From d688005cee8d6c54c645fc18eec5d942c19a42d0 Mon Sep 17 00:00:00 2001
From: pramodk <pramod.s.kumbhar@gmail.com>
Date: Thu, 25 Apr 2024 05:33:38 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20BlueBrai?=
 =?UTF-8?q?n/nmodl@2fb037e1f8d60d522ba16bd968c69a318ce5a827=20=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .doctrees/contributing.doctree                | Bin 64130 -> 64130 bytes
 .doctrees/environment.pickle                  | Bin 131572 -> 131572 bytes
 .doctrees/install.doctree                     | Bin 70599 -> 70599 bytes
 .../notebooks/nmodl-kinetic-schemes.ipynb     |  56 +++---
 .../notebooks/nmodl-python-tutorial.ipynb     | 160 +++++++++---------
 .../notebooks/nmodl-sympy-conductance.ipynb   |  72 ++++----
 .../notebooks/nmodl-sympy-solver-cnexp.ipynb  |  72 ++++----
 .../nmodl-sympy-solver-derivimplicit.ipynb    |  32 ++--
 .../notebooks/nmodl-sympy-solver-sparse.ipynb |  32 ++--
 .../nmodl-sympy-solver-cnexp.doctree          | Bin 47015 -> 47968 bytes
 .doctrees/readme.doctree                      | Bin 174287 -> 174287 bytes
 notebooks/nmodl-kinetic-schemes.ipynb         |  56 +++---
 notebooks/nmodl-python-tutorial.ipynb         | 160 +++++++++---------
 notebooks/nmodl-sympy-conductance.ipynb       |  72 ++++----
 notebooks/nmodl-sympy-solver-cnexp.html       |   9 +-
 notebooks/nmodl-sympy-solver-cnexp.ipynb      |  72 ++++----
 .../nmodl-sympy-solver-derivimplicit.ipynb    |  32 ++--
 notebooks/nmodl-sympy-solver-sparse.ipynb     |  32 ++--
 18 files changed, 438 insertions(+), 419 deletions(-)

diff --git a/.doctrees/contributing.doctree b/.doctrees/contributing.doctree
index e7a2f328009fd97ad2e78f19e02fec2307e51615..f2b5ecb8f408458702794aa549e09215ff9b0e0a 100644
GIT binary patch
delta 1800
zcmZXUT}%{L6vw%;@{!O~1eDUEq9|xup;=r;c9+7stkMM$lmZ5j-I-x`F1s_j9~31P
zA#DRVQR|)5qy$ZxYHec?GV;*$p{+^#)Q7eYnzl(FNKM-`p_<gDeQ48j?zqE4U;by$
z@0@$?IcM+g)Z^@_$JvW*F6I|1%JsZhNR6aJ5!uk65;Zj?tEps-qNzzkFJ=FROPTK4
z&T56?&AE~`b~+-fhF*Yq2_>9PDQbkp>Z`~ecH33HS&|dVs1iRJQ$!_Y=(&oTOod`G
zRv=V9o3CmqIjm_TP&X$bhom@MxL%EGQjFblRWn!pwvs~o{!t~Vq_hO&RzT%VTOc5%
z#Z*WY;nW7ZR83b)v%kHC<<;-3TsthL6A7FGI)L)&m<*rRE2<=qnUe4!Ia=q)$~xHm
z-Rzmqg{lWMu;$$@pibM{|H=2%WqS?T&rsi*_x=?s*q+DeWT6Ik0P9{fs`WA@4(m+T
zh@o&yenCE^o=`POPVP;PMhyMA{{=-QA*PiS4_~4Iw$k7uPPWtCNCYOi1<-jn1<mug
zNgZ4DY+}bf%_P7-jW-psFFe(dzv^ixF3vpdTiGdZHSuw8(d&k@cuMZs%W50<AHp{2
zBnpmBFQDMqbPfearZ-V=T)K>cqtd$|Y2A_1#H4Z7sHSynsqsEEwBRpiH(r`_U@=zc
z+r=9Fd)RnWD|CpVm8P#rz%-i)0kiBoK^%D3lSB;~U+}Mj&bRzSoaS5r(wye}!Oy_3
z!PdXQ>3#VuvU|ae#DUG(cX-;nVPd@FcKf%)WlkN=B@S%b&RFyov4<Tl*aT+zkNiY@
z=I%}}0TbyeM05IR85-l*7Bpt}AaUTZb_Kadg6-kypL@O`g86apMgr!mz7jMm$KjY@
zlKx6Gy9RcUN?dM`@XZFZ`C5aye5b*6e4)V{Dwy%Xz&f5eVDL;ZxD+rrAQ+qijKJ;>
zwQa?c(>!m6r_J!J8J;u))qJ5}349OFi-$ndVht?*y0{PY2d;%ucMg6xdJ*fCirG2I
z39G#$?FRi(dJ%Mk90cu`J3$vvFAw7bJTM#vy)hhzB^O5yfc8cN(6=H-V4*9KeW0b$
z)*S3r-_E?z9c(r#0sK8W1{zgf0sT}N0^LTVu*DfV4Em7Pf>w;Qf{t)q9_fS6PshTb
ziP-c6f1j=SSy^uyv<(bJ5X}MaFnavac39!A4B+8o8IN{b;a(f`S)d;Qf9nGl7|H-%
zAdKDwkBe4(I1{H43s4)3SU|ObW`Tqak`@@X!K)THgMk0e#x3w#24EKx^jyZJlUDq7
z1h{AVh6ScGfVVxH@#uLge8C16EpXWe%mQ!Q;EDy_vBAWgMXn;@zx-<!csB$1rSD}t
zdff`&w7~}!xMhQnEU;*UB@5iK!7>Nw=$FAP_NVI2mta`<D}_H9k5-;9+g@0!%Ebq8
wNiSxP8cGV_QAD2v18hmFgco~Hs{s8=t0?;o%m0G%2g)kSBa{cG^JK^De+h05MF0Q*

delta 1741
zcmYL}UrbYX6vz9M+Cp@h2oi!r{)%8WadFa?w#c6rWThe~0}LQ-@1?!Jw)bNHFdR{Y
zYzt+bI)67?GQyUaX*Agoa^=CNnI+rP9^4)@%aT11mu*>sn9OB+*s^ne*WSH+&pn@W
z?z!ij`@47kS>F7!yw#qj9ace^J|7lkHG7b~Z!0eq#Dp{@#V2D@NJ^>M{8&H^rvqV;
zU2m#pSzFy}+a*~Lr`7B(SxJdOMTsUG`@L-*zgNu`7)Z_T3@LIdAqCSZNe;8U_Wc%1
zLJSCTcE?sz@&X1$IhAab6gjD8x65%wh_NS42lB0woJ<8`G4|M2x5ElJ9TOp=l>Hkl
zWe;p6tkqu3{I=?%LZil{B0;r8Qf0oTYE87?CZ{^gCR11251FlFd#CHE*YIAdh*G!V
zl{ffk*Z<zd6!jS1KD&uJ46m~D9t$)(tyuSpTF>q`S5#)pq&O@l*%%50W8y2~Ir*%t
z2x9V3aw@D|rCzqt+)mtVzq5rnnBcU7E;}h`zRO8E*ruz5opH4hFTa{;En;80>LGvA
z<tJU7x%?IEoV%WQxVP$d!o7HxICzL1ZgCvPX6PIW4oEMf;Ba&a1qY+IP;e-^j)DWx
zuRzjSb4m#%)eCAp?O<yykD#FyPdU4JY|f0uSYdk|Yw;XpGp*gwA%-?u9}usmwGjel
zz5OgP<FlS8D$w|fXA^YU`wwwzOP!GB)|R{OgJEOce}gmh`UPYUeY=Snn=_u_@(;ko
z_>4RL?@5<7f5J-4*tC(c>Mmkiy-lzQ%<`OkOgvgcpPPUQ_ZOl$f2s_PdU_ukZD5R;
zaaf~*I4HpO@a|s*zatLq-q3CW=G);tXg1EkZ4Ql$)S{^yts%9zTp!_^_2u!k`mB7X
zzHNM=J_~hd@v+WrJabg#nP6}!U~oV%I0YC7do<otfh8AsUWTV-cvgldWuRJn;5P#A
z;pNbA&~&Jgc-f86QP3Z`777Cvd^g!5)+ZFROTrOY?OmY(^e5p}&|RVrbVTd}T|vDz
zfd{Z-A_#hOA`VL~4tIbKh3%jpgipdkH^N6jOC#MD>@{1>+>si#7!d$IiA;k=q&Gmn
zl*U0TX#}>Ip%b86^e|{uv>P<abv-%^*DuC`po!SREI*&!1t!zGD(wM75kxHDoj{Kt
z+Fm`}p94I6I_J>=Jv?N9VI7Ph;AeeQ2je-w3k1=d<?)anpUA~&SO?SqQ60zzP;`(m
zKvD-&26$5kZz15{*^CY@<^XmvOE2YII;Y3qM!-MEcXY6j1HA3UoJZf&!<P+kMF-am
zz;y7T0Y1{f#|D^P(#a=C_?Q2w4zA|_f9Pj9kKWM3w+wJw2cH|@3mvQ)U`+>i4Y1BZ
zI`WOr#Qv1s1tPq1_+i3N#-)@O2!<C_4p{L3T+J4<r_FnI!l8&f4|>^}QVS>cp;86<
amr_;s2bSMNd5ZEg%I_$@YDXq}7ykovocE^y

diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
index 8d0657efe618c9d61cade0fa498411221bed30ea..601afcea5738a76cbd40c7b9b222bad376ca47b2 100644
GIT binary patch
delta 8992
zcmZvidt6mj_P|{r_yU!;q9DRe@x}Fpf~eqY)KJ7nnkWd!6*wZ7r%FEXkqUNAbCbKw
z%&D3B%`}F1wM!zR;#fJ(sAXnZ*+YN!(9*_AOY^tZUiWO{^ZEV5TI;*^W1YR%-e=!^
zxV^sZ?e%T<`NarpMbEB|wgp**x#d~8wi<`;LVIDEt+1@rnr|-@Tdd(?W=upsKTV75
z`RFext#P!;u`jR4wH4Mle8^jppIu&-UzjTfS$jj@9cv*>u2~Ph?Xh5fVQE=bL4i1D
zwRCG&XfLy6+wF_71@97DR?ZUa)T?lbJ*Pkv$3$aqe$u`Zd;@D74?A6&Uz%TLFDVt7
z)?VVzF#+OCOqAuJdtrG=35ASZVLRmoHq^ZG3v+DCoqYy|c~<W8Y}IPwn2$C;aV)O)
zRpa<W>$s0mtF8EkkB$A>8sXX1IP%bXO&SNZHL_;9;e2RanrEEQ)~M_WhD%$Cd995%
zDz!Q8rHe-ML+i^YjRtKks^4S0rLEldhH><vb^T{!uW22haP^4MsIBVee#S9vo$Bjj
z)R|VZPef;<-gCP9>6<^ja>QsdohMFaMH&Z9>tw}?jmDd%_4cf|rN&{?ddISSxN%5Z
z(WkbGXNM+OXjHe>L_0$Bmtf|US{G(z7uW{aiVGJM+H-8BF{Mj$Ys7~`dw6a$j*H;f
zu}~}K#*T&q;<?!HZZt$xxnoR>b#ltgS!1S5i76>9tJ!8Wh;y-V!gKg|@!s$xF?HA!
z;WuoQs2M(5OdLK{yf<u+XHIE>`1i13?XybDVu~uT${`UHHv}7=92W~NQ5iQ74vBqn
zHYCCEF(M~EP&^**gUlA+ANGmu@n_+<n4S<RE=>*=FN{bMw$V`{ahkvAoRB2aMn#D~
z&5IPzqW&ZD&ohEW$B{|mR$`QRkT*!YjQXmiDDiwrkO&=>B)rB%iPW;LVh8FMCq#+N
zHT}gSqmx9#_$W~|+7PJ;Q6gzecQGh2Nen_(lb9|pjffKAO?||uq$KeH`u8N+#FrzZ
zMD&<!Q9CY5>>ZOOvaw9;#}@I}SR4dww|;D{*o=Lx{APf#k4u6k^#u8MdWc)&l0*vD
zo;5yKbQ~KcdvpV<@STt(F5sgSO~@0)82WD$7OQ1o#I$bJN-Y6nB59QV#w^k(^^Gjj
zDD90x(kSJP6{JzR8&#xHsvFOeMssMqOxhcy)sjZpZ5$?zGTV5UG|Fn@LhDNWODS!9
zMUc|jxJeqNvT>g@N@JtF7yh9XHbO|NC(S|{Wv(%ZG|F0IG-;HvMlxxXt;XY|QKlL;
z)XE*L%j^qFYgW}n8<?!loQdHeR(|0p_A~{ES0|kmzTem}2QtLb+kPUcInbH$Xb7O;
zFV4Qw#`$#eaAi0@oN^aLo2Q0}fp_9DP13}*r!3CKX<Y#oKj*d71XhO3NMvRG%pwov
zYCRiUpfXeD+-D_i?kW(UmxjrR_Amp}%n<)wt-^7hpBD;f`0r0I264_|$GpoBf7xPj
zW-sUusQ5Ww%G|=rsO)L1ytvR{rHieQ6}bpQtvzDLOsx=Gn=H;<`55MzqyEmfjVxA1
z6y&h7Z^;r?toBk?4iqf|G3$6C=61TUHd{n!=}FP`M3~I9!c0u^ERlGI2k(QjMmXUV
z<r@J-=(5*IoLqjw1I1G-V#zwTa<B&$_ZME3*JZmHu;aoglbNG{ANS6hu0WQ*GiqIq
zTYG+ewp;Vvkmc6aY%FqX9#t#c+ScmjAoqpBFmZN99Immx;-#l1?dZuZiw=&H;=?pM
zuDKksZ=OZGvt=JNJ1d@k9i(S_d?%@Aso7?esUhxI!k$?TWcfSyZg;u0r8VEVwbC6o
zSrZjI!<^fn`@qdBcIJ9;tsi%tbC)>#N?YfryMJ<*xUwhStyy2*>ekM_;>opy_2o{^
z+kf5c=G$Jo?AF%)t-~Km?0wzg=E-}nvL>E$`8ZQ*%{XG~Jlt_icJ^{>YY%$4wdY*l
zy6e}x735|O4TWx&&{ziIY>FK>qhgUT$IrQ^$qK0WJHI%JIZ>R!L%b*H5pnJKBr$q{
zMa*nIDf*T0TBtf<h@VR=&ftG`162H+V^1z-<;dHZkVHnkiwRH4zfP@VCF67vE0_PB
z$x7-O%y29tZk}r+Kk<VA=WA!<*md*V4DE8Jy`TKhXgvQ1BjUnU5WoJy(e547Q`B6X
zB+lNkZ2#z_D41-=eY8NtKWcIQ^WzXe#m{-;l8u#xpB7_QSuj28$MzP+<w-K}5wJKf
zTz(Zu^K)+b;up8}>{ma!wdbzhc55$Q!-w&@$iuPnn{x5VMT;}&+h9P&&pGnDrK~hx
zcd(NAeF`g0Kj6}(G9zx`NRjf^k8M1Za_+WZQvUM>z-|6qN}<TVlPlIuvN&(w2`1G4
zyFt#8zm7rGx%#&!P{@>Uh<6UYKa#vjX9hTT{oaW%^n||73lFHI9ODHcE-OH?X^6D<
z16+UgfH(~r&j+~LwpPG}#j{O^tHJwWHCK3Bz~SDOXU8{AZ~1(Cm?U;DQOnxp)d9Ky
zTK+Dp58x1!_Np&nR-h&qghR9|xf6_3rdacPch|wr(21Qtc!IYJXCJ4P$|^H4;E$$?
