_desc:6,_copy_docstring_and_deprec:[],_cpgg0jyh8m:[],_decor:[0,23],_delta:[3,4,14],_depth:9,_dilate_shap:[3,4,14],_ey:[3,4,14],_fraction:9,_get_lin:[],_getitem_multilevel:[],_handl:[],_i:[0,1,2,5,6,7,8,11,12,13,15,16,23,24],_inference_funct:[],_interpolatefunctionerror:[],_is_primit:[],_j:[0,1,2,3,5,6,8,13,24],_jit_compil:[],_k:13,_l:12,_lambda:[6,23],_leaf:9,_logist:[7,11],_m:10,_make_vjp:[2,13],_maybe_define_funct:[],_multilayer_perceptron:1,_n:[2,5,8,11,13,24],_node:[2,9,13],_not_impl:[3,4,14],_notokstatusexcept:[],_np:[],_num_output:[],_one:[3,4,14],_p:[5,8,24],_plot_arg:[],_process_traceback_fram:[],_r:[],_ratio:11,_reduce_and:[3,4,14],_reduce_max:[3,4,14],_reduce_min:[3,4,14],_reduce_or:[3,4,14],_reduce_sum:[3,4,14],_reduce_window_max:[3,4,14],_reduce_window_min:[3,4,14],_reduce_window_prod:[3,4,14],_reduce_window_sum:[3,4,14],_sampl:9,_select_forward_and_backward_funct:[],_split:[6,9],_src:[3,4,14],_stateful_fn:[],_stateless_fn:[],_sy:[3,4,14],_t:13,_test:6,_trace:[2,13],_tri:[3,4,14],_upcast_fp16_for_comput:[3,4,14],_valu:[2,13],_varianc:11,_weight:9,_xla_comput:[3,4,14],_zero:[3,4,14],a0:3,a0faa0:[9,10],a1:[0,23],a2:[0,23],a3:[0,23],a4:[0,23],a_0:[0,23],a_1a:[0,23],a_2a:[0,23],a_3:[0,23],a_3a:[0,23],a_4:[0,23],a_4a:[0,23],a_:[0,1,16,18,23,24],a_h:1,a_i:[0,1,2,12,23],a_j:[1,12],a_k:[0,1,12],a_ndim:[],aaron:22,ab:[0,2,5,13,14,23,24],ab_channel:17,abandon:1,abbrevi:19,abid:20,abil:[0,10,23],abl:[0,1,4,5,6,7,10,12,13,16,24],abort:[],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,18,21],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,22,23,24],abovement:6,abscissa:13,absolut:[0,2,5,6,13,23,24],absorb:24,acceler:13,accept:[0,3,6,9,23,24],access:[0,3,11,20,24],accid:[4,6],accident:[3,4,14],accmod:[],accompani:[0,23,24],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,20,23],accordingli:11,account:[0,3,5,13,15,20,23],accumul:[12,13,20],accur:[0,3,4,6,10,13],accuraci:[0,1,3,4,5,6,7,9,10,11,12,23,24],accuracy_scor:[0,1,10,23],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,18,23],aco:20,acquaint:[17,23],acquir:[1,17,23],acr:[0,24],across:[1,3,6,9,17,23],act:[1,3,18],action:20,activ:[0,2,3,4,9,19,21,23],actual:[0,1,4,5,6,8,11,16,18,20,23,24],ad:[1,3,4,5,8,13,14,15,16,18],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,21,23],adapt:[4,6,13,22,24],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,20,23,24],add_lin:[],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,18,20,21,22,23,24],addition:[12,13],address:[1,9,11,13,23],adjac:[3,12],adjoint:[5,24],adjust:[0,5,12,13],admir:[0,23],advanc:[4,6,12,22,23],advantag:[1,3,5,6,10,13,18],adversari:23,afecionado:23,affect:3,affin:[0,3,8,11,24],afford:3,aficionado:23,aforement:14,african:[0,24],after:[0,1,2,4,5,6,9,11,12,13,15,17,18,20,23,24],afterward:[0,23],ag:[0,7,19,23,24],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,20,23,24],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,20],agreement:13,ahead:9,ai:[0,22],aid:11,aim:[0,1,4,6,7,11,14,15,16,17,18,24],ainv:5,airplan:3,aka:5,al:[0,2,4,15,16,22,23,24],alarm:[5,7],algebra:[0,3,5,13,17,24],algo:[],algorithm:[0,1,2,4,5,6,7,8,13,14,17,18,20,22,23],align:[0,2,5,6,7,8,13,20,23,24],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,19,20,21,22,23,24],all_gath:[3,4,14],all_to_al:[3,4,14],allevi:[1,13],alloc:[3,18],allow:[0,1,2,3,5,6,8,10,13,15,16,17,18,23,24],almost:[0,1,6,8,11,13,20,23],alon:[2,9],along:[2,3,4,5,6,9,10,11,17,18,23,24],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,20,23,24],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13],alpha_k:13,alpha_m:10,alpha_n:3,alpha_opt:13,alreadi:[2,3,4,5,6,10,12,17,18,20,23,24],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,23,24],alter:1,altern:[0,1,4,5,6,7,8,9,11,13,18,23,24],although:[0,1,5,6,8,10,13,16,23],alwai:[0,3,5,6,12,13,16,20,23,24],am:[4,24],ame2016:[0,23],american:[0,24],among:[0,3,5,9,10,12,18,23,24],amongst:5,amount:[0,1,3,4,6,8,10,14,17],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,18,20,21,22,24],an_:20,anaconda3:[],anaconda:[0,1,15,17,23],analog:13,analys:6,analysi:[1,3,4,7,14,15,16,18,22],analyt:[2,3,5,6,7,12,13,15,17,23,24],analyz:[0,1,3,4,5,6,14,16,20,23,24],andrew:1,angl:[0,3,9,24],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,20,23,24],anim:[4,12],ann:12,annot:[0,1,3,7,8,23,24],announc:23,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,18,20,23,24],anp:2,ans_vspac:2,ansatz:[0,23],answer:[0,1,3,5,6,18,21,23],antialias:[2,6],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,20],anytim:[21,23],apach:[1,3,4,14],apart:[11,13],api:[1,3,4,14,17,23],appar:2,appear:[0,1,3,13,16,18,20,23],append:[1,3,4,8,9,13,23],appendcon:[],appendvar:[],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,20,22,23,24],applic:[0,1,3,4,5,6,7,9,12,13,18,20,22,23,24],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,20,22,24],appropri:[2,6,9,12,13,17,20],approv:23,approx:[0,2,3,6,10,11,13,20,23],approxim:[0,1,2,3,4,5,6,7,10,11,13,20,23,24],apt:[0,15,17,23],aq:20,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],aragorn:23,arang:[1,3,4,6,7,9,10,12,13,23],arbitrari:[1,4,6,8,12,13,20],arbitrarili:[0,1,11,23],arc:6,architectur:[3,4,12],area:[0,3,6,9,22,23],arg:[0,2,13,23],argc:[],argmax:[1,11],argmin:[4,10,14],argnum:[2,13],argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,23,24],argv:[],argval:2,aris:[0,6,12,13,20,23],arithmet:[0,13,18,23],arm:[3,4,6,14],arma:[],armadillo:18,around:[0,1,4,5,6,11,20,23],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,20,24],arrang:[3,23],arraybox:[2,13],arriv:[0,6,9,11,18,20,23],arrow:12,arrowprop:8,art3d:13,art:[0,1,15,17,23],articl:[0,3,4,6,10,23,24],artifici:[0,2,7,12,22,23],artificialneuron:12,arug:13,arxiv:[3,4],as_fram:24,asap:23,asarrai:[0,2,6,9,24],asc:[],ascii:[],ashrafi:[],asid:24,ask:[5,6,11,12],aspect:[0,6,17,23,24],assembl:[0,3,23],assert:4,assess:[0,6,23,24],assici:4,assign:[0,7,8,9,12,13,14,19,21,22,23,24],associ:[0,6,9,12,14,20,23],associative_scan:[3,4,14],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],assumpt:[0,3,5,6,9,11,20,23,24],ast:[0,5,6,23],astronomi:[23,24],astyp:[4,9,10],asymmetri:[0,23],asymptot:[4,6],async_wait:[],atla:23,atoi:[],atom:[0,23],attempt:[0,4,6,7,8,10,23],attend:19,attent:[0,18,23],attr:[],attract:[0,10,23],attribut:[0,3,4,9,13,14,23],attributeerror:[3,4,13,14],audi:[0,23],audio:[3,4],august:[15,16,23],aurelien:[0,15,19,22,23],austfjel:6,author:[0,1,3,4,10,14,20,23],authour:23,auto:[6,9,10,20],autocor:20,autocorrelation_tim:20,autocorrelform:20,autocovari:20,autoencod:[4,17,23],autoencond:17,autograd:[17,23],autograph:[3,4,14],autom:[0,17,22,23],automac:18,automag:23,automat:[0,1,2,3,4,11,16,17,18,23],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,17,18,19,21,22,23],averag:[0,1,3,6,9,10,13,14,20,21,23,24],avg:[],avoid:[0,3,4,5,6,9,11,13,14,18,23,24],avx2:[],avx:[],awai:[2,3,6,24],awar:[2,10],award:[21,23],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,18,23,24],axes3d:[2,6,13],axes_grid1:6,axessubplot:24,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,18,20,23,24],axiom:5,axlabel:[0,23],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,20,21,23,24],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:[0,1,2,12,23],b_ia_:[0,23],b_ia_i:0,b_index:9,b_is_vec:[],b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_meta:[],b_score:9,b_valu:9,bachelor:[19,21],back:[0,3,4,5,6,8,9,10,15,18,20,23,24],backbon:18,backend:[1,4],backend_specific_transl:[3,4,14],background:[22,23,24],backpropag:1,backtrack:9,backup:18,backward:[1,2,4,12,18],backward_pass:2,bad:[6,24],badli:20,bag:[9,17,23],bag_clf:10,baggin:23,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:6,band:18,bandwidth:18,bar:[0,6,11,15,16,23],barber:22,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,17,20,21,22,23,24],basi:[5,7,8,10,11,12,13,18,24],basic:[2,6,8,12,13,14,17,20,23],batch:[3,4,11,12,13,14],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,17,22,23],bbupeevmxtg:[],bc298b802fe2:[],beam:23,becattini:21,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,23],beccatini:23,becom:[0,1,2,5,6,7,9,12,13,20,23,24],been:[0,1,2,3,4,5,6,11,12,13,17,18,23,24],befor:[0,1,2,3,4,5,6,7,8,12,13,14,18,20,23,24],beforehand:[0,20,23],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,21,23,24],behav:[1,6,13],behavior:[0,1,13,23],behaviour:12,behind:[0,1,6,8,13,23],behnoosh:[],being:[0,1,2,3,4,5,7,8,10,11,12,13,20,23,24],believ:[9,18],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,20,23,24],benchmark:10,bendik:[],benefici:[1,13],benefit:[0,1,4,11,13,15,17,23],bengio:[1,19,22,23,24],benign:[1,7,9],bennosh:[],besid:[4,5],bessel:[5,24],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,21,23,24],beta:[0,1,3,5,6,7,10,11,13,16,23,24],beta_0:[0,1,3,5,6,7,13,23,24],beta_0x_:[0,23,24],beta_1:[0,1,3,5,6,7,10,13,23,24],beta_1x_0:[0,23],beta_1x_1:[0,7,23],beta_1x_2:[0,23],beta_1x_:[0,23,24],beta_1x_i:[7,13,24],beta_2:[0,3,13,23,24],beta_2x_0:[0,23],beta_2x_1:[0,23],beta_2x_2:[0,7,23],beta_2x_:[0,23,24],beta_2x_i:24,beta_3:3,beta_3x_i:24,beta_4x_i:24,beta_:[0,3,6,7,13,23,24],beta_i:[0,3,5,23,24],beta_j:[0,5,6,13,23,24],beta_k:13,beta_linreg:13,beta_m:10,beta_mg_m:10,beta_n:3,beta_p:7,beta_px_p:7,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,23,24],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,20,23,24],beyond:[0,1,5,6,8,13,23,24],bf:[13,14,18,20],bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,23,24],bias:[1,2,3,5,6,9,12],big:[0,1,2,5,6,14,23],bigger:[1,6,24],bigr:12,bike:9,bilbo:23,bilek:[],billion:[3,12,17],bin:[0,7,20,24],binari:[0,2,3,5,7,9,10,12,23],binarycrossentropi:4,bind:[0,24],binomi:[17,20,23],binsboot:6,bioinformat:[0,23],biolog:[1,12],bios1100:[17,23],bird:[0,3,23],birth:23,bishop:[19,22,23],bit:[1,4,18,20,23],bitwis:[3,4,14,20],bivari:2,bk:[0,13,24],bla:[18,23],black:[8,9,14],bledso:23,blob:23,block:[6,10,17,18,20,23],blockingavg:[],blockingstd:[],blockingvar:[],blocksiz:[],blocksizemax:[],blocksizemin:[],blogpost:4,blue:[0,3],bluntli:23,bm:24,bmatrix:[0,1,3,5,7,8,11,13,18,23,24],bmi:1,bodi:[0,1,4,12,23],bold:1,boldfac:[0,5,16,24],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,23],boltzmann:[12,17,23],book1:22,book:[22,23],boost:[1,9,17,23],boostrap:10,bootavg:[],bootstd:[],bootstrap:[1,13,17,23],bootvar:[],bootvec:[],borrow:23,boston_dataset:[0,24],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,17,18,20,21,23,24],bottl:7,bound:[0,8,12,24],boundari:[2,4,8,11,12],boundkei:[],box:[4,9],boxed_arg:2,boyd:[8,13],bracket:[4,20],brain:[1,7,12],branch:9,breast:[5,7,11],breviti:13,brew:[0,15,17,23],brg:8,brief:24,briefli:[0,23],bring:[0,5,6,10,23,24],broad:[0,23],brought:[13,17,23],brownle:4,browser:23,brunton:[],brute:[3,5,11,24],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,18,20,23],built:[0,1,3,4,6,24],bunch:11,busi:[0,24],bx:[],bzl:[],c1:[8,11],c2:[8,11],c95af3df0cdd:[],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24],c_0:20,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,20,24],c_i:[12,13],c_k:20,ca:[1,23],cabc613b8702:[],cach:10,cal:[0,8,10,12,13,15,16,23],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,20,23],california:24,call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,24],callabl:[],callback:[],calor:[0,24],cambridg:[13,22],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24],cancel:[0,13,23,24],cancellation_manag:[],cancer:[5,10],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,19,20,23,24],canopi:[0,15,17,23],canva:23,cap:5,capabl:[0,1,8,13,17,23],capac:[2,21],capita:[0,24],captur:[4,11,12],captured_input:[],car:[3,4],card:[0,7,23],cardin:1,care:11,carefulli:13,carlo:[0,6,17,20,22,23],carri:[2,6,7],cart:10,carvalho:[],casella:22,cast:1,cat:[3,4],categor:[0,1,3,9,11,23],categori:[0,1,3,7,10,12,14,23,24],categorical_crossentropi:[1,3],caus:[0,5,6,20,23,24],causal:0,causat:[0,23],cax:1,cb:[6,23],cbar:1,cbook:[],cc:[0,1,5,13,23,24],ccc:[5,12],cd_fast:6,cdf:20,cdot:[0,2,6,12,13,14,18,20,23],celebr:13,cell:[0,2,3,4,6,9,10,13,14,15,23],center:[0,1,6,7,8,9,11,14,20,23],centr:[],central:[0,3,5,6,8,16,18,23,24],centroid:[14,20],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,20,23,24],cg:13,cha:[0,24],chain:[0,1,13,17,20,23],chanc:[1,5,13,20],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,18,20,23,24],channel:3,chapter3:0,chapter:[0,6,10,11,18,22,23,24],charact:[0,3,5,8,23,24],character:[8,9,10,12,20],characterist:[0,1,3,10,13,23],charg:[0,23],charl:[0,24],chase:4,chat:23,chd:7,chddata:7,cheap:[5,24],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,18,23,24],checkmark:3,checkpoint:[3,4,14],checkpoint_dir:4,checkpoint_prefix:4,chemic:[],chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,18,23,24],choleski:[5,18,24],choos:[2,3,6,9,10,11,13,14],chosen:[0,1,2,6,8,9,10,13,16,20,23],chosen_datapoint:1,christian:22,christoph:[19,22,23],cifar10:3,cifar:3,cin:[],circ:[1,12],circl:[0,8,12,24],circuit:3,circumfer:9,circumv:[1,5,13,24],ckpt:4,clariti:20,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[],classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,17,22,23,24],classifi:[0,1,4,7,9,10,11,23],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,20,24],clever:[1,10],clf3:0,clf:[0,6,8,9,10,23,24],clf_lasso:6,clf_ridg:[6,23],clip:[3,20],clone:21,close:[0,1,2,4,6,8,9,11,12,13,14,20,22,23],closer:[3,5,13,24],closest:[8,11,13,14],closur:[17,23],cloud:[17,23],cluster:[0,1,4,6,11,17,23],cluster_label:14,cm:[1,2,3,6,8,9,13],cmap:[0,1,2,3,4,6,8,9,10,23],cmap_arg:6,cmath:[],cmb:19,cmd:9,cmu:24,cn_:20,cnn:12,cnn_kera:3,cntk:[17,23],co:[0,2,3,6,9,13,23],code:[3,4,6,7,8,15,16,17,18,20,22],coef0:8,coef:[0,23],coef_:[0,5,6,8,9,13,23,24],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,18,23,24],coerc:[0,6,23],coin:[10,20],coin_toss:10,col:[0,11,23,24],colab:[17,23],cold:9,colinear:[0,24],collaps:8,collect:[0,2,6,10,11,17,20,22,23],collinear:[5,24],color:[0,3,4,6,8,9,10,20],color_channel:3,color_cod:6,colorbar:[1,6],colsample_bytre:10,colsaobject:10,colspec:[0,23],column:[0,1,2,5,6,7,8,9,11,12,18,23,24],columntransform:9,com:[3,4,6,14,17,22,23],combin:[1,2,5,6,7,10,20],come:[0,1,3,4,5,12,13,14,15,23,24],command:[0,1,23],comment:[0,4,5,6,15,16,23,24],commerci:[0,15,17,23],commod:[0,23],common:[0,1,3,5,6,7,9,11,13,14,20,23,24],commonli:[0,1,4,6,7,9,13,14,24],commun:[0,12],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,23,24],compair:0,compar:[0,3,4,5,6,11,13,15,16,18,23,24],comparison:[2,4,13],compat:[3,4,7,14],compet:[0,23],competit:10,compil:[0,1,3,4,13,15,17,18,23],complet:[0,2,3,4,9,12,23],completenn:12,complex:[1,5,8,9,11,12,13,15,16,23],complic:[0,1,9,13,23],compoment:24,compon:[0,1,3,4,5,6,7,9,14,16,17,23,24],components_:11,compos:[9,12,13,14,17,23],compphys:[0,6,17,19,21,22,23,24],compress:[0,23,24],compris:6,compromis:[5,24],compulsori:[17,23],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,22,23,24],computation:[0,3,6,9,13,20,23],computationalscienceuio:23,con:[],concat:23,concaten:[2,4,6,14],concav:[1,9,13,24],concentr:[0,10,24],concept:[0,2,17,23,24],conceptu:[12,13],concern:[0,1,4,7,23],concic:23,conclud:[0,5,13],conclus:1,cond:[2,3,4,14],conda:[0,1,15,17,23],condis:24,condit:[0,2,4,5,6,8,9,11,13,20,23,24],conduct:[17,23],condwav:2,coneqp:[],confid:[0,5,6,7,8,23,24],config:[3,4,14],config_pb2:[],configur:3,confirm:[5,12],confus:[5,6,7,10,18,24],confusion_matrix:9,congruenti:20,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,18,23,24],consequ:[5,6,8,10,12,13,24],conserv:[5,14,24],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,18,20,23,24],consider:[0,1,5,13,23,24],consist:[0,1,2,3,4,6,12,13,20,24],constant:[0,2,3,4,5,6,8,12,13,14,20,23,24],constitu:[0,23],constitut:[2,6],constrain:[1,3,5,7,11],constraint:[5,6,8,13,24],construct:[0,1,2,3,5,6,7,8,9,10,11,18,20,23,24],contact:[0,23],contain:[0,2,3,4,5,6,7,8,9,11,12,13,14,18,20,22,23,24],contemporari:23,content:[1,17,18,23],context:[6,10,13],contigu:18,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,18,20,23,24],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,20,23,24],contributor:[0,23],control:[0,1,3,9,13,15,17,23],control_flow:[3,4,14],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],conv_general_dilated_patch:[3,4,14],convei:23,conveni:[0,5,6,12,13,18,23],convent:[12,24],converg:[1,2,4,5,6,7,8,11,13,14,24],convergencewarn:[1,6,7,8,11],convert:[0,1,3,4,5,9,11,13,14,18,23,24],convert_phas:[3,4,14],converter_error_data_pb2:[3,4,14],converttomatrix:4,convex:[4,5,7,24],convinc:13,convolut:[1,4,17,23],cool:[4,9],coolwarm:6,coordin:[5,12,14,24],coorel:[0,24],copi:[0,1,2,14,24],copyright:[3,4,14],core:[2,3,4,10,13,14,23],corel:23,coronari:7,corr:[0,5,7,11,24],correalt:[11,17],correct:[0,1,2,3,4,5,7,13,18,20,23,24],correctli:[1,2,6,7,10],correl:[0,1,3,5,6,7,10,12,13,17,20,23],correlation_matrix:[0,5,7,11,24],correspond:[0,3,5,6,8,9,11,12,15,16,17,18,20,23,24],cortex:12,cosin:[3,6],cost:[0,2,3,5,6,7,8,9,12,13,16,23],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:13,could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,20,23,24],coulomb:[0,23],count:[0,9,19,20,21,23],countor:13,coupl:[4,5,6],cours:[0,1,3,5,11,19,21,24],courvil:[19,22,23,24],cout:[],cov:[5,6,11,18,20,23,24],cov_xi:[5,11,24],cov_xx:[5,11,24],cov_yi:[5,11,24],covari:[0,7,17,18,23],covariance_matrix:[5,11,14,24],cover:[0,5,17,21,22,24],covert:[0,23],covxi:20,covxx:20,covxz:20,covyi:20,covyz:20,covzz:20,cpj4mh7m9no:[],cpu:[1,3,4,14],cpu_feature_guard:[],craft:3,crawford:23,creat:[1,2,3,4,5,6,9,10,11,12,13,17,23],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,24],credit:[0,7,21,23],crim:[0,24],crime:[0,24],criteria:[0,4,9,10,14,20,23],criterion:[9,10,13],critic:[6,23,24],cross:[0,1,3,7,9,10,13,17,20,23,24],cross_entropi:4,cross_val_scor:6,cross_valid:[7,10],crossvalid:6,crucial:[1,20],cs231:3,cs:[19,21],csr_matrix:[18,23],cstdlib:[],csv:[0,4,6,7,9,23],ctnk:1,ctx:[],cubic:0,cumbersom:5,cumsum:[10,11,23],cumul:[7,10,20],cumulative_heads_ratio:10,cup:5,current:[1,2,3,4,6,13,14,22],curs:[0,24],curv:[6,7,10,12],curvatur:13,custom:[6,14],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10],cvxbook:13,cvxopt:[5,8,24],cyber:[],cycl:[1,3,4,12,14],cyclotron:24,d1:[],d2:[],d2_g_t:2,d3:[],d670a873ab0c:[],d985fb40c43d:[],d:[1,2,3,4,5,6,7,8,9,10,11,13,14,18,20,21,23,24],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,18,24],dai:[1,9,17],dalen:[],damp:3,daniel:[21,23],darget:9,darkr:20,dat:[0,23],dat_id:[0,6,7,9,23,24],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,18,22],data_handl:[],data_id:[0,6,7,9,23,24],data_indic:1,data_modul:24,data_panda:23,data_path:[0,6,7,9,23,24],data_url:24,databas:1,databookuw:[],datafil:[0,6,7,9,23,24],datafram:[0,4,5,7,9,11,23,24],datapoint:[1,5,6,7,11,13,24],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,23,24],datatyp:4,date:[15,16,23,24],daughter:10,david:22,dbh:1,dbo:1,dcomposit:18,ddot:2,dead:1,deadlin:[16,19],deal:[0,1,3,5,6,8,11,13,14,18,20,23,24],dealt:0,debt:7,debug:[0,5,6],decad:[0,3,23],decai:[0,13,20,23],decemb:[19,21,23],decent:10,decid:[0,2,3,5,6,9],decim:[0,23],decis:[0,1,8,11,17,22,23],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,18,23],decompos:[5,6,18,24],decomposit:[0,6,12,23],decompost:[5,24],deconvolut:3,decor:[0,23],decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13],deduc:[0,23],deep:[3,7,12,13,17,19,22,23,24],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,17,23],deeper:[0,3,4,23],deeplearningbook:22,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,20,23,24],def_covari:20,def_funct:[],default_tim:4,defect:[5,24],defici:[5,24],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,24],definit:[1,2,5,6,7,8,10,11,12,13,18,20,24],defint:20,defun:[],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,20,23],del:1,delet:6,delimit:4,deliv:[19,23],delta:[0,2,3,6,8,12,13,14,23],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,18],delta_h:[0,1,23],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,23],delug:17,delv:[0,23],demand:13,demonstr:[0,3,5,6,7,11,12,17,23,24],den:4,denomin:[1,5],denot:[1,2,6,7,13,20],dens:[1,3,4],dense_1:[],densiti:[0,2,6,20,23],depart:[21,23,24],depend:[0,1,2,4,5,6,7,8,11,12,13,15,17,18,20,23,24],depict:20,deploy:[0,15,17,23],deprec:[2,6,13,23,24],deprecate_nonkeyword_argu:[0,23],depth:[0,3,9,10,18],deriv:[0,1,2,6,7,8,10,11,13,16,17,23],derivati:13,derivative_fn:13,descend:[5,9,11,24],descent:[0,1,3,7,8,12,23,24],descr:24,describ:[0,2,4,5,6,8,10,11,12,13,18,23],descript:[0,8,9,23],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,23],designmatrix:[0,23],desir:[0,2,4,5,13,14,23,24],despit:[1,12],destroi:18,det:[5,18,24],detail:[0,6,11,13,14,18,24],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,18,20,23,24],determinist:[7,13,20],dev:1,develop:[0,3,5,8,10,11,12,17,18,23,24],deviat:[0,1,2,4,5,6,20,23,24],device_nam:[],devicearrai:[3,4,14],devis:12,df1:23,df:[4,8,11,13,23],di:[0,24],diag:[5,8,24],diagnost:[1,10],diagon:[0,5,7,13,18,20,23,24],diagonaliz:[5,24],diagram:10,diagsvd:6,dice:[6,20],dict:[6,8],dict_kei:24,dictionari:[0,24],did:[0,1,5,6,7,10,11,14,23],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,20,22,23,24],differenti:[0,3,16,17,18,23,24],differential_oper:[2,13],difficult:[0,1,6,10,13,20,23],difficulti:[0,1,13,23],diffonedim:2,digit:[0,1,3,4,6,19,21,23],dilemma:13,dilut:1,dim:[4,11,14,18],dimens:[0,1,2,3,4,5,8,9,11,14,16,18,23,24],dimension:[0,4,5,6,9,11,13,14,17,18,23],dimensionless:[0,3,23],diment:18,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,23,24],directli:[1,4,5,6,20,24],directori:9,disabl:[3,4,14],disadvantag:[0,23],disappear:[3,6],disc_loss:4,disc_tap:4,discard:[6,11],disciplin:[0,3,12,23],disclaim:20,discord:23,discourag:[13,24],discov:[0,23],discover:5,discret:[1,3,5,7,13],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24],diseas:7,disguis:[6,24],disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,20,23,24],displaystyl:[0,5,23,24],displot:24,disregard:[0,23],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,20,24],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,20,23],distplot:[0,24],distribut:[0,1,4,6,7,10,11,13,14,15,16,17,18,23,24],distrubut:[0,15,17,23],div:[],dive:[0,8,18,23],diverg:[1,13],divid:[0,1,2,3,5,6,7,8,9,11,12,20,23,24],divis:[6,8,9,13,18,20],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,23],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,23],doc:[0,6,17,19,21,22,23,24],document:[4,7,11,13,24],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,18,20,23],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13],domin:[0,23],don:[0,1,3,5,6,8,11,13,15,17,23,24],done:[0,2,3,4,5,6,9,10,11,13,18,23,24],dot:[0,2,3,5,6,7,8,9,10,11,12,13,18,20,23,24],doubl:[3,4,18,23],doubli:1,down:[0,3,6,9,11,12,13,23],download:[0,1,3,5,6,18,22,23],downsampl:3,dozen:1,dq:6,drag:13,dramat:11,drastic:4,draw:[4,6,10,13],drawback:[0,1,3,13,24],drawn:[1,4,6,7,11,20,23],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,20,23,24],dropna:[0,6,23],dropout:4,ds:[],dt:[2,3,13,20],dtype:[0,1,2,3,4,14,18,23,24],dualiti:6,dub:[0,23],due:[1,2,5,6,8,10,12,13,21,23,24],dummi:[0,24],dure:[0,1,3,4,8,9,11,17,23],dwell:[0,24],dwh:1,dwo:1,dx:[2,3,8,20],dx_1:20,dx_1p:6,dx_2p:6,dx_mp:6,dx_n:20,dxp:6,dy:[1,8,20],dynam:4,dysth:[],dz:8,e7cu:[],e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,24],e_:[0,2,23],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21,23,24],eager:[],eapprox:[0,23],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,23,24],earthexplor:6,eas:[6,9,14],easi:[0,5,6,7,8,9,10,11,12,13,17,18,23,24],easier:[5,6,8,9,13,20,23,24],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,23,24],eastern:[21,23],ebind:[0,23],eblock:9,econometr:23,economi:5,ecosystem:[17,23],ect:19,edg:3,edgecolor:6,edu:[13,24],educ:[0,23,24],eface79dac2c:[],eff:20,effect:[1,4,10,13,20],effic:1,effici:[0,3,10,13,17,18,20,23],efron:6,egrad:13,eig:[5,11,13,18,20,23,24],eigen:20,eigenpair:[5,11,24],eigenvalu:[0,5,8,11,13,18,23,24],eigenvector:[5,11,13,24],eight:[18,23],eigval:[18,20,23],eigvalu:[11,13],eigvec:[18,20,23],eigvector:[11,13],eispack:[18,23],either:[1,5,6,7,8,9,10,11,13,15,16,20,23,24],ekstrom:[],elabor:20,elarn:3,electr:[0,3,12,23],electron:23,electur:[],eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,22,24],elementari:[10,13,18],elementwis:[3,13],elementwise_grad:[2,13],elessar:23,elif:[2,14],elim:18,elimin:[3,8],els:[1,2,3,4,7,9,12,13,18],elu:1,elus:[0,23],email:[19,21,23],embed:[0,11,24],embodi:6,emit:20,emner:22,emphas:[0,10,17,23],emphasi:[0,17,22,23],empir:[1,11,20],emploi:[0,1,5,6,11,13,20,23,24],employ:[0,23,24],empti:[6,10],emul:12,en:[17,22],enabl:11,enable_check:[3,4,14],enbodi:6,encapsul:[3,4,14],encod:[0,3,5,9,11,14,23,24],encompass:[0,20,23],encount:[0,1,5,6,7,13,20,23,24],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,20,21,23,24],end_box:[2,13],end_nod:[2,13],end_valu:[2,13],endl:[],endpoint:[3,6],energi:[0,4,6,24],enet_coordinate_desc:6,enforc:12,eng:22,engin:[0,1,3,4,17,23],english:[],enorm:3,enough:[0,6,13,23],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,20,24],ensure_initi:[],entail:23,enter:[5,6,24],enthought:[0,15,17,23],entir:[1,3,7,9,17,20,23],entiti:[9,12,18,23],entri:[0,5,8,11,12,18,23,24],entropi:[1,3,7,10,13,23],enumer:[0,1,2,3,4,6,8,23,24],env:[0,1,2,3,4,6,7,8,11,13,14,20,23,24],environ:[2,17],eo:[0,6,23],eol:[0,23],eosfit:[0,23],epoch:[0,1,3,4,12,13,23],epsilon:[0,5,6,7,13,23,24],epsilon_0:[0,23],epsilon_1:[0,23],epsilon_2:[0,23],epsilon_:[0,23],epsilon_i:[0,23,24],eq:[3,13,14,18,20],eqnarrai:[3,5,6],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,18,20,23,24],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,18,20],equilibrium:[2,12],equiv:[3,13,18,20],equival:[0,1,5,7,8,11,13,17,18,23,24],erf:20,eriador:23,eridg:23,err:[0,10],err_:6,err_sqr:2,errat:13,errno:9,erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,20],error_estimate_corr_tim:20,error_handl:[],error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13],essenti:[0,5,6,9,10,12,14,20,24],establish:[0,6,10,11,15,23],estim:[0,1,5,6,7,10,11,13,17,20,23,24],estimated_mse_fold:6,estimated_mse_kfold:6,estimated_mse_sklearn:6,et:[0,2,4,15,16,22,23,24],eta0:[8,13],eta:[0,1,3,8,12,13,23],eta_:13,eta_t:13,eta_v:[0,1,3,23],etc:[0,1,3,5,7,8,9,11,12,13,14,15,17,18,20,24],ethic:[17,23,24],etsim:[],euclidean:[0,14,24],evalu:[0,2,3,4,5,6,9,13,20,23,24],evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,17,18,20,23,24],evenli:4,event:[3,4,5,7,10,14,20],eventu:[0,5,6,11,12,13,21,24],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,17,20,21,23,24],everyth:[4,12],everywher:[4,13],evolv:[0,23],exact:[0,2,5,11,12,13,18,20,23,24],exactli:[0,3,4,6,12,17,24],exam:23,examin:6,exampl:[5,11,12,13,15,16,17,18,20,22],exce:[1,12,13],excel:[0,1,4,5,10,23,24],except:[2,3,4,6,8,9,14,18],excess:[0,23],excit:[0,23],exclud:[1,6,12,24],exclus:[0,1,3,6,20,23],execut:[2,5,13,24],executing_eagerli:[],exemplifi:13,exercic:[21,23],exercis:[5,17,19,21],exhaust:6,exhibit:[0,5,6,8,23,24],exist:[0,1,2,3,5,6,7,8,9,13,18,23,24],exit:[5,18,24],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,20,23,24],exp_term:1,expand:[5,7,11,13,24],expans:[0,3,5,8,10,12,13,23,24],expect:[0,1,5,6,7,11,12,13,15,16,17,23,24],expectation_value_of_h_wrt_p:20,expens:[6,10,13],experi:[0,1,6,8,13,17,23,24],experiment:[0,3,4,6,9,14,20,23],experimental_get_tracing_count:[],expert:[1,9],explain:[0,6,9,10,11,13,23],explained_variance_ratio_:11,explanatori:[0,23],explicit:[0,3,6,13,18,23,24],explicitli:[0,4,23],explod:1,exploit:[0,3,12,13,23],explor:[1,4,6,8,13,17],expon:1,exponenti:[0,1,5,6,10,13,20,23],export_graphviz:9,export_text:9,exporttext:9,expos:[17,23],express:[0,2,3,5,6,7,10,12,13,16,18,20],exptmean:20,exptvari:20,extend:[0,2,7,11,13,17,23],extens:[0,12,15,17,23],extent:[0,1,6,22,23],extern:[3,6,9],extra:[1,3,5,21,23,24],extract:[0,3,5,6,7,8,11,13,18,23,24],extrapol:[0,23],extrem:[0,1,4,5,6,7,8,9,13,16,18,24],extremum:13,extrins:11,ey:[0,5,6,13,14,18,23],f11:[0,23],f12:[0,23],f13:[0,23],f1:13,f1_grad:13,f1d:13,f2:13,f2_grad_x1:13,f2_grad_x1_analyt:13,f2_grad_x2:13,f2_grad_x2_analyt:13,f3:13,f3_grad:13,f3_grad_analyt:13,f3ckh:[],f401:[3,4,14],f4:13,f4_grad:13,f4_grad_analyt:13,f5:13,f5_grad:13,f6:13,f6_for:13,f6_for_grad:13,f6_grad_analyt:13,f6_while:13,f6_while_grad:13,f6d7a289d493:[],f7:13,f7_grad:13,f7_grad_analyt:13,f8:13,f8_grad:13,f9:[0,13,23],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,20,21,23,24],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:20,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16],f_m:[3,10],f_n:3,f_raw:[],f_vec:2,f_wrap:2,face:13,facecolor:[6,8,20],facil:[0,15,17,23],facilit:12,fact:[0,1,3,5,9,11,12,13,23,24],factor:[0,1,3,5,6,9,10,11,13,18,20,23,24],factori:13,fade:6,fafab0:[9,10],fahimeh:[21,23],fail:[0,6,7,8,11,13,21,23],failur:7,fairli:[1,2,20],fake:4,fake_loss:4,fake_output:4,fall:[8,9,19],fals:[0,1,2,3,4,5,6,7,9,10,14,18,23,24],famili:[0,7,8,20],familiar:[0,3,5,6,8,15,17,18,20,23],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,23,24],fashion:[0,9,10,23],fast:[1,3,6,10,12,13,17,20,23],faster:[1,11,13],fastest:[13,18],favor:7,favorit:20,fc:3,fdf8a5d7c717:[],fdfcc778e1f8:[],fe5b9d300cc0:[],featur:[0,1,3,5,6,7,8,10,11,12,13,17,20,23],feature_nam:[0,1,7,9,24],feautur:9,fed:1,feed:[0,2,3,11,17,23],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,23],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,17,21,23],feet:[0,24],fei:23,fetch:[6,24],fetch_california_h:24,fetch_openml:24,few:[1,3,4,5,9,20,23],fewer:[0,9,11,23],ffnn:[1,12],fft2:[3,4,14],fft:[3,4,14],fft_batching_rul:[3,4,14],fft_p:[3,4,14],fftfreq:[3,4,14],fftn:[3,4,14],fftshift:[3,4,14],fgakzw6k1qq:[],field:[0,3,6,12,17,23],fifth:[0,6,15,16,23],fig:[0,1,2,3,4,6,7,12,13,14,23],fig_id:[0,6,7,9,23,24],figaxi:20,figsiz:[0,1,2,3,4,6,7,8,9,10,23,24],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,17,23,24],figure_id:[0,6,7,9,23,24],figurefil:[0,6,7,9,23,24],file:[0,2,3,4,5,6,7,9,13,14,23,24],file_prefix:4,filenam:[23,24],filenotfounderror:9,fileout:[],filepath_or_buff:[0,23],fill:[5,9,24],filter:[3,4],filtered_flat_arg:[],filtered_tb:[],financ:[0,23],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,20,23,24],find_top_boxed_arg:[],fine:[0,14,15,23],finish:2,finit:[3,5,6,12,13,20,24],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,18,20,21,22],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,20,24],fit_beta:[6,24],fit_intercept:[0,5,6,24],fit_mod:9,fit_transform:[0,6,8,9,11],fiti:[0,23],five:[0,9,23,24],fix:[0,3,4,6,10,11,12,13,23],fixedformatt:6,fixedloc:6,fkkt:[],flag:4,flake8:[3,4,14],flat:[12,13],flatbuff:[],flatten:[1,3,4,5,18],flexibl:[1,6,8,10,12,23,24],flip:[21,23],float32:[4,9],float64:[4,18,23,24],flop:[5,18,24],flow:[1,4,12],fluctuat:5,fly:11,flyvbjerg:[],fm:[0,23],fma:[],fmax:3,fmesh:13,fn:7,focu:[0,3,4,5,6,15,17,22,23,24],focus:[1,6,7,18,24],fold:[6,9],folder:[0,1,4,6,13,23],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],font:[0,7,20,23],fontdict:20,fontsiz:[1,6,8,9,10,20],fontweight:1,footprint:3,foral:[8,24],forc:[0,5,6,10,11,23,24],forcast:4,forecast:[4,12],forelesningsvideo:[],forest:[0,1,9,17,23],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,18,20,23,24],formal:[3,4,14,20],format:[0,1,2,3,4,6,7,8,9,10,11,17,20,22,24],format_data:4,formatstrformatt:[6,13],formul:[4,6,11,14],formula:[3,13,20],forth:[4,12],fortran2003:[17,23],fortran90:20,fortran:[0,15,17,18,23],fortun:[0,11,24],forward:[0,3,6,17,18,23],forward_backward:[],forward_compatibility_horizon:[3,4,14],found:[1,2,4,5,6,12,13,23,24],foundat:[17,23],four:[4,5,6,8,12,18,19,21,23],fourier:[0,23],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,23,24],fp:7,fr:[],frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],fractal:9,fraction:9,frame:[7,23],framework:[1,8,10,20],frank:[5,11],frankefunct:[5,6,11,24],fredli:[21,23],free:[0,6,11,13,15,16,17,18,20,21,22,23],freecodecamp:17,freedom:5,freeli:[0,23],frequenc:[3,6,7,20],frequent:[0,8,9,13,23],frequentist:17,fresh:10,frida:[],fridai:[16,21,23],friedman:[6,19,22,23,24],friendli:4,frodo:23,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,20,21,22,23],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,23,24],fstream:[],fulfil:[2,5,12,24],full:[0,1,3,5,7,9,10,13,20,23,24],full_matric:[5,24],fulli:[3,6,12,19,20],fun:[2,13,17,23],fun_nam:2,func:[0,2,23,24],functionali:11,functool:[3,4,14],fundament:[0,6,17,23],funtion:2,further:[2,7,9,23],furthermor:[0,3,5,6,7,11,12,13,17,23,24],futur:[0,4,8,9,23,24],futurewarn:[0,23,24],fx:[],fy:[15,19,21,22,23],fys5419:[22,23],fys5429:[22,23],g0:2,g42mrgv128v34gnnhxwk9nrc0000gp:[],g:[0,1,2,3,4,6,8,9,10,11,13,14,20,23],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,7,9,10,13,24],galleri:[0,23],game:4,gamge:23,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,23],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,23],gamma_i:[0,8,20,23],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:[0,23],gap:[6,8],gate:[4,12],gather:[0,1,12,24],gaug:12,gaussbacksub:18,gaussian:[4,5,6,8,14,20],gaussian_point:14,gaussian_rbf:8,gave:13,gbc:[19,23],gca:[2,6,8,13],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,20,24],gemv:[],gen:[],gen_loss:4,gen_tap:4,gender:[0,23],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,18,20,22,24],generallay:12,generate_and_save_imag:4,generate_imag:4,generate_latent_point:4,generate_simple_clustering_dataset:14,generated_imag:4,generator_loss:4,generator_loss_list:4,generator_model:4,generator_optim:4,genexpr:[],genom:17,geodes:11,geometr:[0,13,23],geometri:5,georg:22,geotif:6,geq:[2,5,8,9,13,24],geron:[0,15,19,22,23],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,17,18,20,21,23,24],get_dummi:9,get_loc:[],get_next_color:[],get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,getsolutionslic:[],getval:[],gg:[],gibb:[17,23],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,17,23],giter:13,github:[0,3,4,6,14,15,17,19,21,22,23,24],gitlab:[0,15,17,23],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,20,23,24],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],global:[6,7,13],glorot:1,gmail:[],gnew:13,go:[0,1,3,5,6,8,9,11,12,13,23,24],goal:[0,7,9,23],goe:[0,1,2,5,6,13,14,18,23,24],golden:13,gone:[5,24],gong:1,good:[1,3,4,5,6,9,10,11,13,17,20,22,24],goodfellow:[4,19,22,23,24],googl:[1,3,4,14,17,23],got:[1,6],gov:6,gp:22,gpu:[1,13,17,23],grad:[2,13],grad_analyt:13,grade:19,gradient:[0,3,4,7,8,9,12,17,23,24],gradient_desc:[],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6],graph:[1,9,11,12,13],graph_debug_info_pb2:[],graph_from_dot_data:9,graph_funct:[],graphic:[0,1,9,23],grasp:[0,23],gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,20],greatli:13,greedi:9,green:[0,3,9,20],grei:4,grid:[1,3,6,7,8,12,20,24],grossli:13,ground:[0,23],group:[0,6,7,9,14,17,19,21,23],groupbi:[0,23],grow:[1,3,9,10],growth:[0,23],gru:4,guarante:[0,4,13,20,23,24],guess:[1,4,10,13,14],guestrin:10,guid:1,guilherm:[],h1:2,h21:[],h:[0,1,5,6,8,13,16,20,21,22,23,24],h_1:[2,13],h_2:[2,13],h_:[0,13,23],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,20,23,24],haa:[21,23],habit:[0,24],had:[0,1,6,7,13,23],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,17,18,19,20,21,22,23,24],handi:3,handl:[0,1,2,5,9,11,17],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5,23],handwrittennot:23,happen:[1,2,3,4,5,6,10,13,20,24],hard:[1,7,8,10,13],hardcopi:[17,23],harder:[0,1,24],harmon:3,hasn:1,hassl:[0,15,17,23],hast:[17,23],hasti:[0,6,15,16,19,22,23,24],hat:[0,1,5,6,7,9,10,11,12,13,18,24],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,24],haven:1,hdtta7prrfi:[],he:7,head:[0,4,10,20,24],header:[0,23,24],heads_proba:10,health:[0,24],hear:[0,13,23],heart:[0,7,23],heatmap:[0,1,3,7,23,24],heavili:[0,23],heavisid:1,height:[1,3,6,24],held:13,help:[0,1,4,12,13,16,23],helper:[4,14],henc:[0,5,6,8,9,10,12,13,23,24],henrik:[21,23],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,24],hereaft:[0,8,12,23],hermitian:18,hessenberg:18,hessian:[0,2,5,13,16],heterogen:[9,10],hfft:[3,4,14],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,23],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,24],high:[0,1,2,3,4,5,6,9,10,11,13,14,17,18,23,24],higher:[0,1,3,5,6,8,13,23,24],highest:[1,2],highli:[0,3,4,10,17,18,22,23,24],highwai:[0,24],hing:8,hint:[13,16,24],hip:17,hire:[0,23],hist:[4,6,7,20],histogram:[0,6,7,20,24],histor:[7,11],histori:[3,4,12],histplot:24,hit:[],hitherto:5,hjorth:[21,23,24],hm6ay5ds6o0:[],hobbi:20,hoc:[5,24],hoff:22,hold:[1,3,6,13,14],holder:[0,23],holomorphic_grad:[2,13],home:[0,24],homepag:23,homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,20,23],horizont:11,hors:[3,7],hot:[1,9],hour:[1,17,19,20,21,23],house_pric:24,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,20,23,24],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,23,24],hs:[],hspace:[0,4,8,10,20,23],hstack:[1,24],htf:[19,23],html:[0,7,11,17,19,21,22,23,24],http:[0,3,4,6,7,11,13,14,17,18,19,21,22,23,24],huang:[0,23],huber:[0,23],huge:[1,3,4,17],human:[0,1,3,6,9,12,23,24],humid:9,hundr:1,hungri:1,hybrid:19,hydrogen:[0,23],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,23,24],hyperplan:11,i0:[0,23],i1:[0,6,8,12,23,24],i2:[0,8,12,23],i3:[0,12,23],i5:[0,23],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,21,23,24],i_1:[5,6],i_2:[5,6],i_:13,ian:22,ic:1,id:[7,13],ida:[21,23],idea:[0,1,2,3,4,6,9,10,12,13,18,23,24],ideal:[0,2,6,8,13,20,23,24],idem:6,ident:[5,6,12,13,18,24],identical:[],identifi:[0,1,7,9,11,12,13,14,23,24],idum:[],ieor:20,ifft2:[3,4,14],ifft:[3,4,14],ifftn:[3,4,14],ifftshift:[3,4,14],ifi:22,ifs:[17,23],ignor:[0,1,3,9,24],ihfft:[3,4,14],ii:[18,20],iii:[18,23],ij:[0,1,3,6,8,12,14,16,18,20,23,24],ik:[0,18,23,24],illustr:[5,7,10,12,13,14,17,23],im:6,imag:[1,3,4,6,9,11,12,14,22,23],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,23,24],image_width:3,imageio:6,imagenet:23,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,17,23],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,20,23,24],impli:[3,5,6,7,13,18,24],implicit:3,implicitli:[11,20],importantli:3,importerror:[3,4,14],impos:[0,6,11,12,23],imposs:[0,5,23,24],impress:[0,12,23],improv:[0,4,5,9,10,11,13,24],impur:9,imread:6,imshow:[1,3,4,6],in1:2,in2:2,in3050:[22,23],in3310:23,in4080:[22,23],in4300:[22,23],in4310:22,in5400:3,in5550:22,in_out_neuron:4,inaccur:13,inacio:[],inact:12,inadequ:[0,23],inch:[6,24],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,20,21,22,23,24],include_bia:[6,9],incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,20,23,24],increasingli:20,ind:6,inde:[0,2,4,5,6,13,23,24],indefinit:4,indent:[],indentationerror:[],independ:[0,5,6,7,8,12,13,20,23,24