From 351ebd3dc88631461dc04dec59d4fb39e518095a Mon Sep 17 00:00:00 2001
From: Benjamin Lee <benjamindlee@me.com>
Date: Mon, 1 Feb 2021 23:48:52 +0000
Subject: [PATCH] Merge pull request #322 from betsig/master [ci skip]

This build is based on
https://github.com/Benjamin-Lee/deep-rules/commit/46bcdfbe4c3908b46f14d5112dafd6a25138a371.

This commit was created by the following CI build and job:
https://github.com/Benjamin-Lee/deep-rules/commit/46bcdfbe4c3908b46f14d5112dafd6a25138a371/checks
https://github.com/Benjamin-Lee/deep-rules/runs/529226465
---
 manuscript.html     |  22 ++++++++++++----------
 manuscript.md       |  22 ++++++++++++----------
 manuscript.pdf      | Bin 983884 -> 984108 bytes
 spelling-errors.txt |   4 ++--
 variables.json      |  20 ++++++++++----------
 5 files changed, 36 insertions(+), 32 deletions(-)

diff --git a/manuscript.html b/manuscript.html
index 9f27857f..f535ffdc 100644
--- a/manuscript.html
+++ b/manuscript.html
@@ -125,8 +125,8 @@
   <meta name="citation_author_institution" content="Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania" />
   <meta name="citation_author_orcid" content="0000-0002-0208-3730" />
   <meta name="citation_author" content="Beth Signal" />
-  <meta name="citation_author_institution" content="Climate Change Cluster, University of Technology Sydney" />
-  <meta name="citation_author_orcid" content="None" />
+  <meta name="citation_author_institution" content="School of Medicine, College of Health and Medicine, University of Tasmania" />
+  <meta name="citation_author_orcid" content="0000-0002-6839-2392" />
   <meta name="citation_author" content="Juan Jose Carmona" />
   <meta name="citation_author_institution" content="Philips Healthcare" />
   <meta name="citation_author_institution" content="Philips Research North America" />
@@ -138,13 +138,13 @@
   <meta name="citation_fulltext_html_url" content="https://Benjamin-Lee.github.io/deep-rules/" />
   <meta name="citation_pdf_url" content="https://Benjamin-Lee.github.io/deep-rules/manuscript.pdf" />
   <link rel="alternate" type="application/pdf" href="https://Benjamin-Lee.github.io/deep-rules/manuscript.pdf" />
-  <link rel="alternate" type="text/html" href="https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/" />
-  <meta name="manubot_html_url_versioned" content="https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/" />
-  <meta name="manubot_pdf_url_versioned" content="https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/manuscript.pdf" />
+  <link rel="alternate" type="text/html" href="https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/" />
+  <meta name="manubot_html_url_versioned" content="https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/" />
+  <meta name="manubot_pdf_url_versioned" content="https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/manuscript.pdf" />
   <meta property="og:type" content="article" />
   <meta property="twitter:card" content="summary_large_image" />
-  <meta property="og:image" content="https://github.com/Benjamin-Lee/deep-rules/raw/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/content/images/thumbnail_tips_overview.png" />
-  <meta property="twitter:image" content="https://github.com/Benjamin-Lee/deep-rules/raw/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/content/images/thumbnail_tips_overview.png" />
+  <meta property="og:image" content="https://github.com/Benjamin-Lee/deep-rules/raw/46bcdfbe4c3908b46f14d5112dafd6a25138a371/content/images/thumbnail_tips_overview.png" />
+  <meta property="twitter:image" content="https://github.com/Benjamin-Lee/deep-rules/raw/46bcdfbe4c3908b46f14d5112dafd6a25138a371/content/images/thumbnail_tips_overview.png" />
   <link rel="icon" type="image/png" sizes="192x192" href="https://manubot.org/favicon-192x192.png" />
   <link rel="mask-icon" href="https://manubot.org/safari-pinned-tab.svg" color="#ad1457" />
   <meta name="theme-color" content="#ad1457" />
@@ -156,9 +156,9 @@ <h1 class="title">Ten Quick Tips for Deep Learning in Biology</h1>
 </header>
 <p><small><em>
 This manuscript
-(<a href="https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/">permalink</a>)
+(<a href="https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/">permalink</a>)
 was automatically generated
-from <a href="https://github.com/Benjamin-Lee/deep-rules/tree/3dc13acbcf1582fd80c755076ce307c0a9e1db4a">Benjamin-Lee/deep-rules@3dc13ac</a>
+from <a href="https://github.com/Benjamin-Lee/deep-rules/tree/46bcdfbe4c3908b46f14d5112dafd6a25138a371">Benjamin-Lee/deep-rules@46bcdfb</a>
 on February 1, 2021.
 </em></small></p>
 <h2 id="authors">Authors</h2>
@@ -318,10 +318,12 @@ <h2 id="authors">Authors</h2>
 Genomics and Computational Biology Graduate Program, University of Pennsylvania; Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania
 </small></p></li>
 <li><p><strong>Beth Signal</strong><br>
+<img src="images/orcid.svg" class="inline_icon" alt="ORCID icon" />
+<a href="https://orcid.org/0000-0002-6839-2392">0000-0002-6839-2392</a>
 · <img src="images/github.svg" class="inline_icon" alt="GitHub icon" />
 <a href="https://github.com/betsig">betsig</a><br>
 <small>
-Climate Change Cluster, University of Technology Sydney
+School of Medicine, College of Health and Medicine, University of Tasmania
 </small></p></li>
 <li><p><strong>Juan Jose Carmona</strong><br>
 <img src="images/orcid.svg" class="inline_icon" alt="ORCID icon" />
diff --git a/manuscript.md b/manuscript.md
index c563fa36..ff886f1d 100644
--- a/manuscript.md
+++ b/manuscript.md
@@ -197,9 +197,9 @@ header-includes: '<!--
 
   <meta name="citation_author" content="Beth Signal" />
 
-  <meta name="citation_author_institution" content="Climate Change Cluster, University of Technology Sydney" />
+  <meta name="citation_author_institution" content="School of Medicine, College of Health and Medicine, University of Tasmania" />
 
-  <meta name="citation_author_orcid" content="None" />
+  <meta name="citation_author_orcid" content="0000-0002-6839-2392" />
 
   <meta name="citation_author" content="Juan Jose Carmona" />
 
@@ -223,19 +223,19 @@ header-includes: '<!--
 
   <link rel="alternate" type="application/pdf" href="https://Benjamin-Lee.github.io/deep-rules/manuscript.pdf" />
 
-  <link rel="alternate" type="text/html" href="https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/" />
+  <link rel="alternate" type="text/html" href="https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/" />
 
-  <meta name="manubot_html_url_versioned" content="https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/" />
+  <meta name="manubot_html_url_versioned" content="https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/" />
 
-  <meta name="manubot_pdf_url_versioned" content="https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/manuscript.pdf" />
+  <meta name="manubot_pdf_url_versioned" content="https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/manuscript.pdf" />
 
   <meta property="og:type" content="article" />
 
   <meta property="twitter:card" content="summary_large_image" />
 
-  <meta property="og:image" content="https://github.com/Benjamin-Lee/deep-rules/raw/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/content/images/thumbnail_tips_overview.png" />
+  <meta property="og:image" content="https://github.com/Benjamin-Lee/deep-rules/raw/46bcdfbe4c3908b46f14d5112dafd6a25138a371/content/images/thumbnail_tips_overview.png" />
 
-  <meta property="twitter:image" content="https://github.com/Benjamin-Lee/deep-rules/raw/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/content/images/thumbnail_tips_overview.png" />
+  <meta property="twitter:image" content="https://github.com/Benjamin-Lee/deep-rules/raw/46bcdfbe4c3908b46f14d5112dafd6a25138a371/content/images/thumbnail_tips_overview.png" />
 
   <link rel="icon" type="image/png" sizes="192x192" href="https://manubot.org/favicon-192x192.png" />
 
@@ -264,9 +264,9 @@ title: Ten Quick Tips for Deep Learning in Biology
 
 <small><em>
 This manuscript
-([permalink](https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/))
+([permalink](https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/))
 was automatically generated
-from [Benjamin-Lee/deep-rules@3dc13ac](https://github.com/Benjamin-Lee/deep-rules/tree/3dc13acbcf1582fd80c755076ce307c0a9e1db4a)
+from [Benjamin-Lee/deep-rules@46bcdfb](https://github.com/Benjamin-Lee/deep-rules/tree/46bcdfbe4c3908b46f14d5112dafd6a25138a371)
 on February 1, 2021.
 </em></small>
 
@@ -447,10 +447,12 @@ Please note the current author order is chronological and does not reflect the f
   </small>
 
 + **Beth Signal**<br>
+    ![ORCID icon](images/orcid.svg){.inline_icon}
+    [0000-0002-6839-2392](https://orcid.org/0000-0002-6839-2392)
     · ![GitHub icon](images/github.svg){.inline_icon}
     [betsig](https://github.com/betsig)<br>
   <small>
-     Climate Change Cluster, University of Technology Sydney
+     School of Medicine, College of Health and Medicine, University of Tasmania
   </small>
 