z_h2A~r`mlG1k)du6%iK#Tq{D{POkp1E)?j=kL>hHTqZub#6ceFMnQgZ$zN>!Ez;#3
z1{0O#!tiiwBu<gt>OqmArP@+?>FU>$+Sd#RGr;w9B)kXWR;3+ZwbAky3y#LkO@6M_
zN1z{|#+}smqE67_F&G$4V?a*oX=fkmiJbJ%+|&8K)RShar{VpnC(AbX+vB$hp>lf+
zcK7)%ey-nR0N-z)@A7xW45ao+TR8|aSi3$L@>p9m6fkSa`*kefs#N8M!wS*@T^-^f
zjoGphu!yxE5&+*yRIX$c++l5HA~--DDUv~*Cz3tYVIsMWI!PpZsAEL3w>m?hpaTS!
zq|*cX=;(kY>D+*j4h<;i#E{%Y9T%_&9TgDLIU(6s9TL!@69RTb$Ae@qqdtmcJ9RQh
z_EE=z<PPdgfF06-0L3Bs_c1UIPRQ@a;6pUa%(2j~lA_pVoNK4fpem+q#``U-TP>{r
zwy=I`Vg1s=y4%7EZ2!j|f=!El5NtELn5MEqTUgy&Sm7<Kh!$343(L~N>ea#;qpd#F
z{d{ebmC?ciAC9}(wSOGkgA_XIr`M=yMnPvr6m(!jL8nC&bW}t^(~N=!7zIr;3YumV
zG|ea)T=yoxMeh_k7NSY>jDqGF1sw)a&^)7{c}78JKooQUL_w!N6m;}MLDP)lkc^xP
zQ@T>1RVvPE6=t=Hvf4Nz>!w0bdbNtES_M?C;;B|ySFMt+TE$YWLa9=bRH;C!R2)?*
zj4BmHl?tLt#ZaX}sKN;DPKC+PAjhS^AQa^(FdW6+6o^IfRSGW21{pC8Mx$83V)rx{
zfY#}0Fc8K4X}D!H$Udpi*ION)1Le7C5Ga?Vf<N*#sW60jDD!`(LJ#COQdPCC(^Wsy
zrmKD&(_uIl?!$#Yoetv}^k<MT1IA+Q)iYou^TEu|&w$>@@6CW16#ZsG9~6(xRL`<y
zCWN8&I*WH%Ttm@A#Tysas#V_ZyxrAhHES_T&@v9-pJ<%%s9A6cV4r;O7)(MjX*O8l
zxLiIPV?Hk5U~y$OJcibYIWPrk<)%5<bFHkKgM(QsznX(@f?8>P9QXWMxt7KIkHc7R
zN=Apjgt-tPW9Gu6=&qOxOJKjeHW%0Ze%UV#x6=JGCk;~Jh&-5vT^^C&rNLxx%3MdJ
z>^u*mWcobFaRZT*9VNe=r-~=chuK(s`+Uem@!$ElhaQmg({W=wAe+;1+78Iu={V~L
z<me0~sxn}%H?0LnkQihSmiIGo=RY7PEP!d?l+P}}!F9^U1<(t3q<xzpvSWLzx~Nb;
zevK0{FcVYagdCfR`?gE|ITPlfxSI+6QS{2f!E;G_7EC~KFbf|KeOWLA#guF)@TTSF
z=pvq}?kYdb#sPanMlFO{D3&k89BGz+S%}lvEI(NYz1yf6yVG4flNcz&bD%TMt2GB6
zp~=osIa-sWGU*(Pjy6a{Uy2RJan*z{arkgoS!aVt<mYWFL3|d$2(%_Hf{`6m2VRr}
zUUK>(7~qX}L%8_mu|+ChZ!E%RYLKD1N=(dE*}EzihWe<AVN@|JOkTD@i2QIe1bSfA
zZ*y@f8)Q@-3_&p`4=24r*5%<CHOO}P5XXHErmBOf&n~iGKD3vG`Reg1^I;UcB^&c$
zCJH|T2BR2nK(;q+L5>i)#lRXT42<Nc{MEqm+bjRH7}DF()|9u~_&i)Du7(hiRMAN`
z+M$j7XfXs}nH!72@TM{je{t;X09jN3v)K+5N$&>9FABiMc2Du2Q<1W8iCMm@$T}S=
z?<|4Gv6<<GFds$n3g|9R72^8XE1On8u<UGCdXgPyeXpFh645S3rx^`eizvDX5};A$
z6ycaO$|FUP0>`9pF`nU$$)aMcdQ84q3|T0;l;G;9lN(F$fL153m*6%~C#|KJZ*}tN
zQq1!@`9mqpLy=qtrBE-MSPUu0e5;p9Pk=?fP>yS~UVdE;FQ9mGDQra1VHqxqdRejz
zj~Dgwt7WjZ4Q<?x-V@}=<q#@<xa}*qFUNC6z3f;4&)|`CPX$KXB!8{I_?oEY3>0ft
zL$rMR3BW53Ibb~ul_OWcP}Ff?rlP<xnTP_1BUpy5#Lc0J#)Ob$p@!op_Viw*JoZ&M
zv<KzsRbZePz8aU&LF&hb;(u4;a2({Gsw#2r5AqazT#5N{kf-3_8nCt=jBg(9wqT8N
zy|hNP^EC_XmRfycEv`d)H9309bE_b5$2!P|H>I%-x05&d*~-hnUv^##zH~ntDF40=
zI?AIPpe_3Gd5ck~9B5dNYw1l6z~@P&tA|d15+-@mThD>-0qj9GJ&9}lungRQ8_;3y
zV&ev!)x-Qy_cy>W)K#0Q8*$|v<~Db-uG+k^5xT*l9h>mE4#^>#!0JtxD2@PGoDM;9
z6?5FKMxp!rP1wJ32gx2)I14kXaKAVtpQ*ypJtXf{!BP~Z)v9n^H6)pZZzW)1-_5v>
z9FkKv<2I=p36`r9afvr?h628z`VN=x#v0>$TE+A_&)bdGO|t0X*0{y)+a^%%pH0j7
zh26hu@Ee2Q38>4i2Mj#I-9R<anygCY_d*qWY-{?Bb_{$p@MX|h13w0V8U!)uqCr;%
z-3h3RwlD?}CZH%PjY!ipqS)VyfVz+C&7iLdRM`DZ%NW4!ff@{AFjRwB25}n1GZ?8s
z<tQdeMAX&a7zX1_pgR4NX&DpQ{ip`X3{o_h#$bj9Ga1a*U=D*c6qS6-IFCsN6`|v#
z>NJxqb@iCV?i>>+_af6Wa@lPVP#2Vo85Ej8l`k?aqnO=gC@Q%^Ig{nONCktH8mwZl
zMuW8sp44CigDL{*a<rO(!vrddr^!+`rd!EfSz~NBiSpNw<$h7Cq?9I5?&nR**ohkE
z?28)sagy)RAcVmy8bmO7RfD)Nyr9KK{-#L+7x{+<_qwYRZ)os<!9EQ<xXOMF=m3C?
z9?+mIgEuwkz@R?7Ri*o3J2E+>iv%(_tU)M)BO1_g0lPV>K@@}I8uVgtLW4dGPHND<
zlF2)oSQ(tsfQ}Z}&1nr{8T^NUy5>HE8kTs^1Ztwro0jnbyDt(@ci|r~_=G?u5mn(c
zGU-TRTxS25CQ$Axre$1Z_tzSH!{E9GHyGU1;1+}18vMlIPB>lAt4{ASxu=WVXV9vL
zSprbQ$84>E7lXDMv}53-fiHv38u&2?B%r<lR0c8WViNVRp=7Bq1KrpiZUW_wFfF4e
zyDb_#!XTP}`k>H<L4Omd24YOhsI;<wuqHzo4AWpZgAp1eFc?iheX2-gFxCXBkMX8u
zOknpU4JI>~f})aJn93wo7n#mrmIjY8cwB?I4CZT)&LC5RECx9Q)Q1!sgFF*poVfoO
zrfDo@f1w6;1|=GlGFYm?G6qj*u!6yA4JsL|(_lS=jSA4Uh_Q*uW?ked22X3SmBDrm
z1cMy})TbfIV5bSx9PBbJ<3)Dw(csSvD*vL%Uzz-m27hDl4-NJ**r!1qg992IWKgfc
zTMQ0s(8%DZ8{qzTjL8Wi>f6>o8N6cx^(d!I%lH?&|D(Yf2JdO`K7$Jye8}Kq4K6YG
ztVbnwsy?G#X7VK!A)q?FVp_&kc7LtGHw><8aD%~34Q?^Gt-((W?hv4JpmDbc?*F)@
z+%t*l^mo%T9&iPZ2(yAGYFOS|gEkD>YtVr~M-4hL@Yf)KK`?`H*mMY!P+g=OgK!Oc
zFo@J3ia{?0<fqTVl-N7?MEG@EonN;(0{*`*;~4tg7Nvs3=R<>i5dY@J$K{$Gcu#O#
zzP1A_c&%}I2VUpb%I{HxUZKvupg%Y0&o%n<E&ch-)klJ-C;n0#uoHh-H_Eh~c%4Ms
zr=yoR8xtX4DhBVie6!|=6228-?PBtaDhjjlmQ8+!RlI3;aP*dEE1-`zttLk_{x3%~
zR#Crd2Acoa5r9Pf3hARr(gyI6XJ3HuczT1Z;)^^K)H4d&eo@d4iGsR7L9L^pc2OL5
z_1*;*Z)k8$c^QJdg6Q1i@F}oo<t(r*&stJcV56(UrLVzr^sB!Uc!Y$gA|2@eQF2SN
z%4~xdVhOAzD<43ty3}%5<=O|(Tc##M+X!|#I+xlDmf98+<QFa|ttc(CEphWeu?Ihq
L;Vr{w;1T?P9~o|j

delta 9010
zcmY+Kd0<S}_rRTy5E8P7kc3P~V#%N)A|w-}q9J16v&o1&NhT{&%fy~A);nBZRn`61
zZ@&m59YPRPH{X_4RjV!Ce!6LCwWX!L=iW2#R{oiD&gYzW?|Jv0ci){mb7xh%JFD8&
z`^I)?n{QcMU0^P;+j{R<0inER6?l8uZS9J3OA4xT3(R)bp}ITEG)4__FD%J7FSgr!