],index:[0,1,3,4,10,14,17,18,20,22,23,24],index_col:[0,23],index_of:[],indic:[0,1,3,4,5,6,9,10,11,13,16,23,24],indispens:6,individu:[1,6,7,10,12,20,23,24],indu:[0,24],indx1:2,indx2:2,indx3:2,indx:18,ineffici:[3,13],inequ:[8,13],inequaltii:[],inertia:13,inf1000:[17,23],inf1100:[17,23],inf1100l:[17,23],inf1110:[17,23],inf3000:23,inf4490:[],inf5860:[],infeas:9,infer:[0,1,4,6,22,23],infer_nrow:[0,23],inferenc:1,infil:[0,6,7,9,23],infin:[5,6,7,11,24],infinit:3,infinitesim:20,influenc:[6,10],influenti:1,info:23,inform:[0,1,3,4,6,9,11,12,13,14,18,22,23],infti:[3,6,13,20],ingeni:13,ingrad:2,ingredi:[0,9,23],inher:6,inherit:[18,23],initi:[0,1,2,3,4,6,10,13,14,18,20,23],initial_epoch:[],initialis:[],initialize_root:[],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],inner:[0,13,24],innov:[],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,20,23,24],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,24],insert:[3,5,6,8,10,20,24],insid:[0,4,7,24],insight:[0,1,5,17,23,24],insist:[6,13,24],inspir:[0,1,12,23],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,23,24],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,18,20,23,24],institut:1,instruct:[0,1,15,16,23],int32:10,int64:24,int64index:23,int_0:20,int_:[3,6,20],int_a:20,intak:[0,24],integ:[1,2,13,14,18,20,23],integer_vector:1,integr:[3,6,20,23],intellectu:23,intellig:[0,14,22,23],intend:[10,23],intens:1,intention:14,interact:[0,6,9,12,17,23],intercept:[0,6,8,11,13,16,23],intercept_:[0,6,8,9,13,23,24],interchang:[5,12,18],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,17,20,23,24],interfac:[0,1,18,24],interior:[0,9,23],intermedi:[18,24],intern:[1,10,12],interpol:[1,3,4,6,12],interpr:[5,24],interpret:[0,1,3,4,6,9,10,12,13,14,18,20],interv:[0,3,5,6,7,13,20,23,24],intial:13,intract:[0,4,24],intrins:[3,11,18,20,23],intro:[17,22,23],introduc:[0,1,5,6,8,10,12,18,20,23],introduct:[1,2,4,13,22,24],introductori:[0,4,18,22,23,24],intuit:[0,5,6,8,12,13,23],inv:[0,5,13,23,24],invalid:[1,8],invalu:[0,13,15,17,23],invari:1,invd:5,inver:8,invers:[0,3,6,13,15,16,23,24],invers_period:[],inverse_transform:8,invert:[0,5,7,10,13,23],invh:13,invok:[0,8,24],involv:[0,2,6,7,11,12,24],io:[0,17,19,21,22,23,24],iomanip:[],iostream:[],ip:[0,8,20,23],ipca:11,ipykernel_20528:1,ipykernel_20614:6,ipykernel_20669:13,ipykernel_20702:23,ipykernel_41811:[],ipykernel_42331:[],ipykernel_42376:[],ipykernel_42449:[],ipykernel_42456:[],ipykernel_42530:[],ipykernel_42541:[],ipykernel_42553:[],ipykernel_42573:[],ipykernel_42580:[],ipykernel_42586:[],ipykernel_47411:[],ipykernel_47448:[],ipykernel_47647:[],ipykernel_47724:[],ipykernel_47735:[],ipykernel_65914:[],ipykernel_9414:[],ipykernel_94478:[],ipykernel_94529:[],ipykernel_94582:[],ipykernel_96694:[],ipynb:[17,23],ipython:[0,5,7,9,11,14,15,17,23,24],iq:6,irfft2:[3,4,14],irfft:[3,4,14],irfftn:[3,4,14],iri:[8,9],irreduc:6,irrelev:[5,24],irrespect:[0,23],is_integ:[],isbox:[2,13],iscomplexobj:[],isinst:[],isn:5,isnul:[0,24],isomap:11,isotop:23,issu:[1,3,4,9,14,18,24],it_arrai:13,item:[0,13,23],items:[18,23],iter:[1,2,4,6,7,8,11,13,14,20],itr:[],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,20,23],itself:[5,6,12,20,24],ix:[],j1:18,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,18,20,22,23,24],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknavg:[],jackknif:[6,17,23],jackknstd:[],jackknvar:[],jackknvec:[],jacobian:[2,13],jacobian_shap:2,jakobsen:[21,23],jargon:[],jason:4,jax:[3,4,14,17,23],jaxlib:[3,4,14],jensen:[21,23,24],jerom:22,jhfgq77fpq:[],ji:[12,18],jit:13,jj:[0,5,6,23],jk:[0,1,6,12,18,23],jl:[0,23],jm:18,jnp:[3,4,13,14],joao:[],joaogca:[],job:[2,8,10],join:[0,4,6,7,9,23,24],joint:[4,5],journal:[],judg:13,judgement:6,julia:[17,18],jump:20,junk:4,jupit:23,jupyt:[0,15,17,22,23],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,23,24],justif:[0,23],justifi:[3,10],jy:[],jydg2xzka5:[],k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,17,18,20,21,23,24],kaggl:6,kappa_d:20,karim:[],karl:[21,23],karlsen:[],karush:8,kate:23,katrin:[21,23],keep:[0,1,4,5,6,11,13,14,18,23,24],keepdim:[1,6,10,18],kei:[0,1,3,6,12,24],kept:[4,6,14],kera:[0,4,17,23],kernel:[0,1,3,17,23,24],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,23],kevin:[22,23],keyboardinterrupt:2,keyerror:2,keyword:[6,13,18,23],kfold:6,kg:1,ki:18,kick:[1,13],kiener:2,kilomet:[6,24],kind:[0,2,3,4,8,12,13,14,23,24],kj:[6,12,18,24],kjm:[17,23],kkt:8,kktsolver:[],kl0m3:[],kl:20,km:[12,23],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,17,23,24],knowledg:[0,17,23],known:[1,3,4,5,6,7,8,9,12,18,20,22,24],kondev:[0,23],kp:20,kpca:11,kroneck:14,kuhn:8,kutz:[],kvalsund:[21,23],kwarg:[0,2,13,23],kwd:[0,23],kwown:[0,23],l0:7,l1:[0,1,3,7,23],l1_l2:[1,3],l1regl:5,l1regls_mosek2:[],l1regls_mosek:[],l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,18,20,23,24],l_1:7,l_2:[7,13],l_:18,l_j:12,la:13,la_i:12,la_k:12,lab:[17,23],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,17,18,20,23,24],label_prob:[],labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1,24],laboratori:[19,24],lack:[0,23],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,20,23,24],lambda_0:11,lambda_1:[5,8,11,24],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,24],lamda:1,lamdbda:[],land:[0,8,24],landmark:8,landscap:13,langl:[0,6,11,20,23,24],languag:[0,1,4,8,15,17,18,22,23],lapack:[18,23],laplac:5,laptop:17,larg:[0,1,2,4,5,6,8,9,10,11,13,15,17,18,20,22,23,24],larger:[0,3,5,6,8,10,11,13,20,23,24],largest:[4,8,11],lasso:[0,7,17,23],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,18,20,21,23],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15,17,23],latest:[4,17],latest_checkpoint:4,latex:23,latter:[0,3,6,7,8,11,13,16,18,20,23,24],lattic:12,law:[0,23],lax:[3,4,14],layer:[0,4,13,14,23],lbfg:[7,9,10,11],lcc:[5,6],lda:11,ldot:[0,6,11,23],le:[5,7,10,13,20,24],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,18,20,23,24],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,18,19,21,22],learnabl:3,learner:10,learnig:23,learning_r:[8,10],learning_rate_init:[0,1,23],learning_schedul:13,least:[0,2,7,8,10,11,15,16,17,18,20],leat:13,leav:[0,1,3,5,6,9,11,23],lectur:[0,1,5,10,11,12,13,15,17,18,19,21,22],lecturenot:[0,17,22,23],lecturenovember11:[],lecturenovember12:[],lecturenovember19:[],lecturenovember25:[],lecturenovember26:[],lecturenovember4:[],lecturenovember5:[],lectureoctober14:[],lectureoctober15:[],lectureoctober1:[],lectureoctober21:[],lectureoctober22:[],lectureoctober28:[],lectureoctober29:[],lectureoctober7:[],lectureoctober8:[],lectureseptember10:[],lectureseptember16firstpart:[],lectureseptember16secondpart:[],lectureseptember17:[],lectureseptember23:[],lectureseptember24:[],lectureseptember2:[],lectureseptember30:[],lectureseptember3:[],lectureseptember9:[],lecturethursdayaugust26:[],lecturethursdayaugust27:[],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,18,20,23,24],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,23,24],len:[0,1,2,3,4,5,6,8,9,10,11,12,18,23,24],len_index:[0,23],length:[0,1,2,3,4,8,9,13,16,17,23,24],length_of_sequ:4,leq:[0,5,7,8,13,14,20,23,24],less:[0,1,3,4,5,6,8,9,13,17,20,23,24],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],letter:[0,16,18,20,23,24],level:[0,1,5,6,9,17,18,19,21,23,24],li:[8,11,23],lib:[0,1,2,3,4,6,7,8,11,13,14,23,24],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,18,20,22,24],licens:[0,1,3,4,14,15,17,23],lie:[0,6,11,20,24],life:[0,1,8,12,23],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,17,18,20,23,24],likelihood:[0,1,5,9,23,24],lim_:20,lima:[21,23],limit:[0,5,6,7,8,11,12,18,23,24],lin_clf:8,lin_model:[0,24],lin_reg:9,linalg:[0,2,3,4,5,6,8,11,13,14,18,20,23,24],line1:8,line2:8,line2d:13,line3:8,line:[0,2,3,4,6,8,9,10,11,13,14,15,23,24],linear:[1,3,5,6,7,9,10,11,12,17,20],linear_model:[0,5,6,7,8,9,10,11,13,23,24],linear_regress:6,linear_util:[3,4,14],linearli:[5,24],linearloc:[6,13],linearregress:[0,6,7,9,23,24],linearsvc:8,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10],link:[0,4,9,12,17,21,23],linlag:5,linpack:[18,23],linreg:[0,23],linspac:[0,2,3,4,6,8,9,10,13,15,16,18,20,23,24],linu:4,linuek:[],linux:[0,1,15,17,23],liquid:[0,23],list:[0,1,2,3,4,9,17,23,24],listcomp:2,listedcolormap:[9,10],lite:[3,4,14],lite_const:[3,4,14],literatur:[1,7,14,22],littl:[1,3,9,12],live:8,ll:[0,20,23,24],llc:[3,4,14],lle:[0,24],lloyd:[4,14],lmb:[0,2,5,6],lmbd:[0,1,3,23],lmbd_val:[0,1,3,23],lmbda:13,ln:[1,13],lo:[],load:[0,1,4,6,7,9,10,24],load_boston:[0,24],load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],loc:[0,3,6,7,8,9,10,23],local:[0,1,2,3,7,12,13,23,24],locat:[2,3,8],lock:[],log10:[0,2,5,6],log1p:2,log:[0,1,2,3,4,5,6,7,9,10,11,13,14,18,23,24],log_:[0,23],log_clf:10,logarithm:[0,5,7,18,23],logic:[0,1,9,23],logist:[0,1,2,8,9,10,11,12,13,17,24],logistic_predict:[],logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6,23],longer:[2,3,8,10,14,18,20,23],loocv:6,look:[0,1,2,3,4,5,6,7,8,9,10,11,13,18,20,23,24],lookup:[3,4,14],loop:[1,4,6,10,12,14,17,18,23],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,18,23],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,24],low:[0,6,9,10,11,23,24],lower:[0,1,3,6,9,10,16,18,24],lowercas:[18,23],lowest:[9,13,20],lr:[1,3,4,10],lstat:[0,24],lstm:4,lstm_2layer:4,lstsq:[0,23,24],lt:6,lu:[0,3,4,5,14,23,24],lubksb:18,luckili:2,ludcmp:18,lux:18,lvert:1,lw:[0,23],m:[0,1,2,3,5,6,8,9,10,11,12,13,18,19,20,21,22,23,24],m_1:14,m_:[9,12],m_h:[0,23],m_k:14,m_l:12,m_n:[0,23],m_p:[0,23],m_t:13,ma:11,mac:[3,4,14],machin:[1,3,4,5,6,7,9,10,11,12,14,15,18,19,22,24],machinelearn:[0,6,17,19,21,22,23,24],machinelearningmurphi:[],mackai:22,made:[0,1,3,4,5,6,7,9,11,12,23,24],mae:[0,23],magic:4,magnitud:[1,6,7,13,24],mai:[0,1,2,3,5,6,7,8,9,11,12,13,17,18,20,24],mail:[19,21],main:[0,1,3,4,5,6,7,9,18,22,23,24],mainli:[0,5,6,7,9,23,24],maintain:[6,24],major:[1,6,9,10,13,18,23],make:[1,2,3,4,5,6,7,8,11,12,13,17,18,20,22],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,24],make_vjp:[2,13],makedir:[0,6,7,9,23,24],makeplot:[0,23],malcondit:18,malign:[1,7,9],mammographi:5,manag:[0,2,3,15,17,23],mandatori:[21,23],mani:[0,1,3,4,5,6,7,8,9,11,13,14,17,18,20,22,23,24],manifold:11,manner:3,manual:[6,24],map:[0,1,2,3,4,6,7,8,11,12,14,20,23],margin:[0,5,8,23],mari:[],marit:[0,23],mark:23,marker:[0,7,18,23,24],markov:[17,23],marsaglia:20,mask:[],mass:[0,1,5,13,24],massag:[0,23],masses2016:[0,23],masses2016ol:[0,23],masses2016tre:0,masseval2016:[0,23],master:[6,19,21,23],mat1100:[17,23],mat1110:[17,23],mat1120:[17,23],mat3155:[],mat4155:[],mat:[17,23],match:[0,1,4,5,13,14,23,24],materi:[4,5,7,13,18,21],math:[3,7,12,13,18,20,22,23],mathbb:[0,4,5,6,7,8,11,12,13,14,18,20,23,24],mathbf:[0,5,6,7,8,13,18,23,24],mathcal:[1,5,6,7,13],matheemat:3,mathemat:[0,6,11,12,13,17,18,20,22,23],mathemati:23,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,20,23,24],matmul:[1,2,5],matmul_adjoint_1:[],matmul_vjp_0:[],matmul_vjp_1:[],matnat:22,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,20,23,24],matplotlibdeprecationwarn:[6,13],matric:[0,1,3,4,6,7,8,11,13,16,17,24],matrix:[0,2,3,4,6,7,8,10,13,15,16,20],matshow:1,matter:[2,3,13,24],max:[0,1,2,3,4,9,10,12,13,21,23],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13,23],max_iter:14,max_leaf_nod:10,max_queue_s:[],max_sampl:10,maxdegre:[0,6,10,24],maxdepth:10,maxim:[1,4,5,7,8,11],maximum:[0,1,2,3,5,7,8,9,10,13,14,23,24],maxpolydegre:[5,6],maxpooling2d:3,mbox:[5,6,24],mc:[],mccorduck:23,mcculloch:12,mcint:[],mcintsqr2:[],md:11,mdoel:4,mdyt6uwokt0:[],mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,20],mean_absolute_error:[0,23],mean_divisor:14,mean_i:20,mean_matrix:14,mean_squared_error:[0,4,6,7,10,23,24],mean_squared_log_error:[0,23],mean_vector:14,mean_x:20,meaning:[0,4,7,23],meansquarederror:[0,23],meant:[2,3,7,10,13],meantempvec:[],meanvec:[],measur:[0,1,2,5,6,9,11,12,14,20,23,24],mechan:[0,4,20,23],median:[0,23,24],medicin:12,medium:[4,8,13],medv:[0,24],meet:[0,21],mehta:[0,23,24],memori:[3,4,11,12,13,18,23],mention:[0,12,13,20,23],mere:[0,15,23],mersienn:[],meshgrid:[2,5,6,8,9,10,11,24],messag:[5,13],messi:2,met:[0,3,8,23,24],metadata:2,meteorolog:9,meter:[6,24],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,20,22,23,24],metion:6,metric:[0,1,3,4,6,7,9,10,14,15,16,23,24],metropoli:[17,23],mev:[0,20,23],mgd:13,mglearn:[17,23],mgrid:13,mhjensen:[1,2,3,4,6,7,8,11,14,24],mi:10,mia:[21,23],michigan:[23,24],microsoft:22,mid:1,midel:4,midnight:16,midpoint:9,might:[0,1,2,4,6,9,13,24],mild:9,miller:[],millimet:[6,24],million:[0,23,24],mimic:12,min:[0,2,5,8,9,23],min_:[0,2,5,14,23,24],min_samples_leaf:9,mind:[0,6,13,23,24],mindboard:4,mine:[17,23],mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,11,13,14,23,24],minim:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,24],minima:[0,1,7,13,23],minimum:[0,1,2,6,8,9,11,13,24],minmaxscal:[0,24],minor:[6,13,20],minst:1,minu:7,mirror:9,misc:6,misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10,24],mistak:4,mit:22,mix:[1,2,23],mixtur:13,mk48pfcxgyk:[],mk:[9,18],mkdir:[0,6,7,9,23,24],ml:[0,1,10,13,18,24],mlab:20,mle:[5,7],mline:[],mlir:[],mlir_graph_optimization_pass:[],mlp:1,mlpclassifi:1,mlpregressor:[0,23],mm:18,mn:[12,20],mnist:[1,11],mod:20,mode:[19,21,23],model:[2,3,5,7,8,9,10,11,13,14,15,16,17,20,22,24],model_select:[0,1,3,5,6,7,9,10,11,23,24],modelanalyz:[3,4,14],moder:10,modern:[0,6,7,17,23],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,23,24],modul:[0,3,4,7,11,14,18,23],modular:20,modulenotfounderror:[],modulo:20,moe:[11,24],moment:[5,6,13,20],monitor:13,monoton:[5,12,20],mont:[0,6,17,20,22,23],montecarlocycl:[],moor:[5,6],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,17,20],moreov:[0,3,23],morten:[21,23,24],mortenimac:[],mosek:[],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,20,23,24],mostli:[1,11],motion:[0,13,23],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,20,23,24],mp4:[],mpl:[0,7,23],mpl_toolkit:[2,6,13],mplot3d:[2,6,13],mplregressor:1,mse:[0,4,5,6,9,10,15,16,23,24],mse_simpletre:10,mselassopredict:5,mselassotrain:5,mseownridgepredict:6,msepredict:5,mseridgepredict:[0,5,6],msetrain:5,msg:[0,23,24],msle:[0,23],mt19937_64:[],mt:[7,12],mu0:20,mu1:20,mu2:20,mu:[0,6,11,13,20,23],mu_1:24,mu_:[6,20,24],mu_i:[6,24],mu_n:11,mu_x:20,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,18,20,23,24],mul:[],multi:[0,1,3,7,17,23,24],multiclass:[1,7],multidimension:[11,12,23],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,20,24],multipli:[2,3,5,6,11,13,18,20,24],multiplum:8,multivari:[0,2,10,11,17,20,23],multivariate_norm:[11,14],murphi:[11,22,23],must:[0,1,2,5,6,8,10,12,13,14,20,23,24],mutat:7,mutual:[1,3,6,13],mx_:20,myenv:[0,1,2,3,4,6,7,8,11,13,14,23,24],myriad:[0,15,17,23],mz1:20,mz2:20,n1:18,n2:18,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,18,20,23,24],n_0:[12,20],n_:[1,2,3,8,12,20],n_b:[],n_boostrap:[6,10],n_bootstrap:6,n_categori:[1,3],n_cluster:14,n_compon:11,n_epoch:13,n_estim:10,n_examples_to_gener:4,n_featur:1,n_filter:3,n_hidden:2,n_hidden_neuron:[0,1,23],n_i:20,n_input:[0,1,3,24],n_instanc:9,n_iter_i:[7,11],n_job:10,n_k:14,n_l:[12,20],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14],n_split:6,n_step:4,n_t:2,n_x:2,nabla:[1,13],nabla_:[2,13],nabla_w:13,nag:13,naimi:[0,23],naiv:7,naive_kmean:14,najafi:[21,23],nall:[0,23],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,17,18,20,21,23,24],nameerror:[6,10,15],namespac:[3,4,14],narrow:13,nary_f:[2,13],nary_op_arg:[2,13],nary_op_kwarg:[2,13],nary_oper:[2,13],nation:[1,5,24],nativ:[17,23],natur:[0,1,4,8,9,12,13,20,22,23],navier:12,nb:20,nb_:18,nbconvert:23,nboot:[],nd:14,ndarrai:[2,6],ndef:13,ndim:[],ne:[9,10,18,20,24],ne_xcl2ctm0:[],nearest:[1,3,6,11],nearli:13,neat:23,neccesari:6,necess:2,necessari:[0,1,3,4,8,14,23],necessarili:[0,4,11,20,23],necesserali:5,neck:7,need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,24],neg:[0,1,3,5,6,7,10,13,18,20,23],neg_mean_squared_error:6,neglect:20,neglig:20,neighbor:[3,6,11],neither:[4,13],neq:[13,14,20],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[18,23],network:[0,9,13,17,22,24],neural:[0,13,17,22,24],neural_network:[0,1,2,23],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,23],neutron:[0,23],never:[1,4,6,9,20],new_box:[2,13],new_chang:13,new_hobbit:23,new_root:[2,13],new_trac:[2,13],new_tracing_count:[],newaxi:[0,3,6,9],newli:[0,23],newton:[1,7,8,13,20],next:[0,1,2,3,4,5,6,8,9,13,14,23,24],next_guess:13,next_input:4,nf8_grad:13,nfrom:13,ng:1,ngini:9,ni:14,nian:[],nice:[0,1,5,11,23,24],nichola:[],nicholaskarlsen1102:[],nimport:13,niter:13,nitric:[0,24],nlambda:[0,5,6],nlevel:[],nlp:22,nm:20,nm_n:[0,23],nmse:6,nn:[2,5,6,12,18],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,23,24],noise_dimens:4,noisi:[1,6],non:[0,1,3,5,6,7,9,10,11,12,13,14,18,20,23,24],none:[0,1,2,3,4,5,9,10,13,14,20,23,24],nonlinear:[3,6,8,9,11,12],nonneg:[6,9,13],nonparametr:6,nonsens:20,nonsingular:18,nonumb:[3,7,8,13,18],noqa:[3,4,14],nor:[1,4,13],norm:[0,1,5,6,8,11,13,23,24],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,17,18,20,23,24],normali:[18,23],normalize_kwarg:[],norvig:23,norwai:[6,23],notat:[0,2,5,6,13,14,20,23,24],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,17,18,20,22,23],notebook:[0,1,3,9,15,17,23],notesexercise5week452022:23,noth:[1,2,5,8,12,14,20,24],notic:[4,5,12,13,18,20,23],notimplementederror:2,notion:3,notrace_primit:[],novel:[3,6,10],novemb:[1,19,21,23],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,18,20,23,24],nowadai:[0,1,3,9,17,23],nox:[0,24],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,20,23,24],npr:2,nprint:13,nsampl:[6,9],nspin:[],nt:2,nthi:[0,23],ntrained_model:6,nu:20,nuclear:[5,24],nuclei:[0,20,23],nucleon:[0,23],nucleu:[0,23],num:4,num_allow_arg:[0,23],num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_output:[],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,21,23],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,18,22,23,24],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,24],numpy_box:2,numpy_rank_promot:[3,4,14],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,24],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:20,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,18,21,22,23,24],obei:[6,11,13,24],object:[0,1,2,4,6,8,10,13,18,23,24],objsens:[],obliqu:[5,24],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,20],obtain:[0,1,5,6,7,8,9,10,12,13,14,18,20,23,24],obviou:[5,6,11,20,24],obviouli:23,obvious:[0,4,5,6,18,23],oc:24,occupi:[0,24],occur:[0,6,8,9,18,20,23],octob:[19,21,23],od:0,odd:[0,3,7,23,24],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,20],offer:[6,11,17,18,19,21,23],offic:[21,23],offici:[19,23],ofil:[],ofstream:[],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,23,24],ofter:[18,23],oh6i_oscwpc:[],ol:[0,13,15,16,23,24],old:[1,5,10,13],ols_sk:6,ols_svd:6,olsbeta:[0,5],olxksel3p4a:[],omega:[2,3,6],omega_0:3,omit:[0,5,23,24],on_train_batch_begin:[],onc:[1,6,9,11,13],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,17,18,20,21,23,24],oneapi:[],onednn:[],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,18,23,24],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],onlin:[11,19],onto:[5,11,24],op_nam:[],opbdi:[],open:[0,1,4,6,7,9,15,17,19,21,23],oper:[0,1,3,4,5,6,10,11,12,13,14,15,17,20,23,24],operation:20,ophint:[3,4,14],oplu:20,opmiz:13,opportun:[0,23],oppos:[6,13],opposit:[1,5,8,24],opresolvertyp:[3,4,14],opt:[1,5,23],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16],optimis:[1,3],optimizer_v2:[],option:[0,1,3,5,6,7,8,11,18,24],optionalxlacontext:[],optmiz:[1,8,13,24],oral:23,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,18,20,23,24],ordinari:[0,2,3,7,11,13,15,16,17],oreilli:22,org:[0,3,4,7,11,17,18,22,23],organ:[6,7,10,18],orient:[1,5,20,24],origin:[0,3,5,6,8,11,12,13,18,23,24],orthogn:[5,24],orthogon:[0,5,6,8,11,13,18,23,24],orthonorm:[5,24],os:[0,1,4,5,6,7,8,9,21,23,24],oscar:1,oscil:[3,13],oslo:[0,15,17,19,21,23,24],osx:[0,15,17,23],other:[0,1,2,3,5,6,7,8,10,13,14,15,17,19,20,21,22],otherwis:[0,1,4,7,13,18,23,24],ouput:[5,7,12],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,20],ourmodel:0,ourselv:[0,5,6,8,11,13,23,24],out1:2,out2:2,out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,17,18,20,23,24],out_fil:9,outcom:[0,7,9,10,12,20,24],outdoor:9,outer:[6,12,13],outfil:4,outfilenam:[],outgrad:2,outlier:[0,8,23,24],outlin:[6,10,11],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,18,20,23,24],output_bia:1,output_bias_gradi:1,output_shap:4,output_weight:1,output_weights_gradi:1,outputlayer1:12,outputlayer2:12,outsid:4,over1:13,over:[0,1,3,4,5,6,9,10,12,13,18,23,24],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,23],overfit:[0,1,3,6,9,10,13],overflow:[1,5],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,18,23,24],overst:[0,23],overtrain:4,overview:3,own:[4,5,6,8,12,13,17,18],owner:[0,24],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6],ownypredictridg:0,ownytilderidg:0,oxid:[0,24],oyvinssc:[],p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18,20,23,24],p_:[2,4,8,9],p_hidden:2,p_i:[5,20],p_j:20,p_n:20,p_output:2,p_x:20,pack:[0,23],packag:[0,1,2,3,4,5,6,7,8,11,13,14,15,17,20,24],pad:[3,4],page:[0,17,23],pai:[0,1,9,13],pair:[0,2,3,9,17,20,23,24],pamilla:23,panda:[0,4,5,6,7,9,11,15,17],panel:23,paper:1,paradigm:[0,23],parallel:[3,4,10,13,14,17,18,23],param:2,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,20],parameter:[0,6,10,23,24],parametr:[0,6,15,16,23,24],paramt:[3,5],parent:2,parent_argnum:2,park:[],parser:[0,23],part:[0,1,3,5,6,10,18,19,20,21,23],partial:[0,1,3,4,5,6,7,8,10,11,12,13,14,16,20,23,24],partialmethod:[3,4,14],particip:[17,19,21,23],particl:[0,4,13,20,23],particular:[0,1,2,3,5,6,9,10,11,12,13,16,20,22,23,24],particularli:[5,6,8,11,13,20,24],partit:[1,4,9],partli:[6,23],pass:[2,3,12,14],past:[10,20],patch:[6,20],path:[0,4,6,7,9,15,17,23,24],patient:7,patter:4,pattern:[0,3,4,12,19,22,23],pauli:[0,23],pc:[11,17],pca:[0,7,17,23,24],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11,23,24],pde:2,pdf:[0,3,4,5,6,9,22,23],pedagog:[0,23,24],penal:[6,24],penalti:[6,13,24],penros:[5,6],pentagon:13,peopl:[0,1,9,13,17,24],per:[0,1,6,19,21,23,24],percentag:[0,10,11,21,24],perceptron:[0,1,7,23],peregrin:23,perfect:[0,1,13,23],perfectli:[4,6],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,18,20,23,24],performac:4,perhap:[0,5,13,23,24],perimet:[1,9],period:[1,4,20],permut:11,persist:13,person:[5,6,7,19,21,23,24],perspect:22,pertin:12,petal:[8,9],peter:22,petersen:[],phantom:20,phase:[6,12],phawkin:[3,4,14],phenomena:20,phi:8,phi_k:8,philip:[],philosophi:13,phone:[21,23],photo:4,phrase:[0,23],physic:[0,1,4,7,12,13,20,21,22,23,24],pi:[2,3,5,6,7,9,12,13,20],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,23],pie:[17,23],piec:[11,14],pillow:[0,15,17,23],pinv:[5,6,13,24],pip3:[0,1,15,23],pip:[0,1,15,17,23],pipelin:[0,6,8,10,24],pippin:23,pit:4,pitfal:[6,24],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,18,23],plai:[0,3,4,5,6,8,11,17,23,24],plain:[8,10,12,13,14],plan:[6,9,21,22,23],plane:[8,9],plateau:5,platform:[17,23],plausibl:12,pleas:[3,4,6,7,11,13,14,21,23,24],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,24],plot_confusion_matrix:[7,10],plot_count:6,plot_cumulative_gain:[7,10],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10],plot_surfac:[2,6,13],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],plu:[0,3,5,7,23,24],pm:8,pmatrix:2,pml:22,pn:3,png:[0,4,6,7,9,23,24],pocketfft:[3,4,14],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,18,20,21,23,24],point_1:4,point_2:4,poisson:[17,20,23],poli:[6,8],pollut:[3,4,14],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly3dcollect:13,poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10,24],polygon:13,polym:12,polynomi:[0,5,6,7,8,9,10,11,15,16,23,24],polynomial_featur:6,polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,24],polytrop:[0,6,23],pool:3,pool_siz:3,poor:[1,13],poorli:[0,24],pop:2,popul:[0,5,23,24],popular:[0,1,3,6,7,8,9,11,12,15,17,18,20,23,24],popularli:[0,23],portabl:10,portion:[11,13],pose:[0,4,5,6,11,20,23],posit:[0,1,2,3,5,7,8,10,11,13,14,18,20,23,24],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,17,18,20,21,23,24],posterior:5,postpon:[0,23,24],postul:5,potenti:[0,3,5,6,12,13,23,24],potr:[],potrf:[],pott:12,power:[0,1,5,6,8,9,12,13,23,24],pp:[5,6],practic:[0,5,6,7,8,20,24],practition:[0,1,3,23],pre:23,preced:[1,11,12,20],preceed:4,preceq:8,precis:[0,2,5,11,13,18,20,23,24],pred:6,predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,17,22,23,24],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11,23,24],prefer:[0,1,6,8,9,11,13,15,17,23],prepar:[0,6,18,23,24],preprocess:[0,4,6,7,8,9,10,11],prerequisit:0,presenc:13,present:[0,5,6,7,9,12,13,18,20,23,24],preserv:[3,11,18],press:[13,22],pretrain:[1,4],pretti:[0,4,8,9,15,17,23],prev_centroid:14,prevent:[13,20],previou:[0,1,2,3,4,5,6,8,10,11,12,13,18,20,24],previous:[2,3,9,10,20],price:[0,4,9,13,24],primal:8,primari:[0,7,23],prime:20,primit:2,primitive_batch:[3,4,14],princip:[0,5,7,17,23,24],principl:[0,6,7,8,14,23],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18,20,23,24],print_funct:[8,9],printout:[0,23],prior:[0,5,6,23,24],privat:[0,23],prob:[1,20],probabilist:[0,22,23,24],probabl:[0,1,3,4,6,7,10,13,17,23,24],problem:[0,3,4,5,6,7,8,9,10,11,12,14,16,17,18,20],probml:22,proce:[0,5,6,7,8,9,10,11,13,18,23,24],procedur:[2,4,5,6,8,10,11,13,24],proceed:18,process:[0,2,4,6,9,10,12,13,15,17,18,20,22,23],prod:22,prod_:[1,5,7],produc:[0,3,4,5,6,9,10,11,12,13,17,18,20,23,24],product:[0,1,3,5,6,7,8,12,13,16,17,18,23,24],profess:[0,23],program:[0,1,4,5,6,8,12,14,15,16,17,18,19,20,21,23,24],programm:18,progress:[1,4,14],prohibit:6,project1:6,project:[0,1,2,3,5,11,13,17,19,21,24],project_root_dir:[0,6,7,9,23,24],promin:12,promis:8,promot:[21,23],prone:9,pronounc:[13,17,23],proof:[0,11,12,13,23],propag:[2,3,13],proper:[0,2,6,7,23],properli:[1,6,8,10,13],properti:[0,1,3,12,13,16,18,23],proport:[0,1,5,9,11,13,16,20,23,24],propos:[1,4,6,10,23],propto:[5,13],protect:[],protobuf:[],proton:[0,23],prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,17,18,20,23,24],proxi:[1,13],prune:9,pseudo:[18,20],pseudoinv:5,pseudoinvers:[5,6],pseudorandom:[6,20],psycholog:[0,23],pt:13,ptratio:24,punish:[0,1,23],pure:[3,9,20],purest:9,puriti:9,purpos:[0,3,10,12,14,23,24],put:[1,23],putarow:[],putboundslic:[],putclist:[],putobjsens:[],putqobj:[],py:[0,1,2,3,4,5,6,7,8,11,13,14,23,24],pycod:23,pydata:17,pydot:9,pyhton2:23,pylab:[0,7,23],pylint:[3,4,14],pypi:17,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],pythagora:5,python2:[0,15,23],python3:[0,1,2,3,4,6,7,8,11,13,14,15,17,23,24],python:[1,2,3,4,5,6,8,11,12,13,14,16,20,24],pytorch:[0,17,23],pywrap_tf:[],q:[5,6,8,11,20,24],qn_bavhmd8u:[],qp:8,qquad:[2,11,13,18],qr:[5,6,18,24],quad:[1,13,18],quadrat:[0,8,9,13,15,16,23],qualit:[4,9,20],qualiti:[0,9,15,16,17,23,24],quantifi:1,quantil:10,quantit:[0,6,9,23],quantiti:[0,2,5,6,7,9,10,11,12,14,16,18,20,23,24],quantum:[4,12,22,23],quartil:[0,24],quench:5,queri:9,question:[0,5,6,9,11,12,13,21,23,24],qugan:4,quick:[4,20],quick_execut:[],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12,24],quot:[4,23],r2:[0,5,6,23,24],r2_score:[0,23,24],r2score:[0,23],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,24],r_1:9,r_2:9,r_j:9,r_m:9,rad:[0,24],radial:[0,8,12,24],radioact:20,radiu:[0,1,9,24],rag:2,rain:9,rais:[0,2,13,23],ramp:1,ran0:20,ran1:20,ran2:20,ran3:20,rand:[0,4,5,6,9,10,13,15,16,18,23,24],rand_max:[],randint:[6,9,13],randn:[0,1,2,5,6,9,11,13,15,16,23,24],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,17,18,23,24],random_devic:[],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11,24],randomforestclassifi:10,randomli:[1,6,9,13,14],randomnumbergener:[],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,18,20,23,24],rangl:[0,6,11,20,23,24],rangle_x:20,rank:[5,24],rankdir:4,raphson:[1,8,13],rapidli:[0,23],rare:[1,13,23],rate:[0,1,2,3,4,8,9,10,12,13,24],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,20,23,24],ratio:[4,7,9,10,11],rational:[0,23],ravel:[5,6,7,8,9,10,11,13,18,24],raw:3,raw_df:24,rbahrf:[],rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,20,24],rcond:[0,23,24],rcparam:[0,1,3,7,8,9,10,20,23],rd:[],rdbj50lv3go:[],re:[2,4,13],reach:[1,4,5,6,7,9,10,11,12,13,14],read:[0,2,3,4,5,6,7,8,11,12,16,18,19,20,22],read_csv:[0,6,7,9,23,24],read_fwf:[0,23],reader:[0,6,18,20,23,24],readi:[0,1,5,6,8,10,11,12,18,23],readili:1,readthedoc:17,real:[0,1,2,4,7,10,11,12,13,18,24],real_loss:4,real_output:4,realist:8,realiti:20,realiz:[1,12],realli:[0,1,23],rearrang:13,reason:[0,1,3,4,10,13,22,23],reassign:1,rebuild:[],recal:[5,6,9,10,11,12,18,20,23,24],recalcul:[],recast:3,receiv:[1,3,10,12,20],recent:[0,2,3,4,6,9,10,13,14,15,22,23],recept:[3,12],receptive_field:3,recip:[0,6,7,18,23,24],reciproc:5,recogn:[0,4,5,10,23],recognit:[0,1,3,12,19,22,23],recommend:[0,2,3,4,5,6,8,13,15,17,18,22],reconsid:9,reconstruct:11,record:[10,19,21,23],recreat:[],rectangl:[9,13],rectangular:[5,24],rectifi:[1,3,12],recur:[0,17,23],recurr:[0,1,17,23],recurs:[9,17,18,23],recycl:[],red:[0,3,4,6,8,9],redefin:[0,10,23,24],reduc:[1,3,5,6,9,10,11,13,23],reduct:[0,10,11,17,20,23,24],refer:[0,1,2,3,5,6,7,11,12,13,14,18,22,23,24],referenc:2,refin:12,refit:6,reflect:[0,1,4,5,20,23],refresh:[17,23],refreshprogrammingskil:23,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12],regist:[6,20],reglasso:5,regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,17,18],regressor:[0,7,10,23],regridg:[0,5,6],regular:[0,3,4,5,6,7,9,13,21,23,24],regularis:6,reilli:[0,15,22,23],reinforc:[0,8,17,23],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,20,23,24],relat:[0,1,3,4,5,11,13,14,18,20,23],relationship:[0,4,9,23],relativeerror:[0,23,24],releas:[1,6,13,17,23],relev:[0,1,5,7,11,15,17,20,23],reli:[0,3,4,6,8,14,23],reliabl:[7,20],relu:[3,4],remain:[1,2,4,6,12,18,20,24],remaind:20,reman:2,remark:1,rememb:[0,8,13,18,23],remind:[0,5,11,13,18,20,24],remov:[0,4,5,6,23,24],render:[0,23,24],reorder:[5,7,24],reorgan:[0,23],repeat:[0,1,3,4,5,6,9,10,11,13,14,18,20,23],repeated:23,repeatedli:[0,6,10,13],repet:3,repetit:[6,23,24],rephras:13,replac:[0,1,3,4,5,6,10,12,14,15,16,17,23,24],replica:6,report:23,repositori:[0,4,23,24],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,20,23,24],represent:[0,1,3,6,20,23],representd:3,reproduc:[0,5,6,9,12,15,16,17,20,23,24],repuls:[0,23],request:[0,13,23],requir:[0,1,3,4,5,6,8,9,11,12,13,18,23,24],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:6,resampl:[0,7,10,17,23,24],rescal:[0,11,12,24],rescu:5,reseach:6,research:[0,4,13,17,22,23],resembl:[6,20],reserv:[1,5,6,20],reset:[],reshap:[0,1,2,3,4,6,8,9,10,15,16,18,23,24],residenti:[0,24],residu:[0,5,13,23],resiz:[5,24],resourc:23,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,20,23,24],respond:12,respons:[0,7,9,12,23,24],rest:[0,5,24],restat:[0,12,23],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,23],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23],result_typ:[],retail:[0,24],retain:[5,6,24],return_data:14,return_kwarg:[],return_sequ:4,return_x_i:9,reus:[1,3,6],reveal:[0,12,23],revers:[1,18],review:[17,18],revisit:14,revolut:23,reward:[0,4,23],rewrit:[0,3,5,6,7,8,10,11,12,13,18,20],rewritten:[2,6,8,10,20],rewrot:13,rf:10,rfft2:[3,4,14],rfft:[3,4,14],rfftfreq:[3,4,14],rfftn:[3,4,14],rgb:3,rgoj5yh7evk:17,rh:6,rho:[0,10,13,23],rho_1:10,rho_2:10,rho_m:10,rich:[0,23],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,17,23],ridge_sk:6,ridgebeta:5,right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,18,20,23,24],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,20,23,24],rigor:[0,23],ring:6,rise:[0,23],risk:[0,13,15,16,23],rival:4,river:[0,24],rm:[0,20,24],rmse:[0,24],rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:20,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:20,rntrick2:20,rntrick3:20,rntrick4:20,ro:[0,13,23],robert:22,robust:[0,23],robustscal:[0,24],roc:[7,10],role:[0,2,5,6,8,17,23,24],roll:6,room:[0,21,23,24],root:[0,5,9,13,20,23,24],rot:23,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13,24],routin:[13,18,23],row:[0,1,2,5,6,7,9,11,18,23,24],rr:[5,24],rrr:[5,24],rthe:[],rug:13,rule:[0,1,5,6,13,23,24],run:[0,1,2,4,5,6,8,9,11,13,15,17,23,24],runtim:[1,6,14],runtimewarn:[1,6],russel:23,rust:[0,15,17,18,23],rustad:[],rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,20,23,24],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,safe:[],safe_zip:[3,4,14],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,18,20,23,24],said:[6,9,13],sake:[0,5,7,11,23,24],sale:[0,23],sam:23,same:[0,1,2,3,4,5,6,8,9,11,12,14,18,20,23,24],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,17,18,20,23,24],sample_vari:14,sample_weight:[],sampleexptvari:20,samwis:23,sastri:11,satisfactori:[0,23],satisfi:[1,2,3,6,8,13,18,20],satur:[1,6],save:[0,4,6,7,9,13,23,24],save_fig:[0,6,7,9,10,23,24],savefig:[0,4,6,7,9,20,23,24],savetxt:4,saw:[5,24],scalabl:10,scalar:[2,5,6,10,13,24],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,18,21,23],scale_mean:4,scale_std:4,scalei:[],scaler:[0,7,8,9,10,11,24],scalex:[],scan:[5,7],scari:5,scatter:[0,1,6,7,8,9,14,23,24],scenario:[6,13],schedul:[13,21],scheme:[1,13],schigsog2l:[],schrage:20,scienc:[0,1,10,12,13,17,19,20,21,22,24],scientif:[0,15,17,23],scientist:[0,23],scikit:[3,5,6,7,8,9,10,13,17,18,19,22],scikit_learn:[0,16],scikitlearn:23,scikitplot:[7,10],scipi:[0,3,5,6,13,15,17,18,23,24],scl:6,score:[0,1,3,6,7,9,10,11,15,16,21,23,24],scores_kfold:6,scratch:[1,13],sdg:13,sdt_bfla8ua:[],seaborn:[0,1,3,6,7,23,24],seamless:[0,15,17,23],search:[0,1,3,5,9,13,23],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,17,18,20,21,23,24],secondeigvector:11,secondli:12,section:[4,11,18,20,24],sector:[0,23],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,20,23,24],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,20,23,24],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,23],seen:[0,1,3,5,10,12,20,23],segment:13,seismic:6,seldomli:[0,23],select:[1,5,6,8,9,10,11,19,20,21,22,23,24],self:[1,2,5,24],sell:4,semest:[7,19],semi:[8,13],semilogx:6,send:[5,12,13,21,23],senior:[19,21],sens:[0,4,6,8,23],sensibl:3,sensit:[0,5,6,9,13,23,24],sent:2,sentenc:[4,12],sep:24,separ:[0,1,2,3,4,6,8,9,12,14,15,17,20,23],septemb:[16,23,24],sequenc:[2,3,4,7,9,10,12,13,17,18,20,23],sequenti:[1,3,4,10,12,20],seri:[0,1,2,3,4,5,6,10,11,12,13,18,23,24],serif:[0,7,20,23],serv:[0,1,2,3,5,7,13,22,23,24],session:[1,19,21,23],set:[1,4,5,6,7,8,10,11,13,14,16,17,18,20,21],set_major_formatt:6,set_major_loc:6,set_stream:[],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,23],set_xlabel:[0,1,2,3,7,12,23],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7,23],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:6,seth:4,setiosflag:[],setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:6,setprecis:[],setse:[],setup:[1,4,6,8,17,23,24],setw:[],sever:[0,3,5,6,7,8,9,11,12,13,17,18,20,23,24],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:[5,24],sh:[],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18,23,24],shape_bas:2,share:[1,3,23],she:7,shift:[1,6,12,20],ship:3,shire:23,shortcom:13,shorten:4,shorter:20,shorthand:23,shortli:[18,23],should:[0,2,3,5,6,8,9,11,12,13,15,16,18,20,23,24],should_sync:[],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,20,23,24],show_shap:4,shown:[0,4,5,7,8,11,12,13,18,24],showpoint:[],shrink:[3,5,6,8,11,24],shrinkag:[5,6,24],shrunk:11,shuffl:[0,1,4,6,13,24],side:[0,2,5,8,12,13,18,23],sigh:[17,23],sigma0:20,sigma1:20,sigma2:20,sigma:[0,1,5,6,7,10,11,12,13,18,20,23,24],sigma_0:[5,24],sigma_1:[5,24],sigma_2:[5,24],sigma_:[5,18,23,24],sigma_fn:[7,12],sigma_i:[0,5,23,24],sigma_j:[5,24],sigma_m:[6,20],sigma_n:[11,20],sigma_t:13,sigma_x:20,sigmoid:[1,2,4,7,8,10,12],sigmundson:[6,24],sign:[1,2,7,8,10,20,21],signal:[1,3,10,12],signatur:[],signifi:4,signific:1,significantli:[1,13,20],sigurd:[],sim:[4,5,6,13,20],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,18,23,24],similarli:[0,1,3,5,8,10,13,20,23,24],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,18,20],simple_rnn:[],simplepredict:10,simpler:[0,1,5,6,7,13,16,17,23],simplernn:4,simplest:[0,1,3,4,9,10,12,14,23],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,17,18,20,23,24],simplic:[2,5,6,7,8,9,10,11,12,14,24],simplicti:[5,24],simplifi:[0,6,9,15,17,23,24],simplist:[3,6,20],simul:6,simultan:6,sin:[0,1,2,3,4,9,12,13,18,23],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,18,20,22,23,24],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,18,20,23,24],singular:[0,6,13,18,23],sinusoid:3,site:[0,1,2,3,4,6,7,8,11,13,14,19,23,24],situat:[0,4,5,7,13,20,23,24],six:[3,4,14,20],size:[0,1,2,3,4,5,6,8,9,10,11,13,18,20,23],sketch:10,ski:9,skill:[0,23],skip:11,skiprow:24,skl:[0,6,23,24],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,23,24],skplt:[7,10],sl:6,slack:8,slice:[2,18,23],slide:[0,3,15,16,20,23,24],slight:[6,13],slightli:[1,2,3,5,6,7,10,20,24],slope:[8,11,12],slow:[0,2,8,13,24],slower:[5,18,23,24],slowest:18,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,17,18,20,23,24],smaller:[0,1,2,5,6,8,9,11,13,20,23,24],smallest:[0,4,14,15,16,23],smallest_row_index:14,smooth:[0,3,6,9,13,23],sn:[0,1,3,6,7,23,24],sne:11,sneak:23,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,21,23,24],soar:6,social:[0,23],societ:23,soft:[1,7,10,12],soft_pmap:[3,4,14],soften:8,softmax:[3,7],softwar:[0,8,15,17,18],sol:8,sole:[0,6,23],solid:[0,7,23],solitem:[],soltyp:[],solut:[0,1,2,3,5,6,8,10,11,13,18,20,23,24],solutionsummari:[],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,18,23,24],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],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,20],some_model:[6,24],somehow:4,someth:[0,1,3,4,7,9,11,20,23,24],sometim:[0,1,11,12,13,14,23,24],soon:[18,21],sophist:[0,23],sopt:13,sort:[5,6,9,11,20,24],sound:[3,5],sourc:[0,1,3,6,15,17,18,20,23,24],space:[0,1,4,5,8,9,11,12,13,14,20,24],span:[0,3,5,9,11,18,23,24],spare:1,spars:[3,6,18,23],sparse_mtx:[18,23],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],spdiag:[],speak:20,special:[6,7,10,12,13,18,20,23,24],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,17,18,20,22,23,24],specifi:[0,3,5,6,7,9,11,13,14,20,23],specifici:[0,10,23],spectacular:3,spectral:1,speech:[0,1,3,4,12,23],speed:[1,2,4,13],spend:20,sphere:[0,24],spin:6,spite:[0,23],spline:8,split:[1,3,4,5,6,8,9,10,11,14,20],splite:0,splitter:[1,10],spmatrix:[],spontan:20,spot:3,spread:[0,11,20,23,24],springer:[22,23],spuriou:13,sqquar:[],sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,20,24],