 + **Juan Jose Carmona**<br>
diff --git a/manuscript.pdf b/manuscript.pdf
index a439f303f37362d196146ff474d1819c1b660754..5728d60e16e6d757f5a87a70cb1d27b25b3e6839 100644
GIT binary patch
delta 21713
zcmY&<V{~P~5^j8A+nCtq#K~l0+qSI}b7D?x+qP|;I1^87zq$9__v5X#*V<LxRe!qs
zEA;;MRG2_jgh0FjEgL%rH#-|W3k&tXhZde$&cRgN$kmLLMx2k0g^iVkjfM69nj}Q<
z19{m51xa08oz0Bw;61Z0^mJ+odF}m$dJA%Kq^d7*NMTuWes3K^LH+^o{3e1L1#j@0
z=tU`C2vwu(kXiP#z2d$7yP;RL5K};Ni$OV_8SwS_bHJd#40O!Q{B>8bh4g8W(&L4b
zwj0FK+WU1p+52_+xO44(qi#vyE3HYg0_2GIy^-ABF!*|01;ySz^>)9%)b2mFe)*ws
zmoH6A0F%<cu9(RW;eM`=TpyP1=zqTBIH@?zzdnMlm>X0zDkY@Ole?{)-YzC5g%I+$
zdN=*wYH?0eaa~>U1>Y}(?5_u&A3_b9Zf7c92cjM%bdy`9n=wU8ar~XwaI-f$fIV~P
z2*o&d$>{ZFhrg?)O7F=T=HbnXY?=RN3@{D+xEPBzSivz$=<{)qUy8Eh)o4>IMzkqJ
zuSU$YF~dF&=Gcc)kkw2YlhC2gLS|&w(lHKRD8g*)0ppS;$##B{QKAn{(d~+0;wkZH
z?)?g~6EJwL4eiH{idD~{(M!Y82jXM3x7bkPIbr7S#H8Lc=aMhL^ScD~XNo2xJt3@{
z9vTy9Or&BG7X{z*@5ILx@g(lA?qS+4UTDA8_EuX<1ifk*qMC?B*=q^s2e>=UabF`i
zZ<S#K&X7%+6Tu%<%mX9m#Vwu~m!l*4AhaV>xZUCC#4VO`GQAVFVQE1Kz`HcQo~-8n
zv+iFa%>|r+$vK^WHLI&i_?X+Qf4_=)=bLR#)`MpseD~|;)=L=(Zk<8x_u!>xY;LC8
zK8`HYd#SxP$Y=<v^Qw7Gw5VIf!QHv|@wV&s_HjN*(x*qG2Z>{ZuPgjn_z)i#vPU1Y
z6qsnhZQ6=UA*@E_JYA?j3DkOba_39wiyapI$pYb;A>W$Jl`U<ln5ga3C|K^`ImT{t
zxB!Xq_L8wlpx<0#=3Aebuw1DV)Qqk=4tGjG!l*S$2%VZ{YVUj4PVgtO-mGT?s}zUO
zIGJ_-SQnDI8jBhxOt0BMw+alr7z3-4egq3W6RT3M4LqlrXDUZT3RwG2u{DN0;7(Bq
zVv2x&B3Ix;E}>=4AHw(>!y6hc$>UXL!XF%nHF~qhKBHHIc#tkK-74^ht?#<&)smUG
z(nrMK`E)juukTvN*KxzX1iAVU-M6nca)VlxO(LG~b!mDipF#@n-K^zMqMl~=_jc-P
z8OL#|SZ)XHY~J)m7H}KW0&_zOyh`JhH9zr}4vgMDXeJ8ZyrW9>0_mQqf)`gs=uel_
znKo5`t@InEG|GAo-bNMM^Y2Bys+NP4>+2~R33;^si-a1ay}vrV_hq5qJ1&TZ2fE|w
zD&cHHHK<kRJ@Kl_2e{%j^fz6{XW4A4+kWbrajTMY>>}NWnE}V?VJt$(n91)3aATwY
z3QXK)FW$HRl7UHnVCk@13S3jD${vy<tO9G)Dj#5G%xV}yItq<8`2($FbZo;_X%sAu
zFG)I7L9&FdarG{)o{GUY-EFAi*qrEma1@=XOmL#OS(Gf%jsJ&HoBL$4P?Pld%#&O(
zP%A6un)>fuLq0G7icSnmBv6qTVkCL*FEl14GOQYym-@`4SS@)A8KrFcn-g+O*h?R1
z(A9CO!d(JYKMeONh`8>qZ-k6OIMrR#jAOoF9jd8Z<08`h+RTObV`#~$3s!~qu-hrB
zZqDU`t6iCuW)3!7$;-EYCF+=Q(Xj`w>Ra73?jhsOjxMnC#h++~ZWdLsk~GB$&{{AE
z+S67u8AiYf{@&JeZt47^>Md3^VS9~bH9h!v0gY~g&MO_r$IA+*dC~CGP+%U5wKt%A
zGJOr45hW_hhATzh+QG?<kMfwD&YVWc-}c*RIkLSIO|VRVL+ZpXj4v^E)}H+qq6ttp
z^9<8TS`IjG{;rI>-_>$<vPh!h8047Wq6_a%Q=eiy`8>>aaS(deBiwm13}<BW_K-|f
zv@kA1mZsJiFd!${tm(McA1n)GQ0!xhhWKTVvdw^7#r7=&fWZcVv{dauEJgLv)H-Xa
z|9Vp78VMgM+SQ&6_b%JC%+Y{g9!HDF0!4^+F%HxTcJD+MOw`TOtWH)pQpwTBgn-_T
zk1F2`5XR4QxfAT2Yh_ERcHqGIJ@J@%EB;!oY^O6VE*;uz$B5c)Mt)P!tg}gDAuT;H
zpbmBDR*ra)q<pHFc|SUNH5_DCr2y?<NWMb~?F0w2IqQf?5<VO~c;=y-r9QHVDP*zQ
z9{^OfT4t4bTJ!;jpDHNi$UH1mkkz+6{Tnes-?uvfgAs}W@B%onF_z`bAyzQZ(~%S^
z6Y+b`R=@Ap{2=A50r|*ymypF8C{!f;B13{7vdX<joGLmnwjGGWv?O%o#c5VIgYLXc
zmPb$9H#>E_Po$hTp7kYjJ`P+8vMSgvLIm>bJ}c<L4|Y2aGOrB?Az3`IKkb*23k&27
zz&iJNVSEZk9XJWR#2bj?>PQnw-s!Dt2pc4<=UfZHm20pumE|~!f}P`-hk?EHxz>3)
zt}*8Kpwk77%mCub+$QrCig~-h(_^691-gvThc0h+ykgSMXOxv%b8}F8_(F;6<bkfx
z4Jh{T#|&vNKM!m%c4z(4!WpxPn!V(2q9J|MPchbHGgTx3r7#^)HQYSC*xSlgFjZR_
zCmO#&4k0c?y*6NDv-M6+^?kU<vqgr3)|!8k#YVhbQ}y%>HNI=Qrb4cpm8UeoR=96&
z`Bl5t`(x6adzxGMc{=$J?hzY290A+)1Axpy{+4h)zFWT~dYG&D8wCiNf(^z9uKI3@
zJ>3Jtq74q-g7us%C`c{geTMR51CbA8FjZq-kYuGdjLMB%Yi6z7W<v>i$<kBQ6w-1n
zajbz<e<G@}R|jsEf3s_kM^Q*UluR3XJ@4w){f=0NCF8?+_7okz*8A*&ZU-V^l(P<w
zbIc~tb>w0HTAWh8JA&3*<ovF3R%xUjCaPar02^eQs%lluHGnLCpH#BD$BF>c2Yw)Q
zzZl$LKRcvshsb}0Qa4+F9piOC!492k!;=<NW8#2dF}drVReiZ^<TByd!pU;1f=xmu
zxA~0!_nUyN{td==Zabk_bTc3Yvj0o-j5`@VJ@Ppsr23m@L|(;Y&Ooq0R%E!bN%W`~
z_1fnyWO0tgb?j(^03XTowN(0XXdURr)22op=T|Pd7Wl6$;Vr=y$Ci%#sS|1IJro&D
z8@FabjORfs-X2FfA*Oh?p2F;WvlX@oBq;ot8<iSN-z)AwLxrYUy?Nl(UWw=$V>q}0
z%A}Fhpj&oJa-pLe!2fL88dv$L^50OFpEkR)lD+!i2B_s|$=Rw>rKzhWR_%N_wNv}S
z&7M#XQKg>*doaGm;Ga;u<J^cFw)A0)JGT<n-|NbXm<wlOJuxDp40YHf#1Pgj9llYd
z5^V&Jc#po?e8yT2l%g$M25>hwwhh-Lr4)lfDw|D#GoOlg*3sM4$hK_r5b)V_g%8Li
z6HL(`wJ9_-HmG4=<td9M%!S-Yu<5B22saX(qs;eaOLRk=Se5oM@rlzD@j7$OAyXAX
zc(m#h>uWCNB@*jsim{yE4rtSVLNZs?Yt<vz<oKY4Ay}jV$JeU%S8X2V1~x<pcU+Aw
zDz4L-v%bBGG9FX*7OU!XZz=^0vNp6l3%9}Jy!QuQg~&D_NY5gOR`IDsk?Q?@o(K=6
zqS8-7xo*;+L^0o?l#)c*e(;;upH7(B*-#aPzPi&%SNJ`VX%`vydm`?|kbz~`IRtb!
z-s#2Q$=ZVjjM!P8ejI%+@mguJXoWz6Bva7M!!roSGpOpUyGuy1ro}TqT~L{u48r&B
zFvaS-PDx$+CB$ujFtPKZz0n?A8`@M|Tdeole$yPEv4CnI)5&>+`c<rtEy&GXQf!Ni
z!dTcY*~~N@Y^}D^F0$0SFhlrGUv%+7f8jdXD|)sK?1j*_Puzaic$WR0|MZE)805T4
z_+F|0FNV5K^e*Tpd%dSs3FnC)BR|`Z&K&EK3uf)BB$$LA&k+_p=I{0I!|_sYqOXw9
zuWSh-#y>?y9VNq<3u;$3-UNEO51oy1xX1FdkqMrSiQfcJs6+#~V-e5&e!ZdF-V<jU
zZ$=vfCk-2o2{hxBz4{W?qYprQY(#rN?T|cej&y>&;S>YWKBGJ6GM29lVawW>lHrC8
z#aa%xT<L{gBUe&nJEWtix9#KJ%^P?d?jseIzLaPvjAQO9zlstC2dA5$Z}gQoX{ydY
znlAYyd615+oNDB|PtTSx<nEnv1YGjZy%OAk2jE!>zuez?O7E|!agdllWB7;OSxnJl
z_Nuthe-y^a*X&4M7Dcy49ee4Qr7{s9b%XiItvaj?z*W>CG42&Owk=N^WFpv1`9Ec`
zj&8X~4a!;fc$ti(&v=t5I~C8OkziZdb)&APl~IGXxmxQF7YJpw^<5-%hBGEN{v|lz
zU7488R0rCHB)isA<!?DBD~n7-0w8vI`oy*+q`3W>`yHX6%1Cl@NN_dm#F;YQ24(w9
zKG#Vyzm4n`zs3^)ibeaPoKw);XeOC=!W!W)XMME=z6LWoDQ`?F5#eoP0-_LxVh(LO
z?Z=N%XmbtX^Tde9h4bJJzLu=%NIfjzAN{OtTZ=<<4U`tQqdIoG%|g({FCW8BJ^Ifr
zo<)UC`%&{@>>2O%14fb^sOOLicYu?xip6WiH4Zbf1c@ZsTH?@_z%f`$!TO-~2ujGf
z^`yx!?kOP)uI;bG2GGe3BLAl9z1%CqYtdgmbWw2B=bg0gb@ij)=}47P6NU7FszVsd
zO3^_Y-8{Rr<TSWV7y|aE4oj;@Sl)f1;@|LGBN@M^!aRnqirULWGuh=kf)-#?OgGt1
z(5<Xyg;W*G%!VD6-h;<VA3p*N5vr}wGP?9(<%2}3rEoy&kcMlAUiPP1dMihL1jD97
zvG?Xpv>dU>nX@$v@c>Js9nv;n97JeCsj|kWHQZn`4wU1o>a|4;ZftEFN^U53tYlqt
zN8Le!-VBLgT6!G)XN?c6mgkMm*fItM=g6$Mc|8X9p?8`Nf<Wt*aU*-!*5069!wWXr
zZm7mCcCebG@eWPz`L)+YVKc<lXTF|c;qxN*I?LM{7p#Z%;)Y4R9>F-!?+Qdp+=R%*
zSc<R9C+R!mx=VXx|McXfWf$w6XYxqj$AN&K3sJ&|<J7X=|Lm6ft!y<&qa)P28Xd0Y
z9_mbDgG+myZaq?6^o;ma0{_Ssoz(hn+yt7&&Ve9r!`W(%p0PHtsaYRs!ftuB-3jxg
znT?P<ExzT4H{-S;RPQtp=2YTL&>7CsW^mUa>VBWyNLFs0M=FXmt0sl)yD~kIb&|YD
zxB7CWuX+p#&Y1R)iWD=>;*dS%-rhO_NO|O`5;3=`1Ys-;zzPFQSJVn<QSn@Hw5}hK
zrbK2x^ZK@>&V5M?Ym1(>^y-NV-g4AdY>Egzavd82_QL}l!u}B0O91QnKF7{Q&$VJD
z02{^lFJ(Gb-;1HvUBMm@?DZ-+7JOA1(t*1q_J#85x^TcGqXqdwP^Fb+ll?m+%Zw~f
z!AG83f96VC2)AkS;JZz-!?<gH)ST@DhF&byWWpQb@qMD+ui>t=wha1bvUOz_Qoh4=
zMYrsskv!Q;;RyjXtq7yN_0uOY0_zaa*mtlzy^J+ipWz^`gz&8eM#8r8*og=3yFmS}
zywT%9^O#tWA=w>R;a57?wB`h3BNW+u6(_o`_&(AY$7}W|R!*)Ms6HICES@98x1+`u
z3?V~Ccn4DRCO^;xVG6e^FQVARTSxH<6lNNVcp&FkoF{>(+`M7;F462mjzf6Hc|4G7
zF$7upJ(QQe)1f?{)jUC{OV()L^3@HFN9-KKEaU!pA@e{I!vP~`#LmDi%8=M~vcPj_
zO{TytNF@~IK@>BJ|J}1aL{B;|E*a_PWC*85Oqc!rijlaaT_+f>oQp^@vzDw=@-8Jo
zVn-!lCr_P6s9>4+V{-IcO%I*SMa=x*Oi!@C_td(Fv_8s{^)S%TAXl!x<KC7A`^~uP
z@UIAlN31)LX7ijh)&c+0P3>7`3Oh>BzH|$!D+}StS|SeMpvSWq*!>mVSy<r>G0$7s
zhM>t;Dy)0spZ~@QBJ=1rD4pagz5%hn5EKBzzpH#2I;=DrZs9*J9NcuWgv$-$HQ%Nx
z(c`r7`}c8nvV9Ik*W`MH!Ce(4uiF9}CPK5laawx5!|>T68xf%h>_Uh?GZ6|2dT!2|
zZXM36J>oez33!AMFQ9MYQGZg$Y78DbHSR(G#T&*k4$?%l<ROi`qG94YBui<7Yug8+
zv>j8Y?$wVsisJ-BBYMfy+7VurIZ0VON1R*akjRHOK28aEO4l$MI)@*6Y!g;{kh+k9