zN-UM;Jd0&Pg>hnP%BXRvcAKX{cAM8+OG#yUVO~{bVMzhIZtU6KquiXEUu?G9LV5Ns
z2<>XOd5aixNo9qx&{9%ix4D-TTk?zSwg^li!rN|ZTUb(2nOlUU2ft7aJp{stsv<K6
zcjgzTK<8+?%~!Ruu&|=A(o&Ajf7slr@^aAy^D##H|AR{{h1fNQGN0H8NALdKT3b)H
zZq;gZ%ExuLlDjUB)|!>oEqsA?R9T@h>DrlptmT#3DP@HXX{9wNtNY_ewSE6sPao9|
zDXYh@H0`*u4AT>|16E~5eK<%vp{(fGMOve>#vFb_JFKiHd@g7XWu<$9c2>7ciN8M3
zjwoxx>|pIRWnKL{R;$;ol$dJ?+UeF4Tz5YrD)SqyNq3Hnx7xI0x|JGrd8@Wxw;uQH
zIa)iYtiRrQN^|Pg=vI?%vh9NseZ;74wny8#6&7O|RTz2J4hUi&4GL|&MQdh3aU<X;
zn-P};4QyvzSXVJ7BD!O2tZ_`nq{%5`$HtadRNA*_jqGCF5YPOIqS(@EyKN}jJh(S&
z6Ys}14Nhmz#t&$nTT#h&#}8(ngGaH+@#9!fd=eWs*o3_}S>TYzu>CPZ;@~*54(Sh0
zRzJjyBq$*kNoqnk8<h~i7AJIplWbeU1!!gy5+m5vF+uF9p(b`a*}#&=`!SzH6Z<8}
zz#g9!!M3Bm%w%BKvw~R1VJ0?Ulz}~*KY%@lx_gR&{i{5Xg$y^b%tQmrtn9*epgu0u
zz;bH(vYtsMc6F$M)h21|L-d<Ac4GsQP3#K#?a6ak#xMg5I~l`<n@sFW)c2aqZ02wS
zi%!X7;Uf)fUrH`JhW*8T63M2FFhRY{_Q;3=mWQn_{jMLgj5M+Jm_^~;aCRH@GQ5My
zqY9Wg$-u+Af{}Trn%MRc23DFnpIyeL|4LmT%U_Fa)2fv$eQmVRMA>VTg(gZ~%N3d^
zcdbNdqSUn|LK9`K)e23NxVBwrVk))ggmyq^2ZSc7T01T@QPJ94LKD@jU2bE=Pf^O+
zR|1MM)@}(+l(6<dXrg?z_U`y0N>>XO+G(Lh3Qbh3Hb7{iTD2shiAvSdg(j+0n=Uj_
zp_&=BDqEXM%iIe4GJCX!Me4{O9R}>e-AMLQ+BtUaV++oI7W?$7FEgD9aAZ9Z3~2bV
z3(vQ8Y)X%phU25L_kbNZVZrj4$u^&ibTp0c0_?q0evWT5hmtaAViGB<Ct2L2%YEu#
zBIBmrCuP=*rNA!QELd3@dtqaw<I=1UK*iVbaCSMc$)^YNTb*DiyO$Wqe$Pr{#xs$Q
zyzIV!im&6DoQ<Rm&l^w5({nXaI-5&K;q&eRZ`~d&SfkZEGZ=i?-jn{0-GyC1SbmN-
zv|N`qv?$-D)fX4LG^3@$r5!F^1gy*1!R*4sAz0&cSn_+aDHc+3j(s#Ul;;>>5*B<e
ztDhCgKCEnlLk?E87EpvNdR2&Xi_f~D*svr{Sj|fZx?!j<Yh%61b0RUpoSI6W+!G=l
zcWW>?)O;NgE6px#=c>6b&1+4bOS7&mb7@e!)TM2zs|I!<gVL-`>dl_nkj4_HQK}tm
z=U7>m1s}V7mXsaI-rQIZCmhwAUIp$Mi*G)83-&E$o-^DvPN7?ugRuM@`?fh<+Cuve
zF0Eq6Ez(%^u29Feogcb*^{xUpy6TtR7hMq-o^R*)Y|n45h_Cl1xHRK)n_b$4=UdZN
z%=la<$DJ3~yZDxuuer1puXK1MV&AJa7f;{!4QXtr)60=@K+hxYpqnd?F^*m?ZAF8-
zOWW!E-gUkGXrN>Pj;3QpE|%C-32e)J3$90HY)`STWA8~LpyKEF;#38&KIJ92I`w2X
zPN%Wo%OlyOGw0a#icsFYJxpY^XEpZga;mhT*Si85evXmnur_~P9^hzxV*!z*x3Kty
z>-^g*NXb5LA?5miv!%jn{_f@|ey@`>_|L7ugMaD^{*IR~40!|@0a5$+A3=_pAEc{*
zE{+SA9`$v<{0%Vg@2E!hrSxF-D{1W19hvX8kI(V?5Uj?yPl|T*a8<$Up9BLMevY56
z=97~DSt;P^doiPg9T^eDv}<W>Wm=@;^0k)){$jVkW6KwJP<5>N%FPW$?Kf?N*m$D`
zSkV{@F4a{m;fY8`;P*j*imzkX4+}{-^P`QFoS!mCIr%dVoQN5E8y{++9Q~!On^Z2|
zVMMBaUjxkj%3#+2?q2rkl}N{(yV&rjSA5y9A9^^3{h1;S$ELrqDWp6r3}PGu9}J_I
z%=bbayZ^>P78l&Q*p|ll@<X}`Nr-a<01lzc&t`t$?|jkiQPOnD-`TFsqon&~f9C@C
zM~L&72jHZ*+Hi)o1DuA)EwW~s+4bFW{GIL{pfjN5=QMhOnY5R@0ZRrM&kloVXL={V
z#L*Ph;cV~$%v?A{c{s5=uoGn_`#);R#2W%cQW)WU7zh*oiDe?=CBZHywf0VDk!0Hq
zVqg=*3v>~?u_4mg*i|HXV}mc-^q0Zu5elQF<-}pdlm*8jb>0panF&iDQ)izZqIp6g
z&P@^UKCnxlTkvfh&HspmG`92$UuR}d=mV(vvCV%)I1ls^t)oRZ-#=R1yl{$}-xVXe
z5Ki@MI4|`UeJCa#4rhE{(bH|K1>g4}d|NE`bZZ?A_}{UBZ@*jX{G74<MbkoCIsmdr
z`*9%5CvDy!C?)ONI9Tb5i-#qoc_zSY(iRPcd8GZE2xX*|4~M&?Elma+$PGt2$lXSI
zYq`}(Z!7m1>27k9k?tXP7%0T{0wcxV0)1j*fstZYflzEIP>B6RdS|(rz!0&KKqz(*
z>E3b+ftJ`mU`Jx}knXOXHVEk{_YLV@a?_CBLGBo^L$O^z;pG2Lfst^C|CE9^af0WJ
zfIe1{#TM<Nr`)K@oVI8mw6Jcsuzqb}{no<zqlI;^g%!~L(H??yOMFe(qIK3yX@#_~
zy0x&vT3Fp%SP?C($QD+w7FLR~Vnp||l_{*O78ZC>-Y1-gM#6o_5MKc1*yS{%5Iaf~
zVmpaK>?Ki%jU);&%_zhGqY%@KLQFFXG0i9%o%d7WiU+@#3V{h?YluwDD+)2MD8!Bs
zh1d?F5PLxsVk3w`Oe+c}j~EAIW&PF4yy|3Hbuz0unN*$3sZOR;Co`&(3DwDb>SQ`~
zvgqn$&DF`0tCJO1D+{hx=2a`xs+C#Q%A{&#PPN*8FHELZrc{d=-5UpEpplQvfB`6~
zG9Vtsz6^*%@l^&sl8wCkct}E#O=8b@=!e$%@z5W|gYmdpH1e2C=<Ol5)&czDcnILd
znc#=KCKDbb9zy)TnGlZrW~RKX%LLia_zAKf+XRTG;1~-2YyylT(3e2sL>PfrFP{j*
zhz}%wX(B`+zdsRTQS_MvF({@?lJ~N45`?1lDv7s9+&~d7^Boe}s@42G^Y_$M+E?JD
zqop0jk7%56!(_M$aFRcq0%<7Hrh*Zg`QoXVb2Hyh;_Im}1+AgeU@RQv>!xAPNBO~N
zIG9KISJQCyKgx~Mah*TPSCIH%I*jlT#c1>6Fa!K~><oAU-PJRo7|!q;Gw``T!~4v{
zRrCzcp9z_8iZ{%}E>H0vX2KW`QMtAV?lTJve9kP$cL8R~Gw|<c$?(M4FcrhM&4wHl
zzs|-rw1Ll_g9~E=KQjlXt%2W}gR|bild`0!&4L*o;#sf-vH_ML{vZn%{RW<z4dY=S
z-=2+wyN@?zLoZyB>eoR;$M!~f79+nQYlnD14wl3rJ|YL#?c@B}9GHgUUJmp{(JL1R
z?>M*QLMn=eT)aK><-$Z1WAmWMLp*M_&TMO47yeNm4%h*1m<y9pES`%sa)Q4w7pL(A
z|8y=ywUsk=w;S7<9Kgf!!3XEnm=8V0WarBowdc!9x=5m<8IsYLVTO@(X<{fle!L4m
zXod*nm&~$2yyn4Bv_{W^VI5=#?xG0X`Gk4U&jZhp@Zsmp^JKl=oQL<+$U_RG7+oN%
zcUb`p@{$*ZiVH(S`86{H^N+?rfE!-=eF08oBR9;4$52e0kCWcW56;IiYUG}UFogOX
zC@vi+`s~d66heDmQYdfFS_s48FmEb^Nho|Z7>Ht&26-OhRbvb08#TP*tcIC5_@5e%
z-&y|n0+{0|UP1HsXxGDd@^T1frs__-$pUTp#|yw8V{R@0%|pc4{8;lF{=BpZrji}N
zOm7A9FN(lSb`SRM+Y!8^SdZ_*a?gkGyTvdao0(98FW$4fYzcJZZ<pZnah9K40zurz
zB6X7mXZ<W6zZB7KLb%5kXut|Y(WQ_GM|gfIj>!>zq7*XVHSS#oc_>QDFzz+}S{dY`
z=v<CZM?GI#jys%s{$n{V1NGckf%R6;H&tMr*Ylq%U>1t>N~nO-{3MCTs<7TpbJLR$
z$)BpiXY@4xwhEp?v3en_MbTjqJ{G5W`6Aq2oaSFGf)#DWLT-yn<--<32>bbtH{Z4x
z_Zg>o$7<LLO?+=PX4}O7tj7GBM9WzyYL-JZf8$9oq26y54C2F<z#!CdV8)@qF&T{l
zha-rGF2%*6NsNg=oP->X-^dfSOnNNKaA=S5^UFX(5x*QCqhq2UGm8ITj>B<`daAYJ
z+#jPU_{56!ag3&*p$3d?2I8BDx-F`au4igwJKvJPZbhq4uE6I|ysGfH^WriH*s&4{
zVL#Va;&QT|?yag4{J75w@D>NO0sP-9p(8)F2HK$?@3#zvtbt>z@LAeV33#oRy1eN*
zt0B!pyajFe9>5;>$<_FbALIdRZ~;0<U94S$vwDzj>cJWqjJj+yb1gnO2dT|nq{}wH
zUJG5pxnmvPmy<uX4vc(n4!GlrS~dp)`7+|TTn$I}PwTLMaROrt<l(hA3lnQ`y>Rla
zwK%#?e!mtLqNu2o!3XQWqzB(l#9;6BxQ;maxb?V9%0`0t@??C(&#Z?cI==b=AK$fh
z?I-aRi+#uZJ!st$mN?GUZj<|t4y5~c-O~Ob_n!*<Mc{7%<Wbl|0&Zb0ARA~SEUWap
zql!JY)BTz!0WSr-3HT`BOCUgjKmwf==t7{I0P+|vlt6bKh%BsHgl=jE^7j%zp4LSX
z=&b{pc3<7n`jNZ80s{yPQXr1N5Cswl3{${5oQO#fc`%qlV3ZDIr;qEFHk#Z|D3DGd
zLxJ%GCMqzAz*GgM5txa>N@tL>h-8Tnv7MBi<_JsdDz#j4=j%Ya=joPKKyFO{d3?Em
zK#2}ye5r0}W#q0zVWkVIh%8ni)dZF*u#7;B0xJltR$vW*S^?zIX&nKZ4rCUageA{Y
zHw(Abu5Hta^xK8ydQr=w<T{Y<f9aOC3pK3Srxoy}BHyb(FoEY4=uY4z1%`y;@hvv;
ziXw>=@*f56castO6?jOXUI90{<d6bl1AvVlR-he$*A(bL;7C|2tLtVv5@}Q+0R)aK
z5JKRD0%E&>-JDXuK;X0jy$GCDAcnv>1^QZvys3zhz}pIltp#>-UV%6Q?+PFf!QVp-
zBi`46oTy8>rF}^5D+0)q@{b98Du7iGdBNwxl;`Ky$p57dr2A{#(!L@0w+ehm;70{+
z61b(nZ31@`_>I8bFmZe@JH1Ebz6yCjpjEgY0jS|^wo$;HKsyCI33w^sO~6M1UjhLF
z$X^JofkZm%MBZ$Ou;lLsUCAA$1L^LrTUrltM=H>hK(qkz=Y|*peRUukh}A94Y9#+a
zMIIwCSb=x~LlsCQkR*WoAtRZ<2pz~iM(LK8O71iT#t;~b!b&ZSBa*2?CJ>mcz!U=0
z6_`O_wgPhq<S39!AYTCaGmDwPd>vq(xc+FmsVyLXi2@b^<qA{~Sg61v0#7QigurqI
ztOQmnu!_K13B<98wvNbp6|#ZACIvPV*ros@utNa(!x1O2O9yfecI%e*G`aUG@GJrA
z3yQo*<o^_Sg}{Fl*hipVfrA7NE6_mThyq6m99N);z$q8N^{<)8SwZA4U#}B*QwQ=^
z-qtPc9df^`z<UJVSKtEzmlgPkz$Xe^CGdH;6+4wbvRxzcr3eu~cKWq$Y2T3hTLr!&
z@S_4Z3EWcPHi0_|{6^re0P^R&d*QhL<C1b;C$iJObxV6l7r1rTFKCS##(OBxmOy(2
zIuPinKqmrz3iuNUA}|u04ki+!Lb?(NQy`o`gaQTvy(HkDZHKX)?%|-}PvCO@y2a+t
zt`7?E!d&m_m`~q<2La8zW(OVwH1n5tKqQ`9oZkUGQ2c}<<fdrthWPkie0(lGz7`)}
zIAb`pZjImj`t8E6&PVvnU3gw3)<;_}ZY_ge?dTZIW?<gcp`NjYrPU>Qc%;TZ$8Znv
z=-Z;iA2DJ)#G_)1#=mJq<0bMdOMm@uBmPL_SBw}*Ol!c4Uw8__62$9anO!c|C`7L)
z#M+8NEPp6O7bryQC`7v`4mzWDL!<{ZI>$Z-f$o7~Q)BZgvgGDxn-}L6mlm1Dx!}T=
zVW;>?-wE7;gJnnu@ehxJ^4v=Ez_}QKS8?k@h?6H)HX~p05TbZyI<)IfPMc4KrD&l!
dyQr`vyP~?H(p>D~0c<b+G=@hApMzV_{{UCXbd&%9

diff --git a/.doctrees/install.doctree b/.doctrees/install.doctree
index 8eb956a3cb426be071e007c6cead0d4223f258e4..0a07c00ab1aa26dde7e09abf44fd9a3d3fd795b5 100644
GIT binary patch
delta 2628
zcmY+GdrVVT9LKp*s6@<$KyfM{g1myF<5egHDN>3B0Tn?-q(FHbO3QP>@~FIp-fie<
zw)l#3o3hPplJ$>eQIlb^=v*{HqSNUz=QPe}!WK=`C7S(y=j>k7f4;x-{rrCC^xWU!
z+{?u&#l<Pbv^tfpQ%8h~3oRyVLzk(+>=GB(+N_;sYiCDdlg--U5|`3z_N9W09yPB_
z6a(aBtE~yj+Mz&MXY1bEV79tMf6TTw)pT_>SsPs9Dmq=SqDA#epIWQAyOnN8O<bsK
zvUYTuEEf7AEh@~<YU?!D*lf+Pif_BwRM!H(?_+JT)mdC(q&&N$)zscW!_y+^Tv`x4
zQy&>9zAev8+>)2Gu_(_)_t!_#e`<pQL?z7cvY25_pC)Uax!YZ${z`BpE4;k&b8b!8
zXVftdi2jYc;7^idmwxtFk}A6l?{|pqjhp(IsAZSwDkW)e-0fY&AUkbM9?{4yyHU|4
z(!Ck!O5DSTu2_0ABb0uh5$-)n^z=oBPDr8}O_rdhc1@U|p@%fdFutlu@xwKsUR+J@
zD#B=d<_6%+nQNiuaAty#Oxv_7`dem>pl73aT_81RV_~&6Z4ph#4xx`Xhtp?3bSy8H
z22y=iEUba^MzXdGX>62Iy@V>VV+8|qx!GB;K32>($I+SW^m^Pi8AHLY5f=(}jGREh
zZjo<Luv6qL3U-NHLctD^>nPYAat{Tcip+y_iHc5JZHKGR6-$z7^@d;Ik#dSdX<5zy
zJkm_XRvND>fDy6-x@&^oU6U&a5b8GW5#TYgB1E4DBdoCNXJJ&B|4K-5Z!$n#lDn|r
z2drCcd<jNb*oSPSXo)~qm_lfAsTLYkM$enVXjSnX!~mL8@*J9l>x!iXFv4}8mfjb1
z?web*0tD5z01UBZ%P{0_55rJXUL`<RXDYq}#VH@{m=)CS#+^$5yL)y8V>nO=wQBeD
z?kEh`s}>8;{+Wt6x^8zIO{q43!>LEA2jC!PDpYjZ5_C`(Pjj<Xbj*|r5Yx9!!-BzG
zUDGH)_^I}N4CUri3n0912tlW6nu9<ek#FG`@k!>J_rM4zTP(AJ#+}sy`_Z_!SpzXN
z+F+9!cTZ~shGT6B7%sO*3F&z3MuDBV(VHE(QOQo*xPTqC(U+Yw1UzJ@#1n>`hQ@U2
zU<agg(t&7_?DS)Q#;jnHRC+kOhwJrl{T^<gha2>8$2{C|$vN21pO7qbpLw{G9&XCR
zed*y&d$_MX+!+sdS$50u=^w}z-9yQ_1K)efo4nh_nhXJN6$HFe5b!=hz{>;yn+yRv
z3PD4&y9?Lj5$$J_$JyL*Hg%lM9A^{9*}QQ!ZJcP_=ei#WaLZ2F4WRS(M7UkyJt?4N
zOr1StF#e;b5N^%d-Z;>T-u0jpy++U*y`{dmMKOp5^aWF0Um8GrAHKiN_tk)|>~9fL
z=?DF}pmY6d&_#|CxJH$Z6wreXyi#`@B52dTZqR%Cwu7b*RD&KKX!OBH73rOU)ihyH
z3wMbOt^++XSOEHfY2wfhUse@N+lEy1^Pzl5JsB#7+mksQ16ns64S##i;Y850!)x#+
z3|GP5zhR^t^plYU&?_SbP}OK2Xys@w^3g56_*xQI(CM~N8a%cMVD;Dp`)ZI2i@dx>
zUF1gy1Y6$d3+^I1_CmbG(?3gqrLRbiT;=Im8O(8T9RYif-r(St1lR(%(K%TD4$uEC
z<;h(R{*=Le4j#(jFAg5d;0XuwGWeT=rwG_P{22$&C4jqdke8Ar|ML7R1ngD+nghZA
zf55iwEjglq5%ftZgM}O{l7T-5Z^__o4gzK12;w9J3Hz!n<zTr4*pG%vj)d`agbY@3
zuv!Mu9K^{Wo`W?qSj)kB2oC-MdzX_GEWvxoel!go`>LsVS|b6L)=G|K@pKLX_U+Sg
zkS76FpD#IL;AtZSJ)cm>NwHi~!ogM<Y~!F@1{ECaVt}5WDD<m?jl(|^B>A8-)Xyv#
t8tsgME5F$p4cg_5f?Isp83B6E8L{j*&OVCr1<I!=Cs7W$pF6LO{RiHy@YnzV

delta 2624
zcmY+GZA?>F7{|GaR04)6P@D>g3IaiqMP3RNN=u<w<V8hLQF*J-LumzyLEb9wtG!d?