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,18,20],squarederror:10,squaredeuclidean:14,squash:12,squeez:[],srand:[],srtm:6,srtm_data_norway_1:6,sse4:[],stabil:5,stabl:[0,4,5,6,7,9,11,17,23,24],stack:[2,3,4],stacklevel:[0,23],stage:[5,13],stai:[0,2,4,5,11,23,24],stand:[0,5,9,12,23,24],standadscal:24,standard:[0,1,4,5,6,7,8,10,12,15,16,18,20,23],standard_basi:2,standardscal:[0,6,7,8,9,10,11,24],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,18,20,21,23,24],start_box:[2,13],start_nod:[2,13],start_tim:14,startpoint:[],stat:[6,24],state:[1,2,4,5,6,7,8,10,11,12,13,17,20,24],statement:[0,7,18],statist:[0,1,3,4,7,9,10,11,12,13,14,18,19,22,24],statu:[0,7,11,23,24],stavang:6,std:[0,4,6,23,24],stdev:[],stdout:[],steep:13,step:[0,1,2,4,6,7,9,10,11,12,13,14,18,23],step_fn:[7,12],step_length:13,steps_list:9,steps_per_epoch:[],stereo:3,stian:[],still:[0,2,3,5,6,11,13,20],stimuli:12,stk2100:[22,23],stk3155:[15,19,21],stk4021:[22,23],stk4051:[22,23],stk4155:[19,21],stk5000:22,stk:[22,23],stochast:[0,1,5,6,8,11,12,15,16,23],stock:4,stoke:12,stone:[0,7,23],stop:[1,4,7,9,11,13,14],storag:[5,24],store:[0,1,2,3,6,11,13,20,23],storehaug:[21,23],str:[1,3,4],straight:[0,6,8,13,23,24],straightforward:[0,2,3,5,6,8,9,10,13,18,23,24],strategi:[0,1,9,23],stratifi:6,streamtyp:[],strength:[0,5,14,24],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,18],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,18,20],strongli:[0,8,17,18,24],stronli:[0,24],structur:[0,1,2,3,6,9,10,12,17,23],stuck:[1,13],student:[0,19,21,22,23],studi:[0,3,4,5,6,7,8,11,12,13,17,22,23,24],studier:22,style:[0,7,9,18,23],sub:[9,12],subarg:[2,13],subdivid:[0,18,23],subfield:[0,23],subject:[6,8,20],submit:23,submodul:[3,4,14],subplot:[0,1,3,4,6,7,8,9,10,13,14,23,24],subplots_adjust:[8,20],subprogram:[18,23],subract:[0,24],subroutin:[0,23],subscript:1,subsequ:[1,4,5,6,12,18,20,24],subset:[1,6,9,12,13,17,23],subspac:[0,8,11,24],substanti:[9,10],substep:11,substitut:[3,6,12,18],subsubset:9,subtask:6,subtl:1,subtract:[0,2,4,5,6,11,13,18,20],subtre:9,subval:[2,13],succeed:[0,4,23],success:[3,7,9,13,20],successfulli:[4,9],sucess:[],sudo:[0,15,17,23],suffer:[0,1,2,5,10,23,24],suffici:[1,6,8,11,13],suggest:[1,13,22],suit:[8,12],suitabl:[0,20,24],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],sum_i:[0,2,5,6,8,13,24],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],summari:[1,3,4,10,19],summat:[0,3,16,24],sunni:9,superconduct:24,superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,17,23,24],supplement:7,support:[0,1,9,10,11,13,17,23,24],suppos:[0,5,6,7,8,10,11,12,13,18,23,24],suppress:[5,13],sure:[0,1,4,6],surf:6,surfac:[0,6,23],surpass:6,surpris:[0,23],surround:[3,17],survei:[0,5,6,23,24],suyrzm0:[],svc:[8,9,10],svd:[0,6,11,23],svdinv:5,svm:[8,9,10,11],svm_clf:[8,10],swap:[],swapax:[],swath:[5,24],sy:[3,4,13,14],symbol:[1,5,11,13,17,20,23,24],symmeteri:1,symmetr:[0,5,8,11,12,13,18,23,24],symmetri:[6,9],sympi:[0,15,17,23],synonim:20,syntax:[1,13],syntaxerror:[1,8],syrk:[],system:[0,1,3,4,6,7,9,10,12,13,15,17,18,23],systemat:[4,6],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23],t_0:[2,9,13],t_1:13,t_:2,t_b:10,t_i:[1,2,5,12,24],t_j:12,t_k:9,tabl:[9,20,21,23],tabul:[0,23],tabular:23,tackl:4,tag:[2,3,4,5,6,7,12,13,14,18,20,24],taht:[0,23],tail:20,tailor:[2,8,11,23],taiwan:[0,23],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,18,20,23,24],taken:[0,1,3,6,10,13,18,23],tan:[2,3],tangent:[1,4,12,13],tanh:[1,4,7,8,12],tape:[],target:[0,1,2,3,4,5,6,7,8,9,10,11,12,23,24],target_meta:2,target_nam:9,task:[0,1,3,6,9,11,12,14,23],tau:[3,5,20],taught:23,tax:[0,24],taylor:[2,13],taylornr:13,tc:8,td:[1,6,13,23],teach:23,team:1,teaser:0,technic:[0,5,6,13,15,23,24],techniqu:[0,1,8,10,13,17,20,22,23,24],technolog:[0,1,23],tek5040:[],tell:[0,4,6,10,11,13,20],temp1:1,temp2:1,temp:1,temperatur:[0,9,23],temporarili:1,ten:[3,23],tend:[3,5,6,8,9,10,12,13,14,24],tendenc:[0,23],tension:6,tensor:3,tensorflow:[0,2,4,8,14,15,17,18,19,22,23,24],term1:[5,6,11,24],term2:[5,6,11,24],term3:[5,6,11,24],term4:[5,6,11,24],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,23,24],termin:[0,4,5,9,10,13,15,23,24],terrain1:6,terrain:6,test:[3,4,5,6,7,8,9,10,13,14,18,20],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:[0,1,3,5,6,10,23,24],test_split:9,testerror:[0,6,24],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,18,20,22,23,24],textbook:24,textual:9,textur:[1,9],tf:[1,3,4,13,14],tfe_py_execut:[],tflite:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,18,20,23,24],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,20,23,24],thank:[4,6,24],theano:[1,17,23],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,24],them:[0,1,3,4,6,8,9,10,11,12,13,18,23,24],theme:[0,23],themselv:[0,20,23],thenc:6,theorem:[2,6,7,24],theoret:[0,4,10,23],theori:[0,1,3,8,9,12,13,17,22,23],thereaft:[0,5,6,11,12,15,16,18,23],therebi:[0,5,7,11,23,24],therefor:[0,1,2,3,4,6,7,8,11,13,20,23,24],therein:11,thereof:[0,6,13,23],theta:[1,4,13,20],theta_:[1,13],theta_i:1,theta_k:[],theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24],thing:[0,1,2,4,5,7,9,20,23],think:[0,1,3,4,6,9,12,13,14,20,23],third:[0,3,6,13,21,23],thirti:7,thorughout:23,those:[0,3,5,6,8,9,10,11,18,19,23,24],though:[1,2,3,4,13,18,20],thought:[6,14,20],thousand:[0,1,23,24],thread:[],three:[0,1,3,5,6,8,9,12,15,18,19,20,21,23,24],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,17,18,20,23,24],throughout:[0,4,5,14,17,18,20,23],thu:[0,1,2,5,6,7,8,10,11,12,13,21,23,24],thumb:[0,6,23,24],thursdai:[21,23],tibshirani:[6,19,22,23,24],tick_param:6,ticker:[6,13,20],tif:6,tight_layout:[1,7],tightli:11,tild:[0,5,6,7,11,15,16,20,23,24],till:[0,4,7,8,9,10,12,18,23,24],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,23,24],timefunct:[],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,20,23,24],tmp:13,tmp_log:[],tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,23],to_str:[],todai:3,todo:[3,4,14],togeth:[0,3,6,8,11,13,17,23,24],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,20,22,23,24],took:[8,23],tool:[0,1,3,6,13,17,24],toolbox:8,top:[0,3,4,5,6,9,10,14,17,23],top_node_typ:[],top_trac:[],topic:[0,5,6,7,8,17,24],topolog:[1,3,12],toposort:2,torkjellsdatt:[21,23],toss:[10,20],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,18,20,21,23,24],total_loss:4,totalclustervari:14,totalscatt:14,totalvari:[],toward:[1,2,7,12,13],town:[0,24],tp:[4,7],tpng:9,tpu:[13,17,23],tqdm:6,tr:24,trace:[2,13],trace_stack:[2,13],traceback:[0,2,3,4,6,9,10,13,14,15,23],traceback_util:[],tracer:[2,13],track:[3,13,14,18],tract:[0,24],tractabl:[0,23,24],trade:[5,9],tradeoff:[0,5,23,24],tradit:[0,1,4,6,23],train:[2,3,5,6,8,9,10,11,12,13],train_accuraci:[0,1,3,23],train_dataset:4,train_end:[0,1,24],train_error:6,train_funct:[],train_imag:[3,4],train_ind:6,train_label:[3,4],train_pr:1,train_siz:[0,1,3,24],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,23,24],train_test_split_numpi:[0,1,24],trainabl:[],trainable_vari:4,trained_model:[6,24],trainerror:[0,24],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:[0,23],trajectori:4,tran:[],transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,17,18,23,24],transit:[6,12],translat:[1,4,6,10,24],transpos:[1,5,11,18,24],travers:[0,5],treat:[0,1,3,6,12,13,20,23,24],tree:[0,1,6,17,23],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:20,treue:7,trevor:22,tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,20,23],triangl:13,triangular:18,trick:[3,4,8,11,13,20],trickier:20,tridiagon:18,trillion:17,trivial:[0,1,5,11,20,23],troubl:[0,8,12,24],truck:3,true_beta:[6,24],true_divid:1,true_fun:6,truli:23,tucker:8,tuesdai:[21,23],tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,18,23],tup:[],tupl:[2,13],turn:[0,1,5,6,7,8,9,10,11,12,13,18,20,23,24],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,20],twice:13,twist:11,twister:[],two:[0,1,2,4,5,6,7,9,10,11,12,13,14,15,16,18,19,20,22,23],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,18,20,24],typeerror:[2,13],typic:[0,1,2,3,4,5,7,9,10,12,13,20,23,24],u:[0,2,5,6,8,10,11,12,18,23,24],u_:18,u_i:12,u_m:10,ua:[0,23],ubuntu:[0,15,17,23],uci:[0,24],ufunc:2,uio:[21,22],un:14,unari:[18,23],unary_f:[2,13],unary_oper:[2,13],unary_to_nari:[2,13],unbalanc:[6,9],unbias:[0,5,6,23],unbroadcast:2,unbroadcast_f:2,uncent:6,uncertainti:[0,5,23],uncertitud:20,unchang:[1,3],uncorrel:[10,20],undefin:[5,24],under:[0,1,3,4,5,6,10,13,14,15,16,17,23,24],underdetermin:[0,23],underfit:[1,6],underflowproblem:5,undergo:5,undergradu:[19,21],underli:[0,1,9,13,20,23],underset:[4,14],understand:[0,1,3,5,6,10,13,14,17,23,24],understood:[8,13],undesir:8,undetermin:[5,8],undo:4,unexpect:6,unexpected:20,unfair:[6,24],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,20,23,24],uniform_real_distribut:[],uniformli:[13,20],unifrompdf:20,unimport:13,union:[5,6],uniqu:[0,2,6,13,14,18,23],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,20,23,24],unitari:[5,6,18,24],unitarili:[18,23],uniti:20,univari:20,univers:[0,1,2,13,15,17,19,21,23,24],unix:1,unknow:[0,18,23],unknown:[0,1,3,4,5,6,8,10,13,16,18,23,24],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,23,24],unlik:[1,2,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,17,23],unsymmetr:[18,23],until:[1,2,4,9,12,13,14],untouch:0,unus:[3,4,14],unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,17,18,20,21],updat:[1,2,3,4,10,12,13,14],uploa:23,upload:[17,22],upon:[0,1,6,7,11,18],upper:[0,8,9,16,18,24],uppercas:[18,23],upsampl:4,upscal:4,us:[4,5,6,8,9,10,11,12,14,15,16,18,19,20,22],usa:23,usag:[0,8,17,23,24],usd10000:[0,24],usd:[0,24],use_bia:4,use_multiprocess:[],usecol:[0,23],useless:1,user:[0,1,2,3,4,6,7,8,11,14,15,17,18,23,24],userwarn:[3,4,6,14],usetex:20,usg:6,usr:20,usual:[0,3,4,7,12,13,14,23],ut:5,util:[0,1,3,4,6,7,10,14,23,24],ux:18,v0:20,v1:[3,4,14,20],v2:[3,4,14,20],v8ejbfezkui:[],v:[2,4,5,6,11,13,17,24],v_0:11,va:1,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,17,20,23,24],validation_batch_s:[],validation_data:3,validation_freq:[],validation_split:4,validation_step:[],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,17,18,23],valuat:9,valueerror:[0,2,23],valy:4,van:[0,23,24],vandenbergh:[8,13],vandermond:[0,23],vanilla:[0,6,11,14,24],vanish:[1,4,13,20],var_x:20,varabl:8,varepsilon:[5,6],varepsilon_:[5,6],varepsilon_i:[5,6],vari:[0,1,3,5,6,10,15,16,23],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,18,23,24],varianc:[0,1,5,7,9,10,11,13,14,17,18,20,23,24],variance_i:[5,11,24],variance_x:[5,11,24],variant:[0,1,6,8,12,13,23,24],variat:[3,4,11,23],varieti:[0,3,12,15,17,23],variou:[1,3,5,6,7,8,9,11,12,13,16,17,18,20,24],vartempvec:[],varvec:[],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],vec:6,vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17],vector_mean:14,ventur:[0,8,15,17,23],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,23,24],verifi:[3,11,18,23],versatil:[8,23],versicolor:[8,9],version:[0,3,4,10,13,14,15,17,18,20,23,24],versu:1,vert:[0,1,5,6,7,8,9,11,13,23,24],vert_1:[5,6,24],vert_2:[5,6,11,24],via:[0,5,6,7,8,9,10,11,12,15,17,18,19,20,21,23,24],vidal:11,video:[0,1,12,17,19,21,23,24],view:[1,3,5,6,12,13,20,22,23],violat:8,virginica:9,viridi:[0,1,2,3,23],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3,23],visual:[0,3,11,12,15,17,23,24],visualis:1,viz:[6,8,20],vjiseqm2lci:[],vjp:[2,13],vjp_0:2,vjp_0_fun:2,vjp_1:2,vjp_1_fun:2,vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:[2,13],vmap:13,vmax:[1,6],vmc:[],vmin:[1,6],voic:3,volum:[0,3,23],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vrtx:[],vs:[0,4,6,24],vspace:[2,13],vstack:[5,11,18,20,23,24],vt:[5,24],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,20,23,24],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_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:[0,1,3,4,5,6,7,10,11,12,13,14,18,23,24],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,20,23,24],walk:9,walker:20,wang:[0,23],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,20,23,24],warn:[0,1,3,4,8,14,23,24],warrant:6,wast:3,watch:17,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24],weak:[9,10,14],weather:[1,12],web:[17,19,21,23,24],webpag:23,websit:[6,18,19,23],wedg:[8,20],wednesdai:[21,23],wee:11,week:[0,5,6,7,19,21],weekli:[17,21,22,23],weight:[0,1,2,3,6,7,9,10,12,13,20,24],weigth:2,welcom:[8,17],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,17,18,20,22,23,24],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,20,23,24],wessel:[0,23,24],westbi:[],westby:[],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,20,23,24],whenev:[13,20],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,24],wherea:[6,20],wherein:[1,12],whether:[0,3,5,7,9,20,23],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24],whichev:[1,3],while_p:[3,4,14],white:9,whiteboard:24,who:[0,19,23],whole:[1,3,4,5,9,11,13],whose:[0,6,10,20,24],whow:[11,24],why:[0,1,3,6,13],wide:[0,1,3,6,7,12,15,17,18,23],widehat:6,width:[0,3,8,9,23],wieringen:[0,23,24],win:10,wind:9,wing:[21,23],winther:2,wiothout:[6,24],wiscons:7,wisconsin:10,wisdom:6,wise:[0,1,5,12,13,24],wish:[0,2,5,7,8,11,13,14,18,23,24],with_std:[0,24],wither:6,within:[0,2,3,4,7,9,12,13,14,20,22,23],withinclust:14,without:[0,1,5,6,8,9,11,12,13,23,24],won:[0,23],wonder:8,woodi:23,word:[0,1,3,4,5,6,7,14,20,23,24],work:[0,1,4,6,7,8,9,13,15,17,19,20,21,23,24],worker:[],workshop:23,world:[0,8,23,24],worldwid:[0,23],wors:[0,1,3,4,6,23],worst:9,worth:9,would:[0,1,3,5,6,7,8,9,10,11,12,13,18,20,23,24],wrap:[3,4,6,14,18,23],wrap_toco:[3,4,14],wrap_util:[2,13],wrapper:[0,23],write:[0,1,2,3,5,6,7,8,12,13,15,16,18,23,24],written:[0,2,3,5,11,12,13,16,17,18,20,23,24],wrong:[1,8],wrongli:10,wrote:[5,11,24],wrt:[2,10,13],wth:[10,13],www:[17,18,22,23],wx_1:8,x0:8,x1:[4,8,9,10,13],x1_exampl:8,x1d:8,x2:[8,9,10,13],x2d:[8,11],x2d_train:11,x2dsl:11,x3:8,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23],x_0:[0,5,11,18,23,24],x_1:[0,2,5,6,7,8,9,10,11,13,18,20,23,24],x_2:[0,2,5,6,7,8,9,10,11,13,18,20,23,24],x_3:[8,18,20],x_4:18,x_:[0,2,3,5,6,8,10,11,13,14,18,20,23,24],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,18,20,23,24],x_input:2,x_ix_:[0,23],x_iy_i:8,x_j:[0,2,8,9,12,16,20,24],x_jy_j:8,x_k:[12,14,18,20,24],x_l:20,x_m:[6,12,18,20],x_n:[0,2,3,6,8,11,12,13,18,20,23],x_new:[9,10],x_offset:[6,24],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:[0,1,3,5,6,7,9,10,11,23,24],x_test_own:6,x_test_scal:[0,6,7,9,10,11,24],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,23,24],x_train_mean:[6,24],x_train_own:6,x_train_scal:[0,6,7,9,10,11,24],x_val:1,xarrai:[17,23],xavier:1,xbnew:13,xcode:[0,15,17,23],xdclassiffierconfus:10,xdclassiffierroc:10,xeinsum:[3,4,14],xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13],xi_1:8,xi_:8,xi_i:8,xk:8,xla:[3,4,13,14,17,23],xla_client:[3,4,14],xla_comput:[3,4,14],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,23,24],xlim:[6,10],xm:9,xmesh:13,xnew:[0,13,23],xp:20,xpanda:[0,24],xpd:[5,11,24],xplot:0,xs:9,xscale:[0,24],xsr:9,xt_x:13,xtest:6,xtick:[3,6,8,9],xtrain:6,xu:[0,23],xx:[0,18,23],xy:[0,6,8,18,23],xytext:8,xz:[18,23],y1:4,y2:4,y3:4,y:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,23,24],y_0:[0,5,11,18,23,24],y_1:[0,5,8,9,11,13,18,23,24],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:[0,5,8,9,11,18,23,24],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_:[0,1,5,6,10,11,18,23,24],y_data:[0,1,5,6,23,24],y_data_ful:1,y_decis:8,y_fit:[0,24],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,18,23,24],y_if_:10,y_ix_:[0,23],y_ix_i:[7,8,13,24],y_iy_jk:8,y_j:[6,8,12],y_k:12,y_m:18,y_model:[0,4,5,6,23,24],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:[6,24],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,24],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:6,y_test:[0,1,3,4,5,6,7,9,10,11,23,24],y_test_onehot:1,y_test_predict:[0,24],y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,23,24],y_train_mean:[6,24],y_train_onehot:1,y_train_predict:[0,24],y_train_scal:6,y_val:1,ye:[3,6,7],year:[0,17,23],yet:[0,1,6,8,11,13,23],yhd5w:[],yi:13,yield:[0,2,5,6,8,10,12,13,14,18,20,23],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,23,24],ylim:[3,6],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,22],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,18,20,21,22,24],young:[0,23],your:[1,2,4,5,6,8,11,13,17,18],yourself:[11,13,23],youtu:[],youtub:17,ypred:6,ypredict2:13,ypredict:[0,13,23,24],ypredictlasso:5,ypredictol:[0,5],ypredictown:[6,24],ypredictownridg:6,ypredictridg:[0,5,6],ypredictskl:[6,24],yridg:23,ys:9,ytest:6,ytick:[3,6,8,9],ytild:[0,6,23,24],ytildelasso:5,ytildenp:[0,23,24],ytildeol:[0,5],ytildeownridg:6,ytilderidg:[5,6],ytrain:6,yvqgvcsovpw:[],yx:[18,23],yy:[18,23],yz:[18,23],yzbxji6lgl0:[],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,18,20,23,24],z_0:[18,23],z_1:[18,23],z_2:[18,23],z_:[1,2,12,18,23],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,24],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:20,zaxi:6,zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,23,24],zeros_lik:4,zeroth:24,zfill:4,zip:[2,4,6,13],zl:[],zm_h:[0,23],zn:[0,24],zone:[0,24],zoom:23,zx:[18,23],zy:[18,23],zz:[18,23]},titles:["<span class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations  with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Teaching schedule with links to material","<span class=\"section-number\">1. </span>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":[0,15,16,23,24],"10":[],"11":[],"12":[],"13":[],"14":[],"15":[],"16":[],"17":[],"18":[],"19":[],"2":[0,15,16,23,24],"20":[],"2021":[],"2022":[],"2023":21,"21":[],"22":[],"23":[],"24":[],"25":[],"26":[],"27":[],"28":[],"29":[],"3":[0,15,16,23,24],"30":[],"31":24,"34":[15,23],"35":[16,24],"36":[],"37":[],"38":[],"39":[],"4":[0,24],"40":[],"41":[],"4155":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"6":[],"7":[],"8":[],"9":[],"case":[8,10,20,24],"do":[1,23],"final":[12,24],"function":[0,1,6,7,8,10,11,12,13,20,23,24],"import":[5,18,23,24],"new":4,A:[0,1,4,8,9,23],And:[23,24],In:21,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,23,24],To:[23,24],With:4,about:[23,24],activ:[1,12],actual:[],ad:[0,6,23,24],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],ai:23,aim:[8,9,23],aka:[23,24],algebra:[18,23],algorithm:[9,10,11,12,24],algortithm:13,all:8,an:[0,4,10,23],analys:[5,24],analysi:[0,5,6,11,17,20,23,24],analyt:[0,16],ani:13,anoth:9,appli:17,approach:[0,8,14,23],approxim:12,architectur:1,arrai:[18,23],assist:21,august:24,autocorrel:20,autograd:[2,13],automat:13,back:[1,11,12],background:17,bag:10,base:13,basic:[0,5,7,9,10,11,18,24],batch:1,bay:5,befor:11,better:8,bia:6,binari:1,bind:23,binomi:[],bird:10,block:[],boldsymbol:24,boost:10,bootstrap:[6,10],boston:[0,24],breast:1,brief:23,bring:12,build:[1,3,9],c:23,calcul:24,can:23,cancer:[1,7,9,11],cart:9,center:24,central:[13,17,20],chain:12,chang:10,channel:23,chi:[0,23],choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,23,24],collect:[1,3],commun:23,compar:[2,10],complet:24,complex:[0,6,24],complic:6,compon:11,comput:9,computerlab:23,con:9,concept:20,conjug:13,continu:[],contn:23,convex:[8,13],convolut:[3,12],correl:[11,24],cost:[1,10,24],cours:[17,22,23],covari:[5,11,20,24],cover:23,cross:6,cumul:[],cython:23,data:[0,1,3,6,7,9,11,15,16,17,20,23,24],dataset:[1,3],deadlin:23,decai:2,decis:[9,10],decomposit:[5,11,18,24],deep:[1,2],defin:[1,23],definit:[],degre:[0,24],demonstr:[],dens:[0,23],deriv:[5,12,24],descent:[2,10,13],design:24,detail:[3,23],develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,24],disadvantag:9,discret:20,disguis:[],distribut:[5,20],doe:24,domain:20,down:1,dropout:1,economi:24,element:[0,20,23],elimin:18,energi:23,ensembl:10,entropi:9,environ:[0,15,23],equat:[0,2,12,23,24],error:[0,10,23,24],essenti:23,etc:23,euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10,23,24],exercis:[0,6,15,16,23,24],expect:20,experi:20,explor:[0,15,16,23],exponenti:2,express:[23,24],extrapol:4,extrem:[10,23],ey:10,fall:21,famili:[1,23,24],famou:18,fantast:24,featur:[9,18,24],feed:[1,12],fine:1,first:[4,12,23,24],fit:[0,10,23],fix:24,forc:3,forest:10,format:23,forward:[1,2,12],fourier:3,frank:[6,24],freedom:[0,24],frequent:24,frequentist:[0,23],from:[5,10,12,24],full:2,further:[3,5,24],fy:[],gan:4,gaussian:18,gd:13,gener:[4,9,23],geometr:11,gini:9,good:[0,23],grade:[21,23],gradient:[1,2,10,13],growth:2,ha:17,handl:[18,23,24],have:23,heard:23,hessian:24,hidden:2,hous:[0,24],how:[],hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ii:23,implement:1,implic:[5,24],improv:1,includ:13,increment:11,index:9,inform:21,input:2,instal:[17,23],instructor:21,intercept:24,interpret:[5,11,23,24],introduc:[11,13,24],introduct:[0,6,17,18,23],invers:[5,18],invert:24,iter:10,its:24,jackknif:[],jacobian:24,jax:13,julia:23,jungl:10,kera:[1,3],kernel:[8,11],lagrangian:8,lasso:[5,6,24],last:24,later:[5,24],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,17,23,24],least:[5,6,23,24],lectur:[23,24],level:10,librari:[17,23],likelihood:7,limit:[1,13,20],linear:[0,8,13,18,23,24],link:[5,11,19,22,24],logist:[7,23],loss:24,lu:18,machin:[0,8,13,17,23],mai:23,main:20,make:[0,9,10,15,16,23,24],mani:[10,12],manipul:24,mass:23,materi:[19,23,24],math:[5,24],mathemat:[3,5,8,24],matric:[5,18,23],matrix:[1,5,11,12,18,23,24],matter:[0,23],max:24,mean:[0,23,24],meet:[5,10,20,23,24],mercer:8,mersenn:[],method:[6,9,10,13],min:24,minim:23,ml:23,mlp:12,mnist:[3,4],model:[0,1,4,6,12,23],moment:[],momentum:13,moon:[8,9],more:[3,6,18,23,24],multilay:12,multipl:[1,3],multipli:8,name:[],need:23,network:[1,2,3,4,7,12,23],neural:[1,2,3,4,7,12,23],non:8,normal:[0,1],norwai:[],notat:12,note:24,novemb:[],now:[1,9,13],nuclear:[0,23],nueral:[],numba:23,number:[0,2,20,24],numer:[2,20],numpi:[18,23],object:3,observ:[],obtain:11,octob:[],od:2,off:6,ol:[5,6],one:[2,12],oper:18,optim:[1,8,13,17,23,24],order:13,ordinari:[5,6,23,24],organ:[0,23],oslo:22,other:[4,9,11,12,18,23,24],our:[0,4,5,11,13,23,24],outcom:[17,23],output:2,overarch:[0,4,8,9,23,24],overview:[10,23],own:[0,10,11,15,16,23,24],packag:[18,23],panda:[23,24],paramet:[23,24],part:[13,17,24],partial:2,pass:1,pca:11,pdf:20,perceptron:12,perform:[1,9],period:3,perspect:1,plan:24,point:4,poisson:2,polynomi:3,popul:2,practic:[13,21,23],pre:[1,3],predict:4,preprocess:24,prerequisit:[3,17,23],princip:11,principl:3,pro:9,probabl:[5,20],problem:[1,2,13,23,24],procedur:[9,23],process:[1,3],program:[2,13],project:[6,23],prop:13,propag:[1,12],properti:[5,20,24],pseudo:[],python:[0,9,15,17,18,23],quick:8,r:23,ran0:[],random:[10,11,20],read:[9,23,24],real:[6,23],recip:[],recommend:[23,24],recurr:[4,12],reduc:[0,24],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,23,24],regular:1,relat:24,relev:[22,24],relu:1,remark:3,remind:[6,8,23],repeat:24,replac:13,requir:[2,17],resampl:6,rescal:6,residu:24,resourc:2,result:24,revisit:13,rewrit:[23,24],ridg:[0,5,6,24],rm:13,rng:[],rule:12,s:[8,10],same:13,sampl:11,scale:24,schedul:[19,23],schemat:9,scheme:2,scienc:23,scikit:[0,1,11,15,16,23,24],second:13,select:[],semest:21,septemb:[],set:[0,2,3,9,12,15,23,24],sgd:13,should:1,similar:13,simpl:[0,4,9,13,23,24],singl:10,singular:[5,11,24],situat:[],size:24,soft:8,softmax:1,softwar:23,solv:2,solver:13,some:[13,18,23,24],specifi:2,split:[0,15,16,23,24],squar:[0,5,6,10,23,24],standard:[13,24],state:[0,23],statement:23,statist:[5,6,17,20,23],steepest:[10,13],still:24,stk3155:[],stochast:[13,20],strongli:23,subtract:24,suggest:23,summari:[21,23],superposit:3,supervis:1,support:8,svd:[5,24],systemat:3,t:24,teach:[19,21],teacher:[21,23],techniqu:[6,11],technolog:17,tensorflow:[1,3],tent:23,test:[0,1,15,16,23,24],textbook:[22,23],thei:23,theorem:[5,8,11,12,20],theori:20,thi:23,think:24,three:[],thursdai:24,tip:13,togeth:12,tool:23,top:1,topic:23,toss:[],toward:11,trade:6,tradeoff:6,train:[0,1,4,15,16,23,24],transform:3,tree:[9,10],tune:1,two:[3,8,17,24],type:[2,4,12,23],uio:23,uncorrel:[],uniform:[],univers:[12,22],unsupervis:14,up:[0,2,9,12,15,23,24],us:[0,1,2,3,7,13,17,23,24],valid:6,valu:[5,11,20,24],variabl:20,varianc:6,variou:[0,15,23],vector:[8,12,18,23,24],view:[0,4,10,24],visual:[1,9],vs:3,wai:9,wave:2,we:23,week:[15,16,23,24],weekli:19,what:[0,23,24],which:1,why:[23,24],wisconsin:7,wrap:24,write:[4,11],x:24,xgboost:10,you:23,your:[0,10,15,16,23,24]}})
\ No newline at end of file
diff --git a/doc/LectureNotes/_build/html/week35.html b/doc/LectureNotes/_build/html/week35.html
index 008f02ba2..49b3cd2b5 100644
--- a/doc/LectureNotes/_build/html/week35.html
+++ b/doc/LectureNotes/_build/html/week35.html
@@ -1132,6 +1132,8 @@ doconce format html week35.do.txt --no_mako -->
 <li><p>Discussion on how to prepare data and examples of applications of linear regression</p></li>
 <li><p>Material for the lecture on Thursday: Mathematical interpretations of linear regression</p></li>
 <li><p>Thursday: Ridge and Lasso regression and Singular Value Decomposition</p></li>
+<li><p><a class="reference external" href="https://youtu.be/qBNm-HGSxL4">Video of lecture</a></p></li>
+<li><p><a class="reference external" href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf">Whiteboard notes</a></p></li>
 </ol>
 <div class="section" id="reading-recommendations">
 <h3>Reading recommendations:<a class="headerlink" href="#reading-recommendations" title="Permalink to this headline">¶</a></h3>
@@ -1611,7 +1613,7 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.99541140030306
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9949347794612255
 </pre></div>
 </div>
 </div>
@@ -1628,7 +1630,7 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.009710035292693498
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.01028995427580139
 </pre></div>
 </div>
 </div>
@@ -1643,31 +1645,31 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[3.79190435e-03 8.55070893e-03 3.86058560e-02 3.45643708e-02
- 1.28500583e-02 5.10712245e-02 1.17764878e-02 1.13687085e-02
- 1.74592114e-02 1.33939645e-03 2.27552531e-02 2.28284417e-02
- 5.61536670e-02 6.48783370e-03 1.69356940e-02 7.00289406e-02
- 2.45571233e-02 5.79106527e-02 7.31138734e-02 4.08448544e-02
- 6.91811160e-03 4.97200305e-02 2.45268835e-02 1.97467734e-02
- 5.60268567e-03 9.32784259e-04 7.08066746e-03 3.19910037e-03
- 3.26521761e-02 1.36227629e-02 2.26896710e-02 3.55936475e-04
- 2.49887949e-02 2.39417707e-05 2.39614347e-03 4.07789772e-02
- 2.71075825e-02 6.82771329e-04 9.78018374e-03 8.87532289e-03
- 2.42190899e-02 2.79827506e-02 1.34852463e-02 2.10441496e-02
- 2.51850390e-02 4.86387759e-02 7.96257580e-03 2.40828861e-02
- 3.60164827e-02 1.21503438e-01 4.62451626e-02 2.73628359e-02
- 5.69981939e-03 6.30984244e-02 2.51054961e-03 3.86597540e-02
- 3.69313663e-02 9.77836133e-03 5.43007002e-02 8.49862065e-03
- 9.34037032e-03 2.08910476e-02 2.52606351e-02 5.07087395e-03
- 4.11276576e-02 3.72904541e-02 2.13618516e-02 1.98880065e-02
- 3.82975422e-02 1.18603611e-02 1.05236797e-02 4.00183687e-02
- 6.56447742e-03 2.50173752e-02 3.42790075e-02 1.52902847e-02
- 4.92169784e-02 3.50733669e-02 8.97665553e-03 4.56542321e-02
- 3.57807896e-02 4.65359027e-03 1.02430520e-02 1.09480900e-03
- 2.99948754e-02 1.60056803e-02 9.14266332e-02 2.21171751e-02
- 2.21266166e-02 2.39548035e-02 1.67236038e-02 2.92337385e-02
- 5.68040392e-02 3.33819480e-02 1.59981487e-02 3.13006658e-02
- 3.20098424e-02 6.45146007e-03 3.82092612e-03 2.25724702e-02]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[3.27961873e-03 1.75320666e-02 3.97840267e-02 1.41369795e-02
+ 1.12890007e-02 3.55765644e-02 1.34914442e-03 9.92463154e-03
+ 3.86416637e-02 8.40062254e-03 1.58912508e-02 7.41091395e-02
+ 2.28266792e-02 1.29662593e-03 1.47977394e-02 1.48877744e-02
+ 3.81874188e-02 7.92322465e-02 3.43012535e-02 1.47732343e-02
+ 2.59567145e-02 1.77816763e-02 1.07826171e-02 3.45241645e-02
+ 3.01752962e-02 4.99180856e-03 2.49838167e-04 4.38432672e-03
+ 5.93034176e-03 2.54644646e-02 1.76834212e-02 1.85785878e-02
+ 3.70827971e-02 9.47008799e-03 6.04008203e-02 2.45865699e-02
+ 2.43113284e-03 2.65643756e-02 1.40768645e-01 4.45840226e-03
+ 1.23365145e-02 3.49001938e-02 3.65693278e-02 2.08966600e-02
+ 1.45112450e-02 1.27524966e-02 7.26193455e-02 3.00129543e-02
+ 5.95594445e-03 1.06826023e-02 1.32609560e-02 1.42729886e-02
+ 2.87131961e-02 6.39892216e-02 4.19650622e-02 2.78272242e-02
+ 1.19023414e-02 2.32474290e-02 5.36904006e-02 7.48259891e-03
+ 2.74997869e-02 3.08549564e-02 4.12211324e-02 1.06229862e-02
+ 4.41816468e-02 5.87890188e-04 4.41486312e-02 1.41083418e-02
+ 5.35759569e-03 2.89869600e-02 2.20517254e-02 2.65534935e-02
+ 1.04481443e-02 2.47355725e-02 1.00634741e-02 2.73185363e-02
+ 1.13375152e-02 4.40236659e-02 1.20669787e-02 7.63258368e-02
+ 1.13208672e-04 1.15746031e-02 9.91094169e-03 4.09789363e-02
+ 5.98604688e-02 1.47082726e-02 1.54957609e-02 3.71921767e-02
+ 2.85688243e-03 7.15752533e-04 4.77553346e-02 2.33370315e-03
+ 3.30638512e-05 7.19284552e-02 5.16049171e-02 7.79000942e-03
+ 2.70465373e-02 5.84696315e-02 5.47099765e-02 6.36462687e-02]
 </pre></div>
 </div>
 </div>
@@ -1736,15 +1738,15 @@ but now splitting the data into a training set and a test set.</p>
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[ 1.95079224  0.81447915  1.26265627  5.0771079  -2.04184782]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[ 1.96667129  1.00622755  0.25455904  7.36570403 -3.55965719]
 Training R2
-0.9966080206050006
+0.9967912002709148
 Training MSE
-0.008334493024006613
+0.007098683295819775
 Test R2
-0.9954205504035075
+0.9957763445154583
 Test MSE
-0.012501013881387798
+0.008754614401844201
 </pre></div>
 </div>
 </div>
diff --git a/doc/LectureNotes/_build/jupyter_execute/week35.ipynb b/doc/LectureNotes/_build/jupyter_execute/week35.ipynb
index 1fb671199..f69ef471e 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": "e0ac9f47",
+   "id": "82630256",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20d0da53",
+   "id": "342c9c77",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22448e3d",
+   "id": "8d89c4f2",
    "metadata": {
     "editable": true
    },
@@ -44,12 +44,16 @@
     "\n",
     "4. Material for the lecture on Thursday: Mathematical interpretations of linear regression\n",
     "\n",
-    "5. Thursday: Ridge and Lasso regression and Singular Value Decomposition"
+    "5. Thursday: Ridge and Lasso regression and Singular Value Decomposition\n",
+    "\n",
+    "6. [Video of lecture](https://youtu.be/qBNm-HGSxL4)\n",
+    "\n",
+    "7. [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "3a79d77d",
+   "id": "4dc0b391",
    "metadata": {
     "editable": true
    },
@@ -65,7 +69,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae5da086",
+   "id": "22518518",
    "metadata": {
     "editable": true
    },
@@ -99,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f1bacbf",
+   "id": "40a10f3c",
    "metadata": {
     "editable": true
    },
@@ -115,7 +119,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65cc3dd0",
+   "id": "76f1c739",
    "metadata": {
     "editable": true
    },
@@ -127,7 +131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9817bfd1",
+   "id": "2710298f",
    "metadata": {
     "editable": true
    },
@@ -137,7 +141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8aad43a",
+   "id": "f1e8bd8f",
    "metadata": {
     "editable": true
    },
@@ -149,7 +153,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e3d82d66",
+   "id": "79e795b0",
    "metadata": {
     "editable": true
    },
@@ -170,7 +174,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f723842",
+   "id": "c868570e",
    "metadata": {
     "editable": true
    },
@@ -182,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bc1bd2ac",
+   "id": "855e1dbf",
    "metadata": {
     "editable": true
    },
@@ -195,7 +199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd86d13e",
+   "id": "e76339ee",
    "metadata": {
     "editable": true
    },
@@ -207,7 +211,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e4182c0",
+   "id": "706dd49c",
    "metadata": {
     "editable": true
    },
@@ -219,7 +223,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98d9bd56",
+   "id": "d068e28e",
    "metadata": {
     "editable": true
    },
@@ -229,7 +233,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4a31a4c",
+   "id": "bb734579",
    "metadata": {
     "editable": true
    },
@@ -241,7 +245,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc31ead7",
+   "id": "aba5029f",
    "metadata": {
     "editable": true
    },
@@ -254,7 +258,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbd1baab",
+   "id": "6ac8d12b",
    "metadata": {
     "editable": true
    },
@@ -266,7 +270,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0562917",
+   "id": "7d3ac82a",
    "metadata": {
     "editable": true
    },
@@ -276,7 +280,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc542ad8",
+   "id": "1eedadb6",
    "metadata": {
     "editable": true
    },
@@ -288,7 +292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb4287eb",
+   "id": "61c29b5e",
    "metadata": {
     "editable": true
    },
@@ -300,7 +304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "91c1c4e2",
+   "id": "4cf9eba7",
    "metadata": {
     "editable": true
    },
@@ -311,7 +315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db1b66ea",
+   "id": "0761eee3",
    "metadata": {
     "editable": true
    },
@@ -323,7 +327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4716bdab",
+   "id": "ead917bf",
    "metadata": {
     "editable": true
    },
@@ -342,7 +346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e9833b82",
+   "id": "92fe0780",
    "metadata": {
     "editable": true
    },
@@ -355,7 +359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3492b7ee",
+   "id": "396bf1e2",
    "metadata": {
     "editable": true
    },
@@ -365,7 +369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2c35465",
+   "id": "6d5307de",
    "metadata": {
     "editable": true
    },
@@ -377,7 +381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f18e09c",
+   "id": "45b68b6b",
    "metadata": {
     "editable": true
    },
@@ -387,7 +391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e740df2b",
+   "id": "8bec3f2b",
    "metadata": {
     "editable": true
    },
@@ -399,7 +403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "529cdc4c",
+   "id": "80dc90da",
    "metadata": {
     "editable": true
    },
@@ -409,7 +413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d46fdfa6",
+   "id": "64e3c687",
    "metadata": {
     "editable": true
    },
@@ -421,7 +425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7e2a6c8",
+   "id": "510d4d4c",
    "metadata": {
     "editable": true
    },
@@ -432,7 +436,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e210bf52",
+   "id": "f0b1c164",
    "metadata": {
     "editable": true
    },
@@ -444,7 +448,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f1a1000",
+   "id": "05896ad6",
    "metadata": {
     "editable": true
    },
@@ -454,7 +458,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79f3a458",
+   "id": "bfa041c9",
    "metadata": {
     "editable": true
    },
@@ -466,7 +470,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e7cf91b",
+   "id": "ae4e69aa",
    "metadata": {
     "editable": true
    },
@@ -476,7 +480,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c3736f3",
+   "id": "22a53165",
    "metadata": {
     "editable": true
    },
@@ -488,7 +492,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b2f9416",
+   "id": "02a2b1b8",
    "metadata": {
     "editable": true
    },
@@ -508,7 +512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "702f5c24",
+   "id": "d1470cae",
    "metadata": {
     "editable": true
    },
@@ -535,7 +539,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43ab73e6",
+   "id": "fbc63e64",
    "metadata": {
     "editable": true
    },
@@ -547,7 +551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82078c10",
+   "id": "5475f4f0",
    "metadata": {
     "editable": true
    },
@@ -559,7 +563,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a024a84",
+   "id": "7ccd0445",
    "metadata": {
     "editable": true
    },
@@ -575,7 +579,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a87fdfb1",
+   "id": "c40947ac",
    "metadata": {
     "editable": true
    },
@@ -593,7 +597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "78689f85",
+   "id": "18e29324",
    "metadata": {
     "editable": true
    },
@@ -605,7 +609,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c9f7030",
+   "id": "6069e0fa",
    "metadata": {
     "editable": true
    },
@@ -617,7 +621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2bacebe3",
+   "id": "2796afe6",
    "metadata": {
     "editable": true
    },
@@ -628,7 +632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6cddb5b",
+   "id": "2b66e25f",
    "metadata": {
     "editable": true
    },
@@ -640,7 +644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a0ea4ff",
+   "id": "86f9add1",
    "metadata": {
     "editable": true
    },
@@ -650,7 +654,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "714d5fd4",
+   "id": "ae97bea9",
    "metadata": {
     "editable": true
    },
@@ -662,7 +666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9963e08d",
+   "id": "14510558",
    "metadata": {
     "editable": true
    },
@@ -676,7 +680,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e256484",
+   "id": "fbb54b4a",
    "metadata": {
     "editable": true
    },
@@ -688,7 +692,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e85336f3",
+   "id": "553845ce",
    "metadata": {
     "editable": true
    },
@@ -700,7 +704,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3443addc",
+   "id": "e79fdc3c",
    "metadata": {
     "editable": true
    },
@@ -712,7 +716,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "090b5baa",
+   "id": "0713d61a",
    "metadata": {
     "editable": true
    },
@@ -722,7 +726,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff67b428",
+   "id": "2e522237",
    "metadata": {
     "editable": true
    },
@@ -734,7 +738,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "881885dd",
+   "id": "4baadc8b",
    "metadata": {
     "editable": true
    },
@@ -746,7 +750,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1240d539",
+   "id": "6e0fee06",
    "metadata": {
     "editable": true
    },
@@ -758,7 +762,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "331ad633",
+   "id": "1d85d1c1",
    "metadata": {
     "editable": true
    },
@@ -772,7 +776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a521aa39",