zQWm4uT#8373aDoub{^DIsF{+p-~~5}p0WGGRo^1nH~f6N!?%)VwKb~(KfCz<2u(zK
z!-0E*)Bn`#nNK3$W!icFiRzeE3%dm*-DM(vQtk9TK7q&V+=?l>u!GFdVM0oz8s_}l
zp;l?MS^dh#9ZSAj<3d&*J^Fo_>G4sub0)Ni$w2DN9VfA4I<)B0lZ^IX-hOQ>-AF+A
zxiuDARHN@RE}3%UVcSp|+%U)EfsISjK0<{4DE_RM=FU^caQK^ijbgfO>(4vT|I(Q)
z6SjZE<V`+gvHc-J!{Y-&<?9-{<TC+5_T#Oy&-LAt?QwUXI!9*&dxre<FG9;NYT>{C
z$pR4{|FS?9p@acQ!p?YlM&xg`rGG1XbdigQQOOu_<M7>rmyV%|_#WSscXSOLya~W3
z$g#ynl<#!O;G8h=nWWIi&>E;+6wxtT*Lj&&+Zz2zVO#zN5JZX5Gxz$si4yvJ5F|OD
zx+O86e0!d0ak>7}y0bpQHn|A^j%tvdG58QiGY7<DBNK8pxR2@IdH`(xvY0+E@ezY_
z%0}G;-jy{aA-|7w@{ok=tL>2m!EWaUVtiMD=`CUD`RgVx9wW$Vp97@nP|yW<ZqVQq
z!&2uf_itZmeL^>1+}|(})u{$A?s*!!ABXPgYaWG?t|IQXWHM%*d^jC2Ewm7LbYIzR
zN}PRWfOiRE-Eh69K}0@p#&@JP7<o7S3j18{;E1nN(>jJxf}QVdx?1*zAR|YL8kvOF
zcCx>qZVp6Eh$_bnL<On{FmR3Aai3Eq*Rd9s*y>V9pkA&_#Os%(AUFRkB^9^TdnAF6
z052TpcVmf@jD59uns3O{9TsyB?7$hYUl&~?fPK~*wO#D>XF7=7)jsL`TlPAsW94`3
z-Xe0soB_z|eZF*Gh;=YG>mRro#2gj#8Lidqbh!bU%<bqC?f|i0&tbn7?WrPU?hV(s
zvLrPI14i!;CHm9d3~TsB{k9a1Dn>1{Tv0^+b(40yU3(W$JYCtkCtNQib`%%taW_u=
zYFojv$a|J=L`q#1mqym?RK!bu)Um(2xno07YYl=?ml_reAnOb)Ti=x$K@0R#Ynret
z$Hzh6N0{ZlYJgzlDEPQ{UASj1fR@~-E!-bQqrrSkwgaa1fA_#h+<_ONe&vH;`<{xo
z+~M-Tbg<>f)bHSoCV@dlnkMi5kqF$D@tMM+s?>Skd#-Q5gph0Zb!G-E4<5SbnzIz|
z5_zT=)TK`Zsh+>!hWoPT#z<&NqaHBq6-$YxFsGb$xPS}pN;dtjk9HJJB+X$>*v;5e
z?mO;2p!n=mnZW=lCnN^zW$QfU%AT2+!gv*yQ9qCr=tnj5BB(WH$!`gN&Uvuqt>xx7
z+fkiECbkH#-)8F;-G6hYeE-CS6WeY;9}mBq0!%c|M^<U(VuT9b6pNUI6<^~E*!FO+
zYOyv@u><UL83(5&>??zy0Z_}t5<S>|d4VT1pl2JfldakD2KF0e(tBD2BhAQ{!IkNQ
zaBwsTX!zvyuRPl|Immai%>#K(ZF)|Q-mpFnV_eq<^YqXPu3&sx?3qY2ZUlJvxy-eZ
zrd&tFS=9$zUC=(HC>QGfTH@O}S$95B`H2j4h=|*}engjf&A+K%NwEdP2U<aO=I3lp
z&+eH&Jsx@NvOdN}^QX<}f-e<lF9b;|Twg(2Kd>!C5`P$;%=1Xye?k(EqBXN0hiBXH
zf|>^bFal`YAjz;7$0Nev<MvS(5<bW~N(Vu@?z^KxHh=@M75_iQ=l&?6?dd3C1=!^!
zo><1cv&~i7ez>q{qpW*3sMDO$yIoQ1a!|&N!nE9<`D0@{GtP7O{hxHUojD4LyBang
z!yPx9%<6nKy+}?|`p?GUzi{b#DLeE3g8-;$M7H4d=?e(RP@x`e+_vXcvFn|Waj|C3
zq5<}2GwX~7ki-(l_U~gc08vH<T`r4w>g^a)2Um5TP<)Q-U7}CYJ&5JnF0)(rcVavQ
ziG>I3(M&!JSL}fM{jRnrh;RG1^J~-mLJ<d<-p3lDy=@^huZj<Ut`Y5YY@qJ~F|wGg
z5Xw+41>QXZ@cDbb`IwQNvwbR0M7$d2p)94u9U7i{QxB(1>ya}B0T<mo{1!B8CEv$t
zW=4^4y_l)XbseYMASXv#oAr2_P2Ww0T1x%XgWtF{Kry+8?q?^W+9U13Z>`ZMD0ch1
z#eu|_UsLS&We9OIhx~4Py_1K2@3ij+e*R3Ddz;|pRT1{zOS=cB@WR}Fj);o&uR$eA
zmn>TMOLmDIq(FP20DImM?Hl32m%%Ya&X>(e<GME;^&q~zt$d2UIm?hCd}D$5hTCSa
zV&G}&_u1Li4;1RvM2RK+Y_B#k|Bx(V77T7*+HN&C*Ab8_^^LJ=<*h#b@`S^^Othtd
z6Jmu2AvE=fh_W4~C<<um&^s9XoDjtFFkEA#JbnUrKJTR;0@HA;pfC5y*2ihE;dXwC
zszI>BP`J(0pCrR+2lDijgru>J?+F%(2Q{qTVgTw$H4IGmk5#Mdj@HL&le@}wYSGHw
zCYGptnpe<uEF2N$V-eSPIk(CqW9SMQI1nMm)vU!gR7GKEnWi6%v?{UPZg+1)w0&Q7
z&%>p#YTy%(fpWv%(|wQmKU%R(obry2I4e{n7J_K8oNI3B7`%MBHjZ&>#|sfWiIeGy
zOMlSNv0vRyN(YcdL!sjOu`}I(kyt;*JiZjG6)7IZaEPtIdt{_Kb_kh$4{{Eq*hx(I
z3RO1ItwNz2XOb!trCcGiPW)`nq}NNs+SLu(%lb>83KV}}jV!;p>>v-)jS4tD$*fa$
zW-vazpV0MUr*Wu>CHIBuZ*Y@^$dBdhL`MGYJW(JWS*$u05N}7@d{}YQ)u4-&a2x)!
z4vh@5jEt-hp7cVK9i`Pivp%z!i?%XZw|a+^JwUh8j7`h>M<(fNmRr$~HX{W>DM!U0
zPDm5{d7wst9a7!5;N}rQWn$dy-9y7bn)-T4jvy($P;LFQ_>G82G1->@wk7Q2^IJPI
z;*Be17^0SMa>uJIJ@IsP4Pa}B>=x*pE|Zzkl@Cu;%Lpo+o1BX22J7hPmCoTWZnw8;
zxJsGP(g?i6$3=2xho=*Ic(%nU&Ze4gtVP7tW<bbg^9njWeAADH+ww*GWD;mSeEUei
zKng8*sWGkFyg3g+C5MNNhG!%h>bZ_d<+mce5~><&CM4#~d5Gk1tDeZS)54RRe0eJt
z=@F(M-o?pm*Lb&(TGyP=0tar*-=K@7+DjA<wZ@d?h<ue-=%zD>*y<*#CUik=8<5i|
zgFqzJY9_i|!2*dC-U^w_F2)K%tKv3dtPMoY<&I<~v*o9a@s&O<(|qT4(=3pB?7^<$
zZ*IXmCCFL5Lj~Cw2)Ze?-&ao6kaG+*q<hP8yv5_{V)#A&(|Bt}s@UquB~x4>e^m-3
zRlMemokdf~E%3#RSmbHX=LXDi3JjiT3W0KpG04xoWzMkbz-H`gU%qFSJ1o4z%4IU!
z)8D3IBF%LbyXv1Lnp#o;+U3h&I(D3-bhiAI0TM^ils|eQPiK5XY@2Kqnv-Xl^%`2-
z==$OJNl;-G;c7BO8G|jQ4Kl5Nof$T2k{fW8#cV$Ob}F-EgMO|QHtcgub^b`ZM*<3(
zd{uWBRF`elHqa?~-X4j3Ynm&sbqr`D4`@Jij{#jhHCa{`Z<I;yag!tT+!W9#h*A`D
zS<~EArjoW*-bV7J<*CuU{J`{E%&81wn@7V6Q>Zi^G!Wk*vtgv^FCb7-IC?=3FST2=
zwQX!zmYC9eTQHL&@OxuY^#go_-U0D)G=)tm8qty=aS_*ZP&;PkQ%_`!Dt;?9N*I5%
z!2eRbklBLa-Tsq-(6|mIKiITX5#dz(FpM*~j-T`!(Y?7^J&3kZ!!hQ_C7gQ^Yq)AE
z+$sB8y*w56a3PJI89Wa}`f>*Nx5cKpjH-nwN-T-OW~*d%iPFb6ooluJOk*I}J$}{{
z3mzSHuq9Wy?JoqjRrtsUkTGvjWwWzYKPPmJYIce!9;Wj8L@XCLjfMqYnb%|=4vB<C
zuR7(AR`Wdigg<ndft9Y+n%R|Bc7DysJ_1rxR<X72T->-w$RP1<*Yz;mXc2j~>jtez
z<7O*G)o!M+Slh5l?v%1vgMB?!lPHfoKPCTUSWeBx0=zag|4Ci7-sa&cie={#bQA$8
zynD^Ni~)v6ns`w+!)`Vr%rP0>2#DrQDtHd1yhsQ?Ld>!l-zW&$xk}_C)b_wYZ&f*G
z&x<4e2uMA(BydV{pcJG}e^n^n1wt_$A&Tgpx!t`<c0&vLLzw1bue-~Zr^8cVQK}=v
zPYkIH;e}D~#4>Vn)q)88_@%<Ln1$0re%Nn%Y7+mQgi5qNgZm~&YV|*3s6?uGj=&<g
zZ`~@Sa8nVm*-IdGE@H(c=S-ftp+G9+`#{G$KEzvY9@JNqnee*dK)$5MZ}dQFLfB(U
z+;DZfcWzP2oD7Jq-H<^9q}Zi4rzP+89OoTxxY12+$cOnpB}FFB8k!RjbL3HhoIQ41
z_{{F6R74&er0l?eZA70V_08n$H^`V*<_M0)z@N~M(cmcb6X}TorwG~joMbgec?jkY
z{Rnu;5%uS#>(D<`rvm~bIs1WHkoQGeZ>)HE{RgB$A}6958%SZiQeAwoFsWRB@Q{9<
zxMgmrlq(N#*sD27RI^^=Z^;0dwDB!jmP4@=;~`37Nf&8E%EU;cjmVMUo8>abB~;^y
zO9Tz23-bHne*N@>k|Mw~f=ERem%aZf(#Js7JWw@vNIjdYwCKY^=%@-*qnmM+ucghm
z&DIA08>d~XE*=0goJ=^6YMa?x?kfbFlLSXW^x02P<|{5(4aK2Y%}uLE87Q(}pHRzu
zvff@)pNAZMO$XZV3r;TADX6EX30|F}GG(l353D4xlcL`6j1E_)Hw;Sn`6hy77omfn
zjBJN~s^}~_qNO70%u)#ywhOF*B*)$A?<?g=V$v_|D6-j8(IvS?iBs1}!NW~b!kfa9
z&^-ADuw2v$B!{B<Io~jcG|;hR20z6Cd67Ck8N?d%&gNO2SrtTdt?MEh@>{=ePAM`W
z1#uG^CO}ab(65QW_gkICJRpGz3BQmr9}MJ}$_5UQD8`@jRq_GaQaVCjjRom)EQ#V~
zt@p14D;3$|XXJ%a!b9<_&p__XjRwm*K{&OT;_aouph1J@+#pS38z>J#;XrSTh0d_M
zR|PNOJ7g*}Lc2p_#;Ozl!ed?(2mveBIgi~gLSU6ckUUqFW5LSnY$US}?k8?o%Q=~^
zxkj)APq;p6mgfR0*iU3M-|oHzVZ*^G-mH-WK~|i04aytV9fAW6*9E5$H7o3>pQ#}6
zXX*hVw9mNU>(&GXG=Iog_^AkY$ZL;?j3VI05nsfWftonRPVV#P(38zs<duRiaR2Rp
zI(3iG%}3-_FST#(E|+I^!yr8%Hwa?+zn~@k4{Av<%VPhbwx7nJ3xdK967r!e<InZR
zv<D`jqbx~@k`$QB6EC3w^G?&q%QGWN&>i}9g69-U!#$MouYfq;?RR3_`ycw^AipU|
zh?j|@p^=u0EfW+kPI{n9byP(C51PwM|AX%T^#7sPTR}Jx0un4_H9Y1^vTR62g{L7T
zxkcuIK%qMAs-0*Mm>uFWdcDai;DI<xH26<!CK^OGmGKhi&q1T#aLz>i3VEg;`f?)u
z<hrFDy2`U*cy<PL8vVcE1AAleFJ|oL{>RMb4DLoD0x0_aKb?9=i0l*Yrk6S*mz4XY
zNyp*d#W61f^q+vi;gp9G0=b;f+wTx4Y{-dNbCI)0td>Nm-}w@|FN~u$|39M)?|oqm
zK*s-#GXI<+A>{}y_l2)80JnzlP<F#E_NbQa{~f{ryz=lU61-pnZpY4PTsL=xzgJN4
zcDdgX4F%Rz6#UPT^C2mp6a!%>a2o~r{_BH;e=y0Lk{`&%!twu;lh$KxJMH|gYRitn
zm~4mxNc-9!n{zRANlE4+?V$W1hP)<r!k46$w_WYj)Mh6PbNB7#lEo9EF)0-wKA$|$
zKPhnCygy&=g%mcjcfYC@sIT^U+eoKQufAUHufAMg9iF`(|3gfoTk{tV-0=cdPa24E
zS~&bE{~GQ6cySeZc{9lM|FUp;J^vDnOhT8=(!HmSMEW@VSu~L^`w4ir;`y1swVvZI
z_~Ih_Ws>k`mJOa!f!N!)Fp&(SJ8lI`iT5h|hqlz0;CCV3_kUmIf5Q(4@wclYy<<e)
zn9g#29lVTZ1xL(S=E5CSVPf6^6H-?!YEu^I5RpzB*(5z3EYnm^ee<$c-5h5X20b!2
zVoUR>GQAB)B#}M?`b~g80djO@@`I$ZL^(e<Ng=sQ19_V{%uF0CcReqbSh$<t@=>lF
zSlWBvAMf9UB9k~QEbbJ6Z<9$?=cw30m~{gFZ!h<=qBM8Rr8}SJKcgCf$!yv&m6xqw
zJpDNI3u&J2+IUx@U%Lwcj}>`1t5?8XFg@8MU@zvDmC*7a?Vc>F`EkJpBnX==*eCcO
zng$5)P>4MA6N}tx=ugMgx+ip3^D1B<ZZ6H9Hw!ntU7ft~W_5?{j&jtue1Cl~N;Oqp
z6mMyH0e_q+#m!jd5fPY@JHr*Sh)2Z+7m@(csXN+OU+fir(Py6652C}VX;P3`MV8Vl