zG+Wde=Qef5Y$LfJ7Nc8a$)a=7fQfEK7oF2MqX{mWI88Kro^!m{^vnM_|KD@Yx#vEo
z=iFX8?SJXC|3pUGTvdakb8n-?KAxT&IM-HdZ|taTw9o@-%Y@~0Vwaj8Ob=N*$7*k|
zbb7@P><*`;&f#coPu^h6%U^Hwih&C9iox{`yR*$&*Wt9<8>uQIHXxwQQrpl%kESpG
za2_Ttc4vFC)nRY<igWBOjs}}oT=woMs*rlSrE|AeR9Wrq&RUy|PNl~Msi0Gb%>w-w
z(y6Y6;a+jRGS41syVdDvYxmNB>%(Y9I;=M>j9#?FNaY!41ed|z&#y4=mit-m;?8(t
zRNRv2W};PGWP+I#zIT02lCQX^3_qe#+|q(`B;~z3c8;VeE+*SVbc$PErRfmq-b{@O
z*Kp7qPj6;M({q`Tv&V>${+Fp2v@|O#N6^r&tSCW84`;1~_O-0kK%4{mi?Q^ce-us3
z)&XzMUJZSYWG4v*+NxF4KeO`$BWoq<L#as{53{vu*9(P=Jt>K%FM#DUCzglOf}D7m
z1xF6&Y!*^jE45|;_0Nr`KWQVVAvXu+$NWrl0-em&?7~%(Q538i@uFbG$O#mz7WobZ
zD@D$uV3o*a6s!=rfr8Z`_fhbz$P7q_=<jsYw|jfN@x(xDbiczZ<&{R#ioAY!rOB#|
zG*Mp!Eo6uEQ-V>dGYA5NhWwoZye9UDC@?|`dvp~{L#w#(ji8m*nV_FmDlWQ+{pOip
zfl(FrA{$=6K!D=l*e4|w(8?>F5elW0GL-;TLM)aSK?|pRUj9JHm;TtGg_NY;G#^8J
z#Uc!b%~2TYDt8D_&dI7DKyk>YTc!n#)U*{IqLI3{g=08W4ShAz#P$^!ZtR#RK;0*+
z66l)k2{g6F1P+HDt?8$ql|;}9TiCch5jH|iM{Colt~83?t{oE6q?)=W0m85KpJ1r8
zoSFsUZDRyFwe`9{*OV=wugMA6KYWjw=AF>OnQgXdK_}(3z-n~TCVMD`CI>80Cw1?R
z!EmfK3B#4P6@mu$+bponHqT}|ZC0^uHqT;vYz|->3;}l+dg9hXPDfWd^+FmY&M_CF
zF|sv~{eD@8F;ea0x_n%ZkL&Ys`+VGhk2~h$j?2!)9)Ci%%zfqKPWrghKJJW<JL}`V
z^>N?(xGRcVjBo!?vFIMjP72-goELe!mlYWT9w!KRmLT9kf`F$80u~tpRuqDc=5`jR
z;1+$%2D{l<Hyi3^Bi(GEn~ig`VQ!+6E_6N?;CP+tGJ(!?B@0Fx-JJ?r!PL`T0qwuK
zi{ZGe?nwZx>PZ3J-(v>7*;5{XOBBQC{N8Y??@b5T)r%L`kG*xEOZ!^jBpv88fL`y*
z01a}L!6B-4rGk#T@Ic*hiJ;bfouK#kZ3fl!*MJ`BZ<>RzD$+asu{3Ew3nz&TtN}eb
zPz3srY4YHf0M;v<whpT4*Mo(SdOBDNXD54TC1}G?9Q^h?L&>1$hgN|;9@+uFf75U!
z=oiCDpjU@Ypz0ALX!VEz`N)O<ypO~sbfPtqhL5fTSTnkxeJ;q)L4JNCUh)eBf+cSX
z0Cx!;y9qDz^lvg?>8r9M*LZqb0oOUWfq-40H#xW^12(~JbS{>^!}E9LJh{ig-wJrZ
z!6OCy!@&~;Jmp|U0na#ij(}a>FF1H916+lRypk<>&GT;%usi-O2SV^Wz?MB*cElfA
zP$!iF=5i3EfM5<n6z~BDp$c$?aT0-qeNGl~uviA{p^>s9Q9K=^fMp!SDj<%71O+5=
zuu1`|IY@!v;$N<hI7!7Wcn;Y^)6ucdSq4vM$$+J`vLiV>ori#Z^z<AUWx)Cu%8r<L
z+6<w94=CoOROwR2!A1pa;-FFiRUB+%fS%o79B6@s!@me(823bmG{^?xm>5p)W~zf>
uvl`!FBQ5d7!A;QNSpmoTh$ja0f+uFtH#pswC?`=4qZ~*1Tzcu58vP$19O(-H

diff --git a/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
index a890a02d56..1bc2d0a1b7 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
@@ -152,10 +152,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:02.282897Z",
-     "iopub.status.busy": "2024-04-23T14:09:02.282698Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.699545Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.698723Z"
+     "iopub.execute_input": "2024-04-25T05:32:54.850356Z",
+     "iopub.status.busy": "2024-04-25T05:32:54.849851Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.123536Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.122769Z"
     }
    },
    "outputs": [],
@@ -169,10 +169,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.703189Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.702648Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.732181Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.731495Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.126609Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.126207Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.152027Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.151454Z"
     }
    },
    "outputs": [],
@@ -277,10 +277,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.735624Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.735122Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.740303Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.739594Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.154526Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.154272Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.158406Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.157771Z"
     }
    },
    "outputs": [
@@ -323,10 +323,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.772832Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.772416Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.776756Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.776037Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.187003Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.186652Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.190243Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.189597Z"
     }
    },
    "outputs": [
@@ -367,10 +367,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.779526Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.779025Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.783230Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.782542Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.192837Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.192538Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.196059Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.195422Z"
     },
     "scrolled": true
    },
@@ -412,10 +412,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.786065Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.785584Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.789763Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.789037Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.198396Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.198049Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.201643Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.201006Z"
     },
     "scrolled": true
    },
@@ -459,10 +459,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.792800Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.792234Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.796885Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.796185Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.204103Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.203737Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.207703Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.207065Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
index 22b4c5e424..070ba49131 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
@@ -30,10 +30,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:09.340937Z",
-     "iopub.status.busy": "2024-04-23T14:09:09.340410Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.742092Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.741242Z"
+     "iopub.execute_input": "2024-04-25T05:33:00.781887Z",
+     "iopub.status.busy": "2024-04-25T05:33:00.781709Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.063179Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.062309Z"
     }
    },
    "outputs": [],
@@ -63,10 +63,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.745610Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.745366Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.772621Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.771950Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.066244Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.066029Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.090847Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.090239Z"
     }
    },
    "outputs": [],
@@ -86,10 +86,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.775817Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.775483Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.779450Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.778859Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.093612Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.093252Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.096776Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.096151Z"
     }
    },
    "outputs": [],
@@ -152,10 +152,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.781919Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.781719Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.785040Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.784409Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.099124Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.098757Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.101990Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.101365Z"
     }
    },
    "outputs": [],
@@ -183,10 +183,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.787593Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.787136Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.790881Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.790018Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.104528Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.104172Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.107797Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.107145Z"
     }
    },
    "outputs": [
@@ -235,10 +235,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.794122Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.793880Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.798332Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.797825Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.110226Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.109869Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.113642Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.113139Z"
     }
    },
    "outputs": [],
@@ -260,10 +260,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.800850Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.800555Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.804684Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.803955Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.116006Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.115647Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.119435Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.118770Z"
     }
    },
    "outputs": [
@@ -297,10 +297,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.807329Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.806857Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.814935Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.814187Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.121949Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.121514Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.128904Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.128244Z"
     }
    },
    "outputs": [
@@ -365,10 +365,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.817636Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.817289Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.821998Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.820909Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.131379Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.131034Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.135126Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.134443Z"
     }
    },
    "outputs": [
@@ -416,10 +416,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.825131Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.824736Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.828467Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.827902Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.137775Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.137327Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.140623Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.139995Z"
     }
    },
    "outputs": [],
@@ -441,10 +441,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.831080Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.830683Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.834910Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.834203Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.142884Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.142542Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.146217Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.145604Z"
     }
    },
    "outputs": [
@@ -510,10 +510,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.837641Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.837204Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.841352Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.840602Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.148763Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.148393Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.151598Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.150921Z"
     }
    },
    "outputs": [
@@ -548,10 +548,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.844190Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.843685Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.847643Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.847000Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.154056Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.153681Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.157384Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.156732Z"
     }
    },
    "outputs": [
@@ -584,10 +584,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.850117Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.849682Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.853754Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.852890Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.159804Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.159400Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.162973Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.162308Z"
     }
    },
    "outputs": [