+   "id": "a6643a5f",
    "metadata": {
     "editable": true
    },
@@ -784,7 +788,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "114aed6b",
+   "id": "f15d9044",
    "metadata": {
     "editable": true
    },
@@ -796,7 +800,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff8e2332",
+   "id": "658745bf",
    "metadata": {
     "editable": true
    },
@@ -808,7 +812,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ec540cb",
+   "id": "ba8bc828",
    "metadata": {
     "editable": true
    },
@@ -818,7 +822,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d791ae0d",
+   "id": "38512288",
    "metadata": {
     "editable": true
    },
@@ -830,7 +834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "533a1d14",
+   "id": "0a571ae1",
    "metadata": {
     "editable": true
    },
@@ -840,7 +844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0881c74d",
+   "id": "f26f46f8",
    "metadata": {
     "editable": true
    },
@@ -852,7 +856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22fd8012",
+   "id": "9e6c5896",
    "metadata": {
     "editable": true
    },
@@ -862,7 +866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69d58d47",
+   "id": "fa516251",
    "metadata": {
     "editable": true
    },
@@ -874,7 +878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4cd670f",
+   "id": "10db7624",
    "metadata": {
     "editable": true
    },
@@ -886,7 +890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83be2125",
+   "id": "7cdeda2b",
    "metadata": {
     "editable": true
    },
@@ -898,7 +902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02f427be",
+   "id": "2b9a8aed",
    "metadata": {
     "editable": true
    },
@@ -913,7 +917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25eccf6d",
+   "id": "758969d3",
    "metadata": {
     "editable": true
    },
@@ -925,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11cc70c5",
+   "id": "d7203c02",
    "metadata": {
     "editable": true
    },
@@ -935,7 +939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "319aa4a2",
+   "id": "16f3ca20",
    "metadata": {
     "editable": true
    },
@@ -947,7 +951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31aaf2ce",
+   "id": "f7caf01e",
    "metadata": {
     "editable": true
    },
@@ -957,7 +961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a3aec11",
+   "id": "b1e5ad17",
    "metadata": {
     "editable": true
    },
@@ -969,7 +973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fbff7523",
+   "id": "587c347e",
    "metadata": {
     "editable": true
    },
@@ -979,7 +983,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e416580",
+   "id": "5279b1cb",
    "metadata": {
     "editable": true
    },
@@ -991,7 +995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2beb6f3c",
+   "id": "0c0d18ed",
    "metadata": {
     "editable": true
    },
@@ -1003,7 +1007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "951de09f",
+   "id": "ba1b34c9",
    "metadata": {
     "editable": true
    },
@@ -1015,7 +1019,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0cfd242",
+   "id": "b859b644",
    "metadata": {
     "editable": true
    },
@@ -1025,7 +1029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5f1d7d3",
+   "id": "a6451ed1",
    "metadata": {
     "editable": true
    },
@@ -1037,7 +1041,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eba03162",
+   "id": "6879be83",
    "metadata": {
     "editable": true
    },
@@ -1050,7 +1054,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f100cbe2",
+   "id": "bda465e5",
    "metadata": {
     "editable": true
    },
@@ -1062,7 +1066,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f1bfc271",
+   "id": "aeb97168",
    "metadata": {
     "editable": true
    },
@@ -1072,7 +1076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eab9d415",
+   "id": "d5339f3b",
    "metadata": {
     "editable": true
    },
@@ -1084,7 +1088,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a448795",
+   "id": "924aee00",
    "metadata": {
     "editable": true
    },
@@ -1094,7 +1098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b99d4e29",
+   "id": "856a72bf",
    "metadata": {
     "editable": true
    },
@@ -1106,7 +1110,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e2d4516c",
+   "id": "ad9fe745",
    "metadata": {
     "editable": true
    },
@@ -1116,7 +1120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb9eb155",
+   "id": "5a72fd42",
    "metadata": {
     "editable": true
    },
@@ -1128,7 +1132,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "790a0e95",
+   "id": "569524a1",
    "metadata": {
     "editable": true
    },
@@ -1138,7 +1142,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "13aa82ce",
+   "id": "4e8d401f",
    "metadata": {
     "editable": true
    },
@@ -1150,7 +1154,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a103f682",
+   "id": "24230b58",
    "metadata": {
     "editable": true
    },
@@ -1160,7 +1164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce7906c3",
+   "id": "fe2c5d6e",
    "metadata": {
     "editable": true
    },
@@ -1172,7 +1176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da4e0b11",
+   "id": "9b68b468",
    "metadata": {
     "editable": true
    },
@@ -1184,7 +1188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fed771e5",
+   "id": "bf6a5077",
    "metadata": {
     "editable": true
    },
@@ -1196,7 +1200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2facb9ef",
+   "id": "ddf09a27",
    "metadata": {
     "editable": true
    },
@@ -1208,7 +1212,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f272a9f",
+   "id": "e1665513",
    "metadata": {
     "editable": true
    },
@@ -1220,7 +1224,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29d09098",
+   "id": "e754746c",
    "metadata": {
     "editable": true
    },
@@ -1236,7 +1240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a65ba3e7",
+   "id": "922d0d8c",
    "metadata": {
     "editable": true
    },
@@ -1248,7 +1252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81f1235d",
+   "id": "acf89848",
    "metadata": {
     "editable": true
    },
@@ -1258,7 +1262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03fc983e",
+   "id": "12d22c90",
    "metadata": {
     "editable": true
    },
@@ -1270,7 +1274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a977079e",
+   "id": "9dbcb6d7",
    "metadata": {
     "editable": true
    },
@@ -1288,7 +1292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7a353e0",
+   "id": "b797b390",
    "metadata": {
     "editable": true
    },
@@ -1300,7 +1304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea0cc191",
+   "id": "b78ab217",
    "metadata": {
     "editable": true
    },
@@ -1312,7 +1316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ef639aa",
+   "id": "e0a0542d",
    "metadata": {
     "editable": true
    },
@@ -1322,7 +1326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a440bb6",
+   "id": "fd640b28",
    "metadata": {
     "editable": true
    },
@@ -1334,7 +1338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "434ec630",
+   "id": "6a073b35",
    "metadata": {
     "editable": true
    },
@@ -1344,7 +1348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "224d3db0",
+   "id": "f7daf28e",
    "metadata": {
     "editable": true
    },
@@ -1356,7 +1360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8454f8a5",
+   "id": "d8e03fdc",
    "metadata": {
     "editable": true
    },
@@ -1366,7 +1370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43669b68",
+   "id": "058aed61",
    "metadata": {
     "editable": true
    },
@@ -1380,7 +1384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80645c26",
+   "id": "c7d35183",
    "metadata": {
     "editable": true
    },
@@ -1392,7 +1396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb545d6c",
+   "id": "bad6fd9a",
    "metadata": {
     "editable": true
    },
@@ -1403,7 +1407,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7262e81",
+   "id": "1bd57074",
    "metadata": {
     "editable": true
    },
@@ -1416,7 +1420,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "d1fd9937",
+   "id": "9895174d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1443,7 +1447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5423473",
+   "id": "0d7ad6dc",
    "metadata": {
     "editable": true
    },
@@ -1454,7 +1458,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "a34a7650",
+   "id": "e52ec127",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1467,7 +1471,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e218ee6a",
+   "id": "c66acc10",
    "metadata": {
     "editable": true
    },
@@ -1481,7 +1485,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "14933f25",
+   "id": "85f5f060",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1494,7 +1498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd9a15cb",
+   "id": "ef359561",
    "metadata": {
     "editable": true
    },
@@ -1505,7 +1509,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "61a708f4",
+   "id": "21b8437f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1515,7 +1519,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.99541140030306\n"
+      "0.9949347794612255\n"
      ]
     }
    ],
@@ -1525,7 +1529,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5903bc37",
+   "id": "b1c814a4",
    "metadata": {
     "editable": true
    },
@@ -1536,7 +1540,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "ee9b2868",
+   "id": "de8f1db6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1546,7 +1550,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.009710035292693498\n"
+      "0.01028995427580139\n"
      ]
     }
    ],
@@ -1560,7 +1564,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b698b0f",
+   "id": "421ff6ee",
    "metadata": {
     "editable": true
    },
@@ -1571,7 +1575,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "57d4cd3a",
+   "id": "77d5b744",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1581,31 +1585,31 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[3.79190435e-03 8.55070893e-03 3.86058560e-02 3.45643708e-02\n",
-      " 1.28500583e-02 5.10712245e-02 1.17764878e-02 1.13687085e-02\n",
-      " 1.74592114e-02 1.33939645e-03 2.27552531e-02 2.28284417e-02\n",
-      " 5.61536670e-02 6.48783370e-03 1.69356940e-02 7.00289406e-02\n",
-      " 2.45571233e-02 5.79106527e-02 7.31138734e-02 4.08448544e-02\n",
-      " 6.91811160e-03 4.97200305e-02 2.45268835e-02 1.97467734e-02\n",
-      " 5.60268567e-03 9.32784259e-04 7.08066746e-03 3.19910037e-03\n",
-      " 3.26521761e-02 1.36227629e-02 2.26896710e-02 3.55936475e-04\n",
-      " 2.49887949e-02 2.39417707e-05 2.39614347e-03 4.07789772e-02\n",
-      " 2.71075825e-02 6.82771329e-04 9.78018374e-03 8.87532289e-03\n",
-      " 2.42190899e-02 2.79827506e-02 1.34852463e-02 2.10441496e-02\n",
-      " 2.51850390e-02 4.86387759e-02 7.96257580e-03 2.40828861e-02\n",
-      " 3.60164827e-02 1.21503438e-01 4.62451626e-02 2.73628359e-02\n",
-      " 5.69981939e-03 6.30984244e-02 2.51054961e-03 3.86597540e-02\n",
-      " 3.69313663e-02 9.77836133e-03 5.43007002e-02 8.49862065e-03\n",
-      " 9.34037032e-03 2.08910476e-02 2.52606351e-02 5.07087395e-03\n",
-      " 4.11276576e-02 3.72904541e-02 2.13618516e-02 1.98880065e-02\n",
-      " 3.82975422e-02 1.18603611e-02 1.05236797e-02 4.00183687e-02\n",
-      " 6.56447742e-03 2.50173752e-02 3.42790075e-02 1.52902847e-02\n",
-      " 4.92169784e-02 3.50733669e-02 8.97665553e-03 4.56542321e-02\n",
-      " 3.57807896e-02 4.65359027e-03 1.02430520e-02 1.09480900e-03\n",
-      " 2.99948754e-02 1.60056803e-02 9.14266332e-02 2.21171751e-02\n",
-      " 2.21266166e-02 2.39548035e-02 1.67236038e-02 2.92337385e-02\n",
-      " 5.68040392e-02 3.33819480e-02 1.59981487e-02 3.13006658e-02\n",
-      " 3.20098424e-02 6.45146007e-03 3.82092612e-03 2.25724702e-02]\n"
+      "[3.27961873e-03 1.75320666e-02 3.97840267e-02 1.41369795e-02\n",
+      " 1.12890007e-02 3.55765644e-02 1.34914442e-03 9.92463154e-03\n",
+      " 3.86416637e-02 8.40062254e-03 1.58912508e-02 7.41091395e-02\n",
+      " 2.28266792e-02 1.29662593e-03 1.47977394e-02 1.48877744e-02\n",
+      " 3.81874188e-02 7.92322465e-02 3.43012535e-02 1.47732343e-02\n",
+      " 2.59567145e-02 1.77816763e-02 1.07826171e-02 3.45241645e-02\n",
+      " 3.01752962e-02 4.99180856e-03 2.49838167e-04 4.38432672e-03\n",
+      " 5.93034176e-03 2.54644646e-02 1.76834212e-02 1.85785878e-02\n",
+      " 3.70827971e-02 9.47008799e-03 6.04008203e-02 2.45865699e-02\n",
+      " 2.43113284e-03 2.65643756e-02 1.40768645e-01 4.45840226e-03\n",
+      " 1.23365145e-02 3.49001938e-02 3.65693278e-02 2.08966600e-02\n",
+      " 1.45112450e-02 1.27524966e-02 7.26193455e-02 3.00129543e-02\n",
+      " 5.95594445e-03 1.06826023e-02 1.32609560e-02 1.42729886e-02\n",
+      " 2.87131961e-02 6.39892216e-02 4.19650622e-02 2.78272242e-02\n",
+      " 1.19023414e-02 2.32474290e-02 5.36904006e-02 7.48259891e-03\n",
+      " 2.74997869e-02 3.08549564e-02 4.12211324e-02 1.06229862e-02\n",
+      " 4.41816468e-02 5.87890188e-04 4.41486312e-02 1.41083418e-02\n",
+      " 5.35759569e-03 2.89869600e-02 2.20517254e-02 2.65534935e-02\n",
+      " 1.04481443e-02 2.47355725e-02 1.00634741e-02 2.73185363e-02\n",
+      " 1.13375152e-02 4.40236659e-02 1.20669787e-02 7.63258368e-02\n",
+      " 1.13208672e-04 1.15746031e-02 9.91094169e-03 4.09789363e-02\n",
+      " 5.98604688e-02 1.47082726e-02 1.54957609e-02 3.71921767e-02\n",
+      " 2.85688243e-03 7.15752533e-04 4.77553346e-02 2.33370315e-03\n",
+      " 3.30638512e-05 7.19284552e-02 5.16049171e-02 7.79000942e-03\n",
+      " 2.70465373e-02 5.84696315e-02 5.47099765e-02 6.36462687e-02]\n"
      ]
     }
    ],
@@ -1617,7 +1621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7a3aaba",
+   "id": "0afffa89",
    "metadata": {
     "editable": true
    },
@@ -1638,7 +1642,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2eb3f93b",
+   "id": "83fc18dd",
    "metadata": {
     "editable": true
    },
@@ -1649,7 +1653,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "cfeb8d48",
+   "id": "c908e069",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1659,15 +1663,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 1.95079224  0.81447915  1.26265627  5.0771079  -2.04184782]\n",
+      "[ 1.96667129  1.00622755  0.25455904  7.36570403 -3.55965719]\n",
       "Training R2\n",
-      "0.9966080206050006\n",
+      "0.9967912002709148\n",
       "Training MSE\n",
-      "0.008334493024006613\n",
+      "0.007098683295819775\n",
       "Test R2\n",
-      "0.9954205504035075\n",
+      "0.9957763445154583\n",
       "Test MSE\n",
-      "0.012501013881387798\n"
+      "0.008754614401844201\n"
      ]
     }
    ],
@@ -1718,7 +1722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df5c5eca",
+   "id": "f69cf8d1",
    "metadata": {
     "editable": true
    },
@@ -1729,7 +1733,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "2d04b51c",
+   "id": "03acb6ba",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1754,7 +1758,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5a2b35a",
+   "id": "0d8db71d",
    "metadata": {
     "editable": true
    },
@@ -1766,7 +1770,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89019840",
+   "id": "29fc4792",
    "metadata": {
     "editable": true
    },
@@ -1795,7 +1799,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a795dfed",
+   "id": "5d2323e6",
    "metadata": {
     "editable": true
    },
@@ -1820,7 +1824,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "18341dc4",
+   "id": "084a05ce",
    "metadata": {
     "editable": true
    },
@@ -1840,7 +1844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae48eec9",
+   "id": "2cf236cf",
    "metadata": {
     "editable": true
    },
@@ -1867,7 +1871,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5187422",
+   "id": "f7ef3d03",
    "metadata": {
     "editable": true
    },
@@ -1880,7 +1884,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f2f8dff",
+   "id": "30df9a47",
    "metadata": {
     "editable": true
    },
@@ -1892,7 +1896,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d016aeaa",
+   "id": "fa957ecb",
    "metadata": {
     "editable": true
    },
@@ -1903,7 +1907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbd6bef4",
+   "id": "c6b8f467",
    "metadata": {
     "editable": true
    },
@@ -1919,7 +1923,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "a936912f",
+   "id": "a2480cf9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2362,7 +2366,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5c1678e",
+   "id": "7643608b",
    "metadata": {
     "editable": true
    },
@@ -2372,7 +2376,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9a49c01",
+   "id": "5e6e489d",
    "metadata": {
     "editable": true
    },
@@ -2387,7 +2391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b195db22",
+   "id": "ff073975",
    "metadata": {
     "editable": true
    },
@@ -2399,7 +2403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9debef9c",
+   "id": "6a176186",
    "metadata": {
     "editable": true
    },
@@ -2409,7 +2413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a997618",
+   "id": "784ddba6",
    "metadata": {
     "editable": true
    },
@@ -2425,7 +2429,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "371c1d67",
+   "id": "83686834",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2442,7 +2446,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0543264",
+   "id": "dd641a05",
    "metadata": {
     "editable": true
    },
@@ -2455,7 +2459,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "8c7a6aab",
+   "id": "447d12ce",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2517,7 +2521,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "add34214",
+   "id": "96fc590b",
    "metadata": {
     "editable": true
    },
@@ -2528,7 +2532,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "6419e441",
+   "id": "8de8bbfc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2664,7 +2668,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef995ef5",
+   "id": "8dfe4a90",
    "metadata": {
     "editable": true
    },
@@ -2692,7 +2696,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "030d3c0c",
+   "id": "c0edb6d6",
    "metadata": {
     "editable": true
    },
@@ -2727,7 +2731,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f43ff3f2",
+   "id": "ed0f6bc0",
    "metadata": {
     "editable": true
    },
@@ -2742,7 +2746,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "f1048ea7",
+   "id": "99a1133f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2767,7 +2771,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2e96f53",
+   "id": "5ef9b25c",
    "metadata": {
     "editable": true
    },
@@ -2783,7 +2787,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "168771fe",
+   "id": "80ca5485",
    "metadata": {
     "editable": true
    },
@@ -2795,7 +2799,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c3a048c",
+   "id": "17ad9823",
    "metadata": {
     "editable": true
    },
@@ -2810,7 +2814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1cf78358",
+   "id": "7560f426",
    "metadata": {
     "editable": true
    },
@@ -2822,7 +2826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df497fb7",
+   "id": "a7444f64",
    "metadata": {
     "editable": true
    },
@@ -2832,7 +2836,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0ee7f44",
+   "id": "2aad0c8b",
    "metadata": {
     "editable": true
    },
@@ -2844,7 +2848,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "117813ee",
+   "id": "de870a72",
    "metadata": {
     "editable": true
    },
@@ -2854,7 +2858,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7fe3c928",
+   "id": "7a6c517e",
    "metadata": {
     "editable": true
    },
@@ -2866,7 +2870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9b0cadf",
+   "id": "753afefe",
    "metadata": {
     "editable": true
    },
@@ -2879,7 +2883,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d084b963",
+   "id": "3005c150",
    "metadata": {
     "editable": true
    },
@@ -2891,7 +2895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9feed9c7",
+   "id": "79eace73",
    "metadata": {
     "editable": true
    },
@@ -2901,7 +2905,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7646db83",
+   "id": "38d75fef",
    "metadata": {
     "editable": true
    },
@@ -2913,7 +2917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70b04ee4",
+   "id": "60f367fa",
    "metadata": {
     "editable": true
    },
@@ -2923,7 +2927,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb98b594",
+   "id": "9131a799",
    "metadata": {
     "editable": true
    },
@@ -2935,7 +2939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58b6bb60",
+   "id": "8cbfafa2",
    "metadata": {
     "editable": true
    },
@@ -2945,7 +2949,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8792e8b2",
+   "id": "9d4a45df",
    "metadata": {
     "editable": true
    },
@@ -2957,7 +2961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd1b7917",
+   "id": "19284bfb",
    "metadata": {
     "editable": true
    },
@@ -2967,7 +2971,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9296d406",
+   "id": "e1ccefe0",
    "metadata": {
     "editable": true
    },
@@ -2979,7 +2983,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "49a369db",
+   "id": "e6228ac9",
    "metadata": {
     "editable": true
    },
@@ -2989,7 +2993,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c1ff393",
+   "id": "474d165a",
    "metadata": {
     "editable": true
    },
@@ -3001,7 +3005,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05376dd3",
+   "id": "01c6f359",
    "metadata": {
     "editable": true
    },
@@ -3011,7 +3015,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ffe05be",
+   "id": "104df9ea",
    "metadata": {
     "editable": true
    },
@@ -3023,7 +3027,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf9c3ed2",
+   "id": "86f33ebf",
    "metadata": {
     "editable": true
    },
@@ -3035,7 +3039,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ad52b56",
+   "id": "b8893d78",
    "metadata": {
     "editable": true
    },
@@ -3047,7 +3051,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc7df605",
+   "id": "cc8ec307",
    "metadata": {
     "editable": true
    },
@@ -3060,7 +3064,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ad271b5",
+   "id": "234e3f6e",
    "metadata": {
     "editable": true
    },
@@ -3072,7 +3076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7661ef0",
+   "id": "d1c0397f",
    "metadata": {
     "editable": true
    },
@@ -3082,7 +3086,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "66a608d3",
+   "id": "799912a7",
    "metadata": {
     "editable": true
    },
@@ -3096,7 +3100,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "5538e71a",
+   "id": "5a3de91e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3229,7 +3233,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "940dadb6",
+   "id": "0f069973",
    "metadata": {
     "editable": true
    },
@@ -3250,7 +3254,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6b92ae4",
+   "id": "e76beb96",
    "metadata": {
     "editable": true
    },
@@ -3262,7 +3266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e50ebc47",
+   "id": "4fe81d64",
    "metadata": {
     "editable": true
    },
@@ -3272,7 +3276,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c10d8931",
+   "id": "bb22d80f",
    "metadata": {
     "editable": true
    },
@@ -3284,7 +3288,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "414a419a",
+   "id": "293ce41e",
    "metadata": {
     "editable": true
    },
@@ -3294,7 +3298,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01dcee36",
+   "id": "8a969677",
    "metadata": {
     "editable": true
    },
@@ -3306,7 +3310,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1460667a",
+   "id": "d93685ad",
    "metadata": {
     "editable": true
    },
@@ -3322,7 +3326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85a29f10",
+   "id": "9abd5b44",
    "metadata": {
     "editable": true
    },
@@ -3366,7 +3370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e1cbb1b",
+   "id": "b8bd6825",
    "metadata": {
     "editable": true
    },
@@ -3378,7 +3382,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "1026aca4",
+   "id": "2c2b3d87",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3394,7 +3398,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4299d593",
+   "id": "fea1bc2e",
    "metadata": {
     "editable": true
    },
@@ -3405,7 +3409,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "f417412e",
+   "id": "a80976dc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3476,7 +3480,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ced6323",
+   "id": "aa3b722c",
    "metadata": {
     "editable": true
    },
@@ -3487,7 +3491,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "f11aa076",
+   "id": "828172e1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3501,7 +3505,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c20af331",
+   "id": "eee71c11",
    "metadata": {
     "editable": true
    },
@@ -3512,7 +3516,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "c6c96c81",
+   "id": "7c8a5c54",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3550,7 +3554,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6fb45ce",
+   "id": "a0c893b5",
    "metadata": {
     "editable": true
    },
@@ -3561,7 +3565,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "6f00c28a",
+   "id": "58711c38",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3601,7 +3605,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0abc4366",
+   "id": "d899ec3f",
    "metadata": {
     "editable": true
    },
@@ -3612,7 +3616,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "933b907e",
+   "id": "59925df7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3653,7 +3657,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21b8d81c",
+   "id": "083a679e",
    "metadata": {
     "editable": true
    },
@@ -3664,7 +3668,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "dcec4712",
+   "id": "127a3dda",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3703,7 +3707,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7347e92",
+   "id": "c72d1b7f",
    "metadata": {
     "editable": true
    },
@@ -3714,7 +3718,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "3f276b40",
+   "id": "a1378976",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3727,7 +3731,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "271b8bef",
+   "id": "d85205c1",
    "metadata": {
     "editable": true
    },
@@ -3738,7 +3742,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "99c18370",
+   "id": "040b1e85",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3769,7 +3773,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21407961",
+   "id": "32d25d47",
    "metadata": {
     "editable": true
    },
@@ -3780,7 +3784,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "ee884183",
+   "id": "1b0fac0d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3840,7 +3844,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "a95605df",
+   "id": "02279b28",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3870,7 +3874,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c83dad54",
+   "id": "cd590eba",
    "metadata": {
     "editable": true
    },
@@ -3880,7 +3884,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e80c5346",
+   "id": "9968e6df",
    "metadata": {
     "editable": true
    },
@@ -3894,7 +3898,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5bce901a",
+   "id": "6e0b933c",
    "metadata": {
     "editable": true
    },
@@ -3906,7 +3910,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99d8c33b",
+   "id": "e3019867",
    "metadata": {
     "editable": true
    },
@@ -3918,7 +3922,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4c93930",
+   "id": "84b218f8",
    "metadata": {
     "editable": true
    },
@@ -3930,7 +3934,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9ece246",
+   "id": "19a7596b",
    "metadata": {
     "editable": true
    },
@@ -3940,7 +3944,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ebe402c7",
+   "id": "bd703e67",
    "metadata": {
     "editable": true
    },
@@ -3952,7 +3956,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38dfce7b",
+   "id": "123c9939",
    "metadata": {
     "editable": true
    },
@@ -3962,7 +3966,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42726abc",
+   "id": "e25cd9d9",
    "metadata": {
     "editable": true
    },
@@ -3974,7 +3978,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c847fce",
+   "id": "7a90c314",
    "metadata": {
     "editable": true
    },
@@ -3985,7 +3989,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce34cf9c",
+   "id": "342cbb0e",
    "metadata": {
     "editable": true
    },
@@ -3997,7 +4001,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01ce392c",
+   "id": "8174f656",
    "metadata": {
     "editable": true
    },
@@ -4009,7 +4013,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2d128e9",
+   "id": "9d4a6e02",
    "metadata": {
     "editable": true
    },
@@ -4019,7 +4023,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e681b2fa",
+   "id": "6165636b",
    "metadata": {
     "editable": true
    },
@@ -4031,7 +4035,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3029e28",
+   "id": "cd5ead70",
    "metadata": {
     "editable": true
    },
@@ -4043,7 +4047,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05e1d64d",
+   "id": "ea18f6fe",
    "metadata": {
     "editable": true
    },
@@ -4053,7 +4057,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3266ac10",
+   "id": "9b42e1cf",
    "metadata": {
     "editable": true
    },
@@ -4065,7 +4069,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e918b318",
+   "id": "ddc58b22",
    "metadata": {
     "editable": true
    },
@@ -4075,7 +4079,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80b16165",
+   "id": "288e8e6a",
    "metadata": {
     "editable": true
    },
@@ -4087,7 +4091,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c5be15b",
+   "id": "4fd80694",
    "metadata": {
     "editable": true
    },
@@ -4097,7 +4101,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee9004d8",
+   "id": "b006a8c2",
    "metadata": {
     "editable": true
    },
@@ -4137,7 +4141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f345ab7",
+   "id": "725d878b",
    "metadata": {
     "editable": true
    },
@@ -4154,7 +4158,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "922f58d1",
+   "id": "fd5e5178",
    "metadata": {
     "editable": true
    },
@@ -4177,7 +4181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dafc4c2",
+   "id": "153ac58e",
    "metadata": {
     "editable": true
    },
@@ -4194,7 +4198,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4e09621",
+   "id": "3a4c4a00",
    "metadata": {
     "editable": true
    },
@@ -4213,7 +4217,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "137c6cf4",
+   "id": "c102eee7",
    "metadata": {
     "editable": true
    },
@@ -4224,7 +4228,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc25a406",
+   "id": "7005d428",
    "metadata": {
     "editable": true
    },
@@ -4236,7 +4240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "900ce3c9",
+   "id": "ebdbde59",
    "metadata": {
     "editable": true
    },
@@ -4254,7 +4258,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1afaf31",
+   "id": "8757437b",
    "metadata": {
     "editable": true
    },
@@ -4270,7 +4274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07b0ca44",
+   "id": "dba77cf1",
    "metadata": {
     "editable": true
    },
@@ -4282,7 +4286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22a680da",
+   "id": "2f275695",
    "metadata": {
     "editable": true
    },
@@ -4292,7 +4296,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f509aae3",
+   "id": "32c17033",
    "metadata": {
     "editable": true
    },
@@ -4307,7 +4311,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0c20dba",
+   "id": "13d50641",
    "metadata": {
     "editable": true
    },
@@ -4319,7 +4323,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c8bb06b6",
+   "id": "e32d182b",
    "metadata": {
     "editable": true
    },
@@ -4329,7 +4333,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29ca64d1",
+   "id": "566185cc",
    "metadata": {
     "editable": true
    },
@@ -4341,7 +4345,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af1e6533",
+   "id": "69cc07d3",
    "metadata": {
     "editable": true
    },
@@ -4351,7 +4355,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0a6fa58",
+   "id": "5a62e55b",
    "metadata": {
     "editable": true
    },
@@ -4363,7 +4367,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eadb81a6",
+   "id": "185a7b6c",
    "metadata": {
     "editable": true
    },
@@ -4375,7 +4379,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fccff518",
+   "id": "b63994c4",
    "metadata": {
     "editable": true
    },
@@ -4390,7 +4394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cac0aa1e",
+   "id": "1b5e5ea8",
    "metadata": {
     "editable": true
    },
@@ -4401,7 +4405,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dd99324",
+   "id": "c7cba8d9",
    "metadata": {
     "editable": true
    },
@@ -4421,7 +4425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "881a015f",
+   "id": "34a321a1",
    "metadata": {
     "editable": true
    },
@@ -4433,7 +4437,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac543f7f",
+   "id": "adeb4e2a",
    "metadata": {
     "editable": true
    },
@@ -4443,7 +4447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b3b7360",
+   "id": "983c4d05",
    "metadata": {
     "editable": true
    },
@@ -4455,7 +4459,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42df2f58",
+   "id": "30746d8f",
    "metadata": {
     "editable": true
    },
@@ -4484,7 +4488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7154cacc",
+   "id": "15b1904e",
    "metadata": {
     "editable": true
    },
@@ -4511,7 +4515,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6023971",
+   "id": "825d56c0",
    "metadata": {
     "editable": true
    },
@@ -4522,7 +4526,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "a89decec",
+   "id": "83389e7a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4584,7 +4588,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba244752",
+   "id": "6c1d5c64",
    "metadata": {
     "editable": true
    },
@@ -4601,7 +4605,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20d7027f",
+   "id": "092d08fb",
    "metadata": {
     "editable": true
    },
@@ -4624,7 +4628,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0a99200",
+   "id": "680ca861",
    "metadata": {
     "editable": true
    },
@@ -4638,7 +4642,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6dd3432",
+   "id": "d9109bdb",
    "metadata": {
     "editable": true
    },
@@ -4657,7 +4661,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c13a39c4",
+   "id": "1bc782ad",
    "metadata": {
     "editable": true
    },
@@ -4667,7 +4671,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f25e533",
+   "id": "fd98474c",
    "metadata": {
     "editable": true
    },
@@ -4679,7 +4683,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfcfb048",
+   "id": "27505b56",
    "metadata": {
     "editable": true
    },
@@ -4693,7 +4697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "56838f49",
+   "id": "97458ec0",
    "metadata": {
     "editable": true
    },
@@ -4705,7 +4709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc22f743",
+   "id": "6a940c34",
    "metadata": {
     "editable": true
    },
@@ -4715,7 +4719,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb5cf710",
+   "id": "beb7c9c1",
    "metadata": {
     "editable": true
    },
@@ -4727,7 +4731,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc0695c6",
+   "id": "892eca8e",
    "metadata": {
     "editable": true
    },
@@ -4744,7 +4748,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "13f4a1f2",
+   "id": "d716176c",
    "metadata": {
     "editable": true
    },
@@ -4754,7 +4758,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8cd7f951",
+   "id": "d6f76ea3",
    "metadata": {
     "editable": true
    },
@@ -4770,7 +4774,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5e2da62c",
+   "id": "6cd96381",
    "metadata": {
     "editable": true
    },
@@ -4780,7 +4784,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3764dc21",
+   "id": "3235bb2a",
    "metadata": {
     "editable": true
    },
@@ -4796,7 +4800,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c2a3cc3",
+   "id": "cfb5e5fa",
    "metadata": {
     "editable": true
    },
@@ -4806,7 +4810,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e26157fd",
+   "id": "30c811c8",
    "metadata": {
     "editable": true
    },
@@ -4822,7 +4826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86faee8a",
+   "id": "b64ff89b",
    "metadata": {
     "editable": true
    },
@@ -4832,7 +4836,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "298ed70f",
+   "id": "d2d214b1",
    "metadata": {
     "editable": true
    },
@@ -4849,7 +4853,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82700ca9",
+   "id": "1734cbea",
    "metadata": {
     "editable": true
    },
@@ -4861,7 +4865,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0936050b",
+   "id": "18b87d79",
    "metadata": {
     "editable": true
    },
@@ -4873,7 +4877,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cf9c415",
+   "id": "7424dbeb",
    "metadata": {
     "editable": true
    },
@@ -4885,7 +4889,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "383df96d",
+   "id": "8bfde7d9",
    "metadata": {
     "editable": true
    },
@@ -4895,7 +4899,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61a360f0",
+   "id": "d7fae153",
    "metadata": {
     "editable": true
    },
@@ -4907,7 +4911,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ae1f6d7",
+   "id": "a5fe659e",
    "metadata": {
     "editable": true
    },
@@ -4919,7 +4923,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0377a098",
+   "id": "0494a740",
    "metadata": {
     "editable": true
    },
@@ -4931,7 +4935,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8b7fadd",