zrGwQJ^8^2W8%(2eQj9@Wp<y*B&rRHhZr_0<wDnBVhTbdtG_g$C^c}l~;TTK@{LyGl
zD*?oKCia4A)JeD8x;+0-8$hfY?+t`}r+;_g(+#dW%zD?F*#M?dqZWUVe4yx$^a8=b
zD?<3iz6@1(yjsxz)P#E{hunb;6_YLDNOO{kG^62{cZd1WmG3z;j(!H}>Bss}iqx%C
z+Y5i5_RJI166Zw_Ud=b3+I>_f*__#@s7q@K>!FX{ij-N({uS+(^2x$Ri4M-P@JazS
z-b=2X-&36%l>-OxsYk=w-8yM3W{nN}dq?ae8{nUSZ92PO{`!|elX4603S07Za>fEO
z7s4O7Ek8q$e^4;D{48BSnzvaiMFv5gvdCIyx0Hqgh{&Q?-Z}I2mvpVyN_*y8evtx-
z-1r=($`WN&NPKJ-1P!*bB&rcuj<MBe0=plB=}9NU4S^~1eZS7-{(PX^kqBqH<?0xo
zfT`pTKW<~!gks?Xo{cI`f`2Pxer$BobfwJbyMw@^8Bc;khASKw0uY@fAJIFKg@fta
zriG_@VXm5gr7^HuF!p0Ae+0j%tZY!0Z5UE$`Q_;pxFdX%b|rB02T5Vn^B5^tOfDZL
zNkWZ?H~<BbE51$D!8D#*t4*X<6x`PhyQii_C{{bI6128dF{2_Fs#HMgno@@__CH$p
zIMvWCRwP>94xQW8Z5{%~7-0_5hbLzZb)x394#c{8FxMrIyar<D-X~Otk^g9D3F3m6
zmhlZR*tg%=BwxDLRX%YyVGLZv&B>UXA(6kK;sEn&K2i?HnK0XRU_Uk2DgkX}m0gIA
zePF%r?Uv<u!&l{sl1%-&sM~*;8A`VVeb%cFP$Kar^l)Hn{mZ)>^dV%Zhs|JD(@<tN
z*VH3JGWG*`kAKMH1iStUKq9y><qza$NxLi)hS8jIpY!H?tY~GG{ymmm;R-}l9tlCJ
za|4EIP;JkkX@$l$EWmi|N*#`la?Mmf6x6pjM(34BQ&7T+<qh6~Ay^S8*~j->tO!uK
ze@BbFJHJR5Z%S_0g*$H_S?4PGA@~=Vk6hJ?r2UG*p{W{~1XC$jKCPYZO8Mj?P!^R{
z(4Tv<SiuM^_$muVq-Nn-F1C>f%5QP1CI#LsG?ULO)cq6P4zxwc@zKb9NDa+@0A#-8
zyKuXy_HRgI(2u3Ah@A@W15fzo`lrd8hlm4;IhMY)+GFz&J#8{bZMSI!XaZ;@xe?G|
zBqL)oL%BE{4eYlVy8jc5(laGQe?&i|c<9KMg)|aWTaNZs!-T@C!*~n<STERt^H{Oi
z`rwt3n`v%8-e7GPRx9_nn9Ys@BAQpqVzSm_gGoq_8R;l%d<^Dd)VrAd?2o#c(W$QG
zuMlYTJUk7&0X@H-hGn^DUU~gxTl>8w|4mngA4?xRc^Pog-@0`(`w;9JZQ~$#hoF-_
z?djH!@bYNReFU+T-~Xd2!mt4e!3|p=x%I=OaoNiMFzT|j?J!<1o4$WRQgnBZy2VCE
z9n7G`+Lt2p7)4FB<}uRNzDufsjEe+3C&0V)P82$g1PCFS0@r;IUOMFIL`<1gACMH)
z^fYpCSmHQ%LLr&$`<S(K0uJ{D0?N;;Y&6}CG1wX*$EOL%--{a8$fJRC4Ju>#3BGXF
zM*IcRGY1L|fe`2TuLpLnWM_UoC=t}rHZupZgdSD|>VysZDD6a5I~My9HVu7C930;r
zS5@|&f^B^9$q$c%rMJPMj6vxDg>9?`Dp5%ZHyn(1^mlZkp*S2sfSmjAbS{7ac8ZAs
zJ9A(7@^pCSk^`H$6C9{^NPUKCEz2sN6V7lp7KMl{Ruqk|ei}$y>W}LI)pXP;^TDz~
zqIu!*Y7|S>6!$ntsA5!DUPo7&F;yA$7objiFfwzFSH*0n&ueJLsj=)w{*t~u>V6hs
z&tmOS<&m-Msa4Y`Ir+|`pW9x+2ame{0JYM!h(I{jx1JPX=L@_pexWGcqGn<Gfg(gN
zsU??=5#_KOOib?ni+5k$4CUVHB3P)!>r&pwXB{Iv`|eG)L9BzQGEHEvcxqC5!o3>h
zM6e3ZF}Ql9KAXf#qJh~h_a%EI?U|+I7ui;~!a0HO*N*u4Wa2Clny(wc8;t|n6!~vS
zLgOMD(IOdBaU@WTj`5W?TH0q!cGGF)s;tHqYLi3!k;<s-ieSi-MxKs%-t<U~Q~joZ
z+&4?dJ(mRDM*y?OYmg`XqWqjv8dZJZr4#emW7+!m&G$LZehp4PC=?yVu=D-rFqO|V
zwtCNH4tt7k?#V+|;;AtZW}Hheej_k_)w>`REMK3KcM{-KrkH$gf7-Ppk|F!$RR|i%
z!dVZqxbMjy66(jfabTLX&mc=I;k)|QB9x8#G|9Uyfj>m3y7sbg)EU(ZE~yxKwdaN1
z#wmX-#GQ4Zk@OUTyIvtaR+S>#^$-0s;|HzO@GCE((?E~8HT3s}3=O){LJ?xCYqUdF
zWSl>xVw=D?+BirVp32`BHDwrwMa@Ct<Sz9e4Ub$f7KWe)l&}|;SvqX<!kBa6K_R54
zK*oOmh|O@4DZov*A2D*t8d-MW=x2%3xfi0#XIZuy+VKIxHq=asKfnqX@)=e9P1yA&
z%tvSOj=R^rOnDc{g*l~Vn$CCe&g0lk%_k&y@f?^GrEnmYtKptjUm26@n0jv8YMQ+s
zgNU$5!f=-_)$N-t-7Z(ccj(TxOg8^!d9p=vs0_hNF!H7<73RD>_wV)XsXVz;N^`Y0
z>0G*-%DFkRMY=}h0XY#t#gC=~*{w}6)XJ0#ry{<sU9ou6ew*)`1CuIvee5l{0}(om
zJkaiLWj+k%^XgCa`4)<w=O~k^5zPzOjYBO{{rYx=1s0cmvUwZQ7*&J`Goe#!%k!I3
zvD-6*tBm+9l1H`esXAD{>$mBga?w6(gsQDy2Yth|PBXODuZU9ynaWC=K6cW>K8Y(2
z$iBaARPKJBulY#X!gl~--=*O@vQab^Hi26ncGivL22UGH)dYE4<Nb#YjCBv!XVenI
zlCD9U9@Z3q*5C2682Y5JVrydX+~Y}WHvDe$x>PZA$`>VX0(q5x7=HQ?_8^N{DK&oE
z0#mOe(VR0A47ou<&8<DD%~UXRnKF86(^cT!T+;p-PVDq>Dz~6D{q|Xo_v0f+fJ@F%
zLmg}M!UCUQv=C7jRDY7MjtlqI+lh^=|J=s>`bEzdWH3GNK{Ij{nAVR>#4sqDg-nr?
zyFtK4JWpfiNAoAKJ7UCGKD?kQJOTKgWY3C?TncBVx*YOj&<Zt{hs_}=k(CN~C4eI6
zv^{}hW$7EF!@oep3n%pHb-mK+ZZFmAk*jc0Bg22?-T0p1QC#9;Ma+&F7fRwk_qT~;
zk>tBjYn<s7MeWQMXS)fNl6t2=9cV!jd1~yvxi<Vzy_*bnPZD!Coz2!dwWs)nar&yz
z#($ILNCl%#7D%W(vy~%+-OCPa`rey+bbN&*K=eMn1;}YhN@G4wxjtQcBv{~aiVQmf
znKuR#!L^Z4MGAd7%y|GAV=N1Y;$z|o0JT22=8;pues?UFkXK;!kf!rf1c@@!7T}%C
zX<vTpftUQSvE_GvLo=;R-+C6G1Pyn!9b8m%k#E^56adXJXJY$iiLOARd-+7yBKyQ5
ziUg>KQ^S$Gp3m%%sfP?HPa>;i@%@L(g!FDfR6PLS(0#xEAaTG3_tLjIfHZQ<YlM&?
z0GZWKYJ2E@k8LLS-s#t=7=)QBy_}{rK7N}4Kj)Onh5yMQKlWm&m|TB_4JxV>y2-}~
zdUoXLL2gzyu-pBUaYI5V`4c7@h50FPYV@^Uz-Y0evCB9ZtUa(Xa&0mYzH&AS_0kBI
z8@_$~t#8QL=(%h*KhlqEI-CmM=n6>=>Vq<zO436n$%~yBn7St3+e&Oe%fcGfnJOfS
zQxI5jcgt-~#o|Gu3(EC#O_=4Ffnjf0pKAX>b2Y|s88A#2nsHhG%=c-QjAwxQqKP~H
z7PhAr>IYd__sN0%C*vtd!J_FU9nFF-*=hF@?l#9agL`upxQlh^g?gYONX^;*XhQaT
zY0>>S*mM*ExJ~>-x*oOss@dbk)%k|hzM*mX4j6)Il+F6VYC!wCt7)7p<h*GXD2~nb
zW<qOJ<i2r<yGz26J+~X;AKW%sn<{^j-ePxu%hfBgfc~jPvci|HusUE)m22^Ka49SI
zHs#g-#)EKvg!qEj!o6)U@Hi6AXd5>qv$joo*%f#JOy~%_NRTr0!5D%CJzYUzU2&p8
zWphaPJ#K%8n0)$Ag#`Z3&#rc#!U+;Y;P7PV^UcA~hcs2hn}6U@3K!RmyY9Q4<!%pX
z;PJoZ5w5L6PzOAyv5zfU$>r$`B;ztMTDCMo);aug>@YhEaaKhg_|@l@3QbvB``TCt
z+{GR1ZP~ay&=20t_fXok@%EFOqPWh>*op27Hh1~q9Ize84B0nJ4KUohf3c8TKh|0w
z(aOsH=zFZ7jBcmk?K79?v3CyWM!GKJR;vaR*((TpsF{(3OUhAg_7vdZx#E8?%iCbj
z!eLVJL3&%#AJh>jjnerpdZ6@_{h4n7RJmxJ^kS3U`pGI~2AjcowV&=@Aa%KB_BNEV
z%RkwTHQD>_?IH@xC^4N--&$Ei5QP1Cu%QCMa5P!)c!dXg9!pL_kp;4R8TPHt;ya$O
zjoEw$zN!&#X2%T+V!C;aWqKZ;w}%gy)NXR*M7rq-CTQG8DpF^ap2lvI|L)HOwo$_5
zdG-bGkP{8R+YOvr>Obm5zo1<C%*VMEI{L%(XjEZ%yhc&D;SX#Qw<&rI+W7nh8Qxia
zlxmE3(Yt)AlLPVoIBh?g)C&g5z}9!;I?7_KdK8&wt_ojv#5z07v{?O^_gm$UJtQ*;
zF1L3a7l_xmdMW6qUSSMJcgWKP`a=j+@HT7`r}sqrTtug&{$=g2*jpU*EE1G5&{BMr
z+61e7nBUqv2+aK1MX)@j?sjqJ`{<`#%j}oCl39I)5t-Jb5IxfwbA?e(uu~ce$;S(I
zLlV4-0XLMrCWEm`VHM#?>ys8C)aaqV+K==pf4;o36FDSz=Cp?5Q$Csi?7H!Qs7F?a
z{gnTPIF&#Er2co9+BQmvul}37-m_O)n{*$n10il4T5tF;?5BTF;Q}|aDVFm#CZYPP
zYU6MCZquqYQ5->f8t)uzIgOy2=}9EP(UYr3-V&OCOoxwqVqd&cip+5zL0X>kZ4&~E
z@1b`w3j9P@y$_9Aall%ia|?$T73z&y8HN4g!g?>#N|{>+1?eG|fB$0P0y;qjf{z$w
zk5y_*fr<t&6+*#vsJ}P<HL8#JdEY}_LqftIn}qleits@cs><x;M!C`;AGKBUcBD`?
zXwyT0hfT}Oio_7#t*l?2wF_1yIiSy~@)0>BMj_sXxj|p;5s0tZ<<?sAq{jphI?!`%
z&{y@l(+wPbPq_Oze$1NA9m#%}GnJ#zbvOR^vbjz$2H_o7!IJndO2$m4?x;Ze_sDKH
zuc1npYpSs>KcOq-{gL{tdXh=JNdxg>*`jOI*{zp=4=axo#x$3;pI^^jTyc6xujxNk
zU)p}Jj#CPFe*uY)rMh^#Pg#dGRtaG%GN9o9U5R1h_+(prVx7JKg1j6sDmmtT!qlfq
zgnAqZbNfzj<0ozKf;<dS41}*|q8Xv$h9+BuiT1}qt-=XiUI>_xe?AlLti|`=JRm%t
zGGIC6btqZ9uSmf+-xOVm&cMd_StPjw1kkwyx?KEG;(<SIVd4SCc*S=Vq;XIa<?0zM
zDIDT2JA4ur6>dWJdqj|bvK`8m)>=79ej`SAXAA}ISMdh`wq4YevmjwfsmIt)?npmL
zCWZ5?TIC4Gwx0sM5Y=H?orLX$u0Lbx{e#X=dely}LmFIjj=}xAG90P<Q20KG(xU$L
zS*$&?`am?}8$T|u)%RlZ7P^)jdX4PMPSqx@gj%2SlNF@7%j(_RaEdY6qlb<)zpq{J
z`Hn0mhxBy(YS?DmAlS7@a^zU-y1#z|QKo}Hq=OoL$2z13uq7Ezod~<}N55bOf_~wc
zzGuYWu#NY`|9q6c(lk$+BJi+E^g2jF6Jca4G6F)O*Aod?YiFj@6dBW6$C4qP&$vf%
zJ2j1LSQwu*Sx2ae<9~xuJ;$qW+JJQ>+BJ;uGO2&)M;60x5#+L5h?|EOqr>D!qF`~e
zHE-&VXK|!XE7rBOL;TCsjaO29&v!3E#NNAmT~3`?u8vS9lP6>gwe>4dF-aFsvn)*8
z`3^{?TH~w8!a`63pzn5=TCP<)<;lp+x1j7U@U=FGNfWfVD@lIZ*H@YF@d~G1=D#+R
zEq{4Oyi=>EJd&ebxqa*RGn8qfbPcC%{<mm0(ie6CKMpMd4B(r7cr>7yw!8F~<dwq)
zNd(z1mNP>x8xbv}C{}0>3O27^W53`zRss*KbV5c)V@*5a9WDst)uk(3Zk=QoOTNAB
zVa)-cZC7|jX1DPL4SmDB0q0>jky=ErVF3}$&g1@DGv3P}EtFr=UI=2@M1a=Sqbu?T
znPff6QS3p#C&_TYNgofNVXc3S#t=+luKC|XNEE^1d7usY{9B@&i^JR&Y9a?vj3ASM
zhnaN^E-OyHJu$_lvrMDlo;zBMKUw!>CMlnv7zmI!+)=q8T(}G8@scJ!$0GUT^6mSV