@@ -622,10 +622,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.856672Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.856126Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.860734Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.860044Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.165471Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.165014Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.169100Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.168463Z"
     }
    },
    "outputs": [
@@ -669,10 +669,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.863608Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.863075Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.868860Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.868186Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.171557Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.171117Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.176369Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.175706Z"
     }
    },
    "outputs": [
@@ -733,10 +733,10 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.871847Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.871292Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.875041Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.874427Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.178672Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.178477Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.181789Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.181206Z"
     }
    },
    "outputs": [],
@@ -761,10 +761,10 @@
    "execution_count": 18,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.877599Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.877354Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.888099Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.887341Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.184279Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.183841Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.193820Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.193169Z"
     }
    },
    "outputs": [],
@@ -857,10 +857,10 @@
    "execution_count": 19,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.890644Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.890416Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.894152Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.893485Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.196319Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.195972Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.199516Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.198856Z"
     }
    },
    "outputs": [
@@ -897,10 +897,10 @@
    "execution_count": 20,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.896819Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.896373Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.901849Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.901197Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.201993Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.201540Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.206976Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.206329Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
index 0f1c664b05..fffa24b74c 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
@@ -86,10 +86,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:13.448750Z",
-     "iopub.status.busy": "2024-04-23T14:09:13.448322Z",
-     "iopub.status.idle": "2024-04-23T14:09:14.868820Z",
-     "shell.execute_reply": "2024-04-23T14:09:14.867948Z"
+     "iopub.execute_input": "2024-04-25T05:33:04.106354Z",
+     "iopub.status.busy": "2024-04-25T05:33:04.106161Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.412543Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.411838Z"
     }
    },
    "outputs": [],
@@ -103,10 +103,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:14.871952Z",
-     "iopub.status.busy": "2024-04-23T14:09:14.871723Z",
-     "iopub.status.idle": "2024-04-23T14:09:14.899725Z",
-     "shell.execute_reply": "2024-04-23T14:09:14.898918Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.415497Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.415122Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.441687Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.440998Z"
     }
    },
    "outputs": [],
@@ -149,10 +149,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:14.902905Z",
-     "iopub.status.busy": "2024-04-23T14:09:14.902626Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.186941Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.186272Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.444114Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.443913Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.692196Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.691471Z"
     }
    },
    "outputs": [
@@ -196,10 +196,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.189640Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.189398Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.343292Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.342603Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.694931Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.694693Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.835975Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.835402Z"
     }
    },
    "outputs": [
@@ -243,10 +243,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.345817Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.345613Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.351407Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.350748Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.838409Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.838208Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.843629Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.842988Z"
     }
    },
    "outputs": [
@@ -290,10 +290,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.355128Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.354560Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.372663Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.371965Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.845989Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.845796Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.860529Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.859885Z"
     }
    },
    "outputs": [
@@ -337,10 +337,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.375190Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.374939Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.499338Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.498677Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.862861Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.862666Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.977999Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.977444Z"
     }
    },
    "outputs": [
@@ -400,10 +400,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.502176Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.501927Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.605770Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.605081Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.980319Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.979983Z",
+     "iopub.status.idle": "2024-04-25T05:33:06.074592Z",
+     "shell.execute_reply": "2024-04-25T05:33:06.073961Z"
     }
    },
    "outputs": [
@@ -456,10 +456,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.608506Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.608219Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.682215Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.681526Z"
+     "iopub.execute_input": "2024-04-25T05:33:06.077076Z",
+     "iopub.status.busy": "2024-04-25T05:33:06.076693Z",
+     "iopub.status.idle": "2024-04-25T05:33:06.144337Z",
+     "shell.execute_reply": "2024-04-25T05:33:06.143701Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
index 1c054e4b27..df3efea1b2 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
@@ -62,10 +62,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:17.571748Z",
-     "iopub.status.busy": "2024-04-23T14:09:17.571039Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.005641Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.004760Z"
+     "iopub.execute_input": "2024-04-25T05:33:07.752134Z",
+     "iopub.status.busy": "2024-04-25T05:33:07.751939Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.039849Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.039025Z"
     }
    },
    "outputs": [],
@@ -79,10 +79,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.009723Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.009081Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.037825Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.037157Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.042897Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.042685Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.069785Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.069108Z"
     }
    },
    "outputs": [],
@@ -123,10 +123,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.041683Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.041100Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.502228Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.501499Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.072509Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.072111Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.478608Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.477884Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.505109Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.504639Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.646020Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.645300Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.481526Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.481108Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.607928Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.607361Z"
     }
    },
    "outputs": [
@@ -207,10 +207,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.648604Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.648348Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.887866Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.887110Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.610390Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.610015Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.828814Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.828301Z"
     }
    },
    "outputs": [
@@ -255,10 +255,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.890718Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.890287Z",
-     "iopub.status.idle": "2024-04-23T14:09:20.092896Z",
-     "shell.execute_reply": "2024-04-23T14:09:20.092167Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.831332Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.830968Z",
+     "iopub.status.idle": "2024-04-25T05:33:10.013240Z",
+     "shell.execute_reply": "2024-04-25T05:33:10.012683Z"
     }
    },
    "outputs": [
@@ -266,7 +266,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n",
+      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "pade approx:\t     m = (-dt*m+2.0*dt*minf-2.0*m*mtau)/(dt-2.0*mtau)\n"
      ]
     }
@@ -297,10 +303,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:20.095819Z",
-     "iopub.status.busy": "2024-04-23T14:09:20.095413Z",
-     "iopub.status.idle": "2024-04-23T14:09:21.593432Z",
-     "shell.execute_reply": "2024-04-23T14:09:21.592812Z"
+     "iopub.execute_input": "2024-04-25T05:33:10.015666Z",
+     "iopub.status.busy": "2024-04-25T05:33:10.015296Z",
+     "iopub.status.idle": "2024-04-25T05:33:11.386808Z",
+     "shell.execute_reply": "2024-04-25T05:33:11.386192Z"
     }
    },
    "outputs": [
@@ -345,10 +351,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:21.596050Z",
-     "iopub.status.busy": "2024-04-23T14:09:21.595644Z",
-     "iopub.status.idle": "2024-04-23T14:09:23.507283Z",
-     "shell.execute_reply": "2024-04-23T14:09:23.506669Z"
+     "iopub.execute_input": "2024-04-25T05:33:11.389311Z",
+     "iopub.status.busy": "2024-04-25T05:33:11.389103Z",
+     "iopub.status.idle": "2024-04-25T05:33:13.120740Z",
+     "shell.execute_reply": "2024-04-25T05:33:13.120098Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
index ff4a62b452..32d4c1c422 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:25.357257Z",
-     "iopub.status.busy": "2024-04-23T14:09:25.356650Z",
-     "iopub.status.idle": "2024-04-23T14:09:26.726911Z",
-     "shell.execute_reply": "2024-04-23T14:09:26.726185Z"
+     "iopub.execute_input": "2024-04-25T05:33:14.715430Z",
+     "iopub.status.busy": "2024-04-25T05:33:14.715051Z",
+     "iopub.status.idle": "2024-04-25T05:33:16.013824Z",
+     "shell.execute_reply": "2024-04-25T05:33:16.012973Z"
     }
    },
    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:26.730308Z",
-     "iopub.status.busy": "2024-04-23T14:09:26.729845Z",
-     "iopub.status.idle": "2024-04-23T14:09:26.757619Z",
-     "shell.execute_reply": "2024-04-23T14:09:26.756809Z"
+     "iopub.execute_input": "2024-04-25T05:33:16.016959Z",
+     "iopub.status.busy": "2024-04-25T05:33:16.016511Z",
+     "iopub.status.idle": "2024-04-25T05:33:16.042731Z",
+     "shell.execute_reply": "2024-04-25T05:33:16.042038Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:26.761670Z",