+   "id": "cd9e9a2d",
    "metadata": {
     "editable": true
    },
@@ -4941,7 +4945,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b10c412",
+   "id": "a36f09cb",
    "metadata": {
     "editable": true
    },
@@ -4953,7 +4957,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a8b1eae",
+   "id": "c595c4ab",
    "metadata": {
     "editable": true
    },
@@ -4963,7 +4967,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28eb8108",
+   "id": "54ea720c",
    "metadata": {
     "editable": true
    },
@@ -4975,7 +4979,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7dfc4919",
+   "id": "3b8cb8cc",
    "metadata": {
     "editable": true
    },
@@ -4991,7 +4995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0623f5e",
+   "id": "e825b356",
    "metadata": {
     "editable": true
    },
@@ -5003,7 +5007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c0a554d",
+   "id": "2cbc23f9",
    "metadata": {
     "editable": true
    },
@@ -5015,7 +5019,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb6957af",
+   "id": "8665bb8b",
    "metadata": {
     "editable": true
    },
@@ -5025,7 +5029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd8cdf7b",
+   "id": "2aedf32c",
    "metadata": {
     "editable": true
    },
@@ -5037,7 +5041,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7479824a",
+   "id": "e64ed163",
    "metadata": {
     "editable": true
    },
@@ -5048,7 +5052,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f5e31a1",
+   "id": "b060bb08",
    "metadata": {
     "editable": true
    },
@@ -5060,7 +5064,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0154706c",
+   "id": "0e9f682e",
    "metadata": {
     "editable": true
    },
@@ -5070,7 +5074,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "204300e7",
+   "id": "084d10ae",
    "metadata": {
     "editable": true
    },
@@ -5082,7 +5086,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c286642",
+   "id": "322ae2b5",
    "metadata": {
     "editable": true
    },
@@ -5092,7 +5096,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e86269b",
+   "id": "2b934378",
    "metadata": {
     "editable": true
    },
@@ -5104,7 +5108,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0239d27b",
+   "id": "76fa0775",
    "metadata": {
     "editable": true
    },
@@ -5115,7 +5119,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d28c673d",
+   "id": "4ab1ab5e",
    "metadata": {
     "editable": true
    },
@@ -5127,7 +5131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a46000f4",
+   "id": "5c3528cd",
    "metadata": {
     "editable": true
    },
@@ -5145,7 +5149,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5af469fb",
+   "id": "99446c56",
    "metadata": {
     "editable": true
    },
@@ -5161,7 +5165,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbf850f2",
+   "id": "52b4ef86",
    "metadata": {
     "editable": true
    },
@@ -5173,7 +5177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "46754f34",
+   "id": "14d03f17",
    "metadata": {
     "editable": true
    },
@@ -5185,7 +5189,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "912e6438",
+   "id": "08983b4e",
    "metadata": {
     "editable": true
    },
@@ -5197,7 +5201,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "385e44a5",
+   "id": "bf4aff1c",
    "metadata": {
     "editable": true
    },
@@ -5210,7 +5214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7ea1538",
+   "id": "d1a70450",
    "metadata": {
     "editable": true
    },
@@ -5226,7 +5230,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4871a670",
+   "id": "4441a82e",
    "metadata": {
     "editable": true
    },
@@ -5240,7 +5244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "096bfb4e",
+   "id": "985fe9f4",
    "metadata": {
     "editable": true
    },
@@ -5250,7 +5254,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8bb5961a",
+   "id": "7d0b48ad",
    "metadata": {
     "editable": true
    },
@@ -5262,7 +5266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5fc78b2",
+   "id": "927a1cc9",
    "metadata": {
     "editable": true
    },
@@ -5272,7 +5276,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8294b010",
+   "id": "28fe8612",
    "metadata": {
     "editable": true
    },
@@ -5284,7 +5288,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d740546",
+   "id": "643c5c24",
    "metadata": {
     "editable": true
    },
@@ -5294,7 +5298,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfa7cec5",
+   "id": "31eb5551",
    "metadata": {
     "editable": true
    },
@@ -5308,7 +5312,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd250d44",
+   "id": "ee97772f",
    "metadata": {
     "editable": true
    },
@@ -5325,7 +5329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c715a9c",
+   "id": "fdef2a70",
    "metadata": {
     "editable": true
    },
@@ -5341,7 +5345,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "530e44f9",
+   "id": "68211a1f",
    "metadata": {
     "editable": true
    },
@@ -5353,7 +5357,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8963de47",
+   "id": "9a8a18e2",
    "metadata": {
     "editable": true
    },
@@ -5366,7 +5370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57dfa03b",
+   "id": "e7d94e46",
    "metadata": {
     "editable": true
    },
@@ -5380,7 +5384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03fee314",
+   "id": "0c9c0c07",
    "metadata": {
     "editable": true
    },
@@ -5390,7 +5394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af46ee0c",
+   "id": "3fc933af",
    "metadata": {
     "editable": true
    },
@@ -5403,7 +5407,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52cc3bc6",
+   "id": "e97cce9c",
    "metadata": {
     "editable": true
    },
@@ -5422,7 +5426,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3a0202f",
+   "id": "d1be42f8",
    "metadata": {
     "editable": true
    },
@@ -5434,7 +5438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b244f95",
+   "id": "e957492f",
    "metadata": {
     "editable": true
    },
@@ -5446,7 +5450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "664f60f6",
+   "id": "6f4bd14c",
    "metadata": {
     "editable": true
    },
@@ -5456,7 +5460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "790a3b58",
+   "id": "ba1b4c89",
    "metadata": {
     "editable": true
    },
@@ -5468,7 +5472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c9f2d45",
+   "id": "c9563317",
    "metadata": {
     "editable": true
    },
@@ -5481,7 +5485,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "faf5ab08",
+   "id": "ed451710",
    "metadata": {
     "editable": true
    },
@@ -5500,7 +5504,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59ec07d7",
+   "id": "4eabcccb",
    "metadata": {
     "editable": true
    },
@@ -5510,7 +5514,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3013ec51",
+   "id": "78678f6f",
    "metadata": {
     "editable": true
    },
@@ -5529,7 +5533,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09868daf",
+   "id": "5840e451",
    "metadata": {
     "editable": true
    },
@@ -5547,7 +5551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4ad3314",
+   "id": "75f212b9",
    "metadata": {
     "editable": true
    },
@@ -5561,7 +5565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bea84db1",
+   "id": "af4b97f1",
    "metadata": {
     "editable": true
    },
@@ -5576,7 +5580,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "7406b721",
+   "id": "bceeb8a6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5608,7 +5612,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e62a10c6",
+   "id": "e438fa73",
    "metadata": {
     "editable": true
    },
@@ -5625,7 +5629,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "e99810d7",
+   "id": "01ec3279",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5668,7 +5672,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6753d67",
+   "id": "fb6ba409",
    "metadata": {
     "editable": true
    },
@@ -5682,7 +5686,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7e5de4d",
+   "id": "6c5bfe67",
    "metadata": {
     "editable": true
    },
@@ -5695,7 +5699,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "b88ed80b",
+   "id": "b2b07565",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5751,7 +5755,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97b688c8",
+   "id": "e26d9b42",
    "metadata": {
     "editable": true
    },
@@ -5761,7 +5765,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bda65277",
+   "id": "6200c4da",
    "metadata": {
     "editable": true
    },
@@ -5772,7 +5776,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "9a2f0b3a",
+   "id": "1a0f5c54",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5866,7 +5870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36f0b362",
+   "id": "be666eb5",
    "metadata": {
     "editable": true
    },
@@ -5883,7 +5887,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cc9395a",
+   "id": "cc79dbf1",
    "metadata": {
     "editable": true
    },
@@ -5895,7 +5899,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2cb29d31",
+   "id": "7aaa9582",
    "metadata": {
     "editable": true
    },
@@ -5907,7 +5911,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "37266bbd",
+   "id": "3c9ca18c",
    "metadata": {
     "editable": true
    },
@@ -5917,7 +5921,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd11309e",
+   "id": "7450e1de",
    "metadata": {
     "editable": true
    },
@@ -5934,7 +5938,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5dd9ff49",
+   "id": "c190057c",
    "metadata": {
     "editable": true
    },
@@ -5944,7 +5948,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10932a11",
+   "id": "20f4c172",
    "metadata": {
     "editable": true
    },
@@ -5959,7 +5963,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87223b22",
+   "id": "746607df",
    "metadata": {
     "editable": true
    },
@@ -5969,7 +5973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b62507a6",
+   "id": "d2419f36",
    "metadata": {
     "editable": true
    },
@@ -5983,7 +5987,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b55725a2",
+   "id": "0c4d5713",
    "metadata": {
     "editable": true
    },
@@ -5995,7 +5999,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cad5ecee",
+   "id": "c51b1e85",
    "metadata": {
     "editable": true
    },
@@ -6007,7 +6011,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e9c5b7ad",
+   "id": "df3d6e17",
    "metadata": {
     "editable": true
    },
@@ -6019,7 +6023,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "adf41d77",
+   "id": "bda15ad2",
    "metadata": {
     "editable": true
    },
@@ -6029,7 +6033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7c61baf",
+   "id": "40ad7cbc",
    "metadata": {
     "editable": true
    },
@@ -6041,7 +6045,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7b1cec7",
+   "id": "305bd308",
    "metadata": {
     "editable": true
    },
@@ -6051,7 +6055,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ba7eb4a",
+   "id": "bb83e451",
    "metadata": {
     "editable": true
    },
@@ -6068,7 +6072,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68bed668",
+   "id": "64d007a7",
    "metadata": {
     "editable": true
    },
@@ -6078,7 +6082,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e799242",
+   "id": "c0fe2564",
    "metadata": {
     "editable": true
    },
@@ -6090,7 +6094,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd113755",
+   "id": "630c43cb",
    "metadata": {
     "editable": true
    },
@@ -6100,7 +6104,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ac63d25",
+   "id": "1e412f4c",
    "metadata": {
     "editable": true
    },
@@ -6112,7 +6116,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06a3a6a0",
+   "id": "2294efa0",
    "metadata": {
     "editable": true
    },
@@ -6126,7 +6130,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4207b8e",
+   "id": "ec2d9133",
    "metadata": {
     "editable": true
    },
@@ -6138,7 +6142,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ecc01bf4",
+   "id": "be85e557",
    "metadata": {
     "editable": true
    },
@@ -6160,7 +6164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "762ad728",
+   "id": "61531c33",
    "metadata": {
     "editable": true
    },
@@ -6172,7 +6176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07987964",
+   "id": "549a9854",
    "metadata": {
     "editable": true
    },
@@ -6187,7 +6191,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2a7f704",
+   "id": "ace8d1d3",
    "metadata": {
     "editable": true
    },
@@ -6199,7 +6203,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa2f5f3b",
+   "id": "4624e6fc",
    "metadata": {
     "editable": true
    },
@@ -6211,7 +6215,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f35a10a9",
+   "id": "4b8a8b55",
    "metadata": {
     "editable": true
    },
@@ -6221,7 +6225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf2795e3",
+   "id": "e8a41480",
    "metadata": {
     "editable": true
    },
@@ -6233,7 +6237,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d5180ae",
+   "id": "6a36c786",
    "metadata": {
     "editable": true
    },
@@ -6243,7 +6247,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d39a992a",
+   "id": "462349df",
    "metadata": {
     "editable": true
    },
@@ -6255,7 +6259,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7167d57e",
+   "id": "f3e432cb",
    "metadata": {
     "editable": true
    },
@@ -6265,7 +6269,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5c07ca6",
+   "id": "20a1bdac",
    "metadata": {
     "editable": true
    },
@@ -6277,7 +6281,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ffd917e2",
+   "id": "43ac5bba",
    "metadata": {
     "editable": true
    },
@@ -6294,7 +6298,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99d25bf3",
+   "id": "ff1f6546",
    "metadata": {
     "editable": true
    },
@@ -6307,7 +6311,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70a97a49",
+   "id": "cf2d5142",
    "metadata": {
     "editable": true
    },
@@ -6319,7 +6323,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acad4821",
+   "id": "0e74ad82",
    "metadata": {
     "editable": true
    },
@@ -6329,7 +6333,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c7245b1",
+   "id": "f0e17a56",
    "metadata": {
     "editable": true
    },
@@ -6342,7 +6346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d48256d",
+   "id": "b11ffbe6",
    "metadata": {
     "editable": true
    },
@@ -6352,7 +6356,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b97689ae",
+   "id": "3f4e49db",
    "metadata": {
     "editable": true
    },
@@ -6364,7 +6368,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1e6d358",
+   "id": "e22c2482",
    "metadata": {
     "editable": true
    },
@@ -6377,7 +6381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23c512d5",
+   "id": "a7e7dfe5",
    "metadata": {
     "editable": true
    },
@@ -6390,7 +6394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9da70468",
+   "id": "94414ad1",
    "metadata": {
     "editable": true
    },
@@ -6402,7 +6406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "741726c2",
+   "id": "cbb571a8",
    "metadata": {
     "editable": true
    },
@@ -6414,7 +6418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a44d203e",
+   "id": "08d69de8",
    "metadata": {
     "editable": true
    },
@@ -6424,7 +6428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09bbc4ac",
+   "id": "17827d0b",
    "metadata": {
     "editable": true
    },
@@ -6437,7 +6441,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "37cb206c",
+   "id": "a2606f59",
    "metadata": {
     "editable": true
    },
@@ -6449,7 +6453,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87fe1756",
+   "id": "1a261469",
    "metadata": {
     "editable": true
    },
@@ -6461,7 +6465,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44fc5198",
+   "id": "2c25d0ff",
    "metadata": {
     "editable": true
    },
@@ -6473,7 +6477,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0fa981e",
+   "id": "1cbbda83",
    "metadata": {
     "editable": true
    },
@@ -6485,7 +6489,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80231e43",
+   "id": "10e5cd79",
    "metadata": {
     "editable": true
    },
@@ -6499,7 +6503,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15e51237",
+   "id": "8149c527",
    "metadata": {
     "editable": true
    },
@@ -6511,7 +6515,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd75aca5",
+   "id": "86370c66",
    "metadata": {
     "editable": true
    },
@@ -6521,7 +6525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cb2ef33",
+   "id": "ca970c01",
    "metadata": {
     "editable": true
    },
@@ -6533,7 +6537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fad95084",
+   "id": "0a6651d6",
    "metadata": {
     "editable": true
    },
@@ -6545,7 +6549,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "230a6ff7",
+   "id": "feb46caa",
    "metadata": {
     "editable": true
    },
@@ -6557,7 +6561,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85a1a5d1",
+   "id": "ba2ccc4c",
    "metadata": {
     "editable": true
    },
@@ -6569,7 +6573,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff8d6799",
+   "id": "99bd5e5f",
    "metadata": {
     "editable": true
    },
@@ -6581,7 +6585,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "827e177b",
+   "id": "122ac3fa",
    "metadata": {
     "editable": true
    },
@@ -6600,7 +6604,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aca28922",
+   "id": "2ed2f1af",
    "metadata": {
     "editable": true
    },
@@ -6612,7 +6616,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e08ee7a5",
+   "id": "ab6d373f",
    "metadata": {
     "editable": true
    },
@@ -6622,7 +6626,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f5b2dc5",
+   "id": "12e89aa0",
    "metadata": {
     "editable": true
    },
@@ -6634,7 +6638,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5030a07",
+   "id": "f5ad1a22",
    "metadata": {
     "editable": true
    },
@@ -6644,7 +6648,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b4a0fce",
+   "id": "972a591b",
    "metadata": {
     "editable": true
    },
@@ -6656,7 +6660,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67619670",
+   "id": "29b0a40c",
    "metadata": {
     "editable": true
    },
@@ -6668,7 +6672,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0188c70",
+   "id": "974b89b6",
    "metadata": {
     "editable": true
    },
@@ -6684,7 +6688,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b542ab9",
+   "id": "d32b5a75",
    "metadata": {
     "editable": true
    },
@@ -6696,7 +6700,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c27c8f59",
+   "id": "b7b0e4a9",
    "metadata": {
     "editable": true
    },
@@ -6708,7 +6712,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b68e82e",
+   "id": "00480506",
    "metadata": {
     "editable": true
    },
@@ -6718,7 +6722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af6db7ba",
+   "id": "e478d349",
    "metadata": {
     "editable": true
    },
@@ -6730,7 +6734,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69a927de",
+   "id": "9941badc",
    "metadata": {
     "editable": true
    },
@@ -6740,7 +6744,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9362946",
+   "id": "d78d129f",
    "metadata": {
     "editable": true
    },
@@ -6752,7 +6756,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1999617c",
+   "id": "81e43d35",
    "metadata": {
     "editable": true
    },
@@ -6769,7 +6773,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05da6504",
+   "id": "ab030d9f",
    "metadata": {
     "editable": true
    },
@@ -6781,7 +6785,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf894d8e",
+   "id": "5c1a039a",
    "metadata": {
     "editable": true
    },
@@ -6793,7 +6797,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0e2eb07",
+   "id": "64005abb",
    "metadata": {
     "editable": true
    },
@@ -6803,7 +6807,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4b83749",
+   "id": "dd03458c",
    "metadata": {
     "editable": true
    },
@@ -6815,7 +6819,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f335a39d",
+   "id": "c1845e9a",
    "metadata": {
     "editable": true
    },
@@ -6825,7 +6829,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47a66a91",
+   "id": "9daa3df6",
    "metadata": {
     "editable": true
    },
@@ -6837,7 +6841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6132801",
+   "id": "add636f0",
    "metadata": {
     "editable": true
    },
@@ -6847,7 +6851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61e7e5b8",
+   "id": "79c36fde",
    "metadata": {
     "editable": true
    },
@@ -6859,7 +6863,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f52d6a6",
+   "id": "d4b4abb2",
    "metadata": {
     "editable": true
    },
@@ -6869,7 +6873,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4f8cae2",
+   "id": "93a6f35c",
    "metadata": {
     "editable": true
    },
@@ -6881,7 +6885,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "00e45c65",
+   "id": "62647fc5",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/week35.py b/doc/LectureNotes/_build/jupyter_execute/week35.py
index abb4dfe04..06bfeb41a 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week35.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week35.py
@@ -23,6 +23,10 @@
 # 4. Material for the lecture on Thursday: Mathematical interpretations of linear regression
 # 
 # 5. Thursday: Ridge and Lasso regression and Singular Value Decomposition
+# 
+# 6. [Video of lecture](https://youtu.be/qBNm-HGSxL4)
+# 
+# 7. [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf)
 
 # ### Reading recommendations:
 # 
diff --git a/doc/LectureNotes/week35.ipynb b/doc/LectureNotes/week35.ipynb
index d19cfb003..756f23c0b 100644
--- a/doc/LectureNotes/week35.ipynb
+++ b/doc/LectureNotes/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e0ac9f47",
+   "id": "82630256",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20d0da53",
+   "id": "342c9c77",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22448e3d",
+   "id": "8d89c4f2",
    "metadata": {
     "editable": true
    },
@@ -44,12 +44,16 @@
     "\n",
     "4. Material for the lecture on Thursday: Mathematical interpretations of linear regression\n",
     "\n",
-    "5. Thursday: Ridge and Lasso regression and Singular Value Decomposition"
+    "5. Thursday: Ridge and Lasso regression and Singular Value Decomposition\n",
+    "\n",
+    "6. [Video of lecture](https://youtu.be/qBNm-HGSxL4)\n",
+    "\n",
+    "7. [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "3a79d77d",
+   "id": "4dc0b391",
    "metadata": {
     "editable": true
    },
@@ -65,7 +69,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae5da086",
+   "id": "22518518",
    "metadata": {
     "editable": true
    },
@@ -99,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f1bacbf",
+   "id": "40a10f3c",
    "metadata": {
     "editable": true
    },
@@ -115,7 +119,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65cc3dd0",
+   "id": "76f1c739",
    "metadata": {
     "editable": true
    },
@@ -127,7 +131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9817bfd1",
+   "id": "2710298f",
    "metadata": {
     "editable": true
    },
@@ -137,7 +141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8aad43a",
+   "id": "f1e8bd8f",
    "metadata": {
     "editable": true
    },
@@ -149,7 +153,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e3d82d66",
+   "id": "79e795b0",
    "metadata": {
     "editable": true
    },
@@ -170,7 +174,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f723842",
+   "id": "c868570e",
    "metadata": {
     "editable": true
    },
@@ -182,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bc1bd2ac",
+   "id": "855e1dbf",
    "metadata": {
     "editable": true
    },
@@ -195,7 +199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd86d13e",
+   "id": "e76339ee",
    "metadata": {
     "editable": true
    },
@@ -207,7 +211,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e4182c0",
+   "id": "706dd49c",
    "metadata": {
     "editable": true
    },
@@ -219,7 +223,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98d9bd56",
+   "id": "d068e28e",
    "metadata": {
     "editable": true
    },
@@ -229,7 +233,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4a31a4c",
+   "id": "bb734579",
    "metadata": {
     "editable": true
    },
@@ -241,7 +245,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc31ead7",
+   "id": "aba5029f",
    "metadata": {
     "editable": true
    },
@@ -254,7 +258,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbd1baab",
+   "id": "6ac8d12b",
    "metadata": {
     "editable": true
    },
@@ -266,7 +270,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0562917",
+   "id": "7d3ac82a",
    "metadata": {
     "editable": true
    },
@@ -276,7 +280,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc542ad8",
+   "id": "1eedadb6",
    "metadata": {
     "editable": true
    },
@@ -288,7 +292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb4287eb",
+   "id": "61c29b5e",
    "metadata": {
     "editable": true
    },
@@ -300,7 +304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "91c1c4e2",
+   "id": "4cf9eba7",
    "metadata": {
     "editable": true
    },
@@ -311,7 +315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db1b66ea",
+   "id": "0761eee3",
    "metadata": {
     "editable": true
    },
@@ -323,7 +327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4716bdab",
+   "id": "ead917bf",
    "metadata": {
     "editable": true
    },
@@ -342,7 +346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e9833b82",
+   "id": "92fe0780",
    "metadata": {
     "editable": true
    },
@@ -355,7 +359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3492b7ee",
+   "id": "396bf1e2",
    "metadata": {
     "editable": true
    },
@@ -365,7 +369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2c35465",
+   "id": "6d5307de",
    "metadata": {
     "editable": true
    },
@@ -377,7 +381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f18e09c",
+   "id": "45b68b6b",
    "metadata": {
     "editable": true
    },
@@ -387,7 +391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e740df2b",
+   "id": "8bec3f2b",
    "metadata": {
     "editable": true
    },
@@ -399,7 +403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "529cdc4c",
+   "id": "80dc90da",
    "metadata": {
     "editable": true
    },
@@ -409,7 +413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d46fdfa6",
+   "id": "64e3c687",
    "metadata": {
     "editable": true
    },
@@ -421,7 +425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7e2a6c8",
+   "id": "510d4d4c",
    "metadata": {
     "editable": true
    },
@@ -432,7 +436,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e210bf52",
+   "id": "f0b1c164",
    "metadata": {
     "editable": true
    },
@@ -444,7 +448,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f1a1000",
+   "id": "05896ad6",
    "metadata": {
     "editable": true
    },
@@ -454,7 +458,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79f3a458",
+   "id": "bfa041c9",
    "metadata": {
     "editable": true
    },
@@ -466,7 +470,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e7cf91b",
+   "id": "ae4e69aa",
    "metadata": {
     "editable": true
    },
@@ -476,7 +480,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c3736f3",
+   "id": "22a53165",
    "metadata": {
     "editable": true
    },
@@ -488,7 +492,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b2f9416",
+   "id": "02a2b1b8",
    "metadata": {
     "editable": true
    },
@@ -508,7 +512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "702f5c24",
+   "id": "d1470cae",
    "metadata": {
     "editable": true
    },
@@ -535,7 +539,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43ab73e6",
+   "id": "fbc63e64",
    "metadata": {
     "editable": true
    },
@@ -547,7 +551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82078c10",
+   "id": "5475f4f0",
    "metadata": {
     "editable": true
    },
@@ -559,7 +563,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a024a84",
+   "id": "7ccd0445",
    "metadata": {
     "editable": true
    },
@@ -575,7 +579,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a87fdfb1",
+   "id": "c40947ac",
    "metadata": {
     "editable": true
    },
@@ -593,7 +597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "78689f85",
+   "id": "18e29324",
    "metadata": {
     "editable": true
    },
@@ -605,7 +609,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c9f7030",
+   "id": "6069e0fa",
    "metadata": {
     "editable": true
    },
@@ -617,7 +621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2bacebe3",
+   "id": "2796afe6",
    "metadata": {
     "editable": true
    },
@@ -628,7 +632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6cddb5b",
+   "id": "2b66e25f",
    "metadata": {
     "editable": true
    },
@@ -640,7 +644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a0ea4ff",
+   "id": "86f9add1",
    "metadata": {
     "editable": true
    },
@@ -650,7 +654,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "714d5fd4",
+   "id": "ae97bea9",
    "metadata": {
     "editable": true
    },
@@ -662,7 +666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9963e08d",
+   "id": "14510558",
    "metadata": {
     "editable": true
    },
@@ -676,7 +680,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e256484",
+   "id": "fbb54b4a",
    "metadata": {
     "editable": true
    },
@@ -688,7 +692,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e85336f3",
+   "id": "553845ce",
    "metadata": {
     "editable": true
    },
@@ -700,7 +704,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3443addc",
+   "id": "e79fdc3c",
    "metadata": {
     "editable": true
    },
@@ -712,7 +716,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "090b5baa",
+   "id": "0713d61a",
    "metadata": {
     "editable": true
    },
@@ -722,7 +726,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff67b428",
+   "id": "2e522237",
    "metadata": {
     "editable": true
    },
@@ -734,7 +738,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "881885dd",
+   "id": "4baadc8b",
    "metadata": {
     "editable": true
    },
@@ -746,7 +750,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1240d539",
+   "id": "6e0fee06",
    "metadata": {
     "editable": true
    },
@@ -758,7 +762,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "331ad633",
+   "id": "1d85d1c1",
    "metadata": {
     "editable": true
    },
@@ -772,7 +776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a521aa39",
+   "id": "a6643a5f",
    "metadata": {
     "editable": true
    },
@@ -784,7 +788,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "114aed6b",
+   "id": "f15d9044",
    "metadata": {
     "editable": true
    },
@@ -796,7 +800,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff8e2332",
+   "id": "658745bf",
    "metadata": {
     "editable": true
    },
@@ -808,7 +812,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ec540cb",
+   "id": "ba8bc828",
    "metadata": {
     "editable": true
    },
@@ -818,7 +822,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d791ae0d",
+   "id": "38512288",
    "metadata": {
     "editable": true
    },
@@ -830,7 +834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "533a1d14",
+   "id": "0a571ae1",
    "metadata": {
     "editable": true
    },
@@ -840,7 +844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0881c74d",
+   "id": "f26f46f8",
    "metadata": {
     "editable": true
    },
@@ -852,7 +856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22fd8012",
+   "id": "9e6c5896",
    "metadata": {
     "editable": true
    },
@@ -862,7 +866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69d58d47",
+   "id": "fa516251",
    "metadata": {
     "editable": true
    },
@@ -874,7 +878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4cd670f",
+   "id": "10db7624",
    "metadata": {
     "editable": true
    },
@@ -886,7 +890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83be2125",
+   "id": "7cdeda2b",
    "metadata": {
     "editable": true
    },
@@ -898,7 +902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02f427be",
+   "id": "2b9a8aed",
    "metadata": {
     "editable": true
    },
@@ -913,7 +917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25eccf6d",
+   "id": "758969d3",
    "metadata": {
     "editable": true
    },
@@ -925,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11cc70c5",
+   "id": "d7203c02",
    "metadata": {
     "editable": true
    },
@@ -935,7 +939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "319aa4a2",
+   "id": "16f3ca20",
    "metadata": {
     "editable": true
    },
@@ -947,7 +951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31aaf2ce",
+   "id": "f7caf01e",
    "metadata": {
     "editable": true
    },
@@ -957,7 +961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a3aec11",
+   "id": "b1e5ad17",
    "metadata": {
     "editable": true
    },
@@ -969,7 +973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fbff7523",
+   "id": "587c347e",
    "metadata": {
     "editable": true
    },
@@ -979,7 +983,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e416580",
+   "id": "5279b1cb",
    "metadata": {
     "editable": true
    },
@@ -991,7 +995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2beb6f3c",
+   "id": "0c0d18ed",
    "metadata": {
     "editable": true
    },
@@ -1003,7 +1007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "951de09f",
+   "id": "ba1b34c9",
    "metadata": {
     "editable": true
    },
@@ -1015,7 +1019,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0cfd242",
+   "id": "b859b644",
    "metadata": {
     "editable": true
    },
@@ -1025,7 +1029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5f1d7d3",
+   "id": "a6451ed1",
    "metadata": {
     "editable": true
    },
@@ -1037,7 +1041,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eba03162",
+   "id": "6879be83",
    "metadata": {
     "editable": true
    },
@@ -1050,7 +1054,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f100cbe2",
+   "id": "bda465e5",
    "metadata": {
     "editable": true
    },
@@ -1062,7 +1066,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f1bfc271",
+   "id": "aeb97168",
    "metadata": {
     "editable": true
    },
@@ -1072,7 +1076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eab9d415",
+   "id": "d5339f3b",
    "metadata": {
     "editable": true
    },
@@ -1084,7 +1088,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a448795",
+   "id": "924aee00",
    "metadata": {
     "editable": true
    },
@@ -1094,7 +1098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b99d4e29",
+   "id": "856a72bf",
    "metadata": {
     "editable": true
    },
@@ -1106,7 +1110,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e2d4516c",
+   "id": "ad9fe745",
    "metadata": {
     "editable": true
    },
@@ -1116,7 +1120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb9eb155",
+   "id": "5a72fd42",
    "metadata": {
     "editable": true
    },
@@ -1128,7 +1132,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "790a0e95",
+   "id": "569524a1",
    "metadata": {
     "editable": true
    },
@@ -1138,7 +1142,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "13aa82ce",
+   "id": "4e8d401f",
    "metadata": {
     "editable": true
    },
@@ -1150,7 +1154,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a103f682",
+   "id": "24230b58",
    "metadata": {
     "editable": true
    },
@@ -1160,7 +1164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce7906c3",
+   "id": "fe2c5d6e",
    "metadata": {
     "editable": true
    },
@@ -1172,7 +1176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da4e0b11",
+   "id": "9b68b468",
    "metadata": {
     "editable": true
    },
@@ -1184,7 +1188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fed771e5",
+   "id": "bf6a5077",
    "metadata": {
     "editable": true
    },
@@ -1196,7 +1200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2facb9ef",
+   "id": "ddf09a27",
    "metadata": {
     "editable": true
    },
@@ -1208,7 +1212,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f272a9f",
+   "id": "e1665513",
    "metadata": {
     "editable": true
    },
@@ -1220,7 +1224,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29d09098",
+   "id": "e754746c",
    "metadata": {
     "editable": true
    },
@@ -1236,7 +1240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a65ba3e7",
+   "id": "922d0d8c",
    "metadata": {
     "editable": true
    },
@@ -1248,7 +1252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81f1235d",
+   "id": "acf89848",
    "metadata": {
     "editable": true
    },
@@ -1258,7 +1262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03fc983e",
+   "id": "12d22c90",
    "metadata": {
     "editable": true
    },
@@ -1270,7 +1274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a977079e",
+   "id": "9dbcb6d7",
    "metadata": {
     "editable": true
    },
@@ -1288,7 +1292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7a353e0",
+   "id": "b797b390",
    "metadata": {
     "editable": true
    },
@@ -1300,7 +1304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea0cc191",
+   "id": "b78ab217",
    "metadata": {
     "editable": true
    },
@@ -1312,7 +1316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ef639aa",
+   "id": "e0a0542d",
    "metadata": {
     "editable": true
    },
@@ -1322,7 +1326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a440bb6",
+   "id": "fd640b28",
    "metadata": {
     "editable": true
    },
@@ -1334,7 +1338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "434ec630",
+   "id": "6a073b35",
    "metadata": {
     "editable": true
    },
@@ -1344,7 +1348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "224d3db0",
+   "id": "f7daf28e",
    "metadata": {
     "editable": true
    },
@@ -1356,7 +1360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8454f8a5",
+   "id": "d8e03fdc",
    "metadata": {
     "editable": true
    },
@@ -1366,7 +1370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43669b68",