zg*w01r63C$=PdooX@3i=14-98JEu&FcEu8?Qh7Za>sN=X1$5y&Nnsg3f)#G>4?<RO
zJ$9z8b!udSB4b5THw&`r&c>knLjFoWD#1c^q#LFLm`IX}hhNW?|J~=^8Hix^W`BHO
zMFMT;^ID!%zkeY=LOISQ1L<;o<a~B$NFe|IK(@pN?wX!AyR6Kq+et9r(F}aa_MZb~
z`#ZtPQyhtxRYCe!>MjU*du%!%1Al7PS6A!6hP@j8<dC4x!`-f#7OyyEN6-@=^>=A9
z%C6q!!X^IenD5fIBMvJ<Lws&)0FHIw$ol0>tCLHE;l9#F)!6C-&3|^-D;d*KCoqqX
z7ZCI_uNSs<xRRX)S|0suQdlCGB&rzU`roypb?qLbfOOlkNCz<I*N&h2I>Ux<5m{PU
zCX%^tjLl^O)%><j8GtlM(cz8IN9=sgCcG<#+itaYTw-spgqUxkM%(<3cMs^vG*h~2
zu7Wf(iXrdQt{D;V!IC}dB$%>Kfdh#%#q;G)<3K3a8~)H!GiUO4fMJTFA3qWv#L-qN
z<@GCo=ox7>`)ZJ&U~|**m$dCQOp)F$(zOx5LHLYvJD@3+Ting*cfB8#q+exN`d5(%
z1ZGnXns9!M@G3a6r&zL4FgK9&0^I?u+u}bi(A!`|Y+PPWp=fZ){KX7=#ty*^osVJi
zG8g|@{4nmJ&pLh_ac$BKIE0+$mtzXe7r@9GD1cCKfLou!l{1WbecIm8AZ<PDGW9#W
zD2+6GmuP?N0lc8|ZY=qA-@@;#aN&aXH-BS}r%i>wM9(9rV<|Mi<rj}p;@cBEgel#2
zLN5}ihJP?a2>fdo01zQ%8)?KO&+1}}(11xZw!UHLUmfK8SM3DZiX1|g6$R-TGk;+}
z11|4qW?H~%bHTt)T_#~>Hn7bh_*keGL0MpFtZfpuSIL%huqVj!7g?#96>FsvYoLnv
zMhn|k`&if2JSSj9miaX!SMkcp*Pv-uZ9DCqgeD`iyIB({Q23C5%Z&Q*;>YBb%8sdq
zb)g||v!B)0i^<h^ey@fHWoJrMHXOom-)-q-`KfRAq65w?==sqCLL`--pU!v{ZRTWY
zT12smk|$g9R~$HS(+%VyQReCEBAED#U=)@7G*aD-!58>)C*NMfd&7_pW!R=?fkkq_
z*)8?#mEn$f4OtbI17XHX4Cd}I=FhT4%Z0Irdv*fNPV!{d(3OhZ1TW;IY>nzIj9MTx
z7UGT40R0w#DB*~m!e>jiIL-W9|DHk~!3sVsG?<WspjIBcpNa=>-eJ8Q8HPgb+VhMb
zb&9mhjuKcR){ExzlD4H??hkelJ9CIx=}7#P>jQnGE2)zI1<0AC2tB!4>4!sKaG8YV
z3T<Tm((2s>3JH;=$14`Az{K6{MBL-dIyO99eHgsZOD-<;jx?CawZHG=KzQ3Ml2PsD
z!p}<tb`<n+FJc^qDhgzQc{%G#jr&!olJZMRmjh93S<qV4K7A9h5r60N!IdB}U}#=u
zS3s#FT6}0x^s5G`TZBV}Jiw2WwWLeUx!Vglfe|=gh>;1F+K1{|Q1>d{&b4-n6wL=V
zXode(yQGYrA*JyY3A2Wv<L4QYPswY;#@8QW);kmD`^R`XRSZ8L<n>@YgM!>cnd{wM
zbpf7}oD8Eit|sk>jXs729*C)ua+@f*rtP`WT{g=imAH?!k5oD`5p*r)<aSXB5xv8$
zC~GSS<(Ch19hb@qv%?Ng!A;<&c?Jk+KV(0?FYzmv--?Hk>4bZPrRITvbV0DI(3iga
zum$qPK~j>M1@J^*KC0hgv%9?kN>E2Gb3oo&l&FG7c1G2Mt&0L!>v9>{A3JIEl%pLi
zM&Ba4Z%rMC+gswUsTmkS?v$t-_KjXXrpq1w=$lp5#?T?QHkIA#L~c20OI#}`Tnf~p
z&~sv<l4Qao3G^tXTdW7-GIq*p<!uwd;3+WY^Hf^Xaw4LjDb91L$Z8!)b$Khy31B;f
z3Ew<-!3AVpQP8Fd2`$PmdHL{vd?%;6f7cmODxuE*_)a4cp<=QR0X$3CSV^y~DQ$SY
zGFX4>D98D7@5)1#0;eDh)0ne<E)6jLpGK}cs;M)JLqZ@V1VjQN6(+I?l;ypbx8jBY
z!Xo>kHlQrB3kX&awKQQ<K&W7FuqZYlC`(b$C~94RR#d1An+sw`aiNIXTCKR%>3q0!
z<T2;W<eV=j@1EcN?!CXeeEjk8)*3ZEySaPN!S+$tpwsF_M=Z>j?bLkw^2L)RxO%~?
zVgt{DpUr)v@5GND)H>FeFdw<QF<2{J95U>5G_PU2OnvBIhkuKYy>a|YzE?bHVZvUn
z!&*>OI~croWaGE}_nTJUv&dF`+1Qd~QFE%?GG<BnvE?dN>@wxSh&y*S3nm^u+0u13
z(^g~jX`p<isFyMSjoiW6oU!*Cd9bsy6zcAb@rbJ$2pv&RO;hbUIfTWq&(ydMufObr
zasCvS<*hwc*CFq9Z>%&Lf7xJRd&BmNYJ0ml{e(C0#>=mNwNz-my0@GCeb{HsBWLqZ
zIbV^?$PUJ<_t^eyk?cFXedwBRbmIeL!yAW{rOLkNXSv@0oSV2c2>Z6ULp(!U0r91o
zqOo*wh^a$fe1f>qpy1Kk;cVT8KWl&4J;%i}=|=+#GHKv?<H@4u;;^QcfF?NaqT;jR
z{T916ZDL)GKjW3Ld{ye#m!CqT&NE*}Md~jo>_-CI_-zgASbkmu;*b_`V?_|Z^2&Dq
z>-v?QzxuWls%sk<&BU#mEf;&q*)CT-q|vdVCAG`l6Qv=TM!m}#yW{q4I};8B)a@48
z3}5ThQMq^Bnz`^-{TB(fW06A*QRBxr>&<pZqL-)aOg3H<i#=*udws-2XXfW8?>AQ3
zF~xb`Pt>kDkSOSED3NncJ(N^maOBwsA8M>N`|kF*w^_rZu-pEt8`2b+`rs1J!VAID
zK2GSWv(LUwkgjR0a65U=%Pcvg#OB)SOG^t+U!2&TT{}yw(<tzDQ(%4Vep_Ws@mI_p
zgY|;}!;Kr1H*;A{D}t@+-<Y$O+#Kx6`|R~48GGrW+AhAU;BnRbniFyIO4dY`FoT?F
zn%|*vpc!K7lE3WGd;N8g!e2$b^eeo#zF+$3#_+TYy9#B$aF2j%Ffp0E?TQ_`t1b#$
zi!Mnei79vURC#)vv(KxuJ>~O|cyJ5GK6~Yu$Z?qWP$SMHO)yqB_pHA>H@-D~L2;pP
zmg$_3ME^BK(8Y)A!}rxzs>iOpke|&@Nmu*&m}aE0DfK4HgLBT?vCB2c&!lJa5{$H}
z6WoH4so4^79l2#<UH;86dG3sO&lVfy%ZtCp@}HTY8aI{|7rIproG@254Oq$E_&@ko
ztY+xvbxv2iz2&7`M5!~ySM?IpLjBu>+h<#IRk5H4-Zod=6{Q(-?sn@{q}vzR?o3Xp
zuP!pn-?sDQ=P14pd0`NieI@cBFH!o_u7l$d4DX^x0c~n#@)tQK*JrpHDYaM6w5iXj
zEIPlxY?rBOWvk$!j4jy!JwA|8wqKw%wscdFN`uSaHPptApv)x1Cg<qwnFfwc%%JfI
zy~x+cTMA>A|7~6F=n`MyKWkmJ*7aF_*&e|@GHj6E_FSLcS8bSL%5qIdQf3*dNVhR8
z*%OjpkJjvk%px>?z%WUZb#2S}GELFU2Gu@|02MdQ8*O#->s*~3a@+SAmn|&X;dOO!
zl{mCvL~Yrzr)>oKBs^e_<-_$JSjSnEZOw*?ed}6ZNQ``rTRo0vD)**F8kcQxUix}{
z=&c~9J9VS&dw)ZWUGn`--q?W7TPe-I9|}nhBxfH~8CZ#?exlV=a_%>m?S*-ZbNDkf
zQ+hHF-&@c0ub8jX>EK>kGDCm6*^>j@`u*Ozp8IO{RiDmzlF`{=b6#y^&_gEMDr<4{
zHfHR!(YUEve>?i@sE3=X^@#<n?!e{+tefWpp?ovZ{@Zo0Iq4TSl`Z%#&G#fXS!&?k
z9oGB@t2?aM(?Qz)WR~r;ujNl>tyj?qyb&iKNfTYJ3ti#dvd>e_Y|)nvHLaiNGtQb-
zq3o^6v&{S(TF^CD^k`k3v&Vdwh536<OXfw?gs}QVr3QscznW#6s@%D*6083A&v~YH
z{CH`VdzhZ9XvrArbzak={%Bjq&3{>2Tw<+LVT~WP<HuDwaapexS^3?3$!GO*l*vDK
zdHXAjt1a(^rLU=U$x7CD;j$!Fy`n71{XE8d{M%;(j?zz&$H?^Ov;UD6TWK6w;71e-
z?rjaP7V#4V$DTNRchpB+@0m24E0#e0*`;T6i(J%nt7a~7NvSbzFv;y%b^3@CcvDTB
zst4Cy;uP@dX;}@++)fbx?zx|_!=OYdt2v};9$|0wO>o}peFc)}_r9Fb;SA!7SXo;6
zCSNFfbOgO7!OuCXCK4)hWyySJuBwFHE0O_+RqWJ6adVyC3k(>_8HzmcAFFB?I@C6=
z7~Y;G+mys*N(_5DWM_2L2RDEnZ6&5vP;-{k<{<BcjG?9t6IAynaud(FQoe@BTjxs7
z7h2kb2_a-}N0x#1@5L#KV^1~au)R0@oMf1)FmABKPCdLbe;e~Bt3m^9Wr`w?d9<Ia
zA$bRX`)oHSZp4YJ@v4F>Va7)mf4<!V`f1IF{W4P&XP#PX-*swWRjKpimJZbX-kn@2
zH|%YSl*UCkO}gs$>1jxjr)sD5{u#J#pss`zhYD0Tj+HMHFC6t*aVY5>w)c6v>{ZVJ
z!xD}AYcrL1Dx1M&pSKPcFn_Z7Uk-YbC5(xV@^C9{wT7H#ku>D{5hu?Te(}NQvabK5
z1>bt9XK0oB58Kt#Wl@jAd)Zo6P8HkmA@}fMDo5j!x!H!?lx&W0MplT=?XX314$3(s
z=x<Sb<>%?oHOMKdXOA^OX8wASSMG&EL$ZTWB`Texi|r<ahdX5H`3skn>WF&odbnR-
z{rEUDT;oJZPc*??GrPj=4a+g%!rDPbL|3Ab?><k>*yiBNUnx7=VwF7OYs=%y+bDg+
zNWi-AMldkbZI4K>ZA89zsVVP4N3(1pr%|-I@{cdY@=HtSG8S9QA1^hQwp!PzT|&x#
z;Qc;gd&;H|eJltb@9Dc%RA*I-1Q>jt6n;Rw&BoY$_BP)!>&YvG>myt|^38aXt+3|K
zpc6iwX1=1--U6plnSx;&_hWn8H@D%83CCxw^b?4m#o;-3>knF@ab{iNO~-Tdd>*Li
zulqDbGi#B*tGQQBv%UA%QigGN+wo|mw9NaD>>RC_R=dPqp&kV(UfgSrHt^xntnb=X
zR`8)E%~!L1Ht9Z`9bV(HyEAU7RU5t_(yPt8uTK33@t_HqpUs>Q*l5#SEt76RVE8QS
z-N!8R{R+4Y+o+$j*2XE?Ysf6YX8~&-JMcPG89!dv8=rIL?^_0}InmqFI-+j<;Aq9u
z(B5NS<;6n3vN3uH?hnq*9;@!obPMdw+ZA=P&oND}XXCD4s$Fx;zn^`W+&kuP{W!LS
zVVZUBgzvFEUR@P8HbS9G3UhO}WXvgDywV*@D)ck5SUIcvPn~%~DeH1ly|<=%tAfP<
ziwTw*SS+yA!O{SW4VETY9I&{psoq+fTQw+q2qQ^hc^`|1ms_)V=GG`4xjHH)G8$bi
zq#!a9#baPJ3WH%JDk3Hdk3cY3NJa<=*r9xctG%SWmBq`L_kZe?_w@sfTRa}8wMw1m
zzUl4HPhbME$0-6K1TaC^li-UIz$9T$Kxp}`9&NjFCpM4I#z`S%hX|?i7E7>)B9q7Y
zND&bt_829k$f=4YJRWzeTNba?ElV5TC?y2Y<VTP!;Jp0-QzRvvD#IvTh>}xfI0TU-
zM3)f+PSIpAhQM?g0uwOu4k!I!7)MA1r5VPB7(~zwqX-PsaVQA^rltf!2q^@j;RsZS
z)Ao}>1O}l(S|kL9QzS~;5J!b1Mwby7g41Nc3QX4}VIf3!kR*X!DNUKeD3oS|goGH~
zFbPVJd{5yA21yv~NY_O`z%&*}@KQMJL%`Dac_&erqSHm96iLuG#1KHvRHsP{`0`=H
z5Bp&V1*&RFN=QryUOG2bCM7WfMd%&^8BPNN9H_ae$|T?gqfrfH1VwicCozZ~2u@Nk
zERat15T_uF?hFATINdM-P2Z4&Q6XKI1gz2nne_TEob+AWkt6|6qne};m>vlQ1GZ@_
zPzV8<d}<&Rs8xEz6b1=ttw>5K44xJp1yW3pm;&L^BcUh+rQtx*F_c#6fC6A-s)L}|
zK)DK_xBP#oU?9YBS|mV*<I|N%dOj%#1(xYXK!?%T0yzAm&XK;IdLZi%F%5{J^nwF8
zip~rL;V3;NKt|GwngSL`8iN!hC2;z91P2WKUu48|7AWurM|#8{$+R2;6!_3^K$DzI
z(<J|Y(GNoe{#RwbD@@QMFiNKt2FDRSB`^XJ({v{XJ>4)Ogg<iTZT=}R%qV)%z$ir@
z%M_?1A-z7pl!xdJg6rbQG@Ov6rr~fYN*|Au5ElNYKi{(eCOW;v01ixgT698~qCSdl
zl6cUG2uy3m$?kl20)qJeq8|lkHJw(JMCh}h!VnCi<G?Y5(WwSwnW7uUKqMd6%q0I5
zhJ%o4kznAs`xrQh!@=u9>1o0NkWMR(5kk6*0DmyhohDGoU|OYv6BR|v-!OE<ngmXA
KEG%4o#s3Cmh4b71