-     "iopub.status.busy": "2024-04-23T14:09:26.761323Z",
-     "iopub.status.idle": "2024-04-23T14:09:27.264120Z",
-     "shell.execute_reply": "2024-04-23T14:09:27.263345Z"
+     "iopub.execute_input": "2024-04-25T05:33:16.045544Z",
+     "iopub.status.busy": "2024-04-25T05:33:16.045240Z",
+     "iopub.status.idle": "2024-04-25T05:33:16.492840Z",
+     "shell.execute_reply": "2024-04-25T05:33:16.492124Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:27.266719Z",
-     "iopub.status.busy": "2024-04-23T14:09:27.266447Z",
-     "iopub.status.idle": "2024-04-23T14:09:27.489991Z",
-     "shell.execute_reply": "2024-04-23T14:09:27.489264Z"
+     "iopub.execute_input": "2024-04-25T05:33:16.495354Z",
+     "iopub.status.busy": "2024-04-25T05:33:16.495130Z",
+     "iopub.status.idle": "2024-04-25T05:33:16.703623Z",
+     "shell.execute_reply": "2024-04-25T05:33:16.703057Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
index 6ccaeb179a..1d3e827790 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:28.951397Z",
-     "iopub.status.busy": "2024-04-23T14:09:28.951131Z",
-     "iopub.status.idle": "2024-04-23T14:09:30.407870Z",
-     "shell.execute_reply": "2024-04-23T14:09:30.407098Z"
+     "iopub.execute_input": "2024-04-25T05:33:17.969843Z",
+     "iopub.status.busy": "2024-04-25T05:33:17.969647Z",
+     "iopub.status.idle": "2024-04-25T05:33:19.270405Z",
+     "shell.execute_reply": "2024-04-25T05:33:19.269545Z"
     }
    },
    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:30.411150Z",
-     "iopub.status.busy": "2024-04-23T14:09:30.410882Z",
-     "iopub.status.idle": "2024-04-23T14:09:30.440308Z",
-     "shell.execute_reply": "2024-04-23T14:09:30.439627Z"
+     "iopub.execute_input": "2024-04-25T05:33:19.273787Z",
+     "iopub.status.busy": "2024-04-25T05:33:19.273288Z",
+     "iopub.status.idle": "2024-04-25T05:33:19.299638Z",
+     "shell.execute_reply": "2024-04-25T05:33:19.298923Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:30.443743Z",
-     "iopub.status.busy": "2024-04-23T14:09:30.443201Z",
-     "iopub.status.idle": "2024-04-23T14:09:30.928801Z",
-     "shell.execute_reply": "2024-04-23T14:09:30.928103Z"
+     "iopub.execute_input": "2024-04-25T05:33:19.302335Z",
+     "iopub.status.busy": "2024-04-25T05:33:19.301811Z",
+     "iopub.status.idle": "2024-04-25T05:33:19.746162Z",
+     "shell.execute_reply": "2024-04-25T05:33:19.745460Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:30.931676Z",
-     "iopub.status.busy": "2024-04-23T14:09:30.931149Z",
-     "iopub.status.idle": "2024-04-23T14:09:31.153573Z",
-     "shell.execute_reply": "2024-04-23T14:09:31.152884Z"
+     "iopub.execute_input": "2024-04-25T05:33:19.748644Z",
+     "iopub.status.busy": "2024-04-25T05:33:19.748413Z",
+     "iopub.status.idle": "2024-04-25T05:33:19.960050Z",
+     "shell.execute_reply": "2024-04-25T05:33:19.959406Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/notebooks/nmodl-sympy-solver-cnexp.doctree b/.doctrees/notebooks/nmodl-sympy-solver-cnexp.doctree
index c5ae9ebc881c893ae584ec9dc4549886be147479..4db5e2d4352c24711619636ab79477f49058c734 100644
GIT binary patch
delta 1419
zcmZWpZ%kWN6z{#zmcG}r8cG?cWsEIux>+{B4Mk*vbD60Y6AaPdK&`$!XNL^r&sJn+
z2!*yQ{T0Umg@I@Zu$9y;y72)b35gorGCydtIG06?h6E(jC4SL+Ut8kpm-Bx2oO6HY
z-1B?)e!4<`{)?*H)qRzhXVm|6kW&27m<zu<V?(jEuHI1+l(f}Bsl>DHhpDqB>j;su
z<x4u1s__*$tWl}9p9s2w+a$H80To>}&^6sh;wT*-HtCS=t|s~DJ(LOKJIRdRtcw%h
z<%P4`Mvh~)+k?Un?#Fj01$;617{Wap=m~-m$AhqUJV{dptmax^Z_S{hfYPxdjJEE^
z^{#ud(psu~4<0kp2Uw`amSXGVy>1aOb4+HjJXo5vc>Z`5!$owjfSZT+rP#c&oQGW{
z%%6p2cM5#29SU}K3-kcb+lEtpnc841mAsmUpPI92PPCcTvpNhrm4<laeB0*#c25Q{
z*V94TLA*Ondssg%L8X#5Nl8+Uv{}lvjiA%hLVPS-s2$}6Tmsr&eEgn-v=E;`5f;2z
zWD<7233K*58WK?Z>~<JsBN>kz@~slGz+wmKJUg<qgH8*$A!X2U0s9)Pl<{6YS)Ryy
zX??aZovz2zfpaMCx088z`!_~jhMC~YGv#EFFL5;(#Oy#B`8F`9h(ufn5B`tw+Bzex
z660!-N<1<4DBeGPk-jZ*akRD{`C*-rK>sd6-xIkQTH6i92gAU58sM(z+?N!ui1^&!
zjMB#EUKx$Bxkno^CX8+w$wT|;2!T~^fjpE=zY=lQnrB=T?-F7y^7T+Pp+AVIZ7<N?
z<~0{ZMT&&PzoSwtf0RZ46j9+%Q?yuP`=VOV6%ivZZH-J1e@{p%dMDCQSG9+VdPS5w
zq9O{*;i9k#T$F?gdK&-XQ4p#}%UB5h2|G!{&54bX?vITG&rFt+OuodOaUYte%E%_n
zPARHz&Y8ioM9!`2oODzlmxT`Nl}q$V=y!6Nb^4s<A<EAEd1PtALC7~s?^g!QxYCrR
z*`-9#H+hR(j|Hrny;0}<R6e~BWsRvqhA}^tj&NH}te?bjmtbysKUs@t&)uT*DMMsA
z{7VwG7;x>gH>lZw;tRXqZDlvblk8~TSrC*Lm{<xf49cm77=9$!=+QZA-*Pmx)H#mw
zcSyFdm|K25iQ8Y3xjn4r)~xt7T8@_#o5$WTx6Es}6?V76>u!{coTtm6dQBx2$Zobz
zHW6mJIXcRS<sOc1GjiF((GgZa_Hwj^y@#@oBONOtpW^5@j{F?uvx0IjNBjqs0~{?z
JDlWc2{slm&@+bfR

delta 1279
zcmZ{kZA?>F7{~89&=&5kp|d)q8hKS~CbKH~#fUTzKWIP_jV2_Wy2b70gduT|(GU2N
zP@!6b@Glh+qymaBh%}dMNTR{)(=^%3mnGYb&geAri}5v!iDBot?P_)xzdZfl=bZch
zKRv(p{PCKPKIOJUwx0fP6Smn9JA!A;#n{rGix(mfjmOHebVnenmq)A%8_;{C*3-cB
zd@-G^D9xXW3A>^!KOAk1dUac58VB2Vr#wm#jx1u<&U_4fosGBc0Tx8pt~^Y1c<@|!
zWaf(OXe#u7E4bBBZErP0(G_;X7jDA%fnxmFrsCty&8!W<&Jh1l#o3iUms?d7y+F^<
z3-uzsxcVq6P6T<0iam$Q91-$xt2j`%!Md*-g*_i(wlN2-T^{aNadW7Wm&?~`mcu1n
ze7y?)@DiiE`xfJMwCYAYu#WFkk<eH0N)`9?Tys;?N-h(AZmY5;jL3v9<*c1O>-b@E
zTY%coT=-7sbjQZ|fQpG&jpH&+*ryt{lU~NhRot)lXH_SXO|<l$=QpV5#o(Dd$5g7#
zK6B%4OFla(tqTy}nuWoJTr;A{ji;v;(L9a8O6xq=<vjPW@$@$skJYm8FdJK7eA2&|
zp|rP(eNT`0b)cVnwRGT56qu<Y6^Oo5+lj+_{C~mq!A<NaW;#pYjeGcR&Eyl%{=?^v
z(H0Ld-k_O)?ovWPGXYsPK1>5TH{@Z*Ff&xeJLFqQJ}hKZ48LJ)ME2*IWX@_Pnd6#C
zCZxeH$w+G=W3hfsWcUvnPV}s0w^1>i_b(Z&9=*UG<7#ZH<1LN$P%~CtC}R9?IuuDJ
zgPTp9xfthJ&h$a4sdnn1_<gd@Poud_!z9tjfh3v_ECc0m?CGn=%=!J;HTDF*jn>-d
zlVy!Dcx5lcwu@Evh2}GAu0G)V-vt+$U1yrm^ra-BWQ_HDdl5`*Vt0(0!~@QMcN*s=
z|IFZ%PDG}@;A2j_np*8~$$wKMb8ky&Sya?Xa;9Dz6(dgguXzqmIu#`>KF^@~IFo9<
zjp~@$w>wBbGOJHs7hyqmVbdrqEu?PNUGnM>i|5E6MVZK#A7UPprGV5|(pMCcdMUj{
s5vhIBUlfxnu`51VNoLCkv4qrLq?VFeBLl@UQgkB-FR6f`PVZp<0Ff=Sa{vGU

diff --git a/.doctrees/readme.doctree b/.doctrees/readme.doctree
index a9993e93a45b7ac4bd96e8f16c2b230322699631..873330c9ad1e4d31c264439925258bee8587a807 100644
GIT binary patch
delta 8808
zcmY+Kdq9;%`p0<=Hw8ff5j6xwfg>t{A}De>ct?~wDxzFW5?;9pXlkoR`(;9&O={St
zwr$gG+jXmTbI%r~t(LlJT54r#nO1H$S1s>}7x+ETJiKH4bH2~>dFGvY-kEvloipbg
z{n+d1$6l|C84xOSrb6hzR!5JjvYI8!%a)Y4I(#0it!XT;X>1r>Sz9A|&kTV<GCLgx
z#k4y7bf~Vj5)0Kgv^qQ&*REW(q`aop(Tk$>m5Y`)R@N+Ob%e=p=HsRB=7YOyt0RiN
z&GW#=8!xJ?X=p5~s%jNqtq%)z^sK3EEMHVxyA<p5s4p*DT#b3S*HqUou4;7*r7MSG
z6@%nc(_m20uhUpj*-+V7OKA+DQvKvtS>P>(qz8(e^r0ecX5T)ZSjqCLaxCFqS+lr&
zrSsL9UKaaxHy4-bX`er_`n~ay-x(h6+S}X9xTa$hc70*o)Lx?N0K=k7CjM0#w{$G2
zHOKhnzIVFF=%Gs{FPduH(XrGDH{+^ZyOUo$Wq9hMlg~Y7bn4hcZ*4K|X>W;_VYum%
zOD^6tu9&gCQ@`77fEnA{yl;fzuDwH1y^I@X$$h;B_c89e<#gTezBAwMHeAi3``<4M
zGuq9f@2`5{-^OjzJCHwqh2dhBJUDD+g3)2d4q6Xw7H*j-p46+GTdkrZbC5{S40UZW
zJVaCGB)BFHXQsd{;guCKlzIZoIDDg{N2h1z<)_V>6<y!Z*xI6QoFeh!y{srvn>|xZ
z$+3w&S+m6dWhD!boD}hP_G~dFJJxk^LzPI)j`u2SXpF8~g_m}SjX7hnfn7P{dYTP{
zi!2BU=xTz>bTvGTxR{ZfishSfqb+yb#9O%`&>>Fdj<j5N6YmxTih+4)Vtrwd_;Yc9
z*pO!x5p#mX{=5WHSr8=3mxhYie5-IEtIMA#lII4ACznTy%gFwO_UM8{;W{r!tSd+n
z4;KZA&kAzHw)sIKc}|wNlNTgjnv*7`qJL-3B=L9j^XF!Y!u%ld(c59-^jxdxk8KQ`
zH(mS>+yC%`5b?}Bt0=;9pUq1b0a)LQKY5CyM+S+)LaQjlc5El2#NI+HxQaam{ltoI
zg2kZuR`Dv<_~K8)#5%NhW2rs!^TlqgIjU&3_!cuyJsBikE}Ebo1Y<6at9l5G#bnU~
zU@RkxCcm+kESmVnCi<XBZ#+vDO?cyFvS_j!|D+G<ePa(<SIPR2ESlfO=k!5y+xVU=
zn%BlPcRPO4q&8eU@Pj6_;X@WpW@8{(G?9%+vS<<;ab(>kD~&9gyGABiG;fU}vS`j4
z6=czTHI|b_gKs>F)^dkiW9@?tt!rAX22NM;<$}+|(og+FX^oFKx^TU?_*p)Vdb-$h
zB1CwX921v6_ZOE+E|WTcF3kiH-4Z3g>H$&WsYO%8*_IG-ebL9Le&WP~my{k~e1+6`
zqWpDGKrT72z*7~~3OIWk77)*@2@+qo1#n&EOAAEGM$Y2Y(ofL#7w=Tv6l<Q!$2k@t
z2Gqoh!B2;X>Y8s+{hW(xM}ac7)Bzj+T;|2bNA<pJTx`H>kGz?WlXJ1Cdy6aYv*Kg4
z{hilV;B{nptaM`|c$E(u6ITZ)LzF&pSFC<JPyFLIGer2#5D~a$z1Y7qNF3eOm$P1n
z^9|O<i{f{<@`AOGS$eoTPp>Tk((&saSNiVy7cJzMJ=RD04I2&vUgIyaH*S@0^niRZ
zwW&nf`U2Oox9MYY{GBg1y8&Cfp0IRTM>j#2b<WYJ%W`}20k%Z!=6hoO?I=-NIvgLj
zNU^OYUfAw&wRc<A3%{lL`1lPF|9dK4>|7cmQl4H7p3b+Qo)049r(fOJojC)=qpjHG
z*VVPo6Rm;Rr`P?R_kNeb#(armN#yfq>y;rwoIS*a=L4Oqe?M0P=Y{8YaIx(#<T1Te
z;^`dt;zR5_z2$<cWb@Xc_oIjZRK?Ebt-YP|{v4tlXVc4NY~1<FBlp8{+hC?2{A~%-
zEjxNSGhgKtoNcc?#^Kr9x3S^*`bIXk?BG_MA<hj<-uM?yoa_GLvp3pB@}hiPm?FfC
zws^6wf_v}}ZO75}7mvPmOZ>B%d-<cc=ZUPE5HWe@da>X)T~Efqd7&a<SG@S;Hz8uv
zu1`_@oVD+GgEBV#8=E2W%I-mIoZ1t{hWC4Yl=0HYy-G#$zOz(R*xEfs=l4Fsw*S6A
z@rI9>{Ga=N%1s|J?fv_H(t!)+wa(Ooi6Fwhp_E66BOm07%jfx)QVy*b*~R&|whj?-
zhvUVi;t<hv_^3Ej>hG-l5T6V*g#Du%@+H7&$}4Z4w7K$Bb=r=`;mmWzx%&9AsxHgz
zlO<i&nold)61R?D7pp$#>K)sOQZe{Yh}eDN2&$j+g_HfT-_h8AYNRq=f-e~OpQdLT
zBcr~gp+RHTnTOdpes(My{lE4CT>5j0^Kj|U6+0G&i0{8Sg5<X+M~JV_{Q$1cgZ~`}
z7FTyM=;|2J@4Ist8?`S|4F3KAT35~oVb5OZvZzmc|9G~`qaO7?kDl|&c?&f{g;Nju
zi2fJMBEA>9E_M1{!Y)o+PMtJgWIn>(8}#!rwEdm!Kf8l6`dq<TKxEWa>|8WN%D#T0
z@Y(@o$Na}b4fE9NXS@6WG2@15dx(^q7j(I#13n`2m-{iwE9cgI-}j=AGrt{I$vubi
z@#QyCz@2ze{SoI?aOW7>{^Ilh28+DAmy|u~YM5xecTU-q)Y^^%$~KcSI)CW$1KwBx
zSn-vO`S>;sm%$c@7sni`W?5%}W9X==WsNIbBB!m|4e)jeW6kn8cQ~M&uBzn*4>;Qe
z0@|89sq%nU{dRa*tlPqsH}-@R==jS8Uhoqe-nef;(pJ?AdVsPX_W^v0h;8!)e6Yy+
zvNt@SEZNf!?kW`I4;~yG9RPl8<@SXNwmu9*ruGIIpf&~>u4-41;i<L+85Xr4$na2`
z0TkK^U`g5rV2t(vSdumX2<h#QLa+Xe{_4GtMd+Q6kY4y1KI(0c9=+<ZA$reexEpte
zlJ-=u_>5la{hr~iUhdc+z1dMZq&)~G<I6?v4}v=Il;irt2s@?GVqEf48%>o|i}7<e
z&)fUgF`sT;?{1!7H!q-@7v0T^F+IC#evIiVFRq&x-_0A}%}ea&C3W*sx_P#4UXk{O
z)7`JoE_o}vc@OyT-Fvoe8~~k=N!#{?t!kW6X!nOgTR#-q_o2|H4~51Vg*q68#u<gi
z8HL6frL*n$18~YClQwwh(m<ooK%>yM4uu99g$5dhc5^7Sl|!L@913mXP-vV{I^^vz
z$WjxsN#)tB(ri{)Hmf9?RgTRn#b%XZvr4d8<=3pzYgV(cSxv%bm0GjPtVt!-r1EM~
zX*H>=np9FvDyJsnb}!7SNu|_;866)AS<oqm4TD&eIl~|U<;h_%4rTu^NJ4>dNI|i&
z*u(M3?v#HIhZvNz;V=TlD*~cC)V4TUZnZ*RnHd58$jc&NEb}<#+an+p`H={9+3g6`
zPE4d~r#cc6xbS2yygL%6Fqp<5*b0;I>JqCe{|77B&^u#=Xp~;VVK_?saCHYY!(kA5
z4whF~4x)srEOSF#Tq-;&JenI@*S8uUpl2Mx4=awlTNGRa{01f4N5FK_Nh7g-54mh4
z=ISB;%5r8T6nM}VZbyK)QrcI}8U<tFnp`&ulei{d8HK%hO@28FGEl71kb|<C<-=&a
zhikI;Xjp_&KN_knH{IknqhS(hcnl<v7RTVQSmgE?Y}6vZje&HO=vZ)|?23hzC~;$8
z4$7u6P>OPK3{<$&{C3Fbu@ElTj)i2nCEpo~!*okt8jBU&k_mB2*2h61dZ*(sg<CRZ
z95(ffd~zH_qP#f{B4{N#I}V~redA#yX;M5a#4nlh`FNN^dMzGCkPc43UP7%*fGMQ^
zNWdGRcmm{*P8$zPNuA?yRlX{NCqO>RvI#i;p7MnWI9Q(YvkBOAr@S`-qEM`fIN>^F
zW}=#PzfDwQeTc<#BBWw$`b3zFvS}iup?ow^4Y_*~B%)_aQWvaY*_os!+V@E?(p!zZ
zmB!jCFDF5NZ~EfBqO$y9eB7liSxv<i$q<K?yqc`4{BJUhM=v-92e(sZr(m~r%2!fg
zF4vV#b*0No$q+1F+u>)yY9^+t)>o!t@86Sera~Tymkq|CB->z-#m!xAwLy+Ittb^9
z#`RDa7rAy4jF8qe=x4d&CT(f3fb@@P*s-WTq(LQV?j)QksP9dJwWMj2p~Zt1B*y^Z
z``$o#Wireoo-qZA;EEiz0D|T3rou?KSX{T{&xLrZ)N?9~rXr9FfikPhSvM7?VEJ$6
zV1d(Jtk*Qiwt%}Vo`!XzzBLVITio5H=X59|HKyZWqrN^JN=f}^Ko#7O_8Cx)^4$!a
z;Wwl;9g0ylrsMp)A%9HAv~I{LGoit9*G;}X6Y5DvW#Du{U6uj09<+oy!o-17LuJod
zTyE_w*g$dj*-%beH5+P4&&-B(q$Qc~SJEC?&;qXVxhyE`K}#@p?K)XE9s0|!bMPZ7
z8+<WbmjT1%!fZ&yjig+i50UcSY+OTJB|e}P#G)6#1M=}4h$ZK8A$HRdbinnQT$ql<
z>{GFmigSs`7DlI72Ir{)6?w1#+U0-pz(9$~hZ!iV^08am<yZMojWW9cDpAz<l+S_D
zG(PP-KEZQfjHSJ6d@!aQ9G^hB9UZ&~2Z<_-nhP_i+>ksBHP6Lm;I{mFE<B3z;5^7i
z!6vQp%X#>;-=+rR<orUMkhi&2_xX@Ot=^_qskCiA6kA-}<(BzSMe19G^`ojDvKQfK
zx=;_r$(uzGPXX+vOj6ZDVgWuKF4#l;<QeQf=#cFTFxw6}av_XHS+Edhp_~~9Ve;@o
zRp5t(cpn`yrWhZn4*5he?#}3F!x1UZ_Qu4+N-*&bSyh5LcgR;tz{cS~85@ADc$7ja
zg8&&*iZ7dzQXIq%xuq1A@kx+7K2?w73m%1zM{qWv=S3bZ*@icVeNCXkeN4~r<8WUM
z0vYrtpiY$rFbFn*svv|syNZW$Jj{$6Lm5P95Xm4)gAoj(H5kocj0R&F#1l{_S_upi
zO+Z=LjU>}Gk~wZ8pboy$7)&vNN_(2=8PhpDQ-cf!nHpp<$kiZ^!5j_jbD7L1qR!Zg
z7!;d8HCk$VMj3|}Yf#RhLW4>MRT@+?sMBB>gGLlPALlJ+vXY9>ZcjD3nml#J_XvmA
znm~ounVzwp!;cYACxIInG?_q^f5P;PO&op_#m*OOX7aQyA{acQfn@M|4W4K4M-5(N
z@FxQ56!Ikoe=&i|VjFqtX!36qwznFunMB36lc(N%{`j`S$6$vERM=^H#=p?QaGM4r
zxcp8HVj28fgG2`JYLFXZSC#D3q=1XOuR%Ws2Q?VL;E)Ev3_jE#l)(`V!WbOWAe_M`
zp)U5Wo2A!0-pz4cB$~kq4dNJ_(jbAs7aAlp_)-HKgR>e;X7IHJ)9g&nX+nDhOypY)
zW-<6)gDeI=5>V&K=h4DTE}B3M)K8{o{LJC21k|DPH3l~c*m+-pm){~+9Ywcu{H_U9
zeI2G}baL1-*evgg7FOV)fhPkm4ZIonYS5d3|6sdWNdS|6x=0X%ff_u(AVh;u24NZu
zWe}l3B!egoMlgsbpbp#ZqnV5`iMrW1^3)OhI1Z0DfeI&@o-vWbDH^0Qm_$IG+)rjO
z%>=4~8K!60(>Xp%li3WiHOOI*uR#HWc?8sN0)-3~m_W5rY<flshZkw^AcKcc>|DbV
zCWbDultGOKwG8StXkf5HgNGTc*5DBaYYC`dEbI&(H38;{>(67RYi!_nlLpNU92)$V
zL5l`YF=*A`cMP7@;5i0=(BK6ITNI#E3u7yjKPy7uWd_?c_#1=QH26D%*9oZKV0JM0
zmkHDuylHwy8;5slu#16xw<dd-?A2f&gZDK!z~GPuhZ!8v;3$JnH29Rk2@Os%_@WEo
z`gfYiSt9C3q^}s9Gl9C5Z%xnmj>A7{aGt?M4K6Xbticrq*EP7o;Ffy+)$dj9Ozu(<
z0;<st(=$3bY#GuOHeAu7MMncq23{I?Gw{`*Hv@kH>X)&AA-MiyCH+jI8trd-#sIz`
zSc5?f25T^c!7vTN8CW$K&S0blqZq_6n2fo^GKteg#xWSL!2||L8YDBYDIoVOg;~9a
zVW;8m$ZG%Ef~O42GW+`Ay@hKmCssiOo=7ZWX|94{c%ZPo3WlKILH>}Q_o%wt_#rP>
zLEkptYH)SsuZ-dJhly}EI?9r^IvDOji=!h#+NOgQzon(t;TMb2bO`9d=UR?%xpg*#
zyW;Vdyj+LJA?-4B8E)=x%dBO1W<%ra7*79Oh>~wEgF%V(+F8TrWGGZO3N4=~w8Ej#
z0)j%%8Vb!*6c_h4pL!VT0iA8JD<RN5kTx!kURAYai%ZH^mQ~kPmDAB&(HhuX7^`A^
z9;&T>xU7D0LrFRQJ)(ZhgBYi4yy<@(OX|xS%QcFX*fWvxawPP^Z}C|tA$|Z?(NJ5p
gqP(Q4vZkbARYPNWH5~{1@g#mx>1^A15&}Q|f11GnYXATM

delta 8914
zcmY+Kd0dsp)yFwkxTpxqCN2nWz!eoi5flY4Zb(pe5kXm0sywnNATcI-HJ=!v-bUik
zOxiSwHce}j)W+U4L~UcX#zYgBCN8Pb?Axm*E|>%nc+Z)0pE3ON{LcBFd1lTtGtb<)
zbMML1{ZF3m|Dssn<GreO<9(|uYFeGq^0OisA$JvmuV1UPZ&i8C>J8<qD_Wf+WOh1?
z5U0~^R<FvMRTUdW);+<)`qk7nRII42U0dJk9I&#srlGEK#fFB;n$@l1+Jj?!oYuOE
z@>SL9_DAQ#h~ceHUn*5m(@;ODvbF~A@~Ww>T~*cU9L){CmJeROtxoUCn)-(FD&(Vx
z50;-~fsYSzEWDwrqP|t^**e_j^w*U&R@PTG)Yf5zciGAfb#>HItN3Kw=)u1TtgEfW
z9H?-(%$Wz_uIKORZ*lbT^6*GY{iylctl=ANhL`q2!`B*Jo@Q*sxD3Nv$3|>vFg&#v
zHqFE6&?QICKWJRP>pgkU_)&YKW-c&1^nGIrryDmNIv8~(-mvJPE#_XMTgTF0I%@o^
zy?X|oGJeutMn5q6n)lgf-0U*$m@)g#Wg*6G?Oo`OG1^Tpb=)V@4Xam<`w3@9Wq)OW
zS<Re8htudWi_VKW`>1il^yd3Vq#3ug*LnO2qto=#Jo2sz&&-rT)T_H%ZO+ijYMe*)
zlcc>028;B}5q(+=FVU1a8@j~t%oOMl{j<WxP@hm~znGXw>6v-?sS6jz)YUh%wx}+k
zNP>XuXpxfR2T97>pJf#fWDnS#ogo5q;>6}0ZxN6)S=^sBSG=9Q2xjO)2eW;}kt{nl
z+bMSBOu+^Z=S=NqHW(qYAS}?`BsND6Ld}gOE*9j@!tzbIF%}Om@k(wObc%Di6D)na
z#A}O##jw0o@oHg+_)|%s*q&z-$xA}STX~7XSr8&B)`p9?e4F?qvUT}0#Jr*q@yLc4
zaSd4?yl2wlB+;1{BDOA05rM@a;>_Y4@i+973$n!0{1EX>L8`bHd1t|F@jUwZOESff
z#UbMTgQLZTB{ors_OQY<v2AIHc<<dX@mQfv?87$B6sAMF2w%EF6k~1nv(e&>r8ZHH
zEjE4@Dn=C9#Fv=e)8CI3ThWe0`$$o~2*X;Uix-JkvDR7VLd3Jh)75KXEWvS6uY|FR
zEP5S`^<>ejU~Hiay#~fky3i|NJWdu(f8$xQXzCmPAd7n3I6{}3#NH!|X1nnbU1+8o
zUz0_%+_>rGz$;C0!^4Ufn%;&lSv0kcVPw&?HloO)DQ(1)Wu<bdWYJ7EGRdM@Y!s74
zGuT)|7R_E`16efS#)D{WaC$b>uB>m}+-fs$@`{g_oe|f*^A}|`zT)KaZQ{tWd>rX?