+   "id": "058aed61",
    "metadata": {
     "editable": true
    },
@@ -1380,7 +1384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80645c26",
+   "id": "c7d35183",
    "metadata": {
     "editable": true
    },
@@ -1392,7 +1396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb545d6c",
+   "id": "bad6fd9a",
    "metadata": {
     "editable": true
    },
@@ -1403,7 +1407,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7262e81",
+   "id": "1bd57074",
    "metadata": {
     "editable": true
    },
@@ -1416,7 +1420,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "d1fd9937",
+   "id": "9895174d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1443,7 +1447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5423473",
+   "id": "0d7ad6dc",
    "metadata": {
     "editable": true
    },
@@ -1454,7 +1458,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "a34a7650",
+   "id": "e52ec127",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1467,7 +1471,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e218ee6a",
+   "id": "c66acc10",
    "metadata": {
     "editable": true
    },
@@ -1481,7 +1485,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "14933f25",
+   "id": "85f5f060",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1494,7 +1498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd9a15cb",
+   "id": "ef359561",
    "metadata": {
     "editable": true
    },
@@ -1505,7 +1509,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "61a708f4",
+   "id": "21b8437f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1517,7 +1521,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5903bc37",
+   "id": "b1c814a4",
    "metadata": {
     "editable": true
    },
@@ -1528,7 +1532,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "ee9b2868",
+   "id": "de8f1db6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1544,7 +1548,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b698b0f",
+   "id": "421ff6ee",
    "metadata": {
     "editable": true
    },
@@ -1555,7 +1559,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "57d4cd3a",
+   "id": "77d5b744",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1569,7 +1573,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7a3aaba",
+   "id": "0afffa89",
    "metadata": {
     "editable": true
    },
@@ -1590,7 +1594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2eb3f93b",
+   "id": "83fc18dd",
    "metadata": {
     "editable": true
    },
@@ -1601,7 +1605,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "cfeb8d48",
+   "id": "c908e069",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1654,7 +1658,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df5c5eca",
+   "id": "f69cf8d1",
    "metadata": {
     "editable": true
    },
@@ -1665,7 +1669,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "2d04b51c",
+   "id": "03acb6ba",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1690,7 +1694,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5a2b35a",
+   "id": "0d8db71d",
    "metadata": {
     "editable": true
    },
@@ -1702,7 +1706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89019840",
+   "id": "29fc4792",
    "metadata": {
     "editable": true
    },
@@ -1731,7 +1735,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a795dfed",
+   "id": "5d2323e6",
    "metadata": {
     "editable": true
    },
@@ -1756,7 +1760,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "18341dc4",
+   "id": "084a05ce",
    "metadata": {
     "editable": true
    },
@@ -1776,7 +1780,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae48eec9",
+   "id": "2cf236cf",
    "metadata": {
     "editable": true
    },
@@ -1803,7 +1807,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5187422",
+   "id": "f7ef3d03",
    "metadata": {
     "editable": true
    },
@@ -1816,7 +1820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f2f8dff",
+   "id": "30df9a47",
    "metadata": {
     "editable": true
    },
@@ -1828,7 +1832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d016aeaa",
+   "id": "fa957ecb",
    "metadata": {
     "editable": true
    },
@@ -1839,7 +1843,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbd6bef4",
+   "id": "c6b8f467",
    "metadata": {
     "editable": true
    },
@@ -1855,7 +1859,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "a936912f",
+   "id": "a2480cf9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1889,7 +1893,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5c1678e",
+   "id": "7643608b",
    "metadata": {
     "editable": true
    },
@@ -1899,7 +1903,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9a49c01",
+   "id": "5e6e489d",
    "metadata": {
     "editable": true
    },
@@ -1914,7 +1918,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b195db22",
+   "id": "ff073975",
    "metadata": {
     "editable": true
    },
@@ -1926,7 +1930,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9debef9c",
+   "id": "6a176186",
    "metadata": {
     "editable": true
    },
@@ -1936,7 +1940,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a997618",
+   "id": "784ddba6",
    "metadata": {
     "editable": true
    },
@@ -1952,7 +1956,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "371c1d67",
+   "id": "83686834",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1969,7 +1973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0543264",
+   "id": "dd641a05",
    "metadata": {
     "editable": true
    },
@@ -1982,7 +1986,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "8c7a6aab",
+   "id": "447d12ce",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2029,7 +2033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "add34214",
+   "id": "96fc590b",
    "metadata": {
     "editable": true
    },
@@ -2040,7 +2044,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "6419e441",
+   "id": "8de8bbfc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2143,7 +2147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef995ef5",
+   "id": "8dfe4a90",
    "metadata": {
     "editable": true
    },
@@ -2171,7 +2175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "030d3c0c",
+   "id": "c0edb6d6",
    "metadata": {
     "editable": true
    },
@@ -2206,7 +2210,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f43ff3f2",
+   "id": "ed0f6bc0",
    "metadata": {
     "editable": true
    },
@@ -2221,7 +2225,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "f1048ea7",
+   "id": "99a1133f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2246,7 +2250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2e96f53",
+   "id": "5ef9b25c",
    "metadata": {
     "editable": true
    },
@@ -2262,7 +2266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "168771fe",
+   "id": "80ca5485",
    "metadata": {
     "editable": true
    },
@@ -2274,7 +2278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c3a048c",
+   "id": "17ad9823",
    "metadata": {
     "editable": true
    },
@@ -2289,7 +2293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1cf78358",
+   "id": "7560f426",
    "metadata": {
     "editable": true
    },
@@ -2301,7 +2305,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df497fb7",
+   "id": "a7444f64",
    "metadata": {
     "editable": true
    },
@@ -2311,7 +2315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0ee7f44",
+   "id": "2aad0c8b",
    "metadata": {
     "editable": true
    },
@@ -2323,7 +2327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "117813ee",
+   "id": "de870a72",
    "metadata": {
     "editable": true
    },
@@ -2333,7 +2337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7fe3c928",
+   "id": "7a6c517e",
    "metadata": {
     "editable": true
    },
@@ -2345,7 +2349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9b0cadf",
+   "id": "753afefe",
    "metadata": {
     "editable": true
    },
@@ -2358,7 +2362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d084b963",
+   "id": "3005c150",
    "metadata": {
     "editable": true
    },
@@ -2370,7 +2374,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9feed9c7",
+   "id": "79eace73",
    "metadata": {
     "editable": true
    },
@@ -2380,7 +2384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7646db83",
+   "id": "38d75fef",
    "metadata": {
     "editable": true
    },
@@ -2392,7 +2396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70b04ee4",
+   "id": "60f367fa",
    "metadata": {
     "editable": true
    },
@@ -2402,7 +2406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb98b594",
+   "id": "9131a799",
    "metadata": {
     "editable": true
    },
@@ -2414,7 +2418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58b6bb60",
+   "id": "8cbfafa2",
    "metadata": {
     "editable": true
    },
@@ -2424,7 +2428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8792e8b2",
+   "id": "9d4a45df",
    "metadata": {
     "editable": true
    },
@@ -2436,7 +2440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd1b7917",
+   "id": "19284bfb",
    "metadata": {
     "editable": true
    },
@@ -2446,7 +2450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9296d406",
+   "id": "e1ccefe0",
    "metadata": {
     "editable": true
    },
@@ -2458,7 +2462,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "49a369db",
+   "id": "e6228ac9",
    "metadata": {
     "editable": true
    },
@@ -2468,7 +2472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c1ff393",
+   "id": "474d165a",
    "metadata": {
     "editable": true
    },
@@ -2480,7 +2484,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05376dd3",
+   "id": "01c6f359",
    "metadata": {
     "editable": true
    },
@@ -2490,7 +2494,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ffe05be",
+   "id": "104df9ea",
    "metadata": {
     "editable": true
    },
@@ -2502,7 +2506,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf9c3ed2",
+   "id": "86f33ebf",
    "metadata": {
     "editable": true
    },
@@ -2514,7 +2518,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ad52b56",
+   "id": "b8893d78",
    "metadata": {
     "editable": true
    },
@@ -2526,7 +2530,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc7df605",
+   "id": "cc8ec307",
    "metadata": {
     "editable": true
    },
@@ -2539,7 +2543,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ad271b5",
+   "id": "234e3f6e",
    "metadata": {
     "editable": true
    },
@@ -2551,7 +2555,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7661ef0",
+   "id": "d1c0397f",
    "metadata": {
     "editable": true
    },
@@ -2561,7 +2565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "66a608d3",
+   "id": "799912a7",
    "metadata": {
     "editable": true
    },
@@ -2575,7 +2579,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "5538e71a",
+   "id": "5a3de91e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2672,7 +2676,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "940dadb6",
+   "id": "0f069973",
    "metadata": {
     "editable": true
    },
@@ -2693,7 +2697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6b92ae4",
+   "id": "e76beb96",
    "metadata": {
     "editable": true
    },
@@ -2705,7 +2709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e50ebc47",
+   "id": "4fe81d64",
    "metadata": {
     "editable": true
    },
@@ -2715,7 +2719,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c10d8931",
+   "id": "bb22d80f",
    "metadata": {
     "editable": true
    },
@@ -2727,7 +2731,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "414a419a",
+   "id": "293ce41e",
    "metadata": {
     "editable": true
    },
@@ -2737,7 +2741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01dcee36",
+   "id": "8a969677",
    "metadata": {
     "editable": true
    },
@@ -2749,7 +2753,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1460667a",
+   "id": "d93685ad",
    "metadata": {
     "editable": true
    },
@@ -2765,7 +2769,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85a29f10",
+   "id": "9abd5b44",
    "metadata": {
     "editable": true
    },
@@ -2809,7 +2813,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e1cbb1b",
+   "id": "b8bd6825",
    "metadata": {
     "editable": true
    },
@@ -2821,7 +2825,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "1026aca4",
+   "id": "2c2b3d87",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2837,7 +2841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4299d593",
+   "id": "fea1bc2e",
    "metadata": {
     "editable": true
    },
@@ -2848,7 +2852,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "f417412e",
+   "id": "a80976dc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2866,7 +2870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ced6323",
+   "id": "aa3b722c",
    "metadata": {
     "editable": true
    },
@@ -2877,7 +2881,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "f11aa076",
+   "id": "828172e1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2891,7 +2895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c20af331",
+   "id": "eee71c11",
    "metadata": {
     "editable": true
    },
@@ -2902,7 +2906,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "c6c96c81",
+   "id": "7c8a5c54",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2915,7 +2919,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6fb45ce",
+   "id": "a0c893b5",
    "metadata": {
     "editable": true
    },
@@ -2926,7 +2930,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "6f00c28a",
+   "id": "58711c38",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2943,7 +2947,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0abc4366",
+   "id": "d899ec3f",
    "metadata": {
     "editable": true
    },
@@ -2954,7 +2958,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "933b907e",
+   "id": "59925df7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2970,7 +2974,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21b8d81c",
+   "id": "083a679e",
    "metadata": {
     "editable": true
    },
@@ -2981,7 +2985,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "dcec4712",
+   "id": "127a3dda",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3005,7 +3009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7347e92",
+   "id": "c72d1b7f",
    "metadata": {
     "editable": true
    },
@@ -3016,7 +3020,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "3f276b40",
+   "id": "a1378976",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3029,7 +3033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "271b8bef",
+   "id": "d85205c1",
    "metadata": {
     "editable": true
    },
@@ -3040,7 +3044,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "99c18370",
+   "id": "040b1e85",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3060,7 +3064,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21407961",
+   "id": "32d25d47",
    "metadata": {
     "editable": true
    },
@@ -3071,7 +3075,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "ee884183",
+   "id": "1b0fac0d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3114,7 +3118,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "a95605df",
+   "id": "02279b28",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3129,7 +3133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c83dad54",
+   "id": "cd590eba",
    "metadata": {
     "editable": true
    },
@@ -3139,7 +3143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e80c5346",
+   "id": "9968e6df",
    "metadata": {
     "editable": true
    },
@@ -3153,7 +3157,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5bce901a",
+   "id": "6e0b933c",
    "metadata": {
     "editable": true
    },
@@ -3165,7 +3169,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99d8c33b",
+   "id": "e3019867",
    "metadata": {
     "editable": true
    },
@@ -3177,7 +3181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4c93930",
+   "id": "84b218f8",
    "metadata": {
     "editable": true
    },
@@ -3189,7 +3193,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9ece246",
+   "id": "19a7596b",
    "metadata": {
     "editable": true
    },
@@ -3199,7 +3203,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ebe402c7",
+   "id": "bd703e67",
    "metadata": {
     "editable": true
    },
@@ -3211,7 +3215,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38dfce7b",
+   "id": "123c9939",
    "metadata": {
     "editable": true
    },
@@ -3221,7 +3225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42726abc",
+   "id": "e25cd9d9",
    "metadata": {
     "editable": true
    },
@@ -3233,7 +3237,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c847fce",
+   "id": "7a90c314",
    "metadata": {
     "editable": true
    },
@@ -3244,7 +3248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce34cf9c",
+   "id": "342cbb0e",
    "metadata": {
     "editable": true
    },
@@ -3256,7 +3260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01ce392c",
+   "id": "8174f656",
    "metadata": {
     "editable": true
    },
@@ -3268,7 +3272,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2d128e9",
+   "id": "9d4a6e02",
    "metadata": {
     "editable": true
    },
@@ -3278,7 +3282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e681b2fa",
+   "id": "6165636b",
    "metadata": {
     "editable": true
    },
@@ -3290,7 +3294,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3029e28",
+   "id": "cd5ead70",
    "metadata": {
     "editable": true
    },
@@ -3302,7 +3306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05e1d64d",
+   "id": "ea18f6fe",
    "metadata": {
     "editable": true
    },
@@ -3312,7 +3316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3266ac10",
+   "id": "9b42e1cf",
    "metadata": {
     "editable": true
    },
@@ -3324,7 +3328,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e918b318",
+   "id": "ddc58b22",
    "metadata": {
     "editable": true
    },
@@ -3334,7 +3338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80b16165",
+   "id": "288e8e6a",
    "metadata": {
     "editable": true
    },
@@ -3346,7 +3350,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c5be15b",
+   "id": "4fd80694",
    "metadata": {
     "editable": true
    },
@@ -3356,7 +3360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee9004d8",
+   "id": "b006a8c2",
    "metadata": {
     "editable": true
    },
@@ -3396,7 +3400,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f345ab7",
+   "id": "725d878b",
    "metadata": {
     "editable": true
    },
@@ -3413,7 +3417,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "922f58d1",
+   "id": "fd5e5178",
    "metadata": {
     "editable": true
    },
@@ -3436,7 +3440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dafc4c2",
+   "id": "153ac58e",
    "metadata": {
     "editable": true
    },
@@ -3453,7 +3457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4e09621",
+   "id": "3a4c4a00",
    "metadata": {
     "editable": true
    },
@@ -3472,7 +3476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "137c6cf4",
+   "id": "c102eee7",
    "metadata": {
     "editable": true
    },
@@ -3483,7 +3487,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc25a406",
+   "id": "7005d428",
    "metadata": {
     "editable": true
    },
@@ -3495,7 +3499,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "900ce3c9",
+   "id": "ebdbde59",
    "metadata": {
     "editable": true
    },
@@ -3513,7 +3517,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1afaf31",
+   "id": "8757437b",
    "metadata": {
     "editable": true
    },
@@ -3529,7 +3533,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07b0ca44",
+   "id": "dba77cf1",
    "metadata": {
     "editable": true
    },
@@ -3541,7 +3545,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22a680da",
+   "id": "2f275695",
    "metadata": {
     "editable": true
    },
@@ -3551,7 +3555,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f509aae3",
+   "id": "32c17033",
    "metadata": {
     "editable": true
    },
@@ -3566,7 +3570,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0c20dba",
+   "id": "13d50641",
    "metadata": {
     "editable": true
    },
@@ -3578,7 +3582,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c8bb06b6",
+   "id": "e32d182b",
    "metadata": {
     "editable": true
    },
@@ -3588,7 +3592,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29ca64d1",
+   "id": "566185cc",
    "metadata": {
     "editable": true
    },
@@ -3600,7 +3604,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af1e6533",
+   "id": "69cc07d3",
    "metadata": {
     "editable": true
    },
@@ -3610,7 +3614,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0a6fa58",
+   "id": "5a62e55b",
    "metadata": {
     "editable": true
    },
@@ -3622,7 +3626,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eadb81a6",
+   "id": "185a7b6c",
    "metadata": {
     "editable": true
    },
@@ -3634,7 +3638,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fccff518",
+   "id": "b63994c4",
    "metadata": {
     "editable": true
    },
@@ -3649,7 +3653,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cac0aa1e",
+   "id": "1b5e5ea8",
    "metadata": {
     "editable": true
    },
@@ -3660,7 +3664,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dd99324",
+   "id": "c7cba8d9",
    "metadata": {
     "editable": true
    },
@@ -3680,7 +3684,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "881a015f",
+   "id": "34a321a1",
    "metadata": {
     "editable": true
    },
@@ -3692,7 +3696,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac543f7f",
+   "id": "adeb4e2a",
    "metadata": {
     "editable": true
    },
@@ -3702,7 +3706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b3b7360",
+   "id": "983c4d05",
    "metadata": {
     "editable": true
    },
@@ -3714,7 +3718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42df2f58",
+   "id": "30746d8f",
    "metadata": {
     "editable": true
    },
@@ -3743,7 +3747,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7154cacc",
+   "id": "15b1904e",
    "metadata": {
     "editable": true
    },
@@ -3770,7 +3774,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6023971",
+   "id": "825d56c0",
    "metadata": {
     "editable": true
    },
@@ -3781,7 +3785,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "a89decec",
+   "id": "83389e7a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3821,7 +3825,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba244752",
+   "id": "6c1d5c64",
    "metadata": {
     "editable": true
    },
@@ -3838,7 +3842,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20d7027f",
+   "id": "092d08fb",
    "metadata": {
     "editable": true
    },
@@ -3861,7 +3865,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0a99200",
+   "id": "680ca861",
    "metadata": {
     "editable": true
    },
@@ -3875,7 +3879,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6dd3432",
+   "id": "d9109bdb",
    "metadata": {
     "editable": true
    },
@@ -3894,7 +3898,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c13a39c4",
+   "id": "1bc782ad",
    "metadata": {
     "editable": true
    },
@@ -3904,7 +3908,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f25e533",
+   "id": "fd98474c",
    "metadata": {
     "editable": true
    },
@@ -3916,7 +3920,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfcfb048",
+   "id": "27505b56",
    "metadata": {
     "editable": true
    },
@@ -3930,7 +3934,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "56838f49",
+   "id": "97458ec0",
    "metadata": {
     "editable": true
    },
@@ -3942,7 +3946,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc22f743",
+   "id": "6a940c34",
    "metadata": {
     "editable": true
    },
@@ -3952,7 +3956,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb5cf710",
+   "id": "beb7c9c1",
    "metadata": {
     "editable": true
    },
@@ -3964,7 +3968,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc0695c6",
+   "id": "892eca8e",
    "metadata": {
     "editable": true
    },
@@ -3981,7 +3985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "13f4a1f2",
+   "id": "d716176c",
    "metadata": {
     "editable": true
    },
@@ -3991,7 +3995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8cd7f951",
+   "id": "d6f76ea3",
    "metadata": {
     "editable": true
    },
@@ -4007,7 +4011,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5e2da62c",
+   "id": "6cd96381",
    "metadata": {
     "editable": true
    },
@@ -4017,7 +4021,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3764dc21",
+   "id": "3235bb2a",
    "metadata": {
     "editable": true
    },
@@ -4033,7 +4037,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c2a3cc3",
+   "id": "cfb5e5fa",
    "metadata": {
     "editable": true
    },
@@ -4043,7 +4047,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e26157fd",
+   "id": "30c811c8",
    "metadata": {
     "editable": true
    },
@@ -4059,7 +4063,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86faee8a",
+   "id": "b64ff89b",
    "metadata": {
     "editable": true
    },
@@ -4069,7 +4073,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "298ed70f",
+   "id": "d2d214b1",
    "metadata": {
     "editable": true
    },
@@ -4086,7 +4090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82700ca9",
+   "id": "1734cbea",
    "metadata": {
     "editable": true
    },
@@ -4098,7 +4102,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0936050b",
+   "id": "18b87d79",
    "metadata": {
     "editable": true
    },
@@ -4110,7 +4114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cf9c415",
+   "id": "7424dbeb",
    "metadata": {
     "editable": true
    },
@@ -4122,7 +4126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "383df96d",
+   "id": "8bfde7d9",
    "metadata": {
     "editable": true
    },
@@ -4132,7 +4136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61a360f0",
+   "id": "d7fae153",
    "metadata": {
     "editable": true
    },
@@ -4144,7 +4148,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ae1f6d7",
+   "id": "a5fe659e",
    "metadata": {
     "editable": true
    },
@@ -4156,7 +4160,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0377a098",
+   "id": "0494a740",
    "metadata": {
     "editable": true
    },
@@ -4168,7 +4172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8b7fadd",
+   "id": "cd9e9a2d",
    "metadata": {
     "editable": true
    },
@@ -4178,7 +4182,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b10c412",
+   "id": "a36f09cb",
    "metadata": {
     "editable": true
    },
@@ -4190,7 +4194,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a8b1eae",
+   "id": "c595c4ab",
    "metadata": {
     "editable": true
    },
@@ -4200,7 +4204,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28eb8108",
+   "id": "54ea720c",
    "metadata": {
     "editable": true
    },
@@ -4212,7 +4216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7dfc4919",
+   "id": "3b8cb8cc",
    "metadata": {
     "editable": true
    },
@@ -4228,7 +4232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0623f5e",
+   "id": "e825b356",
    "metadata": {
     "editable": true
    },
@@ -4240,7 +4244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c0a554d",
+   "id": "2cbc23f9",
    "metadata": {
     "editable": true
    },
@@ -4252,7 +4256,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb6957af",
+   "id": "8665bb8b",
    "metadata": {
     "editable": true
    },
@@ -4262,7 +4266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd8cdf7b",
+   "id": "2aedf32c",
    "metadata": {
     "editable": true
    },
@@ -4274,7 +4278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7479824a",
+   "id": "e64ed163",
    "metadata": {
     "editable": true
    },
@@ -4285,7 +4289,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f5e31a1",
+   "id": "b060bb08",
    "metadata": {
     "editable": true
    },
@@ -4297,7 +4301,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0154706c",
+   "id": "0e9f682e",
    "metadata": {
     "editable": true
    },
@@ -4307,7 +4311,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "204300e7",
+   "id": "084d10ae",
    "metadata": {
     "editable": true
    },
@@ -4319,7 +4323,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c286642",
+   "id": "322ae2b5",
    "metadata": {
     "editable": true
    },
@@ -4329,7 +4333,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e86269b",
+   "id": "2b934378",
    "metadata": {
     "editable": true
    },
@@ -4341,7 +4345,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0239d27b",
+   "id": "76fa0775",
    "metadata": {
     "editable": true
    },
@@ -4352,7 +4356,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d28c673d",
+   "id": "4ab1ab5e",
    "metadata": {
     "editable": true
    },
@@ -4364,7 +4368,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a46000f4",
+   "id": "5c3528cd",
    "metadata": {
     "editable": true
    },
@@ -4382,7 +4386,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5af469fb",
+   "id": "99446c56",
    "metadata": {
     "editable": true
    },
@@ -4398,7 +4402,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbf850f2",
+   "id": "52b4ef86",
    "metadata": {
     "editable": true
    },
@@ -4410,7 +4414,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "46754f34",
+   "id": "14d03f17",
    "metadata": {
     "editable": true
    },
@@ -4422,7 +4426,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "912e6438",
+   "id": "08983b4e",
    "metadata": {
     "editable": true
    },
@@ -4434,7 +4438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "385e44a5",
+   "id": "bf4aff1c",
    "metadata": {
     "editable": true
    },
@@ -4447,7 +4451,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7ea1538",
+   "id": "d1a70450",
    "metadata": {
     "editable": true
    },
@@ -4463,7 +4467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4871a670",
+   "id": "4441a82e",
    "metadata": {
     "editable": true
    },
@@ -4477,7 +4481,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "096bfb4e",
+   "id": "985fe9f4",
    "metadata": {
     "editable": true
    },
@@ -4487,7 +4491,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8bb5961a",
+   "id": "7d0b48ad",
    "metadata": {
     "editable": true
    },
@@ -4499,7 +4503,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5fc78b2",
+   "id": "927a1cc9",
    "metadata": {
     "editable": true
    },
@@ -4509,7 +4513,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8294b010",
+   "id": "28fe8612",
    "metadata": {
     "editable": true
    },
@@ -4521,7 +4525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d740546",
+   "id": "643c5c24",
    "metadata": {
     "editable": true
    },
@@ -4531,7 +4535,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfa7cec5",
+   "id": "31eb5551",
    "metadata": {
     "editable": true
    },
@@ -4545,7 +4549,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd250d44",
+   "id": "ee97772f",
    "metadata": {
     "editable": true
    },
@@ -4562,7 +4566,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c715a9c",
+   "id": "fdef2a70",
    "metadata": {
     "editable": true
    },
@@ -4578,7 +4582,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "530e44f9",
+   "id": "68211a1f",
    "metadata": {
     "editable": true
    },
@@ -4590,7 +4594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8963de47",
+   "id": "9a8a18e2",
    "metadata": {
     "editable": true
    },
@@ -4603,7 +4607,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57dfa03b",
+   "id": "e7d94e46",
    "metadata": {
     "editable": true
    },
@@ -4617,7 +4621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03fee314",
+   "id": "0c9c0c07",
    "metadata": {
     "editable": true
    },
@@ -4627,7 +4631,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af46ee0c",
+   "id": "3fc933af",
    "metadata": {
     "editable": true
    },
@@ -4640,7 +4644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52cc3bc6",
+   "id": "e97cce9c",
    "metadata": {
     "editable": true
    },
@@ -4659,7 +4663,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3a0202f",
+   "id": "d1be42f8",
    "metadata": {
     "editable": true
    },
@@ -4671,7 +4675,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b244f95",
+   "id": "e957492f",
    "metadata": {
     "editable": true
    },
@@ -4683,7 +4687,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "664f60f6",
+   "id": "6f4bd14c",
    "metadata": {
     "editable": true
    },
@@ -4693,7 +4697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "790a3b58",
+   "id": "ba1b4c89",
    "metadata": {
     "editable": true
    },
@@ -4705,7 +4709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c9f2d45",
+   "id": "c9563317",
    "metadata": {
     "editable": true
    },
@@ -4718,7 +4722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "faf5ab08",
+   "id": "ed451710",
    "metadata": {
     "editable": true
    },
@@ -4737,7 +4741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59ec07d7",
+   "id": "4eabcccb",
    "metadata": {
     "editable": true
    },
@@ -4747,7 +4751,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3013ec51",
+   "id": "78678f6f",
    "metadata": {
     "editable": true
    },
@@ -4766,7 +4770,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09868daf",
+   "id": "5840e451",
    "metadata": {
     "editable": true
    },
@@ -4784,7 +4788,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4ad3314",
+   "id": "75f212b9",
    "metadata": {
     "editable": true
    },
@@ -4798,7 +4802,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bea84db1",
+   "id": "af4b97f1",
    "metadata": {
     "editable": true
    },
@@ -4813,7 +4817,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "7406b721",
+   "id": "bceeb8a6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4834,7 +4838,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e62a10c6",
+   "id": "e438fa73",
    "metadata": {
     "editable": true
    },
@@ -4851,7 +4855,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "e99810d7",
+   "id": "01ec3279",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4883,7 +4887,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6753d67",
+   "id": "fb6ba409",
    "metadata": {
     "editable": true
    },
@@ -4897,7 +4901,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7e5de4d",
+   "id": "6c5bfe67",
    "metadata": {
     "editable": true
    },
@@ -4910,7 +4914,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "b88ed80b",
+   "id": "b2b07565",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4935,7 +4939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97b688c8",
+   "id": "e26d9b42",
    "metadata": {
     "editable": true
    },
@@ -4945,7 +4949,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bda65277",
+   "id": "6200c4da",
    "metadata": {
     "editable": true
    },
@@ -4956,7 +4960,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "9a2f0b3a",
+   "id": "1a0f5c54",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5010,7 +5014,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36f0b362",
+   "id": "be666eb5",
    "metadata": {
     "editable": true
    },
@@ -5027,7 +5031,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cc9395a",
+   "id": "cc79dbf1",
    "metadata": {
     "editable": true
    },
@@ -5039,7 +5043,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2cb29d31",
+   "id": "7aaa9582",
    "metadata": {
     "editable": true
    },
@@ -5051,7 +5055,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "37266bbd",
+   "id": "3c9ca18c",
    "metadata": {
     "editable": true
    },
@@ -5061,7 +5065,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd11309e",
+   "id": "7450e1de",
    "metadata": {
     "editable": true
    },
@@ -5078,7 +5082,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5dd9ff49",
+   "id": "c190057c",
    "metadata": {
     "editable": true
    },
@@ -5088,7 +5092,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10932a11",
+   "id": "20f4c172",
    "metadata": {
     "editable": true
    },
@@ -5103,7 +5107,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87223b22",
+   "id": "746607df",
    "metadata": {
     "editable": true
    },
@@ -5113,7 +5117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b62507a6",
+   "id": "d2419f36",
    "metadata": {
     "editable": true
    },
@@ -5127,7 +5131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b55725a2",
+   "id": "0c4d5713",
    "metadata": {
     "editable": true
    },
@@ -5139,7 +5143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cad5ecee",
+   "id": "c51b1e85",
    "metadata": {
     "editable": true
    },
@@ -5151,7 +5155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e9c5b7ad",
+   "id": "df3d6e17",
    "metadata": {
     "editable": true
    },
@@ -5163,7 +5167,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "adf41d77",
+   "id": "bda15ad2",
    "metadata": {
     "editable": true
    },
@@ -5173,7 +5177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7c61baf",
+   "id": "40ad7cbc",
    "metadata": {
     "editable": true
    },
@@ -5185,7 +5189,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7b1cec7",
+   "id": "305bd308",
    "metadata": {
     "editable": true
    },
@@ -5195,7 +5199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ba7eb4a",
+   "id": "bb83e451",
    "metadata": {
     "editable": true
    },
@@ -5212,7 +5216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68bed668",
+   "id": "64d007a7",
    "metadata": {
     "editable": true
    },
@@ -5222,7 +5226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e799242",
+   "id": "c0fe2564",
    "metadata": {
     "editable": true
    },
@@ -5234,7 +5238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd113755",
+   "id": "630c43cb",
    "metadata": {
     "editable": true
    },
@@ -5244,7 +5248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ac63d25",
+   "id": "1e412f4c",
    "metadata": {
     "editable": true
    },
@@ -5256,7 +5260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06a3a6a0",
+   "id": "2294efa0",
    "metadata": {
     "editable": true
    },
@@ -5270,7 +5274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4207b8e",
+   "id": "ec2d9133",
    "metadata": {
     "editable": true
    },
@@ -5282,7 +5286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ecc01bf4",
+   "id": "be85e557",
    "metadata": {