delta 21639
zcmZs>18^W+&^DTEY}?kx8{0NEwrwX9+qUg&ys<aN#<p$e-}n2fF6!Q@sj2SiKBv0s
z^wT)g)#1Dop}g_>G|cR*KbSe_n3$;kJv6Y4a`q;ohAyVW)S}!hOf1YyEKJP*tCA4T
z18{Qi^AkI}IGGyS!g^$1=xWCiaM}4?={x3PN!DCq5koWOW^5dRgY83cW)Og1fUNKy
zY=x<w^jD(#O1sLhZQ8A{UNWekh%2GLL?rIZ^=<))*9uIhk1ylnU!4~2L0{E#99O%j
zI>?8QPhUPSPXZgCc$*BHu(m-8FlPgq0AwQL<{$01qpeS`HKotb)--`Hwe`=(9>!hD
zl;7>g_NaGXA7aJ4B%`lzJ})Q#iN)4cb(*?A9^azAFDzK0%yFCAYpwge-QG?MTRbtg
zZhfAK{ic8<$O%OP-s12&nf!cruxdIRE4%BBd{M9tYLw|iW==x%v*E?dT518t`&Z!;
zF}xB{8%<A2x;vUKXqhHq9GW$_j?((5YbBoB-LwZW4f5;FEVO1L?I{d9HJX9da#6a0
zL#>RVSK=7XJ~XsNa;Movm@<)Z*~Qf5{2w$!)r|fza}s6iAIkG%1{7F~g>bPax))bH
z26)q0pVo%;A%#ULRMJZaA!&fPSnY+DlsLZFv3n84$9P$IQ~y-9!F4IJ>A;6DyJq|H
zaLO-=5U3O4k0}llGMd=pXID;$HJ6Um&olcft%Q6(Ozgqs_(E+=Me2OrbyCG<!CJh9
zUBQijb1{})zp?L3%$djM-6dWqC>nxv4Y$J#LLtY|tIjHnb9f}C-iE-Z@<>`EyGB<U
zbGdpGW&E6T8bMXcg6a{(PkI%7NyesVZ!Y$H=gu<5=h7-=kLyJo(q{(ql9Cqnp*LQX
zX1Xto&r%vX=&YkkMo&m@-+-G9KTD!cyB@&z1+2{))6xeT^so;CQm~1TC9zzk29iMR
zPaWPb?P!#II<$7v{&+x&63EU`qHr*2h{qk5Wj#%uGgGCR_}1AaG@_OFgHzHmSBI{M
zFnw)$X@3*Cij7_*8Y8yaa09hEC0|Y+di&Xb)asDBv6IPJ<h#Naab`5v9a}AD7j_lJ
z0^jbD4j5Gp2Gww=E{1_lH4{_rK8!1KZPIeJ2E;(jP4yqcZwP>}*8$Oqcnfk1p5}v_
zkZK#2=cXf*if6pHcVHKDnZqnJ6;i2<IaB>EC%?~d`*?~WK5O|)YM2h>a;`d&+_14L
z;~xcv56?!ZWxuGH^6BIKg63dE^iBJD{(?lV!2OvrJ4!?XjBBmS@hBtE8(1@Ky`s5n
zZA9PGQeH4KjtPL$PbFK4corAFWO5`}n#B&sCBmME&I&8ll@{Dk{oDRdSPrI?TGZ$C
zaFc%Fef&j6!sKaS9@oMUEsq`)l0vldJ~|3M(a9?G)MkoEp4M{F-sUXbI$XuC)LwND
zS7Ef6v_36b8!*p}p~=*D@`1(3tN}GQQHVgWO=JaC%sPM)(ma@%D*c~yj!E;zw4T(w
zZcTxy=iA7SW;##Sh%62bP_ss5)8FD<<`HBQaA`X_1&&IFW!CIfhTg#!dJU&g&4UX9
z0tqPx<YLZ@%jnfJqcKH{cG9-JB92MQm=9L*trqL~9C1bg*;RWH{t#x4?EQK5)8nDv
z(8}S}!2t;21897e&_*o9WKIKB(0xrVMx?ID<IrR#{mT)qAGn8L_DFyGn5$MXggkJJ
z*5SN*r@+v{qCqrQ4O3=Cqs-uDO7)tlGW*gd5AM-a%5F$y50amTY5Ikyo7eWGhw=r<
z@Wl^qAhhXnTV)4c%<2<+*^QH1eE{c+!#7vXDu8!Iu%`Et`Epy$#e+wu%BtF9$EY4^
z+MPh|GTdz|fp!iL?-1A7L5EvdOp^lXPJxPw60}N}9VVLUH|Zf3lPivh?U;hBx=mw+
zi?VlA)n6JeEG1@<QT)kdHK**;Ud%9-HuUe-74UZ3M}~bkmy453k0T2e@+f8V=(fX*
zAppsgbyY0G2Qvf}G?vwPi9r~uHcd;k{`bH9dgYgJO;LK;$m}ip3YNmOIi2WEnrv{?
z>*SmdnD4IF#D9q#e94wgl`Nd^wkHGoXhjM=nMlZH1UI~n0!-%W9v^WgWr%W;8I(wr
z!a34d0`$>r*<#KESBzo7;6Wusy>A!uH-OrpIC3m%b-EI@<>WG~5Y7OOVk24(;&{m8
z_0DO=`x;r(GrUQ$(qA8?ya|3kD_UyINK5)xTQI}dSrR;ESLyANSt%$C4e0`Jf2)Q*
zN>#X&%f0R$JQ?+|ES3dwFeTW>2eyHOU7B-7#trNa8Gi6E$kXjvM&>o183<N3odW44
zZzo+K5N5MVnUmk<s3;j*T--zt*bE#@gChDPf;zKIb(Q%Fa8xxlRQbhAxZUn^wO@vG
z;{>gA+MiPIWx?=!a#hK2eiCAY|K&fyNtYV=<(DtG=Re+F-b_ok>{{lM*oMw16IPV=
zJp$AF5H5iSsTflh?SayCd8Z%PRR*vxL-73iFh4ChtMb~h1Ta8%Z_vf#!KSjVuaxlP
z_C~|rN&A<TPnj~W#=5_GDS{5$DLm(a&(q;xsVZ=i_&>n0iun5&aBJ{#o~J76!>GZ4
zMne+{ou!K8NjrOheaC}y^7I%W58v49VNIQMHLoaNQ&51`&k;t_p!)r71q$E@aZVk7
zFLrE!X+sB=4h&_?C2Vt5-gkR*)n38b{~jjK_EiMb7M>wY)j_nOSAkl$QogDkKH}}@
zj9lS@+&a7H=zM1yeqp6q?#0FAI*4~9%rQ;F(tyqsGv|ueP1T}_%C{QX*jSRrI+F<a
z6>F}(7`D_hf^vByW}kaziU9OQ<r8W35$d~{C0xOcPkl!U8{fvd9p-WHp~#JK-X>js
z{xrZ^Ujc#6>?d?AH_je-Muku__5({wbknfH&N*||+HgjZkcT!iUHE%IwHmUT7r|*%
zHPr0j<9Zma{%aRnxyzDOgOHyS%ZAd3T`+tKf<IT0#V1X`UdV1h)C!nzV3~9-j$|l@
z*!$5q-{~oo7A7~H{A!h)QV_pXK^;h(L7}Eq6;mIC_EAjZ;V}^i>d^a)^l_hGy~bLg
ziZ?Lz26pcJ-N$(I`HyVh5$;q;{@L<c{|ZYRp?Q_J>vA?rwk^WMOY)F}BpOFIBo7Qy
z*3Wm*X}PuOM$wh<Abr5ErcpP1IC6k{z<+_Ckfi+dSJ^c&lKF1I^33kd3`~o_vtY#$
zPUl|3_qZu2eqPiAPm)tN-u29?1&F;eNp%o1D#g|~`s^AzYS!P0TF(Qhi(0xh)8L;D
zTCt4TV{vfB(N`Ac78%X(MqmNr#_!2=5L@1v3#=E;KkvQUDv$xUal_uF0VnJ^2i-FI
z18SX(0R0CuHu#FS1*T%dDgGLq3Tloj!wXw&XRG$61sW|q?UBj{t8v|$S8k42hR}*_
zq$oqlHO7C$+?7)!cIf<v5%$btXrIDw?9l08W;WA3VwymwRU*s*tr8L2xr!ks2uQDp
zGp&bojpF3CpMbdlmMdoKvg@y3=>Gs2&9zODV}a#nI+-%Mh-WTh9`mH=5#bc%IfU;n
z?WW!`wo9NYO^uq#)Gb*$ZUtuHX8b|&+S*wD6NK*qeOWBbqJ&Ih3Uam2M0NXeaeM&I
z8dr7B7|t5nOjl3CdI;DKVPmIrGn{m0?048XXTix*1Kz!A2(>hL!uPTms&z3wf2Agg
z>X#pM?zbjeRi*L3I&g|FViH0B+zAxmyv~W2auYi76be@}mqsa$BG7-SpBWsqz6H&t
z65hv=E1pLsFM_&y?Y5{plsvMxrOgX`dXbwblRcQM9UPH881Z4kOgG}{w|&{);Kl63
z-hv&x0?y3djD6O4tydeh140AhsTgLW>jt737j>7P|426{!#BE|&>WizA@J$`f;D)S
zma!Sm%c_GoxbmUDSnpdBUR_+8WBB@g(;S~UhpaEt!FGrYC^N$4W#Ro*W)BNXoz*GQ
zN;?#4rafCHKGnB0NBqQ?d;Cms`@N@6;(DbI3ea;%*}v2Ilupcee??*nwOb>8s#X09
zqTC1imW*S(pEByiiiOTlKCQ+_&I~9-@;4QK8v2tg5S89$t_^OYv(fBe&f+l6?1&)$
zyoriAORuZSSi7?GD|#vNjfPsC<GY&(`^+aq?1D;^Vt(1-<1D^mKT#|n^RW-LVGX7B
z0cJz&^@OFj{$!0<Bdx9`-2Goo&_c}?OdNtybUnfT1BY;mhM#N!GkSP(QKroWdX}gB
zDaF9Ru^|4cR$UnOM{h$w4c=V=&GwjBV8k8XBEQ<-veq^ap~RGhC>h#zGA(xkvh2{i
zCeEK_n=Y=W5tOf-3c2kw51o=7Hy~3~fOv=RmWbDLP*f<^*D!&RANH^CVFz`*h@x2u
zswI0e_qieMp*vniRhhJyP(A<d(lZX59dNbf&{PK{&h^v7y2%hWvmWoM^u0^2;vGu1
ztxjfRS@SOBinh6<aHOcF7QOH@nfWAJ`>eHPCrd<1`nvYQ8ly>5TZEZ*&-ns2z-%Mj
zttg}VZDFFct*KEiG)5pwRo2wL36zw>ro$64kH%P9y1!2y+|;!K{vuK5ND<FvEQhW1
zGN<Yd>>GB?<2)`=Ba`_UzG-ua)AYHuHpI`!At^-@^3f1qThjogAe7_q!||e`y>E?l
zajsIL-X{-2x&+!&hl91SPK@&QKue=jL>1H;xASra`{nF~+c01KMlHsdUG@o;U8`}U
z5uAC~`Auq^{WqU}w~ipr?h004wdW|TutKCFWE-hnyIf}w?b&lf`aP(AljZ~FVZ6gU
zR=le(rxn|KryEO|PmYtu<D_3_lF$%>+dYil2F7vTs)EJD<UnV6xOrs}fC*9O<=Cqt
zs>ozP<*`1uRbGcjd+!eyA<1%#s_pe1;T*0mWIYvAcU5?&r38g`w9RyeVs0)MD9u+K
zkK8GIh6-4GjDu;J$;2!eJqy_;$DWULX~^LN3DwO#N}XCUwMFbyk`+Ifv=`43-aD>;
zIUoDx>5ut{5co!|NbOAvxE|D{GU<2=fs{={0Edw~&#%wdnjU)=;M!GiJcKI;?>oj3
zFKxS5zr*4~uzEst_?VTA-z7~jc?^|m-P@aco!98ud5o6{_}3}3>`_4VJRt0tH6W-S
zV{SVT^OpFv=&mn`Rw39U1$>hb8slt(9Lm^h_%PR+6V{))5q5=uaf823m3<|~gGaJZ
zxki_608!e)VL24HS<g4w#{3%^gH<OK^DKgBeRHWmFM5v>?eZnsgl%bse7$1ZqLk{y
z91Du#%LKiDv6>RJkUfuA-GA<}1+<br4YF(Q7FSaHY$1PL-8TnMB0!IBfW!&L(z|$R
zmq7fwV}-a&azg@O0JXKnelM0}<VPExPmT#HhVDPn!kHs$o-1HKL7%r)>zXiMcy<h^
z7UK=McVd=1S4Snx?W(6Y_30VA9<}=IZ{vY%d>sap0%5@uVvbOTX<e<l%T$yrF=y+#
zcNx%2*(X&K7lvYB9jh%pjBEgZB?;}|f<?To{@D@WKY|4C{qr&7oZ+DS<^GjZ#3g9~
zaL~6{rf!r^JP4}SY1mR!CMp=6^Z_;rV?i8}KU4-z5vw@Dz8i`g-<$<3VwdC)eXYiK
zV!l<*@GM$-?0M~1GWZE*$Ei2FP{UO;l>I@<yUtzsz&KwY9U|9VN$Tyez$3hIyb4Xe
z2}&7mC_e&1+Idl+JCK?0bOX|;LS19>h_6433WkksmJzu3NMxrw@MY5))4yZODKQH!
zS7<vvcbg^{wFKDk&Q%mePKlK@l>Kmwy?Bhrl;8kukhp^nGCwB)zPk+zOX8<8$D;GO
zk?$BYop!C(a*DWkXOq0{f0v151wkNdg?CIcmh1uS97C~VIYr>n%|SXGgIMQV2XpG$
zkw<zkB#;BO=mW{;PtVrd5T=kXP|QJALCt%~c92j^CHc1Dn+?sPSbJGb|D{a$V(2kT
z??D`^|1vC1HmCx{w3!r4o-(mrs*${o&cEYB<(=vsZscPwo=9cY4dxgd0b{Vjf_ki-
z0iaU;<T^QSE&MdC=wkL-UU8pMh~s*bA3fXAt9eE`KWn7XNXtbSGSZK3&E~V%otnKw
z3h^cwypbE|s)Yq2R)l9qE}F9Z)13e5AKz@(z?pN`KLL*Js%i?v+~yeWpfX43;dGmf
zE<I*E`?XJJE-R%!{Jbdvq5FFCF`{!|(hIX%dtlR(*AMHk-jcIOeUruN;G6phQk&V&
z;XIG&hr21Jot$KrtP2J8_Ij18{>9c2!LUh^>b(Fc9e?Ppki8M8xVMbz4&L8m{A3KV
zN3k;^T7f)!gI|L;R?ob4?4AC6MbE;r$WfpOP~<lRLt<sT#i$&hKi@&0-UnF#UUtva
zW21V168n?pm^}hE#1nWT$B&7-ffI+t+zcp%(FF+E%lh}JtfB`*6GW2^CoL53+W9u!
z`@#0lj?K#3!H`6izOXFxEz;+BD*;FGj<~v~dhc6JxG1)nJom772`(i@lI=?eii&X#
zFJ<ucgDe4<Z<n_i1$f}=LwmV^RoWH4Zh%p1M?zDVt)TOGiO^heTc~cU6<c(Nn*PzS
z68O3+1G(!>TiNQ+X0Fvzd;I(XoYcmpuyX4^l7NxCL`+eh=t-5wiKGJW-<Jhz#+7oG
z&se!f7e!3mqp5FuWJ_%#{khORXLE>9sU^HB;NHbJty$Sy)4K9zXaLEwhs{=m19vOo
z&1tQ^!6{L9@4SFhKm`C`rN<H}3=`_S4?2%8_iK{p`1YmVfQNq&$J)a-=wo~aCKVl9
zca+OjuW*HTVN72AtKeN2s3*`@j9WbPxb5L=BB^!4H0@{EgbdFO6p*Lf<RqzbUafOP
zP``{_kYwee(3PHW0JkNA`v<pKAei3utM{m&Vf_1*fZokW&*qVFj^^ipjVIC8iW_3?
z`y<bqhFQkj_SG}3XpZT$@eKs>Tz|lT_#)zp%;%*+3_&P-p4JFiey9{PzXM^4+g!kw
z2i8%LVka%HD01H$t3#pr*!B|oa9Y<?MENY$@FbepQ^Xkvpn!K!h`vLvO1u2VH{O%q
zlEc4Q0+wp!z>TjkaoNeV4maM3yq^iW?$#KB)+J!KF1G5nSNqfz(;>N`&+5NaM!Fd)
zKocK6jZk4tgI6jsZgH$%BLfDbo#JYT9D>{>^QKorg-kk^Z_%lfk8!l<r;G=UQjso=
z0?j-$V3f2DxHZ}d!{D)6jSaIYgYVeYz@LO@ohW9xzzPp8ntm1dV>4xTszBXY?3V*>