zQT;wMpVCuk2Z*bs*GOGIlx2cA@p8U+bj3We?iDW7zT!060pi@sD@xC-x<=|cSMhgH
z;PKVpDzJM^l>)9o27uW7Xg<!M#bV^{FmZnEe^LF#;i{j+ri0P)lfDp*Qz}pltw|6O
zhr&d4&6lYDt`)TtK^c42VHHIFvA#bW@7MXUait!U%=kVZ=i(|cvYnG0)OZ^00N2e%
zypIg)Mo%_E@AGA2#->1Jh_d_dh_?<!i?XtD;_nYE5GDWOI)XQE6aH&M#L2@!oZ;5R
zg9U6!5Qo-=iN#wUvi#`jy0E1fNT+RmSm|rqp0<!*{?H)h*Ka=#;<>5-k-cNDd<Gz2
z%xfx@_CCN(ywP-;oB-Fe&7MG3&@=!3wK4)+CwGF|`rJ9lZFxR2oGlTzt4k!W;G~la
zqQt(I1hI7u*LtUAoA^g{KE7~6#s58;AhK%0M9S_>U~wJXT?F!<ec=}m)mbo1JlL8b
z?LnNA>uhT<wh@F$b^SKOZ57FCxAoEEb!>?+S6^}YiD1{J-!HjKT$i6X;4ZoU$vii|
zTI%f@_VlmZ-tIk@x%ypu$NZwe@jq6%y<K|;x(fdk#-6L`*>bnl`RDt8Q9|w;>E`eL
zb+w!CIWWML`Mf(FSKA8@xl1hCzt3%XzqrF~?K$9X&lTp{u2_((?WF-66=(k0A(A%a
z;~Ety7PKXZ%=@`(|Iqd!+5zIhSAG`D9>~MBt5E#(K$w_wXq$L!bBOq~Es*ERu)=VW
zcsN0%?BE-B9{vFB0N1*I;rvb65#)O0-#%mnxSoGCl#P#$jACQJ>jRY`Cce=_MMTP*
z7nR2T$0~Zh_7(QGF1h{dny38eE9Sp#a;unm^s*Uq&3Y#Z#FaBNTgHnM@8*g<XK_Xx
z+a|W%&d23-l!!l`AnaY7Y18qOXa~3|-@`Ws4dHnImZjZOynZYf7g=v{@<g6EusqCV
zKN%0WE}wP=x|&Ym8{Y1^d3qyB)d!nMzWLA#M0QC&uGnSbYDt)Q_3R08u`Iy#)VW|#
z#(&O_SB9|suSbEv3;j3}^D(}pRCdwDMmEk|n#{(~PqEB>@46R_#?Nxa$YWvR>(5T0
z`im#e4Hut&{tel#^Iu?B6P$2kj2QgY=gLlgGenI1`lzz)9p2cTm$g0PmaiE2?IrC~
zmj--y*PnURR|NmxU4Pa)zGBE_(+?8Eub8&C%l|5Nd0^`=X2jFq7m2NVxQ|1AIE8kA
ztK$dkBQgeE$Js!}#2eV_XyBL+7E5m)Rkk_q^V%=D{XntcmT6l>%8!?IIZ86~r@Jvq
zGUw;JzTXvJSAGXBt1&I^K0H!1K|p7MxYUBnTIVTLe{uec5hCx-Rb^B6HFSNhZ0f!(
z-A9$p-RCQeo^P~|UHH#Nz}g#5<m1P0gbcMnf>`^3dThDQ0;kXk5FdRJDr@?{RdU*@
zJprGYFg~;VofjNcj{BkIb}L+RgTS^XZ>s$Ij(qw|mm~XO<)@rnc|$)qi%x)C)*rrS
z!w0&_Xsa3keL-0d`@$f$_W8kRwmu#R!^sMgKK^i96$=RfD+eb9f<IfiL9m9c_kxkB
z%|r&MokT_-wT;N|R(psHi`qbBSk>+Ug|-e@lJ*T4qfG;rq#Xl7+Ag5bULj+M+9+TV
z+9V*P9YTh$+8&@sdjo8UHU=49hII@D`>8!a#sIY;$na6S0c?=A0w|r*5dw4Y<4C?0
z0_(scrw)Pf4oaiNxY}QB3RO}q#t*$bAD>^we0zBVdwKr7yue;wOfN6i^ys@mi!s@B
zl^5U3OX%fI>*Xc&@@Dq(QhIszUS6^G#!>T)+9hveFK@UnKfR@G$57~jOxpD?Z&l-r
zLfb_Y+AE^aMiGT}i6}JADAd6yG|nhA&L}j_DBW!z4u|vBOxh8mO9PEU1C2uaKolBi
z6dGt0+Ww)?-VcQ~ekio-L!og->6EueLzbG5O)Af3m1eWbvRNhBta5BtDK@JNn^l6%
zD!*oxUbC8o&1w=htJIoRW=$%wCY4u{N~=j_)ufVYQaLplHwIubO)8}(%;>{0kOkdx
z>{y6HDHschD36SVsVHxag_$T20VybU7DoiW+1>JQ5fF=VDFVi$^pAvStJ+7$$h|fQ
zl9`bZfV?~srZA6ZzCRMek)McEx806Z?Zif@cB-Qwkqgh^!mmcbTn6(QgxX*>-d$=_
z<^Ny<J9-yw5Q8#c9E?Lr7^j|~W*m$_&&l!}%R4CHD$Cq3505q0HP+^a)@`lEyXYAw
z@M6Pp_l$;{fM2s@$9PC1ojn2T_mb-;V6I;BFDw@)z+x+XUv~zI>t#W5;Y64MU2^M0
zOrlFZHxYZYOMW~NGEi(Wkb|;`<-HhuhAug960AU}n*`MsZ!h`TB$!Pa5etc=C9yax
zo^pRIHtH$AjD>WRm^g5v9FBvHDDjh_0A=T7C_}k28P<5w{C3KiDG(vIOo3$RkpG&3
z!_*<KPQeN~WMaIMZSk-ay$kV}LWfM5icMXYk4%Lql$WPMB&|f3ra}y<Ujj@ZotXg3
z@tdf8A^{3WZzjNa(vgYSOQ@BJFqic2iTEHCPlO!O`O{!6scRap$~R@`bjU|pKOM*4
zBA=X&gJqFtreo9HvTHg-qu7#g!gb5cBsJ@PlcdJ_7>oA|n1!*l888QB=L|?id4Gl)
za<7??gr0q-x?wZRp_yu;eLWK<_^6S$(OBE$wV5!)r@X!)rm?c(UVPo9Jy}h~#$<@c
zN}f+vReq5S)6fe|!NKj8*(um<-SW8<Si*IsQ(fuuYBGe17Y_Jau$mdORO=gOVekJe
zU!DbdDE;j)870{cD=a^G%Dr~T@u3xEjn!xm_wbNgX2W=CONGIfzFyLv3d=~JO2v*v
z{U#MENpol8OhJ8pHf$kHodYdaT9BMWh2QJL<n=jFNIYXM6hmJ*aT$cl-_C;xUU9T;
z$!kj?SoWI-lc4Woxp=shg(el>IuGVz@fKni+-$&n$hO?^lqK`AO4L{8!y?OVPwAZo
z<)lU$jy39wX;4NQumGx{T{;#(1<F?oaDul>TRN1W>`2Gy*)G3L$E@1r+<TzjV)c>-
z?}0kfi5WOsP}gTbt(8_#=V)>C{21A9A(z{-5Vlj?YY|kCRxN^B(u<2=D`{ya{Drh{
z7PR2Eu-|3D(!R6;W6y4t>(XF|{4@tI(b?c<p?5d~#>nN_kVMX=e29{-W#bwG5?|0Y
zD5}#Q&Ve|Js~$Un4gmI88X@egU|Et&h<Ypy<vh#CJmsy)gJsYo|C0v>N^CwXK)Ej;
z`=v*Ik`L7=ix%T}_TbCB42H{!0+{591JombSc(G>S^$$N2D#V{#wKHV$2<(|XZy1P
zRbliJSU|-_<zcbrCAbXSke@Dr2T@iQLN*FEX_Frp;@f_M8jP1kOCi~E!`-S^5hPNp
zH>g!AZZCoo%Pmj2rwFP@{fe=jTU?8y7>Dx~*YaaABv2f4&qStj7Rz7?F_rU0d?@IY
z9m_EFPB~#YPPb0EY&k5nbgCs~lsvv%mH1{kw$LeKOYoKIl)o+k!%C+i&M0|lAf`UL
z6jSe%Ri*eEb;{>T!Or1e85fA%VJ(AM3<70r8GhW9mf<jV$~|SUo)3?_@V$B%Cq4?D
zsNjS^uRnRTXd6Bp_A`MB4>CQ&pTj{K1Tz>yKpjL4We{otRY4ee4iyjQ_-He3jA0O|
zK@@{%4aPHw(O?pT$r?;ykU&5kf+aFYG67}bFlL&rk<4*B0d-cE%3!VuRNC`R&q(9&
zJsM;%$kZT<L9PaQ3<@-GEMZbaL><c&Gbk~EYP8JsjB*aI(x8ID8VxELRB2GnV4Vi*
z88o0c_ylkRlZ{k__Is+)P2{O#!TUM9#RMw6)%1*Q9Day^Iy~IYpveTP{I5;V*va8X
zP#k>2E+)Hm5y9Xw4J3o#Yw!evr!;t)!5;~zgUe?a{MiI5i+$v&)6Bn8*wJddU=kJI
zPoDbh3&77Sd<_nmK!shVXS{?KhTAk4&*cwk5Xa!(8YD4zO@rJphpOaFO%`*Jw>22d
z;2jNyGB~C|D1-Mj2xo9YgV795X%NBSzu_JZ_ruZ$JwDBcx=0Lzvl_%RIIlq>ga2ue
z%-~}U><lhxFo(gX8q9Yv`CJp)C14_7YOs*O*BWFo_?Cb=g8mLIyyc1s)Ifc2dd3eN
zzCl2pQ{QCpBLN5REb#W9$yKM<9UQ-70##qP=@~s7wv05(_dyFQuxjAVpuYw_4E!`0
z$RJ>(!>lBb$zWY1guyTkhBFA$Ae_Ny4aP8t)F6sMv<BlD#1K&D^NvYOCYwY(Y&?1D
z)P5?5r<p*7lT6Q;!Qm7QW-*veKppnaVKCnWs)7ZkXE@S1zEG1z46-%IVUVxEVg`i-
z)XxY@87wn_YNN#Tj8YD-&|oElU!gd-hSf|AU1TkT8Vzb0)M-%9pizT+8En$veg<0z
zs2@2T3?4KA=85aiL#AtN=XjF_%?z9x{Dwh`29Gjm)!?@b9@pS^4E~_OlMMDK;Goa<
zy-fb32!UrA?9<?{3|`RSZwy`}pnkSFz~Chls4;li^o%wRAJX731IMeH9AWZ?25&NW
zTZ5wvj%je5!3hmcGWf3sA22wp!8r#1a|2xeE-<-7ME&mc34_l~pdRH*(=)!}@V6R#
z$KZ+vR~cN>;5vhL4Q?^`S-t=2C$0`Acc=&f)o8cr89f}fjB<yKK4{URqk%Vr{u=l&
z@Y7%*g8%~R$F#svxc*}$gH56u9b$UMP`)8lgAoiyYA}kySPdc=*fbc&V1fn{8N@P}
zgSo^piPuG@GMJ{pbOtjuNM>MHKpt5O3u7a2;^ObYYX92e3|v{hqN-wI#rm4kn%Y$r
z^)dC0t6T9=$LdmYMioTjx0Dqu%~dcKPZ;)B!6=kdD8sCyF*y&q^r6d7)L0i?ZnybV
zgS8KTpNybCC`5SDIhVArgK<_`H=U8vo(4Ajfq__%EK7&LzI^KCjF5X5K|~)s{F2w!