     "editable": true
    },
@@ -5304,7 +5308,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "762ad728",
+   "id": "61531c33",
    "metadata": {
     "editable": true
    },
@@ -5316,7 +5320,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07987964",
+   "id": "549a9854",
    "metadata": {
     "editable": true
    },
@@ -5331,7 +5335,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2a7f704",
+   "id": "ace8d1d3",
    "metadata": {
     "editable": true
    },
@@ -5343,7 +5347,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa2f5f3b",
+   "id": "4624e6fc",
    "metadata": {
     "editable": true
    },
@@ -5355,7 +5359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f35a10a9",
+   "id": "4b8a8b55",
    "metadata": {
     "editable": true
    },
@@ -5365,7 +5369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf2795e3",
+   "id": "e8a41480",
    "metadata": {
     "editable": true
    },
@@ -5377,7 +5381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d5180ae",
+   "id": "6a36c786",
    "metadata": {
     "editable": true
    },
@@ -5387,7 +5391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d39a992a",
+   "id": "462349df",
    "metadata": {
     "editable": true
    },
@@ -5399,7 +5403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7167d57e",
+   "id": "f3e432cb",
    "metadata": {
     "editable": true
    },
@@ -5409,7 +5413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5c07ca6",
+   "id": "20a1bdac",
    "metadata": {
     "editable": true
    },
@@ -5421,7 +5425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ffd917e2",
+   "id": "43ac5bba",
    "metadata": {
     "editable": true
    },
@@ -5438,7 +5442,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99d25bf3",
+   "id": "ff1f6546",
    "metadata": {
     "editable": true
    },
@@ -5451,7 +5455,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70a97a49",
+   "id": "cf2d5142",
    "metadata": {
     "editable": true
    },
@@ -5463,7 +5467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acad4821",
+   "id": "0e74ad82",
    "metadata": {
     "editable": true
    },
@@ -5473,7 +5477,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c7245b1",
+   "id": "f0e17a56",
    "metadata": {
     "editable": true
    },
@@ -5486,7 +5490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d48256d",
+   "id": "b11ffbe6",
    "metadata": {
     "editable": true
    },
@@ -5496,7 +5500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b97689ae",
+   "id": "3f4e49db",
    "metadata": {
     "editable": true
    },
@@ -5508,7 +5512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1e6d358",
+   "id": "e22c2482",
    "metadata": {
     "editable": true
    },
@@ -5521,7 +5525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23c512d5",
+   "id": "a7e7dfe5",
    "metadata": {
     "editable": true
    },
@@ -5534,7 +5538,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9da70468",
+   "id": "94414ad1",
    "metadata": {
     "editable": true
    },
@@ -5546,7 +5550,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "741726c2",
+   "id": "cbb571a8",
    "metadata": {
     "editable": true
    },
@@ -5558,7 +5562,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a44d203e",
+   "id": "08d69de8",
    "metadata": {
     "editable": true
    },
@@ -5568,7 +5572,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09bbc4ac",
+   "id": "17827d0b",
    "metadata": {
     "editable": true
    },
@@ -5581,7 +5585,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "37cb206c",
+   "id": "a2606f59",
    "metadata": {
     "editable": true
    },
@@ -5593,7 +5597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87fe1756",
+   "id": "1a261469",
    "metadata": {
     "editable": true
    },
@@ -5605,7 +5609,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44fc5198",
+   "id": "2c25d0ff",
    "metadata": {
     "editable": true
    },
@@ -5617,7 +5621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0fa981e",
+   "id": "1cbbda83",
    "metadata": {
     "editable": true
    },
@@ -5629,7 +5633,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80231e43",
+   "id": "10e5cd79",
    "metadata": {
     "editable": true
    },
@@ -5643,7 +5647,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15e51237",
+   "id": "8149c527",
    "metadata": {
     "editable": true
    },
@@ -5655,7 +5659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd75aca5",
+   "id": "86370c66",
    "metadata": {
     "editable": true
    },
@@ -5665,7 +5669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cb2ef33",
+   "id": "ca970c01",
    "metadata": {
     "editable": true
    },
@@ -5677,7 +5681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fad95084",
+   "id": "0a6651d6",
    "metadata": {
     "editable": true
    },
@@ -5689,7 +5693,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "230a6ff7",
+   "id": "feb46caa",
    "metadata": {
     "editable": true
    },
@@ -5701,7 +5705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85a1a5d1",
+   "id": "ba2ccc4c",
    "metadata": {
     "editable": true
    },
@@ -5713,7 +5717,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff8d6799",
+   "id": "99bd5e5f",
    "metadata": {
     "editable": true
    },
@@ -5725,7 +5729,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "827e177b",
+   "id": "122ac3fa",
    "metadata": {
     "editable": true
    },
@@ -5744,7 +5748,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aca28922",
+   "id": "2ed2f1af",
    "metadata": {
     "editable": true
    },
@@ -5756,7 +5760,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e08ee7a5",
+   "id": "ab6d373f",
    "metadata": {
     "editable": true
    },
@@ -5766,7 +5770,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f5b2dc5",
+   "id": "12e89aa0",
    "metadata": {
     "editable": true
    },
@@ -5778,7 +5782,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5030a07",
+   "id": "f5ad1a22",
    "metadata": {
     "editable": true
    },
@@ -5788,7 +5792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b4a0fce",
+   "id": "972a591b",
    "metadata": {
     "editable": true
    },
@@ -5800,7 +5804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67619670",
+   "id": "29b0a40c",
    "metadata": {
     "editable": true
    },
@@ -5812,7 +5816,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0188c70",
+   "id": "974b89b6",
    "metadata": {
     "editable": true
    },
@@ -5828,7 +5832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b542ab9",
+   "id": "d32b5a75",
    "metadata": {
     "editable": true
    },
@@ -5840,7 +5844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c27c8f59",
+   "id": "b7b0e4a9",
    "metadata": {
     "editable": true
    },
@@ -5852,7 +5856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b68e82e",
+   "id": "00480506",
    "metadata": {
     "editable": true
    },
@@ -5862,7 +5866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af6db7ba",
+   "id": "e478d349",
    "metadata": {
     "editable": true
    },
@@ -5874,7 +5878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69a927de",
+   "id": "9941badc",
    "metadata": {
     "editable": true
    },
@@ -5884,7 +5888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9362946",
+   "id": "d78d129f",
    "metadata": {
     "editable": true
    },
@@ -5896,7 +5900,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1999617c",
+   "id": "81e43d35",
    "metadata": {
     "editable": true
    },
@@ -5913,7 +5917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05da6504",
+   "id": "ab030d9f",
    "metadata": {
     "editable": true
    },
@@ -5925,7 +5929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf894d8e",
+   "id": "5c1a039a",
    "metadata": {
     "editable": true
    },
@@ -5937,7 +5941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0e2eb07",
+   "id": "64005abb",
    "metadata": {
     "editable": true
    },
@@ -5947,7 +5951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4b83749",
+   "id": "dd03458c",
    "metadata": {
     "editable": true
    },
@@ -5959,7 +5963,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f335a39d",
+   "id": "c1845e9a",
    "metadata": {
     "editable": true
    },
@@ -5969,7 +5973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47a66a91",
+   "id": "9daa3df6",
    "metadata": {
     "editable": true
    },
@@ -5981,7 +5985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6132801",
+   "id": "add636f0",
    "metadata": {
     "editable": true
    },
@@ -5991,7 +5995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61e7e5b8",
+   "id": "79c36fde",
    "metadata": {
     "editable": true
    },
@@ -6003,7 +6007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f52d6a6",
+   "id": "d4b4abb2",
    "metadata": {
     "editable": true
    },
@@ -6013,7 +6017,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4f8cae2",
+   "id": "93a6f35c",
    "metadata": {
     "editable": true
    },
@@ -6025,7 +6029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "00e45c65",
+   "id": "62647fc5",
    "metadata": {
     "editable": true
    },
diff --git a/doc/pub/week35/html/._week35-bs001.html b/doc/pub/week35/html/._week35-bs001.html
index 8596e9393..b55fec5df 100644
--- a/doc/pub/week35/html/._week35-bs001.html
+++ b/doc/pub/week35/html/._week35-bs001.html
@@ -378,6 +378,7 @@ MathJax.Hub.Config({
 <li> Material for the lecture on Thursday: Mathematical interpretations of linear regression</li>
 <li> Thursday: Ridge and Lasso regression and Singular Value Decomposition</li>
 <li> <a href="https://youtu.be/qBNm-HGSxL4" target="_self">Video of lecture</a></li>
+<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf" target="_self">Whiteboard notes</a></li>
 </ol>
 <h3 id="reading-recommendations" class="anchor">Reading recommendations: </h3>
 
diff --git a/doc/pub/week35/html/week35-reveal.html b/doc/pub/week35/html/week35-reveal.html
index 608d88810..867193cdf 100644
--- a/doc/pub/week35/html/week35-reveal.html
+++ b/doc/pub/week35/html/week35-reveal.html
@@ -206,6 +206,7 @@ MathJax.Hub.Config({
 <p><li> Material for the lecture on Thursday: Mathematical interpretations of linear regression</li>
 <p><li> Thursday: Ridge and Lasso regression and Singular Value Decomposition</li>
 <p><li> <a href="https://youtu.be/qBNm-HGSxL4" target="_blank">Video of lecture</a></li>
+<p><li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf" target="_blank">Whiteboard notes</a></li>
 </ol>
 <p>
 <h3 id="reading-recommendations">Reading recommendations: </h3>
diff --git a/doc/pub/week35/html/week35-solarized.html b/doc/pub/week35/html/week35-solarized.html
index 5df7fab4f..1df73367c 100644
--- a/doc/pub/week35/html/week35-solarized.html
+++ b/doc/pub/week35/html/week35-solarized.html
@@ -328,6 +328,7 @@ MathJax.Hub.Config({
 <li> Material for the lecture on Thursday: Mathematical interpretations of linear regression</li>
 <li> Thursday: Ridge and Lasso regression and Singular Value Decomposition</li>
 <li> <a href="https://youtu.be/qBNm-HGSxL4" target="_blank">Video of lecture</a></li>
+<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf" target="_blank">Whiteboard notes</a></li>
 </ol>
 <h3 id="reading-recommendations">Reading recommendations: </h3>
 
diff --git a/doc/pub/week35/html/week35.html b/doc/pub/week35/html/week35.html
index 3496c30b4..a4357d6a7 100644
--- a/doc/pub/week35/html/week35.html
+++ b/doc/pub/week35/html/week35.html
@@ -405,6 +405,7 @@ MathJax.Hub.Config({
 <li> Material for the lecture on Thursday: Mathematical interpretations of linear regression</li>
 <li> Thursday: Ridge and Lasso regression and Singular Value Decomposition</li>
 <li> <a href="https://youtu.be/qBNm-HGSxL4" target="_blank">Video of lecture</a></li>
+<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf" target="_blank">Whiteboard notes</a></li>
 </ol>
 <h3 id="reading-recommendations">Reading recommendations: </h3>
 
diff --git a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz
index cc65a1664a05485e72bda532d0083e76e6f84fc5..13f5763a51b901c232436f741d607de76cf3a9dc 100644
GIT binary patch
delta 35
rcmX@Wcz}^jzMF$#!-R=!K^&@uUJVyoju%c$h~PLj>Hd2L4h9AQ-%AYF

delta 35
rcmX@Wcz}^jzMF$#Vb4UiAP&!Dx5f)C$1^7;L~tznIB6yW2Ll5D+=UEh

diff --git a/doc/pub/week35/ipynb/week35.ipynb b/doc/pub/week35/ipynb/week35.ipynb
index 38265f7b5..756f23c0b 100644
--- a/doc/pub/week35/ipynb/week35.ipynb
+++ b/doc/pub/week35/ipynb/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5cb19860",
+   "id": "82630256",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20a46f70",
+   "id": "342c9c77",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "760c8764",
+   "id": "8d89c4f2",
    "metadata": {
     "editable": true
    },
@@ -46,12 +46,14 @@
     "\n",
     "5. Thursday: Ridge and Lasso regression and Singular Value Decomposition\n",
     "\n",
-    "6. [Video of lecture](https://youtu.be/qBNm-HGSxL4)"
+    "6. [Video of lecture](https://youtu.be/qBNm-HGSxL4)\n",
+    "\n",
+    "7. [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "9d5ec332",
+   "id": "4dc0b391",
    "metadata": {
     "editable": true
    },
@@ -67,7 +69,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "894677e4",
+   "id": "22518518",
    "metadata": {
     "editable": true
    },
@@ -101,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23f4089e",
+   "id": "40a10f3c",
    "metadata": {
     "editable": true
    },
@@ -117,7 +119,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a16b6ed2",
+   "id": "76f1c739",
    "metadata": {
     "editable": true
    },
@@ -129,7 +131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45226b8f",
+   "id": "2710298f",
    "metadata": {
     "editable": true
    },
@@ -139,7 +141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50fb3525",
+   "id": "f1e8bd8f",
    "metadata": {
     "editable": true
    },
@@ -151,7 +153,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99cded89",
+   "id": "79e795b0",
    "metadata": {
     "editable": true
    },
@@ -172,7 +174,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70930b8c",
+   "id": "c868570e",
    "metadata": {
     "editable": true
    },
@@ -184,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2f23721",
+   "id": "855e1dbf",
    "metadata": {
     "editable": true
    },
@@ -197,7 +199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57fa031c",
+   "id": "e76339ee",
    "metadata": {
     "editable": true
    },
@@ -209,7 +211,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01efeb34",
+   "id": "706dd49c",
    "metadata": {
     "editable": true
    },
@@ -221,7 +223,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ce9012d",
+   "id": "d068e28e",
    "metadata": {
     "editable": true
    },
@@ -231,7 +233,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f02bfa9",
+   "id": "bb734579",
    "metadata": {
     "editable": true
    },
@@ -243,7 +245,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "66fe52eb",
+   "id": "aba5029f",
    "metadata": {
     "editable": true
    },
@@ -256,7 +258,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08db4d9e",
+   "id": "6ac8d12b",
    "metadata": {
     "editable": true
    },
@@ -268,7 +270,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5c9e9fd",
+   "id": "7d3ac82a",
    "metadata": {
     "editable": true
    },
@@ -278,7 +280,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98ba9324",
+   "id": "1eedadb6",
    "metadata": {
     "editable": true
    },
@@ -290,7 +292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed1ce3a1",
+   "id": "61c29b5e",
    "metadata": {
     "editable": true
    },
@@ -302,7 +304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b9bb4bc8",
+   "id": "4cf9eba7",
    "metadata": {
     "editable": true
    },
@@ -313,7 +315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "466336ef",
+   "id": "0761eee3",
    "metadata": {
     "editable": true
    },
@@ -325,7 +327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c73e4a1",
+   "id": "ead917bf",
    "metadata": {
     "editable": true
    },
@@ -344,7 +346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58c344ec",
+   "id": "92fe0780",
    "metadata": {
     "editable": true
    },
@@ -357,7 +359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c5421dd",
+   "id": "396bf1e2",
    "metadata": {
     "editable": true
    },
@@ -367,7 +369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30235e4c",
+   "id": "6d5307de",
    "metadata": {
     "editable": true
    },
@@ -379,7 +381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e38d932",
+   "id": "45b68b6b",
    "metadata": {
     "editable": true
    },
@@ -389,7 +391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75279e56",
+   "id": "8bec3f2b",
    "metadata": {
     "editable": true
    },
@@ -401,7 +403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2a41034",
+   "id": "80dc90da",
    "metadata": {
     "editable": true
    },
@@ -411,7 +413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5921c59",
+   "id": "64e3c687",
    "metadata": {
     "editable": true
    },
@@ -423,7 +425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "915d2ea3",
+   "id": "510d4d4c",
    "metadata": {
     "editable": true
    },
@@ -434,7 +436,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2bbe184e",
+   "id": "f0b1c164",
    "metadata": {
     "editable": true
    },
@@ -446,7 +448,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1868898e",
+   "id": "05896ad6",
    "metadata": {
     "editable": true
    },
@@ -456,7 +458,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bdf6b0c1",
+   "id": "bfa041c9",
    "metadata": {
     "editable": true
    },
@@ -468,7 +470,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "edad469b",
+   "id": "ae4e69aa",
    "metadata": {
     "editable": true
    },
@@ -478,7 +480,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02c50e6f",
+   "id": "22a53165",
    "metadata": {
     "editable": true
    },
@@ -490,7 +492,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da673ee0",
+   "id": "02a2b1b8",
    "metadata": {
     "editable": true
    },
@@ -510,7 +512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02985c91",
+   "id": "d1470cae",
    "metadata": {
     "editable": true
    },
@@ -537,7 +539,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0359364",
+   "id": "fbc63e64",
    "metadata": {
     "editable": true
    },
@@ -549,7 +551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c3f3add",
+   "id": "5475f4f0",
    "metadata": {
     "editable": true
    },
@@ -561,7 +563,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f2c3ba3",
+   "id": "7ccd0445",
    "metadata": {
     "editable": true
    },
@@ -577,7 +579,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98acfc5a",
+   "id": "c40947ac",
    "metadata": {
     "editable": true
    },
@@ -595,7 +597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a2670f3",
+   "id": "18e29324",
    "metadata": {
     "editable": true
    },
@@ -607,7 +609,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d89e3f94",
+   "id": "6069e0fa",
    "metadata": {
     "editable": true
    },
@@ -619,7 +621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da471f7b",
+   "id": "2796afe6",
    "metadata": {
     "editable": true
    },
@@ -630,7 +632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0ec0e75",
+   "id": "2b66e25f",
    "metadata": {
     "editable": true
    },
@@ -642,7 +644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1bd517ec",
+   "id": "86f9add1",
    "metadata": {
     "editable": true
    },
@@ -652,7 +654,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fdf06c0f",
+   "id": "ae97bea9",
    "metadata": {
     "editable": true
    },
@@ -664,7 +666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d7fbe9f",
+   "id": "14510558",
    "metadata": {
     "editable": true
    },
@@ -678,7 +680,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e24f8c6b",
+   "id": "fbb54b4a",
    "metadata": {
     "editable": true
    },
@@ -690,7 +692,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5e4b8afb",
+   "id": "553845ce",
    "metadata": {
     "editable": true
    },
@@ -702,7 +704,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b2e5d75",
+   "id": "e79fdc3c",
    "metadata": {
     "editable": true
    },
@@ -714,7 +716,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8b8760f",
+   "id": "0713d61a",
    "metadata": {
     "editable": true
    },
@@ -724,7 +726,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2281f7d5",
+   "id": "2e522237",
    "metadata": {
     "editable": true
    },
@@ -736,7 +738,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2579542",
+   "id": "4baadc8b",
    "metadata": {
     "editable": true
    },
@@ -748,7 +750,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c69eacb3",
+   "id": "6e0fee06",
    "metadata": {
     "editable": true
    },
@@ -760,7 +762,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8751fb6",
+   "id": "1d85d1c1",
    "metadata": {
     "editable": true
    },
@@ -774,7 +776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "722fa0d7",
+   "id": "a6643a5f",
    "metadata": {
     "editable": true
    },
@@ -786,7 +788,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85842cb2",
+   "id": "f15d9044",
    "metadata": {
     "editable": true
    },
@@ -798,7 +800,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2035d33",
+   "id": "658745bf",
    "metadata": {
     "editable": true
    },
@@ -810,7 +812,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6d59466",
+   "id": "ba8bc828",
    "metadata": {
     "editable": true
    },
@@ -820,7 +822,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca3d3c62",
+   "id": "38512288",
    "metadata": {
     "editable": true
    },
@@ -832,7 +834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1d660b4",
+   "id": "0a571ae1",
    "metadata": {
     "editable": true
    },
@@ -842,7 +844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a54c91ba",
+   "id": "f26f46f8",
    "metadata": {
     "editable": true
    },
@@ -854,7 +856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8891616c",
+   "id": "9e6c5896",
    "metadata": {
     "editable": true
    },
@@ -864,7 +866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41fa7385",
+   "id": "fa516251",
    "metadata": {
     "editable": true
    },
@@ -876,7 +878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e723c1e",
+   "id": "10db7624",
    "metadata": {
     "editable": true
    },
@@ -888,7 +890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5e54502",
+   "id": "7cdeda2b",
    "metadata": {
     "editable": true
    },
@@ -900,7 +902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0679f9b",
+   "id": "2b9a8aed",
    "metadata": {
     "editable": true
    },
@@ -915,7 +917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7be02669",
+   "id": "758969d3",
    "metadata": {
     "editable": true
    },
@@ -927,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa78d055",
+   "id": "d7203c02",
    "metadata": {
     "editable": true
    },
@@ -937,7 +939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "145ac1fc",
+   "id": "16f3ca20",
    "metadata": {
     "editable": true
    },
@@ -949,7 +951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38dcdf19",
+   "id": "f7caf01e",
    "metadata": {
     "editable": true
    },
@@ -959,7 +961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7631076e",
+   "id": "b1e5ad17",
    "metadata": {
     "editable": true
    },
@@ -971,7 +973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80926d82",
+   "id": "587c347e",
    "metadata": {
     "editable": true
    },
@@ -981,7 +983,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9641b186",
+   "id": "5279b1cb",
    "metadata": {
     "editable": true
    },
@@ -993,7 +995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08baabeb",
+   "id": "0c0d18ed",
    "metadata": {
     "editable": true
    },
@@ -1005,7 +1007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c21fa0cd",
+   "id": "ba1b34c9",
    "metadata": {
     "editable": true
    },
@@ -1017,7 +1019,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b72bcfcc",
+   "id": "b859b644",
    "metadata": {
     "editable": true
    },
@@ -1027,7 +1029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee606db8",
+   "id": "a6451ed1",
    "metadata": {
     "editable": true
    },
@@ -1039,7 +1041,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ffa46ab",
+   "id": "6879be83",
    "metadata": {
     "editable": true
    },
@@ -1052,7 +1054,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fe8792c",
+   "id": "bda465e5",
    "metadata": {
     "editable": true
    },
@@ -1064,7 +1066,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac0e95e7",
+   "id": "aeb97168",
    "metadata": {
     "editable": true
    },
@@ -1074,7 +1076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c1cd288",
+   "id": "d5339f3b",
    "metadata": {
     "editable": true
    },
@@ -1086,7 +1088,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2fdf31de",
+   "id": "924aee00",
    "metadata": {
     "editable": true
    },
@@ -1096,7 +1098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "37e60f3d",
+   "id": "856a72bf",
    "metadata": {
     "editable": true
    },
@@ -1108,7 +1110,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5ee0bf2",
+   "id": "ad9fe745",
    "metadata": {
     "editable": true
    },
@@ -1118,7 +1120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a4c4264",
+   "id": "5a72fd42",
    "metadata": {
     "editable": true
    },
@@ -1130,7 +1132,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5dcabce9",
+   "id": "569524a1",
    "metadata": {
     "editable": true
    },
@@ -1140,7 +1142,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1632eff0",
+   "id": "4e8d401f",
    "metadata": {
     "editable": true
    },
@@ -1152,7 +1154,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b846a87",
+   "id": "24230b58",
    "metadata": {
     "editable": true
    },
@@ -1162,7 +1164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "087e43b0",
+   "id": "fe2c5d6e",
    "metadata": {
     "editable": true
    },
@@ -1174,7 +1176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "112ea041",
+   "id": "9b68b468",
    "metadata": {
     "editable": true
    },
@@ -1186,7 +1188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a76ce4e7",
+   "id": "bf6a5077",
    "metadata": {
     "editable": true
    },
@@ -1198,7 +1200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "715190a4",
+   "id": "ddf09a27",
    "metadata": {
     "editable": true
    },
@@ -1210,7 +1212,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b2be2cf0",
+   "id": "e1665513",
    "metadata": {
     "editable": true
    },
@@ -1222,7 +1224,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7a610b4",
+   "id": "e754746c",
    "metadata": {
     "editable": true
    },
@@ -1238,7 +1240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4639607",
+   "id": "922d0d8c",
    "metadata": {
     "editable": true
    },
@@ -1250,7 +1252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b9dfd596",
+   "id": "acf89848",
    "metadata": {
     "editable": true
    },
@@ -1260,7 +1262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58bb2bce",
+   "id": "12d22c90",
    "metadata": {
     "editable": true
    },
@@ -1272,7 +1274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b92c43e9",
+   "id": "9dbcb6d7",
    "metadata": {
     "editable": true
    },
@@ -1290,7 +1292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "34df9c95",
+   "id": "b797b390",
    "metadata": {
     "editable": true
    },
@@ -1302,7 +1304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eac276e6",
+   "id": "b78ab217",
    "metadata": {
     "editable": true
    },
@@ -1314,7 +1316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7435f363",
+   "id": "e0a0542d",
    "metadata": {
     "editable": true
    },
@@ -1324,7 +1326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f46efbd1",
+   "id": "fd640b28",
    "metadata": {
     "editable": true
    },
@@ -1336,7 +1338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dac096de",
+   "id": "6a073b35",
    "metadata": {
     "editable": true
    },
@@ -1346,7 +1348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97eda006",
+   "id": "f7daf28e",
    "metadata": {
     "editable": true
    },
@@ -1358,7 +1360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e09e25d1",
+   "id": "d8e03fdc",
    "metadata": {
     "editable": true
    },
@@ -1368,7 +1370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7d7bfe5",
+   "id": "058aed61",
    "metadata": {
     "editable": true
    },
@@ -1382,7 +1384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f8ca734",
+   "id": "c7d35183",
    "metadata": {
     "editable": true
    },
@@ -1394,7 +1396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de45c753",
+   "id": "bad6fd9a",
    "metadata": {
     "editable": true
    },
@@ -1405,7 +1407,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a52ee6f",
+   "id": "1bd57074",
    "metadata": {
     "editable": true
    },
@@ -1418,7 +1420,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "1074f683",
+   "id": "9895174d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1445,7 +1447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b88a3a2f",
+   "id": "0d7ad6dc",
    "metadata": {
     "editable": true
    },
@@ -1456,7 +1458,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "db94aa8c",
+   "id": "e52ec127",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1469,7 +1471,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1dc8533f",
+   "id": "c66acc10",
    "metadata": {
     "editable": true
    },
@@ -1483,7 +1485,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "120cfb6a",
+   "id": "85f5f060",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1496,7 +1498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3fb1c21",
+   "id": "ef359561",
    "metadata": {
     "editable": true
    },
@@ -1507,7 +1509,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "43538b92",
+   "id": "21b8437f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1519,7 +1521,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff2715c5",
+   "id": "b1c814a4",
    "metadata": {
     "editable": true
    },
@@ -1530,7 +1532,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "d133d383",
+   "id": "de8f1db6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1546,7 +1548,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e466d53d",
+   "id": "421ff6ee",
    "metadata": {
     "editable": true
    },
@@ -1557,7 +1559,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "06be6c13",
+   "id": "77d5b744",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1571,7 +1573,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e62108d4",
+   "id": "0afffa89",
    "metadata": {
     "editable": true
    },
@@ -1592,7 +1594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "114e7787",
+   "id": "83fc18dd",
    "metadata": {
     "editable": true
    },
@@ -1603,7 +1605,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "9da9cb6f",
+   "id": "c908e069",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1656,7 +1658,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5fb8739d",
+   "id": "f69cf8d1",
    "metadata": {
     "editable": true
    },
@@ -1667,7 +1669,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "33120876",
+   "id": "03acb6ba",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1692,7 +1694,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12370f16",
+   "id": "0d8db71d",
    "metadata": {
     "editable": true
    },
@@ -1704,7 +1706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0dfb597c",
+   "id": "29fc4792",
    "metadata": {
     "editable": true
    },
@@ -1733,7 +1735,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9385da58",
+   "id": "5d2323e6",
    "metadata": {
     "editable": true
    },
@@ -1758,7 +1760,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "229d8bac",
+   "id": "084a05ce",
    "metadata": {
     "editable": true
    },
@@ -1778,7 +1780,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e79b2719",
+   "id": "2cf236cf",
    "metadata": {
     "editable": true
    },
@@ -1805,7 +1807,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b97a5389",
+   "id": "f7ef3d03",
    "metadata": {
     "editable": true
    },
@@ -1818,7 +1820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67ef8fbd",
+   "id": "30df9a47",
    "metadata": {
     "editable": true
    },
@@ -1830,7 +1832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c86cf564",
+   "id": "fa957ecb",
    "metadata": {
     "editable": true
    },
@@ -1841,7 +1843,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19931b5e",
+   "id": "c6b8f467",
    "metadata": {
     "editable": true
    },
@@ -1857,7 +1859,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "1b245a05",
+   "id": "a2480cf9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1891,7 +1893,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ee9c95d",
+   "id": "7643608b",
    "metadata": {
     "editable": true
    },
@@ -1901,7 +1903,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4b0d403",
+   "id": "5e6e489d",
    "metadata": {
     "editable": true
    },
@@ -1916,7 +1918,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9d988b6a",
+   "id": "ff073975",
    "metadata": {
     "editable": true
    },
@@ -1928,7 +1930,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd26d7c5",
+   "id": "6a176186",
    "metadata": {
     "editable": true
    },
@@ -1938,7 +1940,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b795d5b",
+   "id": "784ddba6",
    "metadata": {
     "editable": true
    },
@@ -1954,7 +1956,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "9d6017cb",
+   "id": "83686834",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1971,7 +1973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6bd7a777",
+   "id": "dd641a05",
    "metadata": {
     "editable": true
    },
@@ -1984,7 +1986,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "91988127",
+   "id": "447d12ce",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2031,7 +2033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eca18a80",
+   "id": "96fc590b",
    "metadata": {
     "editable": true
    },
@@ -2042,7 +2044,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "77816ed6",
+   "id": "8de8bbfc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2145,7 +2147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de6c224c",
+   "id": "8dfe4a90",
    "metadata": {
     "editable": true
    },
@@ -2173,7 +2175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97c7c1cd",
+   "id": "c0edb6d6",
    "metadata": {
     "editable": true
    },
@@ -2208,7 +2210,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54136a68",
+   "id": "ed0f6bc0",
    "metadata": {
     "editable": true
    },
@@ -2223,7 +2225,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "2ee058a1",
+   "id": "99a1133f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2248,7 +2250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5cc004c",
+   "id": "5ef9b25c",
    "metadata": {
     "editable": true
    },
@@ -2264,7 +2266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58cdf1e2",
+   "id": "80ca5485",
    "metadata": {
     "editable": true
    },
@@ -2276,7 +2278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99b7ff2d",
+   "id": "17ad9823",
    "metadata": {
     "editable": true
    },
@@ -2291,7 +2293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d17ed48a",
+   "id": "7560f426",
    "metadata": {
     "editable": true
    },
@@ -2303,7 +2305,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f730637",
+   "id": "a7444f64",
    "metadata": {
     "editable": true
    },
@@ -2313,7 +2315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4bfbe832",
+   "id": "2aad0c8b",
    "metadata": {
     "editable": true
    },
@@ -2325,7 +2327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1388fa6",
+   "id": "de870a72",
    "metadata": {
     "editable": true
    },
@@ -2335,7 +2337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a3d133f6",
+   "id": "7a6c517e",
    "metadata": {
     "editable": true
    },
@@ -2347,7 +2349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27e65cc8",
+   "id": "753afefe",
    "metadata": {
     "editable": true
    },
@@ -2360,7 +2362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4942619d",
+   "id": "3005c150",
    "metadata": {
     "editable": true
    },
@@ -2372,7 +2374,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "56e95c27",
+   "id": "79eace73",
    "metadata": {
     "editable": true
    },
@@ -2382,7 +2384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40f1f954",
+   "id": "38d75fef",
    "metadata": {
     "editable": true
    },
@@ -2394,7 +2396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa2fb710",
+   "id": "60f367fa",
    "metadata": {
     "editable": true
    },
@@ -2404,7 +2406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02183aec",
+   "id": "9131a799",
    "metadata": {
     "editable": true
    },
@@ -2416,7 +2418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d32d2d4b",
+   "id": "8cbfafa2",
    "metadata": {
     "editable": true
    },
@@ -2426,7 +2428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "967bf4b2",
+   "id": "9d4a45df",
    "metadata": {
     "editable": true
    },
@@ -2438,7 +2440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b5c0e5c",
+   "id": "19284bfb",
    "metadata": {
     "editable": true
    },
@@ -2448,7 +2450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "354555f5",
+   "id": "e1ccefe0",
    "metadata": {
     "editable": true
    },
@@ -2460,7 +2462,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6481a4b2",
+   "id": "e6228ac9",
    "metadata": {
     "editable": true
    },
@@ -2470,7 +2472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ca310a0",
+   "id": "474d165a",
    "metadata": {
     "editable": true
    },
@@ -2482,7 +2484,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "304175a5",
+   "id": "01c6f359",
    "metadata": {
     "editable": true
    },
@@ -2492,7 +2494,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b3b77e1a",
+   "id": "104df9ea",