zMD%cDYP=>`<=!Ocsr12J0sdRA6YL*nM=ZI}wISW(v6VfYDU0rQ=6J!Mg`Oa<QCD_U
z7tdzunBVaQWF2{%+}|Ucd9Zr;AU`gKZfpyBVy^{&3$wsBQKZz3NlO<tcn?{9J@jZz
zsKei6^GgUArC!m)QcuWD_^<P+19+SA{sU{HA$Cb$v+Q$r57<OlItzTq$H=iQTPQ<S
zr-Y^K#=Alr?z`zL-g_F*H?M5aLi9ZJ+#qiuZsSC39rRuO(J>(gzJ3hL#_x0YSFrK#
z`2ozpbW{PqyTMz<a*QLo8*lkuKcy_@I3eP-;nR}davC>0aV!)C;Cy@^2BVl`v4S?k
zf=P`X$~JtJ*5(id*$zW4>iTVU4~_`wdheRH``~*tyWSR@?l=q^W5mFOQAzNnap0E%
zHRNTm_@^M3T6La75ch>asX^>pOF~PO7F;RNXpa~1R?b%3T;6QZ^47Ap7JA;Kg9|Ad
zX>FiXr4E*&_26oUACeu&b-5<K%5O!VzS(VCd|9;UpNiMA(Hb+I%pB&s)&xCvve$i~
z{yzuj1gmZrmjnt0KD<)l&7v`Qa>TolEuKAQ5Q;-9{WoJ0>Y9PDn06s>4&u758)&O%
zdtX|Q=kst4(8Nb{v!8xOxikWMzZ{&~fcoR3v1pB$*#^I7T;P0igw2on4%RWPeRBm#
zgohMk47M?Bd^oJl9~;-enCl<+Ur@ej$h{VTBT})Nh3q`b3L1u}2$t}Xje_v8SE#5<
z#yv19UOW+>{_k?Y$wR~kKCBf;)0jhwiEFMk0h@W2AzMaxIJfgd<mhPS=mCpsaMxLH
z4?cv=$6QFnRP_o3h!m^R66EiXp+w?_g$kdDt~q1NbGQV~b;eg}3HX_|BidHjSti0*
zkFa^C`EuW8aMBq)@03n*IEYfXJnkgd{xK^>9C3qP9C1yDlVpjaUBJs@3)dul+M!<3
zZYI%Y<-+^J|5Phoo(>g=o4j+6n?8eJM@XBz%1@iTguQL-vUZ)GKBdtK-uAheLR>Y7
zn?C>BtxQU&J(1~iI^?)=j<0}0g3o7jbLBp`jb~WB#n@%5c<+e5z+L*Ra6`U3+&jQy
z)){zm66QKn0YeeC)(!aGo4<i&p12%s(UHzOi+<Ou&VMCv=iLnms#_HH8C0X)8yZrn
zv55IHR$AP!-R6rB{?<HC5AFL9h3ITpB~_TY#hMmfI#TwwkCe8cufx&K6{ywubK-eQ
zNcH%$3=P?7PyoN;PyW=PnzJ1ApX}}tZP4;d8xK;(Ko{-}SqC=}hrxbVcCk|*+aBU~
zqOC=@o%zI@q>ts?S3|_hEgf49ztpvgA~;K&qkk+zp+HkaP#UC{;ydf~Oc4VwciPo_
z$QMJ}(@oiR+|x_DVz4t*@h{Tf58021tmfE@6gY4Q5XNY-v>EbM5O_C`F+VZ)`JQjB
z9sc#d(B+8f&{}ouV4mj(p=YSXE3J=6t7+P>n#2Jp#C^RVzdl1H7LR~&y!V%vAuk8;
zn`v7D)-w)L-y58XlE?0kmhPdyE@MmSZdrdbKjYH;cNj+56R+vS4ZQ;vIV2@ZJ5eK{
ztgR0&=%iN4b`jw_O7`DBL68LS8{cn9YkGA7UUD9sA<`Wlsd8z9VS{1@FNho#Av$EL
z=b&q4O0M;=WJ$$GEx%n5%>C0S+4t;9j746&my|>f*E2TKX8DX&le$GMqceCrlGOwf
zyv|Y{wgx5B<d9Gy;&$m6$t>wV#6u<R{NJq?3groT`6Z(i@~l6QEBe)hZaXV9>Ts3;
z{`=!aqwk3G>z(4Rm6BRaCBjo`dLa~X)8cRMyKJ5=pwmIhCHMExVy1__ewr{$CJ7+l
zitL9e2)9KhyJz`(nj+CFI}^<QXzj@VMU{UltCmn?aM;&ox$RN3ijH~^qF8}|Q7a$h
z7L}XpadR#?`}HkbhABJAHz=~4pOTpk*wp<g8ZU#wMBt02E*&fOJx4Et&K~k$azQCL
zj##55R*HDO!EC9IL`7axm8Ky%5(oJgeMyTBTkg-)DpKW7CKz^76A(6X6IIY+0_($_
zMO#+4#(7H9l*FnBJQK)x>t<O>nF|ZF{mjPLWQ{6QlbvMoluk1PS+ZB@rW(*xz@&b0
zSz-*V2(1(UJ2D0PVz@YRMU~>X41qEpvtu|7kz(lTu8(dv{h-L3?pXdnYVpZC?l6`z
zggPcjhtHvGp_!ehie>ZXX0ex{Rayrm>>Zu9u#ws&Q;)n}H!PWzvyvrA*>iSNMK!N(
zJ6%vslX5J)wLs{6QL|0{s;pWGAQM!rug>qf8gpBeFEc=YBiP15v90>Ogkcrl+&JaX
z?gEyP8QjR%+9oBqX?%WAZL(x1gh$IiaUXYjrya*4LmO)T6&@|2TE8w?8IoVbj~K4I
z)Ze_bHnlh(on{HWk{3?1vLZ-fOshn*Q3O&wLoLI)L*6_8#jq`)azX3>_$$#=&LZJz
znbazlLRN#mR3w~LP^y(SS5p0|$FqXF9Qs|AAuZZ@ZOjoLpZ0FpoZo7@z3M%pLP;>B
zo%W8e))gdk2!p)ymAUN4ik0NRQXLl<PxM%S<XrMfXuPlVyag?imaKfa^1iGwHT*D*
zDS_7Vx$ylNp=lFL<t*qI5Jeki@bJ?bbh<1EiB&&AsauPnKQ&j19bFZ!3fAu6D<CBV
zygWq<p?*OftgydD<(q~{w}#U_PyFSC#2@kTM^%}Z_c;n{?K0GA;!n^3kd*C8nt7J+
z();F$;c`UwD2iLLpw&ORc{pK_lq&u`u;7sJ<}^!r#rD@YZ}t}$fUVetUy52pe-Z~0
zX+em*ZwS~R257Qrz4f|ZPnnoD{en0fY!8a&bqto6Cn_#Yvyw=LelvKVZi>QuJ9v%o
zs6gRy)}szaazt!7laCe#-lzCI!LP+Y)bGDh9!zo>9X(drCx_YTv~>s9n;CT%n`T?D
zgcsar^f~i(A|OQB0Tw(VF8{vx3z&j4eA|d_^wLZmHf{1n`>I~(h3<LV_&vGWcBU-3
z?H{r-HIdj)TKYZ>*)_}=qXs|MtSHi1ydjn>_}x8Nb(JQ@e6W|KP|r+^lz1cO)Jy%z
z{55NE1X<+ZYDQ^mG?bNoXl038s<~M8^g!ribkaZy*7c3T14#u=Ea7HJW5aF4&NcBG
zJ@ly}zqRPnFm+V6r57}5l7&c8YR)at{GD7=12S9TeQuOo9<9}!T&y8~qe|8O!fBIU
zid<;VTwMHlRzDInn0@$cW$qj_yIn6gFOy~)-hjPN4#t?3Lam+!DYkHCbo|Gx%}XWX
z^qE4Qt<(c*)dcH6B0@2UjV?1l`=E6~?Lk|6f>)W|oc5+SC|M|ut&V2GDDE4LD%2v~
zU!j1`<REIraoa*cG>A;<nGvCY)jws_@!z^m4G<IXu*)SD$itTGx`Q}p)YN`B=0||Z
z;g^@@a?T_fQlJ5Eg8@J4u_m<AXS)?E`)`QR?H0ua7HO>Ml<dRVKCC&GVxHWHB&}em
z;(r7b!;t&p6GzaJ3R6UugG%vLZc^vybq5K~{oD6Hp&W5VX|CWLcp~NhD$5aDev?9z
z%oLpCfk^C)4xf?gvNhcU6{Bzc&jyQKK_X~Ms7f**2&~|1+Xq@3zg*;hO)cV_5&Qp|
z>fImUpcm+9u`mpfsqR+L%pk~fcFt@|#^6cRq+QTF)ucI0__8VzA>czC1Rg~Oc7G&V
zFs$yI1$ZCBPsId7XEODYf1e12hIdEpd6#9GDgO$TWW`HYHR!><t}l$Hfl2S4sZc`O
zwL<)Dpia~oFBE~@;g_lFAi4mLovwifWU~n>WHu8ef#UKal41ul6jy8*qz4UF1sNDv
zisa752kW&~@TJgF$nL3Q{G7)HtDEg|*)A*zfK<`d0EM72IE7}3K@H{x|AkFCm#?^1
zoS`EMabkE1R!WYGo86lpEaBfIghFZ19zP+PhYmi0s!TTltLu0Bj>FakH2^9BsFm!>
z9^Gf6jxAPT^nR8<Sc!pKD9VnaAoR7oWQ{!qZF6NX&Fw&K3LcQ%T2kZ(SanIA(89o@
z#>M#f3QbQ@#6Y-e1pi#Ygd!}K-9U}e6~gHZWhb$AoJ7#sun^&%9oFV;(gH<`mR&`%
zvJhFH%XhIzk_<~kW0}fCO$^cmAgthA2$1`Z5h3}9GF)!B7btY$@^)YS0gtBD%8B0e
z=rMy@>V9D=F2Sr#SacF5smRn2JLJU@1{H%+9E(<2J<Mp!{j@&o4HJxW|D#Ma(uw<T
zp|R4@)h62vOd!GExS@x&W=5L=nZcreSk7SE!ayvCHYUSxQqwN@A4aVL#&iLA9uk=Q
zg$0=X+Y^W_gwdp?e`mnyzbg^<j=B*(hw>A;M52W^QjA0Q{0OIpzK*uHXn9V=rEH_V
zCZu)AZ7?P%Ui4V=$)vBR%XetHHJI?oI3xk5-q3Qtr_>F%)MC;qvkI&L*~md~#Djl~
zA9@sxa|_WIgbNSmsB`@Vcsi*pR;NI1VKqrg`bUmnzO2btStg~-ssDXI@e9I|lW=Ly
z4Y+Pyr|cI%`HZ**@Pm6|d?K&$98?X&oACU5MCQr=1C)@@S0!oY^XK3bRkyy1f)B9!
zhPIXWzr4WBN5qwa&llg$8+dEqSu%kh*E2eL`60VfegyqDIrL+&0zub(6?ACvmt72O
z%l{kP|Nn^j2k!5`S+*rICi@&QSC8r6OUwr`3fGaXUzhA^gP=y5gZ~Ge;EDW*@uC<g
z1*l@8{>6xD_Q~>$TSCMqm9+n$`yZNBRTTa&DE~jueZmJS1q%;?tVhKDiC2KCAh+`e
zRe6<R!JfBSulvXi9&ksUA{cNUxn5`Hb%&oO7+7+H=ZU93K)LV`ueKPs6@EwC%|reg
z33y)nQ-<6VRNJsUZhIAaqQo}3)0}lhJP4>^$b|#{snu0b4GNHa!rUnQFaK{@@H5rm
zS1z$%;ClXFyRO;kz5pvbG^k9@nZW>lWJFboPe@p(ZvhKTZ7trR-br!9bW95Pe}ZU`
zn=q!^h4K&B|2GmI?`;d(?yKPcA*(BzaSQ@`D9_x#UY&GDhWcHZG*3nhBfvTH1(uh=
z+nd(+1do=KNI?xSvvK{ur;}D<$$9L2>+1fPgH6qLgM<cnn_o^e#=t#;jg9w~vm3mP
z0`|&uDJa?SrY34Xe~ypKQWZ5Rp^6bICwD?WZ}p^I6ZMskpS7la`ORK_`!Y}I_Q0y^
zgD_<Hy0d5ex^++c3atBSAJWoS7I*=L4m^9;xxQGJAD+f^-hVwG_2}49f87x=0?$!x
z?;~H`;Zdm4Iy(1Q5eOe|QIaVl8ShBXe;pEpJF2>Tyl<A$KSxMM^-a;W^my+F#VJH6
zy@+Z+3!OH3;+o<=eLa00pJ$~`STG_X+#M@$pQ%vyhV*PdN6w<!AyIN>`OzlS02=B;
zGWwc2y?=k_v2o{qnnqu5&M;KWy$JHuoo(yshhDKa6EKR%u|M=i$Kbw$2910sB4(;8
z>V^uXbMq#(2|?O1fH_-Pjty_l^xmvi7}{Aqi4bk-8#)0W9|uSPCYELG)M3Hr=N03x
zS`iIs<=)%pkF{|D=z<9WJ-@GM0E?zpdCY>X_V?D;!#DkEN&VdgOVduck02SMbu}J}
z;uE3?MjaSUerWsTxE(>fo>HWp%H}k^wMU`jd(g*#YnH)f{&M|O!E9BML~+^Lah;f-
zz1rRY@jJBdN$NmEK!!C13m)*s$Exo%kw&Y>S1oCJLY^$NL0^+_uB=G~u$$H?z8qMI
zwCNa<CJAEG)Q`J%;%aBQFC*Ge;&j$H?a041xm@_qyH*DJv(018unL5;gy?Y_7J8+z
zpS$b@(Cw72UH^^wN}#(rbE(tO6<#ymnQ}s`$1orY&B18jDCAE@LTRZ|_SGiP{enFf
zf~a`n=oRSuDji^h)}H$3O9$1y-k?gWU$bA^w(oBo$obN3boWT?AxS^!gf6|xC8Ri!
z1a)wQeT!7VP*w2?5>~C3%Mx)vxxLScmJbe=f1-k0Z=6Ez=Uw7;-JHTi{<$IC$l6@o
z;%+a!RJSY%hM1>t{7w`cIXuWPAJsHsc~j5%$20Y3dzZ9*aF>ET@QW~&w%XCjCS9U6
z%IT5z@!-k(Je9i2;VY{H;`3_lf}w4L-1cey0(^~pxN078KF%;p^w{CYtyz`}?FMpJ
zsPAdLTs-1H@S>%+md6ZAA@qPg+Ns=R$v**<?KrfPpjO%4a5U}ckB9bF%8R>=NzM7+
zAkKD%2l&g@Jq{3n$qRBd3vRk&PekXJ;U}0y<K+k@Hh1s5c|%ugh_zwJFsR=$?W;j4
zx>(O61FU^XW9x=nuMylUv0(#k_77r_?1Zjh28x+&SUXll=a@ck`aSyb2{jp}5Y;b(
z&+KM5m`e6#Np+&*)bfpQ5vUvDIa};=qTl7ylTY1TUy4zH0LK|Tq!L;f*6P0V-`Xj^
zN-C-OY#MS7C`eVU*FT19=+EE=zbz-9f?%z{7|PUlW!h&~jWt!0XY$_o;eB_10d<P%
z<21XuWnE4sby<8yzG4(>N$||AC;QREtkwYbBA1FJ-b+&%%M_)3`How{LvVijfp8J*
z@J4o@sHqtQ{NW!IE4KzrJ%7Q8U1A0bU_PFLGMv&fg5fju*6A{6S&83x(<Ud#FkuCA
zyupoIwodE0ojr>fg*q)k^jGOy*Hx$W&Ph4q^nV--uyVAhkrtGC7)-q+{2d}DATt;c
z=UI{82Ae41p^XQ{Y$RyXi|IPGjaH^~Dx=*X3QA@M48d$Rc2XkZoJG}limIFX2so8r
zZW>~ot-CC2E>B4<PIo0?`jL<8d3%Ld#gp-h?K{}wB6Jl*ci+8uC{gH58GiPA)jGDs
zoFpK<>6e3@*#@P4A|PO@?H2c0saQ2)QtFO=5F%BQmRVd=y*62m=N<RV3x&dAXPquK
zllCbBYi;WB9%ot!$5hMzsNaq?#3(W0@qEZkjYUBv0F_>}9@>pZym*9jv3p#b(yO2g
z!SS|Pf|e0duQIMxqBaLycC5D@Cb|9kcfsl)^r9>X7_g$j;YndU+&0EmyVT8(nK1W>
zNz#I%q1UkvdP>#)l^FFV<8AdIVF<b)o?Rd){W0ShRsyche?jze{CANrIQz+)+RbI!
zFK59)E$eylDVvc#r1(3`6x63K#$$21%`|?FyG<+@G>^HrZ_-OJS29<<X*b>JC&QWo
zBaDA->vI!4ui(yh+W$UtU5%TGb=N(a+Jo^<z8ML{DSq4M&!$`Cgo1+mt&dEZ!mkM2
zt_g;cflRn<53ec0h)|~Z1j9i-bwG4yMt=cD#jQ_mQ;tfG>umkA7xSQ0vI#GkO%w+y