z;bBRS3}25s{~I!EJ)Y>$*gMD3Un-*I%j;o85`83X=2J8jsvL!uRuo$OP-t;Mq4yAl
z<}k`F&o<vW7-NO*wz!QD>=jI#8s~tj+VWMU6&uT|*Hu-}!CmoY*tIlH#RmPVw(j2Y
zx>fb175ER1y2&dsPWSlGe=%0ql{Zvq6eqEpqU5zG7=YjLv(7=nP_ClBwyLqBw5qbE
awEn*OhKg!BEO_c1eu?RBJ9G|$Pyat#TmAe1

diff --git a/notebooks/nmodl-kinetic-schemes.ipynb b/notebooks/nmodl-kinetic-schemes.ipynb
index a890a02d56..1bc2d0a1b7 100644
--- a/notebooks/nmodl-kinetic-schemes.ipynb
+++ b/notebooks/nmodl-kinetic-schemes.ipynb
@@ -152,10 +152,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:02.282897Z",
-     "iopub.status.busy": "2024-04-23T14:09:02.282698Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.699545Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.698723Z"
+     "iopub.execute_input": "2024-04-25T05:32:54.850356Z",
+     "iopub.status.busy": "2024-04-25T05:32:54.849851Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.123536Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.122769Z"
     }
    },
    "outputs": [],
@@ -169,10 +169,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.703189Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.702648Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.732181Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.731495Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.126609Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.126207Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.152027Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.151454Z"
     }
    },
    "outputs": [],
@@ -277,10 +277,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.735624Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.735122Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.740303Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.739594Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.154526Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.154272Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.158406Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.157771Z"
     }
    },
    "outputs": [
@@ -323,10 +323,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.772832Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.772416Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.776756Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.776037Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.187003Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.186652Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.190243Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.189597Z"
     }
    },
    "outputs": [
@@ -367,10 +367,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.779526Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.779025Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.783230Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.782542Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.192837Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.192538Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.196059Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.195422Z"
     },
     "scrolled": true
    },
@@ -412,10 +412,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.786065Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.785584Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.789763Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.789037Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.198396Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.198049Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.201643Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.201006Z"
     },
     "scrolled": true
    },
@@ -459,10 +459,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:03.792800Z",
-     "iopub.status.busy": "2024-04-23T14:09:03.792234Z",
-     "iopub.status.idle": "2024-04-23T14:09:03.796885Z",
-     "shell.execute_reply": "2024-04-23T14:09:03.796185Z"
+     "iopub.execute_input": "2024-04-25T05:32:56.204103Z",
+     "iopub.status.busy": "2024-04-25T05:32:56.203737Z",
+     "iopub.status.idle": "2024-04-25T05:32:56.207703Z",
+     "shell.execute_reply": "2024-04-25T05:32:56.207065Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-python-tutorial.ipynb b/notebooks/nmodl-python-tutorial.ipynb
index 22b4c5e424..070ba49131 100644
--- a/notebooks/nmodl-python-tutorial.ipynb
+++ b/notebooks/nmodl-python-tutorial.ipynb
@@ -30,10 +30,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:09.340937Z",
-     "iopub.status.busy": "2024-04-23T14:09:09.340410Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.742092Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.741242Z"
+     "iopub.execute_input": "2024-04-25T05:33:00.781887Z",
+     "iopub.status.busy": "2024-04-25T05:33:00.781709Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.063179Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.062309Z"
     }
    },
    "outputs": [],
@@ -63,10 +63,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.745610Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.745366Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.772621Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.771950Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.066244Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.066029Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.090847Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.090239Z"
     }
    },
    "outputs": [],
@@ -86,10 +86,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.775817Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.775483Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.779450Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.778859Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.093612Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.093252Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.096776Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.096151Z"
     }
    },
    "outputs": [],
@@ -152,10 +152,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.781919Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.781719Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.785040Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.784409Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.099124Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.098757Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.101990Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.101365Z"
     }
    },
    "outputs": [],
@@ -183,10 +183,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.787593Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.787136Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.790881Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.790018Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.104528Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.104172Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.107797Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.107145Z"
     }
    },
    "outputs": [
@@ -235,10 +235,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.794122Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.793880Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.798332Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.797825Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.110226Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.109869Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.113642Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.113139Z"
     }
    },
    "outputs": [],
@@ -260,10 +260,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.800850Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.800555Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.804684Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.803955Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.116006Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.115647Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.119435Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.118770Z"
     }
    },
    "outputs": [
@@ -297,10 +297,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.807329Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.806857Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.814935Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.814187Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.121949Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.121514Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.128904Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.128244Z"
     }
    },
    "outputs": [
@@ -365,10 +365,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.817636Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.817289Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.821998Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.820909Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.131379Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.131034Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.135126Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.134443Z"
     }
    },
    "outputs": [
@@ -416,10 +416,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.825131Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.824736Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.828467Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.827902Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.137775Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.137327Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.140623Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.139995Z"
     }
    },
    "outputs": [],
@@ -441,10 +441,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.831080Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.830683Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.834910Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.834203Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.142884Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.142542Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.146217Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.145604Z"
     }
    },
    "outputs": [
@@ -510,10 +510,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.837641Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.837204Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.841352Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.840602Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.148763Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.148393Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.151598Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.150921Z"
     }
    },
    "outputs": [
@@ -548,10 +548,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.844190Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.843685Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.847643Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.847000Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.154056Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.153681Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.157384Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.156732Z"
     }
    },
    "outputs": [
@@ -584,10 +584,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.850117Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.849682Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.853754Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.852890Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.159804Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.159400Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.162973Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.162308Z"
     }
    },
    "outputs": [
@@ -622,10 +622,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.856672Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.856126Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.860734Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.860044Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.165471Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.165014Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.169100Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.168463Z"
     }
    },
    "outputs": [
@@ -669,10 +669,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.863608Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.863075Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.868860Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.868186Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.171557Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.171117Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.176369Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.175706Z"
     }
    },
    "outputs": [
@@ -733,10 +733,10 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.871847Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.871292Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.875041Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.874427Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.178672Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.178477Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.181789Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.181206Z"
     }
    },
    "outputs": [],
@@ -761,10 +761,10 @@
    "execution_count": 18,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.877599Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.877354Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.888099Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.887341Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.184279Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.183841Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.193820Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.193169Z"
     }
    },
    "outputs": [],
@@ -857,10 +857,10 @@
    "execution_count": 19,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.890644Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.890416Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.894152Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.893485Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.196319Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.195972Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.199516Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.198856Z"
     }
    },
    "outputs": [
@@ -897,10 +897,10 @@
    "execution_count": 20,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:10.896819Z",
-     "iopub.status.busy": "2024-04-23T14:09:10.896373Z",
-     "iopub.status.idle": "2024-04-23T14:09:10.901849Z",
-     "shell.execute_reply": "2024-04-23T14:09:10.901197Z"
+     "iopub.execute_input": "2024-04-25T05:33:02.201993Z",
+     "iopub.status.busy": "2024-04-25T05:33:02.201540Z",
+     "iopub.status.idle": "2024-04-25T05:33:02.206976Z",
+     "shell.execute_reply": "2024-04-25T05:33:02.206329Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-conductance.ipynb b/notebooks/nmodl-sympy-conductance.ipynb
index 0f1c664b05..fffa24b74c 100644
--- a/notebooks/nmodl-sympy-conductance.ipynb
+++ b/notebooks/nmodl-sympy-conductance.ipynb
@@ -86,10 +86,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:13.448750Z",
-     "iopub.status.busy": "2024-04-23T14:09:13.448322Z",
-     "iopub.status.idle": "2024-04-23T14:09:14.868820Z",
-     "shell.execute_reply": "2024-04-23T14:09:14.867948Z"
+     "iopub.execute_input": "2024-04-25T05:33:04.106354Z",
+     "iopub.status.busy": "2024-04-25T05:33:04.106161Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.412543Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.411838Z"
     }
    },
    "outputs": [],
@@ -103,10 +103,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:14.871952Z",
-     "iopub.status.busy": "2024-04-23T14:09:14.871723Z",
-     "iopub.status.idle": "2024-04-23T14:09:14.899725Z",
-     "shell.execute_reply": "2024-04-23T14:09:14.898918Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.415497Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.415122Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.441687Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.440998Z"
     }
    },
    "outputs": [],
@@ -149,10 +149,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:14.902905Z",
-     "iopub.status.busy": "2024-04-23T14:09:14.902626Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.186941Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.186272Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.444114Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.443913Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.692196Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.691471Z"
     }
    },
    "outputs": [
@@ -196,10 +196,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.189640Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.189398Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.343292Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.342603Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.694931Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.694693Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.835975Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.835402Z"
     }
    },
    "outputs": [
@@ -243,10 +243,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.345817Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.345613Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.351407Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.350748Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.838409Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.838208Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.843629Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.842988Z"
     }
    },
    "outputs": [
@@ -290,10 +290,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.355128Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.354560Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.372663Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.371965Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.845989Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.845796Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.860529Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.859885Z"
     }
    },
    "outputs": [
@@ -337,10 +337,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.375190Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.374939Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.499338Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.498677Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.862861Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.862666Z",
+     "iopub.status.idle": "2024-04-25T05:33:05.977999Z",
+     "shell.execute_reply": "2024-04-25T05:33:05.977444Z"
     }
    },
    "outputs": [
@@ -400,10 +400,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.502176Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.501927Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.605770Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.605081Z"
+     "iopub.execute_input": "2024-04-25T05:33:05.980319Z",
+     "iopub.status.busy": "2024-04-25T05:33:05.979983Z",
+     "iopub.status.idle": "2024-04-25T05:33:06.074592Z",
+     "shell.execute_reply": "2024-04-25T05:33:06.073961Z"
     }
    },
    "outputs": [
@@ -456,10 +456,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:15.608506Z",
-     "iopub.status.busy": "2024-04-23T14:09:15.608219Z",
-     "iopub.status.idle": "2024-04-23T14:09:15.682215Z",
-     "shell.execute_reply": "2024-04-23T14:09:15.681526Z"
+     "iopub.execute_input": "2024-04-25T05:33:06.077076Z",
+     "iopub.status.busy": "2024-04-25T05:33:06.076693Z",
+     "iopub.status.idle": "2024-04-25T05:33:06.144337Z",
+     "shell.execute_reply": "2024-04-25T05:33:06.143701Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-cnexp.html b/notebooks/nmodl-sympy-solver-cnexp.html
index c04ab6fbe9..abb584d989 100644
--- a/notebooks/nmodl-sympy-solver-cnexp.html
+++ b/notebooks/nmodl-sympy-solver-cnexp.html
@@ -341,12 +341,19 @@ <h3>Ex. 4<a class="headerlink" href="#Ex.-4" title="Permalink to this heading">
 </pre></div>
 </div>
 </div>
-<div class="nboutput nblast docutils container">
+<div class="nboutput docutils container">
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 exact solution:      m = minf+(m-minf)*exp(dt/mtau)
+</pre></div></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
 pade approx:         m = (-dt*m+2.0*dt*minf-2.0*m*mtau)/(dt-2.0*mtau)
 </pre></div></div>
 </div>
diff --git a/notebooks/nmodl-sympy-solver-cnexp.ipynb b/notebooks/nmodl-sympy-solver-cnexp.ipynb
index 1c054e4b27..df3efea1b2 100644
--- a/notebooks/nmodl-sympy-solver-cnexp.ipynb
+++ b/notebooks/nmodl-sympy-solver-cnexp.ipynb
@@ -62,10 +62,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:17.571748Z",
-     "iopub.status.busy": "2024-04-23T14:09:17.571039Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.005641Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.004760Z"
+     "iopub.execute_input": "2024-04-25T05:33:07.752134Z",
+     "iopub.status.busy": "2024-04-25T05:33:07.751939Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.039849Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.039025Z"
     }
    },
    "outputs": [],
@@ -79,10 +79,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.009723Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.009081Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.037825Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.037157Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.042897Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.042685Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.069785Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.069108Z"
     }
    },
    "outputs": [],
@@ -123,10 +123,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.041683Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.041100Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.502228Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.501499Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.072509Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.072111Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.478608Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.477884Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.505109Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.504639Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.646020Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.645300Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.481526Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.481108Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.607928Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.607361Z"
     }
    },
    "outputs": [
@@ -207,10 +207,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.648604Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.648348Z",
-     "iopub.status.idle": "2024-04-23T14:09:19.887866Z",
-     "shell.execute_reply": "2024-04-23T14:09:19.887110Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.610390Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.610015Z",
+     "iopub.status.idle": "2024-04-25T05:33:09.828814Z",
+     "shell.execute_reply": "2024-04-25T05:33:09.828301Z"
     }
    },
    "outputs": [
@@ -255,10 +255,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:19.890718Z",
-     "iopub.status.busy": "2024-04-23T14:09:19.890287Z",
-     "iopub.status.idle": "2024-04-23T14:09:20.092896Z",
-     "shell.execute_reply": "2024-04-23T14:09:20.092167Z"
+     "iopub.execute_input": "2024-04-25T05:33:09.831332Z",
+     "iopub.status.busy": "2024-04-25T05:33:09.830968Z",
+     "iopub.status.idle": "2024-04-25T05:33:10.013240Z",
+     "shell.execute_reply": "2024-04-25T05:33:10.012683Z"
     }
    },
    "outputs": [
@@ -266,7 +266,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n",
+      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "pade approx:\t     m = (-dt*m+2.0*dt*minf-2.0*m*mtau)/(dt-2.0*mtau)\n"
      ]
     }
@@ -297,10 +303,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:20.095819Z",
-     "iopub.status.busy": "2024-04-23T14:09:20.095413Z",
-     "iopub.status.idle": "2024-04-23T14:09:21.593432Z",
-     "shell.execute_reply": "2024-04-23T14:09:21.592812Z"
+     "iopub.execute_input": "2024-04-25T05:33:10.015666Z",
+     "iopub.status.busy": "2024-04-25T05:33:10.015296Z",
+     "iopub.status.idle": "2024-04-25T05:33:11.386808Z",
+     "shell.execute_reply": "2024-04-25T05:33:11.386192Z"
     }
    },
    "outputs": [
@@ -345,10 +351,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:21.596050Z",
-     "iopub.status.busy": "2024-04-23T14:09:21.595644Z",
-     "iopub.status.idle": "2024-04-23T14:09:23.507283Z",
-     "shell.execute_reply": "2024-04-23T14:09:23.506669Z"
+     "iopub.execute_input": "2024-04-25T05:33:11.389311Z",
+     "iopub.status.busy": "2024-04-25T05:33:11.389103Z",
+     "iopub.status.idle": "2024-04-25T05:33:13.120740Z",
+     "shell.execute_reply": "2024-04-25T05:33:13.120098Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-derivimplicit.ipynb b/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
index ff4a62b452..32d4c1c422 100644
--- a/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
+++ b/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:25.357257Z",
-     "iopub.status.busy": "2024-04-23T14:09:25.356650Z",
-     "iopub.status.idle": "2024-04-23T14:09:26.726911Z",
-     "shell.execute_reply": "2024-04-23T14:09:26.726185Z"
+     "iopub.execute_input": "2024-04-25T05:33:14.715430Z",
+     "iopub.status.busy": "2024-04-25T05:33:14.715051Z",
+     "iopub.status.idle": "2024-04-25T05:33:16.013824Z",
+     "shell.execute_reply": "2024-04-25T05:33:16.012973Z"
     }
    },
    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:26.730308Z",
-     "iopub.status.busy": "2024-04-23T14:09:26.729845Z",
-     "iopub.status.idle": "2024-04-23T14:09:26.757619Z",
-     "shell.execute_reply": "2024-04-23T14:09:26.756809Z"
+     "iopub.execute_input": "2024-04-25T05:33:16.016959Z",
+     "iopub.status.busy": "2024-04-25T05:33:16.016511Z",
+     "iopub.status.idle": "2024-04-25T05:33:16.042731Z",
+     "shell.execute_reply": "2024-04-25T05:33:16.042038Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:26.761670Z",
-     "iopub.status.busy": "2024-04-23T14:09:26.761323Z",
-     "iopub.status.idle": "2024-04-23T14:09:27.264120Z",
-     "shell.execute_reply": "2024-04-23T14:09:27.263345Z"
+     "iopub.execute_input": "2024-04-25T05:33:16.045544Z",
+     "iopub.status.busy": "2024-04-25T05:33:16.045240Z",
+     "iopub.status.idle": "2024-04-25T05:33:16.492840Z",
+     "shell.execute_reply": "2024-04-25T05:33:16.492124Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:27.266719Z",
-     "iopub.status.busy": "2024-04-23T14:09:27.266447Z",
-     "iopub.status.idle": "2024-04-23T14:09:27.489991Z",
-     "shell.execute_reply": "2024-04-23T14:09:27.489264Z"
+     "iopub.execute_input": "2024-04-25T05:33:16.495354Z",
+     "iopub.status.busy": "2024-04-25T05:33:16.495130Z",
+     "iopub.status.idle": "2024-04-25T05:33:16.703623Z",
+     "shell.execute_reply": "2024-04-25T05:33:16.703057Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-sparse.ipynb b/notebooks/nmodl-sympy-solver-sparse.ipynb
index 6ccaeb179a..1d3e827790 100644
--- a/notebooks/nmodl-sympy-solver-sparse.ipynb
+++ b/notebooks/nmodl-sympy-solver-sparse.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:28.951397Z",
-     "iopub.status.busy": "2024-04-23T14:09:28.951131Z",
-     "iopub.status.idle": "2024-04-23T14:09:30.407870Z",
-     "shell.execute_reply": "2024-04-23T14:09:30.407098Z"
+     "iopub.execute_input": "2024-04-25T05:33:17.969843Z",
+     "iopub.status.busy": "2024-04-25T05:33:17.969647Z",
+     "iopub.status.idle": "2024-04-25T05:33:19.270405Z",
+     "shell.execute_reply": "2024-04-25T05:33:19.269545Z"
     }
    },
    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:30.411150Z",
-     "iopub.status.busy": "2024-04-23T14:09:30.410882Z",
-     "iopub.status.idle": "2024-04-23T14:09:30.440308Z",
-     "shell.execute_reply": "2024-04-23T14:09:30.439627Z"
+     "iopub.execute_input": "2024-04-25T05:33:19.273787Z",
+     "iopub.status.busy": "2024-04-25T05:33:19.273288Z",
+     "iopub.status.idle": "2024-04-25T05:33:19.299638Z",
+     "shell.execute_reply": "2024-04-25T05:33:19.298923Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:30.443743Z",
-     "iopub.status.busy": "2024-04-23T14:09:30.443201Z",
-     "iopub.status.idle": "2024-04-23T14:09:30.928801Z",
-     "shell.execute_reply": "2024-04-23T14:09:30.928103Z"
+     "iopub.execute_input": "2024-04-25T05:33:19.302335Z",
+     "iopub.status.busy": "2024-04-25T05:33:19.301811Z",
+     "iopub.status.idle": "2024-04-25T05:33:19.746162Z",
+     "shell.execute_reply": "2024-04-25T05:33:19.745460Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-23T14:09:30.931676Z",
-     "iopub.status.busy": "2024-04-23T14:09:30.931149Z",
-     "iopub.status.idle": "2024-04-23T14:09:31.153573Z",
-     "shell.execute_reply": "2024-04-23T14:09:31.152884Z"
+     "iopub.execute_input": "2024-04-25T05:33:19.748644Z",
+     "iopub.status.busy": "2024-04-25T05:33:19.748413Z",
+     "iopub.status.idle": "2024-04-25T05:33:19.960050Z",
+     "shell.execute_reply": "2024-04-25T05:33:19.959406Z"
     }
    },
    "outputs": [