    "metadata": {
     "editable": true
    },
@@ -2504,7 +2506,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22bc4ee5",
+   "id": "86f33ebf",
    "metadata": {
     "editable": true
    },
@@ -2516,7 +2518,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5dea0cac",
+   "id": "b8893d78",
    "metadata": {
     "editable": true
    },
@@ -2528,7 +2530,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30bbb313",
+   "id": "cc8ec307",
    "metadata": {
     "editable": true
    },
@@ -2541,7 +2543,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "48288dc1",
+   "id": "234e3f6e",
    "metadata": {
     "editable": true
    },
@@ -2553,7 +2555,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e4e3b52",
+   "id": "d1c0397f",
    "metadata": {
     "editable": true
    },
@@ -2563,7 +2565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e321fff5",
+   "id": "799912a7",
    "metadata": {
     "editable": true
    },
@@ -2577,7 +2579,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "87ba4736",
+   "id": "5a3de91e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2674,7 +2676,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb33b476",
+   "id": "0f069973",
    "metadata": {
     "editable": true
    },
@@ -2695,7 +2697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5904a4fa",
+   "id": "e76beb96",
    "metadata": {
     "editable": true
    },
@@ -2707,7 +2709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b01c5e59",
+   "id": "4fe81d64",
    "metadata": {
     "editable": true
    },
@@ -2717,7 +2719,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6f8d465",
+   "id": "bb22d80f",
    "metadata": {
     "editable": true
    },
@@ -2729,7 +2731,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cbc98ec",
+   "id": "293ce41e",
    "metadata": {
     "editable": true
    },
@@ -2739,7 +2741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05e77b82",
+   "id": "8a969677",
    "metadata": {
     "editable": true
    },
@@ -2751,7 +2753,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2cfb916",
+   "id": "d93685ad",
    "metadata": {
     "editable": true
    },
@@ -2767,7 +2769,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d0f332c",
+   "id": "9abd5b44",
    "metadata": {
     "editable": true
    },
@@ -2811,7 +2813,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "970db066",
+   "id": "b8bd6825",
    "metadata": {
     "editable": true
    },
@@ -2823,7 +2825,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "97c0d61a",
+   "id": "2c2b3d87",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2839,7 +2841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bce527b0",
+   "id": "fea1bc2e",
    "metadata": {
     "editable": true
    },
@@ -2850,7 +2852,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "78e9516a",
+   "id": "a80976dc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2868,7 +2870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "968e066e",
+   "id": "aa3b722c",
    "metadata": {
     "editable": true
    },
@@ -2879,7 +2881,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "d6fa936b",
+   "id": "828172e1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2893,7 +2895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b2c31c6",
+   "id": "eee71c11",
    "metadata": {
     "editable": true
    },
@@ -2904,7 +2906,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "7d7f15f1",
+   "id": "7c8a5c54",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2917,7 +2919,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "176e37e8",
+   "id": "a0c893b5",
    "metadata": {
     "editable": true
    },
@@ -2928,7 +2930,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "c7c52a4f",
+   "id": "58711c38",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2945,7 +2947,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca3aab8c",
+   "id": "d899ec3f",
    "metadata": {
     "editable": true
    },
@@ -2956,7 +2958,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "4ac991ce",
+   "id": "59925df7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2972,7 +2974,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "023215f7",
+   "id": "083a679e",
    "metadata": {
     "editable": true
    },
@@ -2983,7 +2985,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "7f3bf43c",
+   "id": "127a3dda",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3007,7 +3009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8433c26",
+   "id": "c72d1b7f",
    "metadata": {
     "editable": true
    },
@@ -3018,7 +3020,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "bbf44495",
+   "id": "a1378976",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3031,7 +3033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5befa61b",
+   "id": "d85205c1",
    "metadata": {
     "editable": true
    },
@@ -3042,7 +3044,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "a1a4cc07",
+   "id": "040b1e85",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3062,7 +3064,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c8c117a",
+   "id": "32d25d47",
    "metadata": {
     "editable": true
    },
@@ -3073,7 +3075,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "b7759d12",
+   "id": "1b0fac0d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3116,7 +3118,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "e29faaba",
+   "id": "02279b28",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3131,7 +3133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f8d1cd1",
+   "id": "cd590eba",
    "metadata": {
     "editable": true
    },
@@ -3141,7 +3143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40cd2e22",
+   "id": "9968e6df",
    "metadata": {
     "editable": true
    },
@@ -3155,7 +3157,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "135ba5a0",
+   "id": "6e0b933c",
    "metadata": {
     "editable": true
    },
@@ -3167,7 +3169,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee6fb4d4",
+   "id": "e3019867",
    "metadata": {
     "editable": true
    },
@@ -3179,7 +3181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e4e08ce6",
+   "id": "84b218f8",
    "metadata": {
     "editable": true
    },
@@ -3191,7 +3193,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15707dcd",
+   "id": "19a7596b",
    "metadata": {
     "editable": true
    },
@@ -3201,7 +3203,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3fa2f3be",
+   "id": "bd703e67",
    "metadata": {
     "editable": true
    },
@@ -3213,7 +3215,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93a40243",
+   "id": "123c9939",
    "metadata": {
     "editable": true
    },
@@ -3223,7 +3225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "339cb66d",
+   "id": "e25cd9d9",
    "metadata": {
     "editable": true
    },
@@ -3235,7 +3237,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "04bb78e5",
+   "id": "7a90c314",
    "metadata": {
     "editable": true
    },
@@ -3246,7 +3248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b0eba22",
+   "id": "342cbb0e",
    "metadata": {
     "editable": true
    },
@@ -3258,7 +3260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bf19810",
+   "id": "8174f656",
    "metadata": {
     "editable": true
    },
@@ -3270,7 +3272,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73d78b9d",
+   "id": "9d4a6e02",
    "metadata": {
     "editable": true
    },
@@ -3280,7 +3282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b92c26bf",
+   "id": "6165636b",
    "metadata": {
     "editable": true
    },
@@ -3292,7 +3294,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20be4cb1",
+   "id": "cd5ead70",
    "metadata": {
     "editable": true
    },
@@ -3304,7 +3306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b393023b",
+   "id": "ea18f6fe",
    "metadata": {
     "editable": true
    },
@@ -3314,7 +3316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "972953d8",
+   "id": "9b42e1cf",
    "metadata": {
     "editable": true
    },
@@ -3326,7 +3328,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dedea7d3",
+   "id": "ddc58b22",
    "metadata": {
     "editable": true
    },
@@ -3336,7 +3338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95221c8d",
+   "id": "288e8e6a",
    "metadata": {
     "editable": true
    },
@@ -3348,7 +3350,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f1f13b8",
+   "id": "4fd80694",
    "metadata": {
     "editable": true
    },
@@ -3358,7 +3360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87c22dfa",
+   "id": "b006a8c2",
    "metadata": {
     "editable": true
    },
@@ -3398,7 +3400,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "33bca951",
+   "id": "725d878b",
    "metadata": {
     "editable": true
    },
@@ -3415,7 +3417,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f966c9e1",
+   "id": "fd5e5178",
    "metadata": {
     "editable": true
    },
@@ -3438,7 +3440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4eb85c86",
+   "id": "153ac58e",
    "metadata": {
     "editable": true
    },
@@ -3455,7 +3457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ccb375c",
+   "id": "3a4c4a00",
    "metadata": {
     "editable": true
    },
@@ -3474,7 +3476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52bd9dc6",
+   "id": "c102eee7",
    "metadata": {
     "editable": true
    },
@@ -3485,7 +3487,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d55c84ac",
+   "id": "7005d428",
    "metadata": {
     "editable": true
    },
@@ -3497,7 +3499,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2604cbbd",
+   "id": "ebdbde59",
    "metadata": {
     "editable": true
    },
@@ -3515,7 +3517,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ff162fa",
+   "id": "8757437b",
    "metadata": {
     "editable": true
    },
@@ -3531,7 +3533,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8b8dac4",
+   "id": "dba77cf1",
    "metadata": {
     "editable": true
    },
@@ -3543,7 +3545,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b06cadc6",
+   "id": "2f275695",
    "metadata": {
     "editable": true
    },
@@ -3553,7 +3555,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2b1fafe",
+   "id": "32c17033",
    "metadata": {
     "editable": true
    },
@@ -3568,7 +3570,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52aa19c1",
+   "id": "13d50641",
    "metadata": {
     "editable": true
    },
@@ -3580,7 +3582,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "052a2a74",
+   "id": "e32d182b",
    "metadata": {
     "editable": true
    },
@@ -3590,7 +3592,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e450fe74",
+   "id": "566185cc",
    "metadata": {
     "editable": true
    },
@@ -3602,7 +3604,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "00f00c67",
+   "id": "69cc07d3",
    "metadata": {
     "editable": true
    },
@@ -3612,7 +3614,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38629c38",
+   "id": "5a62e55b",
    "metadata": {
     "editable": true
    },
@@ -3624,7 +3626,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfb8cf1d",
+   "id": "185a7b6c",
    "metadata": {
     "editable": true
    },
@@ -3636,7 +3638,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f6d35cf",
+   "id": "b63994c4",
    "metadata": {
     "editable": true
    },
@@ -3651,7 +3653,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03539c67",
+   "id": "1b5e5ea8",
    "metadata": {
     "editable": true
    },
@@ -3662,7 +3664,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f9b70ce",
+   "id": "c7cba8d9",
    "metadata": {
     "editable": true
    },
@@ -3682,7 +3684,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9bf9a7f5",
+   "id": "34a321a1",
    "metadata": {
     "editable": true
    },
@@ -3694,7 +3696,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0eef1b6",
+   "id": "adeb4e2a",
    "metadata": {
     "editable": true
    },
@@ -3704,7 +3706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42161637",
+   "id": "983c4d05",
    "metadata": {
     "editable": true
    },
@@ -3716,7 +3718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80d1bba3",
+   "id": "30746d8f",
    "metadata": {
     "editable": true
    },
@@ -3745,7 +3747,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa14654d",
+   "id": "15b1904e",
    "metadata": {
     "editable": true
    },
@@ -3772,7 +3774,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81a0968d",
+   "id": "825d56c0",
    "metadata": {
     "editable": true
    },
@@ -3783,7 +3785,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "cf02cd9b",
+   "id": "83389e7a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3823,7 +3825,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "850f57f2",
+   "id": "6c1d5c64",
    "metadata": {
     "editable": true
    },
@@ -3840,7 +3842,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "639187d8",
+   "id": "092d08fb",
    "metadata": {
     "editable": true
    },
@@ -3863,7 +3865,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b46e8f94",
+   "id": "680ca861",
    "metadata": {
     "editable": true
    },
@@ -3877,7 +3879,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9c1f03a",
+   "id": "d9109bdb",
    "metadata": {
     "editable": true
    },
@@ -3896,7 +3898,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0bcba3c",
+   "id": "1bc782ad",
    "metadata": {
     "editable": true
    },
@@ -3906,7 +3908,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "88620b39",
+   "id": "fd98474c",
    "metadata": {
     "editable": true
    },
@@ -3918,7 +3920,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4117fc8",
+   "id": "27505b56",
    "metadata": {
     "editable": true
    },
@@ -3932,7 +3934,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0dfcebfe",
+   "id": "97458ec0",
    "metadata": {
     "editable": true
    },
@@ -3944,7 +3946,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c1a57a9",
+   "id": "6a940c34",
    "metadata": {
     "editable": true
    },
@@ -3954,7 +3956,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc0207e2",
+   "id": "beb7c9c1",
    "metadata": {
     "editable": true
    },
@@ -3966,7 +3968,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e25cf509",
+   "id": "892eca8e",
    "metadata": {
     "editable": true
    },
@@ -3983,7 +3985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c29f6b8",
+   "id": "d716176c",
    "metadata": {
     "editable": true
    },
@@ -3993,7 +3995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4600956d",
+   "id": "d6f76ea3",
    "metadata": {
     "editable": true
    },
@@ -4009,7 +4011,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca85d90b",
+   "id": "6cd96381",
    "metadata": {
     "editable": true
    },
@@ -4019,7 +4021,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "460a6123",
+   "id": "3235bb2a",
    "metadata": {
     "editable": true
    },
@@ -4035,7 +4037,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce110a84",
+   "id": "cfb5e5fa",
    "metadata": {
     "editable": true
    },
@@ -4045,7 +4047,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86f11fe3",
+   "id": "30c811c8",
    "metadata": {
     "editable": true
    },
@@ -4061,7 +4063,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db34d5d7",
+   "id": "b64ff89b",
    "metadata": {
     "editable": true
    },
@@ -4071,7 +4073,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77a7105c",
+   "id": "d2d214b1",
    "metadata": {
     "editable": true
    },
@@ -4088,7 +4090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "698f2832",
+   "id": "1734cbea",
    "metadata": {
     "editable": true
    },
@@ -4100,7 +4102,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24b3a128",
+   "id": "18b87d79",
    "metadata": {
     "editable": true
    },
@@ -4112,7 +4114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6dacde0",
+   "id": "7424dbeb",
    "metadata": {
     "editable": true
    },
@@ -4124,7 +4126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24af0cf0",
+   "id": "8bfde7d9",
    "metadata": {
     "editable": true
    },
@@ -4134,7 +4136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f92a48e",
+   "id": "d7fae153",
    "metadata": {
     "editable": true
    },
@@ -4146,7 +4148,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f49038cc",
+   "id": "a5fe659e",
    "metadata": {
     "editable": true
    },
@@ -4158,7 +4160,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "212de555",
+   "id": "0494a740",
    "metadata": {
     "editable": true
    },
@@ -4170,7 +4172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3991fcae",
+   "id": "cd9e9a2d",
    "metadata": {
     "editable": true
    },
@@ -4180,7 +4182,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c42988e",
+   "id": "a36f09cb",
    "metadata": {
     "editable": true
    },
@@ -4192,7 +4194,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e12f4e58",
+   "id": "c595c4ab",
    "metadata": {
     "editable": true
    },
@@ -4202,7 +4204,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbf7451a",
+   "id": "54ea720c",
    "metadata": {
     "editable": true
    },
@@ -4214,7 +4216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31086ed3",
+   "id": "3b8cb8cc",
    "metadata": {
     "editable": true
    },
@@ -4230,7 +4232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "efbdd404",
+   "id": "e825b356",
    "metadata": {
     "editable": true
    },
@@ -4242,7 +4244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05d390cc",
+   "id": "2cbc23f9",
    "metadata": {
     "editable": true
    },
@@ -4254,7 +4256,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "262f3211",
+   "id": "8665bb8b",
    "metadata": {
     "editable": true
    },
@@ -4264,7 +4266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "303b2045",
+   "id": "2aedf32c",
    "metadata": {
     "editable": true
    },
@@ -4276,7 +4278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1202d60f",
+   "id": "e64ed163",
    "metadata": {
     "editable": true
    },
@@ -4287,7 +4289,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca6c589c",
+   "id": "b060bb08",
    "metadata": {
     "editable": true
    },
@@ -4299,7 +4301,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f60ce597",
+   "id": "0e9f682e",
    "metadata": {
     "editable": true
    },
@@ -4309,7 +4311,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5be8b43",
+   "id": "084d10ae",
    "metadata": {
     "editable": true
    },
@@ -4321,7 +4323,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57ceb8aa",
+   "id": "322ae2b5",
    "metadata": {
     "editable": true
    },
@@ -4331,7 +4333,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8219b605",
+   "id": "2b934378",
    "metadata": {
     "editable": true
    },
@@ -4343,7 +4345,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb3ad9ed",
+   "id": "76fa0775",
    "metadata": {
     "editable": true
    },
@@ -4354,7 +4356,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c33b9a55",
+   "id": "4ab1ab5e",
    "metadata": {
     "editable": true
    },
@@ -4366,7 +4368,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cac8f054",
+   "id": "5c3528cd",
    "metadata": {
     "editable": true
    },
@@ -4384,7 +4386,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6616fdfd",
+   "id": "99446c56",
    "metadata": {
     "editable": true
    },
@@ -4400,7 +4402,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b169f09",
+   "id": "52b4ef86",
    "metadata": {
     "editable": true
    },
@@ -4412,7 +4414,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "710d663a",
+   "id": "14d03f17",
    "metadata": {
     "editable": true
    },
@@ -4424,7 +4426,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75a5927e",
+   "id": "08983b4e",
    "metadata": {
     "editable": true
    },
@@ -4436,7 +4438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f87f1c44",
+   "id": "bf4aff1c",
    "metadata": {
     "editable": true
    },
@@ -4449,7 +4451,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fef13475",
+   "id": "d1a70450",
    "metadata": {
     "editable": true
    },
@@ -4465,7 +4467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a44dc90f",
+   "id": "4441a82e",
    "metadata": {
     "editable": true
    },
@@ -4479,7 +4481,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6c9648e",
+   "id": "985fe9f4",
    "metadata": {
     "editable": true
    },
@@ -4489,7 +4491,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ab3f00b9",
+   "id": "7d0b48ad",
    "metadata": {
     "editable": true
    },
@@ -4501,7 +4503,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06c14a6e",
+   "id": "927a1cc9",
    "metadata": {
     "editable": true
    },
@@ -4511,7 +4513,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70237bb7",
+   "id": "28fe8612",
    "metadata": {
     "editable": true
    },
@@ -4523,7 +4525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d6e50b5",
+   "id": "643c5c24",
    "metadata": {
     "editable": true
    },
@@ -4533,7 +4535,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "640f1cf5",
+   "id": "31eb5551",
    "metadata": {
     "editable": true
    },
@@ -4547,7 +4549,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e385dde1",
+   "id": "ee97772f",
    "metadata": {
     "editable": true
    },
@@ -4564,7 +4566,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21cd58c9",
+   "id": "fdef2a70",
    "metadata": {
     "editable": true
    },
@@ -4580,7 +4582,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59d5bb85",
+   "id": "68211a1f",
    "metadata": {
     "editable": true
    },
@@ -4592,7 +4594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0d8f1cb",
+   "id": "9a8a18e2",
    "metadata": {
     "editable": true
    },
@@ -4605,7 +4607,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b78edf3d",
+   "id": "e7d94e46",
    "metadata": {
     "editable": true
    },
@@ -4619,7 +4621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bcc96742",
+   "id": "0c9c0c07",
    "metadata": {
     "editable": true
    },
@@ -4629,7 +4631,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "895a0939",
+   "id": "3fc933af",
    "metadata": {
     "editable": true
    },
@@ -4642,7 +4644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97475693",
+   "id": "e97cce9c",
    "metadata": {
     "editable": true
    },
@@ -4661,7 +4663,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eab1cd49",
+   "id": "d1be42f8",
    "metadata": {
     "editable": true
    },
@@ -4673,7 +4675,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e617bf3f",
+   "id": "e957492f",
    "metadata": {
     "editable": true
    },
@@ -4685,7 +4687,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80272722",
+   "id": "6f4bd14c",
    "metadata": {
     "editable": true
    },
@@ -4695,7 +4697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b33ced81",
+   "id": "ba1b4c89",
    "metadata": {
     "editable": true
    },
@@ -4707,7 +4709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2e98911f",
+   "id": "c9563317",
    "metadata": {
     "editable": true
    },
@@ -4720,7 +4722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0661886",
+   "id": "ed451710",
    "metadata": {
     "editable": true
    },
@@ -4739,7 +4741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1cba8fa",
+   "id": "4eabcccb",
    "metadata": {
     "editable": true
    },
@@ -4749,7 +4751,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc470231",
+   "id": "78678f6f",
    "metadata": {
     "editable": true
    },
@@ -4768,7 +4770,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7d8407e",
+   "id": "5840e451",
    "metadata": {
     "editable": true
    },
@@ -4786,7 +4788,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "51a183c2",
+   "id": "75f212b9",
    "metadata": {
     "editable": true
    },
@@ -4800,7 +4802,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b0e7be2",
+   "id": "af4b97f1",
    "metadata": {
     "editable": true
    },
@@ -4815,7 +4817,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "043e0585",
+   "id": "bceeb8a6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4836,7 +4838,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed28d509",
+   "id": "e438fa73",
    "metadata": {
     "editable": true
    },
@@ -4853,7 +4855,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "5f6eb17c",
+   "id": "01ec3279",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4885,7 +4887,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9fcc2017",
+   "id": "fb6ba409",
    "metadata": {
     "editable": true
    },
@@ -4899,7 +4901,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f52d599f",
+   "id": "6c5bfe67",
    "metadata": {
     "editable": true
    },
@@ -4912,7 +4914,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "37e39619",
+   "id": "b2b07565",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4937,7 +4939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f658f0cb",
+   "id": "e26d9b42",
    "metadata": {
     "editable": true
    },
@@ -4947,7 +4949,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e974d8b4",
+   "id": "6200c4da",
    "metadata": {
     "editable": true
    },
@@ -4958,7 +4960,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "5669627b",
+   "id": "1a0f5c54",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5012,7 +5014,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29f52c1b",
+   "id": "be666eb5",
    "metadata": {
     "editable": true
    },
@@ -5029,7 +5031,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a0e31a1",
+   "id": "cc79dbf1",
    "metadata": {
     "editable": true
    },
@@ -5041,7 +5043,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "164cda98",
+   "id": "7aaa9582",
    "metadata": {
     "editable": true
    },
@@ -5053,7 +5055,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e43dada2",
+   "id": "3c9ca18c",
    "metadata": {
     "editable": true
    },
@@ -5063,7 +5065,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "39f0d93d",
+   "id": "7450e1de",
    "metadata": {
     "editable": true
    },
@@ -5080,7 +5082,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc04f904",
+   "id": "c190057c",
    "metadata": {
     "editable": true
    },
@@ -5090,7 +5092,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a51bdc7",
+   "id": "20f4c172",
    "metadata": {
     "editable": true
    },
@@ -5105,7 +5107,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e03a3559",
+   "id": "746607df",
    "metadata": {
     "editable": true
    },
@@ -5115,7 +5117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c35b8eb6",
+   "id": "d2419f36",
    "metadata": {
     "editable": true
    },
@@ -5129,7 +5131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e3c382d1",
+   "id": "0c4d5713",
    "metadata": {
     "editable": true
    },
@@ -5141,7 +5143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b3475b9",
+   "id": "c51b1e85",
    "metadata": {
     "editable": true
    },
@@ -5153,7 +5155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55c5eca1",
+   "id": "df3d6e17",
    "metadata": {
     "editable": true
    },
@@ -5165,7 +5167,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "451c452e",
+   "id": "bda15ad2",
    "metadata": {
     "editable": true
    },
@@ -5175,7 +5177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c114b293",
+   "id": "40ad7cbc",
    "metadata": {
     "editable": true
    },
@@ -5187,7 +5189,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9edf1de2",
+   "id": "305bd308",
    "metadata": {
     "editable": true
    },
@@ -5197,7 +5199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd414d04",
+   "id": "bb83e451",
    "metadata": {
     "editable": true
    },
@@ -5214,7 +5216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a722760c",
+   "id": "64d007a7",
    "metadata": {
     "editable": true
    },
@@ -5224,7 +5226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "180c7769",
+   "id": "c0fe2564",
    "metadata": {
     "editable": true
    },
@@ -5236,7 +5238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f7e1507",
+   "id": "630c43cb",
    "metadata": {
     "editable": true
    },
@@ -5246,7 +5248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10482118",
+   "id": "1e412f4c",
    "metadata": {
     "editable": true
    },
@@ -5258,7 +5260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce3ed859",
+   "id": "2294efa0",
    "metadata": {
     "editable": true
    },
@@ -5272,7 +5274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0db022a3",
+   "id": "ec2d9133",
    "metadata": {
     "editable": true
    },
@@ -5284,7 +5286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd42065a",
+   "id": "be85e557",
    "metadata": {
     "editable": true
    },
@@ -5306,7 +5308,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed4d71cd",
+   "id": "61531c33",
    "metadata": {
     "editable": true
    },
@@ -5318,7 +5320,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "068edd42",
+   "id": "549a9854",
    "metadata": {
     "editable": true
    },
@@ -5333,7 +5335,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5e96ae1",
+   "id": "ace8d1d3",
    "metadata": {
     "editable": true
    },
@@ -5345,7 +5347,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f6465ab",
+   "id": "4624e6fc",
    "metadata": {
     "editable": true
    },
@@ -5357,7 +5359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3bf8c498",
+   "id": "4b8a8b55",
    "metadata": {
     "editable": true
    },
@@ -5367,7 +5369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0767423",
+   "id": "e8a41480",
    "metadata": {
     "editable": true
    },
@@ -5379,7 +5381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "84e555ea",
+   "id": "6a36c786",
    "metadata": {
     "editable": true
    },
@@ -5389,7 +5391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "027f2f3e",
+   "id": "462349df",
    "metadata": {
     "editable": true
    },
@@ -5401,7 +5403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c8ad0101",
+   "id": "f3e432cb",
    "metadata": {
     "editable": true
    },
@@ -5411,7 +5413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f37764c3",
+   "id": "20a1bdac",
    "metadata": {
     "editable": true
    },
@@ -5423,7 +5425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ada4652",
+   "id": "43ac5bba",
    "metadata": {
     "editable": true
    },
@@ -5440,7 +5442,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3c2cd557",
+   "id": "ff1f6546",
    "metadata": {
     "editable": true
    },
@@ -5453,7 +5455,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c92164b",
+   "id": "cf2d5142",
    "metadata": {
     "editable": true
    },
@@ -5465,7 +5467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4614cc22",
+   "id": "0e74ad82",
    "metadata": {
     "editable": true
    },
@@ -5475,7 +5477,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19574d92",
+   "id": "f0e17a56",
    "metadata": {
     "editable": true
    },
@@ -5488,7 +5490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd431970",
+   "id": "b11ffbe6",
    "metadata": {
     "editable": true
    },
@@ -5498,7 +5500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f98af46",
+   "id": "3f4e49db",
    "metadata": {
     "editable": true
    },
@@ -5510,7 +5512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd428d48",
+   "id": "e22c2482",
    "metadata": {
     "editable": true
    },
@@ -5523,7 +5525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75a0a269",
+   "id": "a7e7dfe5",
    "metadata": {
     "editable": true
    },
@@ -5536,7 +5538,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cbf5cc1",
+   "id": "94414ad1",
    "metadata": {
     "editable": true
    },
@@ -5548,7 +5550,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b38eb39",
+   "id": "cbb571a8",
    "metadata": {
     "editable": true
    },
@@ -5560,7 +5562,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b771e09",
+   "id": "08d69de8",
    "metadata": {
     "editable": true
    },
@@ -5570,7 +5572,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "915f682c",
+   "id": "17827d0b",
    "metadata": {
     "editable": true
    },
@@ -5583,7 +5585,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf5e5fa4",
+   "id": "a2606f59",
    "metadata": {
     "editable": true
    },
@@ -5595,7 +5597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3979a24",
+   "id": "1a261469",
    "metadata": {
     "editable": true
    },
@@ -5607,7 +5609,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5d98305",
+   "id": "2c25d0ff",
    "metadata": {
     "editable": true
    },
@@ -5619,7 +5621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4208afb",
+   "id": "1cbbda83",
    "metadata": {
     "editable": true
    },
@@ -5631,7 +5633,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6dfd5110",
+   "id": "10e5cd79",
    "metadata": {
     "editable": true
    },
@@ -5645,7 +5647,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fe9146a9",
+   "id": "8149c527",
    "metadata": {
     "editable": true
    },
@@ -5657,7 +5659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1088f372",
+   "id": "86370c66",
    "metadata": {
     "editable": true
    },
@@ -5667,7 +5669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c18e1c0b",
+   "id": "ca970c01",
    "metadata": {
     "editable": true
    },
@@ -5679,7 +5681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b78ffb3",
+   "id": "0a6651d6",
    "metadata": {
     "editable": true
    },
@@ -5691,7 +5693,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee79adf0",
+   "id": "feb46caa",
    "metadata": {
     "editable": true
    },
@@ -5703,7 +5705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9034798e",
+   "id": "ba2ccc4c",
    "metadata": {
     "editable": true
    },
@@ -5715,7 +5717,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a11d0a33",
+   "id": "99bd5e5f",
    "metadata": {
     "editable": true
    },
@@ -5727,7 +5729,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ed00714",
+   "id": "122ac3fa",
    "metadata": {
     "editable": true
    },
@@ -5746,7 +5748,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8fb660b4",
+   "id": "2ed2f1af",
    "metadata": {
     "editable": true
    },
@@ -5758,7 +5760,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89b5169d",
+   "id": "ab6d373f",
    "metadata": {
     "editable": true
    },
@@ -5768,7 +5770,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24a873d7",
+   "id": "12e89aa0",
    "metadata": {
     "editable": true
    },
@@ -5780,7 +5782,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7244bf36",
+   "id": "f5ad1a22",
    "metadata": {
     "editable": true
    },
@@ -5790,7 +5792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e4cb18e",
+   "id": "972a591b",
    "metadata": {
     "editable": true
    },
@@ -5802,7 +5804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5120d67c",
+   "id": "29b0a40c",
    "metadata": {
     "editable": true
    },
@@ -5814,7 +5816,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97d9cb96",
+   "id": "974b89b6",
    "metadata": {
     "editable": true
    },
@@ -5830,7 +5832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3a23067e",
+   "id": "d32b5a75",
    "metadata": {
     "editable": true
    },
@@ -5842,7 +5844,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9df2682b",
+   "id": "b7b0e4a9",
    "metadata": {
     "editable": true
    },
@@ -5854,7 +5856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c3fff11",
+   "id": "00480506",
    "metadata": {
     "editable": true
    },
@@ -5864,7 +5866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31b60a1e",
+   "id": "e478d349",
    "metadata": {
     "editable": true
    },
@@ -5876,7 +5878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "397faa62",
+   "id": "9941badc",
    "metadata": {
     "editable": true
    },
@@ -5886,7 +5888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8393c561",
+   "id": "d78d129f",
    "metadata": {
     "editable": true
    },
@@ -5898,7 +5900,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f800c6b",
+   "id": "81e43d35",
    "metadata": {
     "editable": true
    },
@@ -5915,7 +5917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c39082c9",
+   "id": "ab030d9f",
    "metadata": {
     "editable": true
    },
@@ -5927,7 +5929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca8c09a8",
+   "id": "5c1a039a",
    "metadata": {
     "editable": true
    },
@@ -5939,7 +5941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10ee6793",
+   "id": "64005abb",
    "metadata": {
     "editable": true
    },
@@ -5949,7 +5951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36cee816",
+   "id": "dd03458c",
    "metadata": {
     "editable": true
    },
@@ -5961,7 +5963,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e1b8b872",
+   "id": "c1845e9a",
    "metadata": {
     "editable": true
    },
@@ -5971,7 +5973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "697ae3ec",
+   "id": "9daa3df6",
    "metadata": {
     "editable": true
    },
@@ -5983,7 +5985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fbf8e69",
+   "id": "add636f0",
    "metadata": {
     "editable": true
    },
@@ -5993,7 +5995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca0c3341",
+   "id": "79c36fde",
    "metadata": {
     "editable": true
    },
@@ -6005,7 +6007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9c14692",
+   "id": "d4b4abb2",
    "metadata": {
     "editable": true
    },
@@ -6015,7 +6017,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "154cc5a3",
+   "id": "93a6f35c",
    "metadata": {
     "editable": true
    },
@@ -6027,7 +6029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3fccf87d",
+   "id": "62647fc5",
    "metadata": {
     "editable": true
    },
diff --git a/doc/src/week35/week35.do.txt b/doc/src/week35/week35.do.txt
index 7cb8d7664..f1523fb3c 100644
--- a/doc/src/week35/week35.do.txt
+++ b/doc/src/week35/week35.do.txt
@@ -14,7 +14,7 @@ o Discussion on how to prepare data and examples of applications of linear regre
 o Material for the lecture on Thursday: Mathematical interpretations of linear regression
 o Thursday: Ridge and Lasso regression and Singular Value Decomposition
 o "Video of lecture":"https://youtu.be/qBNm-HGSxL4"
-
+o "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesAug31.pdf"
 
 === Reading recommendations: ===