zTjf^T(aBH>T=}hVAC?@^VaB}_Oy2e+TT4<D;pZWhejt^VXJdEY4ig~D9JYtRo++&1
z>UFZAm|SyQ5ys_hgw5QD+dV~s^IQN-Z4(qNH(0J8iHt(@HWI3%p6@4QiUztOKxYht
zXxH=;=#7cvq-S=-9)s;bq=@=ENo&x<n=HPg9A<iEXerdC7wx;>4sKqk<jYHbqB}^y
zGW%g)(iN;G8c9(h_mF5Uc#kO5&E62GL6WZH-4Q6<w???Ap;FFxZ?A?%o)}<goKR5h
zC4xH`R|P)dh$M>p7irKC@=0N+nwP;?1<^18XwA!|vOx4Bl=_>Lzyx#f<BDIpF|ExH
z4D|!mBu}-3k6v2S^<_`Kpofx4I;iUE!%A+d#JCe*o3hwr$Rf89uQJV;v;%JIrir+{
zkBq9yA`lWi1%t^Xy=_6rsa!zRW-o|wl8EcV4`k2j{<_g9c_Emq;2D(vn8au#oy<<{
zQ7~_j|JgX}=(4Fbjn8qJOTavlVD3VrYd?a)R8L*G#oAZ!$xzN8%7!iW;{6X@qHopP
z#MO`P!7^r3_>)Vn8vE;yFLEvYRG-W6?JAy`sC*h?X9JFy?3~!+bVR_BMh;)ua#lf8
zbydV{H@4AF!qt>)yOiV?5{$@4w@`H0Zt*UPoSB}QF$N=T|46&((@R19h{#SBQgqNt
z?r*(9a6^i0ff7#OXH6>37Md=akJ?{}>v{;&HpW;Y&I5oRE$XM-9=ouSgjBY;$qKci
zx=7BJxedrVZ1;z1Un>wc_0`wOwSSM}1Ea76!oK&J!L%!)wJ{BcLd5+t62a$ko2P6^
zggu-Pv{lI}S8ulP-Z$N{L#1d@qJ~ghZf6t&%0fODxwKiD(|t$FRELROI@oEj#8#=)
z2TK749F{Ps=b3sw^VN~@-5}y>2kNWeNgufU_`{08U&uSW69~M!gugK#I2yp1vo&sD
zxE5wNsmDv2Ftq3|ZVqq5+jM;PF%cbV4)xnKITBbrm+kP^Q!FDTyj{cH3B5b!g$2>L
zNt$mr^jNNY5e{SvSedI0zB~sa1vFM{3E>Wd@Pp6tqv-l<Z!X@yPu3AsqI(Ri%aqtQ
z!fxHa=XBOu#Q_cuUcSmVmOjUKW0x#$%{ORMPB|B;)vO%}hK8>}ru^s?X>}?zt)r@C
z>++@C<X%JwU2jD?(!}Ni9(k~%ic@%Ad9V@t{3%WxFlVpsPP!FKqP6U^>Z5Gsn?g>8
zl}KVs1&COcOfeIO!WgI=Se40ZliFeXlOeRki%OgOHGoKeZ-wn9_v%dVS5BvE*INP7
z)p7_eJOvT)=fwgA`<nJcb^mb89DFP23b^BW2-)Q#CLmDRgsAUt7a{4lU7JF`0ZW`7
zTfD-m2CZQm(46In-^NK%%Oxh47w}@OLL1q*RI19G)Ku%fJ+70Lsh~BoDPp8D!{@l~
zt~_($1GFU_UamJ+Oh)=_S*yg^`MXg;rS&xTE)G=Xp=039!Z>YJ#Ne-+3A4y~1Q5d;
zBGIgqD;U*X%!@f^{iu{|4!gYbuT5+uzi@o!hc6MEOuPrt=<_oWN_#;bMiTVtF6^=6
zPnl#6+qiS$<8x54rXcVdUMNG7GH1JbD>K7?Q1rfC?yab%ja{4m!5%At)7D}<D^kOR
z`U$wx<9A*=GQ57#aR+Wq&bm_%Uqz(#ArgEa5Y9#<%gtMbVj-NRw)LgnPwWaGHj)o3
zYzj*NK9d}nF%geoOjQ?xB?c^!V>wxfl9HJz0fk&B0f)^o1xt%}kXE;19w$`4&%5m+
z`wQN9zpHG8<N1=DE3d})4EK^!XG=m>^tccrzq#|KyuU<z0<F^~SFCkYIhpIsNz_%k
zgv+*;)KF$7pQ}rMovQeegRhBU9b|FX*<`ln-ct{sR@emWu<t5hG)e`KXpZcriK4b}
zfYsbBg}b{a&|JjN!%H-UwbAjkJLzW^n>R4a>^4!6JKM&UzF6>eq@+QjFQns+o)qyW
zC8Iy$e`11`_~08w5Bs`3v7aK`{g*+1Ssa3mmK-+v=Zqf!3_LUKLEGuv(|T<g;w{rT
z-ADcb-d&SQzTAJ-%J~WA*(;GETBYV(ff*jDxrE<RiLs)n^JPIeL9egws4Pp?q&u#~
zN~jS_9TG;5|C3yi|3bYXc!OANDJJz2Qgi({CHwRz;2gXs@kIL@HqMDOH^N+s1e2^(
z^TUwF(qh~1VxCE%`9H7Kkj+D6gQ%(%5+s(2e!!D)p)8F9oZLPiR$p2zzC<-%@xJqS
zu0yd9osHZE%T-O?Mk0LMhn%7`VuYft=BE?p96+{1cS?E+h&brKR>~7WdlSw?lKau0
ziy#O7K@mnN{v?^?!%7GwEQ|KE5^m8jF-NM56BWVD3NCoQ;IX2m^PtyWO!NQ#V~%Sc
zgtKCExK5T##S+6~&>&q<>ixYt4!|)T#uDYn62J8wxUTH)4p7qoaN(RLz5B{oSAC|!
zSqa8C9iG5FDf14&p6>EILc9qFpGoqPG7a7u;$=@Qd0vQD8vKFQBR<I%qh|gz``pRP
zPr=&96rL}bhQ9A;M@kd!k^G#g*ar&u?wZ62A(Nk~(%2O_Ej*CVRB}{5I12=bFK??#
z(6~!&@wz%EiQ=1rfyJ<9#KXVM^%<i_E1#V_Du4N%^{)A+`@J|t{6a5co?7d>ZVchp
z$ZjxOIKp}C4ZMM3I|FZW)a6ZZ=KjYI9-$#`IdCDW7}WYM_qg6$U*g}0F8&uW?rT-g
zlIy*X!)tuYgrj)NgyE*~o3ZtLsF30-2sR4;ileKRdfzL*;{hJXwXFQh{>Sh26Grpv
zU9XRG*|*HJ&5nQU96w*y?i&5M&!n~m9CA#BMo+3f&#3`U$lJP_mbbPiVvl28^yf@H
zeY87h-tt3p6ptAjd2*;@f@c<xcONGZO!+)uG1)ga#Ws6rWd+HmPU}}X+9)VH-K}pD
z*txC0c~^xM1T-ubTeZ6@n{@hpapllnU!Uhzg+17U-cF}O#($m8BQF0gm)iO%3U1u*
zt9ylyOu#BncPh#7R6bIOR%E8y6KkXiP0VS8VU4O5d`t7PM&t8fDGW{6g2pN~x=Yt}
z3%Ti<=qVS~fLR~2`75^}W?Gi(W$+&A4hhodqZ%}fA*gfdu1x=+Z{tPdTtq1?tTTd2
zf0_@S(EF(LMz;FwHlnjgA((rISI+$&WfY!&5TIuU83H4GM>(NBv`3SdxchabH32+#
zV|{3Fz#f@zdk=9tmep}8myt|d1i-l>b+(LjBe3T!0$wQ-9V|!o6t`(Yxkt7Fm}g{d
z!N_Y-pd&vVeM#BYIw74-xyM$rZU4p=Ixq3W9*`IZRS-Ii@+SP;x)Tc`(rCq(_VIUm
z0l=P>CKC=G2k&*)t@W#$OyXeF5%LI!Ss#R6#{%ahb|E!t;w}-1kk(~)H_FXgD!qRm
zHD3Mo@;!TN+O+Y_lk9x()pFUi^~samc;=_apBW_y|HAIfl_b6#)XQumloA<~S?Lgc
z&*-}Qjc9l6u2t9aDNk;v95>*%EW;PO55)AKg}Zt<-Mf<-8pN(Y^H_?2jV!P~c>Iqu
z9bPqcmmF07ghLMpI%1YG9IW|S`=0ME@hcz~HYuUad_$s_5_)Wgy!_WLfA5tg++=RJ
z+3FEqbBP11N9lzigxwE+y{}EPV{Is}UW&J?z2j`NAJC^b_%B>|fiv?)!Y$xwaeDK%
zOuos!HFr>3!uU>5J#AlKKRJBq_=gV@qFbw&?>V00g<4fPSV1>}Dga?f!qU7{uW-R8
z=nZ=U4TE%H3AheRv9(B)7n>;$@Tasq)z(fr;lY~1{uxuaT(rrli3)e!&v-RhIHXk<
zL-hZvenId9FOT?0&!nsJoDHadKDLv)>R3ng8}2wZ=_-HSY5x}YLUxptIBm>Cglay<
zm%*3kaRk-avDE)+sIxudA$(^5%(-mtb07AdOP$w@lj-FIaR?n=ym_Xfa>O1)f9OnU
ze3H_dl7@tNTuwoqD|CnuwPz2=zaC9DdY)U&9LW}rjZAhbFzn2}JpsHDy8|b3aWvh(
z4+Rw$$Q1?ApbFcT&v@_ZB&P+CC%m&XN+LE{n~c~$ZrUB+LFCiQbo9oNJHfo4Ap_m@
zY)CxFH@hKDkrn>EBljn@^Ciij;<A5|p>Fk{wRJ3s<~y#^2F!Xx!EA4a6`m<V32p{3
z{|4PpXan8Px%2kt1rj;@d6CDdbBI7a$ra_B=YlJWNyfewX}DEt{!0Vc#8*BtG5y^&
zFB2vj=L_VB=;j-syw|x^iMzOhAY4MZLU~X(U#gJb<T`A31s}VSCXDM@+G4<*-U6Q7
z*Kg3)C7x=emq?RK?s)$Vd@KYffe0MmQ!!vXAifVi^LvW{;X_X=`?_~&k;|3K!&f@4
z-0l??jig&o%Ckjy`5W4O2S^g}853u&jc=dBV1=$+8=FkbY+5K*E8r;gX=3>J^ad*{
zU__Y^twNz!{?l=S!zi+Bdu~|0B$GG@!4No%f1deB_DmCfNs`Wax{NdASnStpqz+>g
z#KD{Y#D}5)l7nv7<(9Tah4GOk<y@gZs(IFEHV0>Mt@9!({#KHxqgcjcE7q6~&RLPo
zxcUc?9L5YSLh-;`F2644O9_b6!B;4rvqbmKH)PC0{ww}+bW)ufnwjf6?#<Fu=gwxJ
zTqoWG2g-6KOSS0p83I1*QCwIdh2@+~4GM6rMkm7n#r9jFzFwO)qUw8J<66He>5<uY
zcs{xlf&-N|tIm6_ERK>+EOR-Us{<I7%6~;)y7Ju%&S902%tV%Q^}!R|Qvm&J>I}@k
z-kfx6DS34bWO{5GqzBz1?$U_tkJC}0oRA6%cog_Xsmc~)<p6gvU4d$IsIOJs4%sd1
zw)zP0w*@+Gnqbt0Y-^Q^xF%WkXn!xgR8Hz~fF~abcDdR)Ft>}%r}r8D0dWzG5w(%~
z9t;#ke?Rf#cg{m?Yhx~U)*VVHHxHs+-Q<>-Ng8#BbS!<S^OJZO)NwB-w?W;fMqN09
zxWMG{I27S~y!cm<l;|`?*5PKpH!->8XDB<s;h<+!kH$%q<3vSw<fc?7dP0O5=0@Fq
zJNlhxMA+wWptS{u$TNp2-0LFJTOwJZmj{sZ;#c`gC3etLw#rp}gyeXe%)3a(|K~{3
z>yt?H!leCeP;{QRPNNKJZMf6-S~sskvvOX!gkLXZ?6TTmzJ`YmJLVHxY(rCW;F%BD
z4Tm|-bUc~jcU&gM2>MpR182FBgAq-zp?Sf2gVSsk?jG?&^8G&#&|eVGKLdes$HdOA
zco<iVk);_NffR#%#QV2Xm!mmoMXX%(<#%%Ubrg=v?{mYwmvdQ$TGDkQMDxt<>P!!m
zL}^Z0PnvQ))MGu5nzI5s7!FR2ionX-El<R3nF?Gog8NnhIr=>#)RAiof%tsFO0Awh
zFT%_Kxph_}$dgtc;*12`H|-1q#;HDDxZtgxE@Cnxzs<U&EpZktMc7IJ@AO}OrQJj+
zlwfp&JODeVUuMkX4`aD-%rRtVW+v(!I^Z|k8^{HmIR~qZFi%0F=$gjS0G-c@7apl;
z*?_mE@1{r^vDJYBAN6}a_L_VlY7Kd5ENKAS9bM_^YeF8c(d57h?=I5dM$Q25v5dRI
zAn&0P6FbTBd)GFJ9{t!PMq&A&c%Q^-Odt}G8@f;NChfE28LXcwM{C%sd7)UVRd}}?
zE_tTs8P4qX8ng?+cK)^mfWr>UKWB&G!-?Vk-xBI)L0aP^4)@S_!FH7~RE9@(>JDrB
z<EDANF#d95Sif^dn#Q=<H_em`wO>af!_Qd0%V!+fLj4?iBD+6^!Iop%$N7)yV^ZiM
z!6a9xCmli?_S%f&@!Qb%lV0b|o%kc^Gyh@*7IHb0l)G<J#To$}XqfC@Gt(-1I7VCi
zzn$?;bkNuS-SXI@uWdqlBqn?}?vy6!AEFBa5ptjjN0>(SsV)15B-%fi;7qd)ml)@$
z-Y;>`h6BEYLkpP2dv~iN#UmHp7+4i%S^8MXJ`;M)T%dMAn~}?#G_&yLGX&YIT=X1j
z4fbFSO9RjDq04|BAHG&)AG|tO-I9cjbd7Id?W0LAnuyHbNmhD$H`69!K=1&M-IVI_
zLSp<%MZn~zRS_+8@Y~$)v!l%<5#Z`l+KmoF1Q#<h;NXhGZBjI_^JJv|+4lXpLx*@g
z#sH(?4O_$Ibf+8)6D&)7@;QI}Xv2QbFu*eH0Zf6saRwOhIfmqjC7~Qet2x!^+>YZp
z_)S^x%K+7X$1P8d7m~e8^4T*}JnI=$T|^<^7d}$HC6W$D?j?HGt95X1m%-tl&S{(X
z%Twhw8deEp0TejND;#zC6R~zZ(jUd(LB)yzOqPxJ%o8zz-KO|b0}akULX9`4MkqFc
zNho~UIj4XDlQKkHSvOc8eE*ud5%)b_LmIGFlX42hba|{ZWeI)c_|^UsdD`>`#w)Ph
z&Z`{$X-AMvOwwf^X`s^fdYktE_xW@N7YGBR_S?jT_bWycxPhh8{@VOX=_!2s{mGU}
zU_Ey5^@=)^m4?U+^Q9Wj06UKX!LOW6Z6Cb50}lL2x)YbaR4M6q|GmXdPmU)WY@4#B
zR}3LyRxTfC2{sO%>Rm<~fH9y6EJ!k?<S#6cfEsoQJB8CzqBiBMDd6{p>bxn2*Hvhf
zEUk>%C-dIh+9O-K<l8Kgc&B(r6tP0XZpIg6`i~(ZHmFcg*M@|0=*y&WCm^Q83vtiy
zyaEoBx=|;6XZK+DjL#3NuTWl&gD$iCPcsc&hTG4`7=I=;&^Jsyaw5IyRe~xAoN8}q
zb;cpDnwGHYMirodz~<z|zY1rxcY69Ppp(SttXS06I=i5s77OmHXEIlkC1Y?np*94Y
zI9h>rU$xMrI#_LY7sTP*DX^qCh7q*U*T72AsnGHH0#7(8Q(n+i#1BRE<~+*++$%yX
zF+~|&BktF39U8915EwG4^AxNgx~XR0U;#tRl@_{y8Mmy-HL|Kj(*|WDTMRm46K(B_
z=F{@K&f=B^zj{w@6k2~mR2EoJmRKFnw)0pVDlMy|O6eiB&;O>Jv|D9KWG;@80h3xy
z32B=RmS0ZNMT%1x*ncCsQEZ9)DKPd4-y}T^T%5SUeIT`W4PuVL6G~wZI_F7ZP~gJS
zPeC2a>1in+?CBg?{nBWc4P_Et`Kg$oE5I@!dKvUNlgdN1H-BiI^>9?^YpkYJ1PuF_
z$w*eyq8;Ad{GUdyJszsOjfa`RFhXvXEW!>&=bSlL$<7QTBdqIYDG{|)Dus%+F@r*z
zaxYz$23ciEE~Sf0<<jo9<C^MY({(F(-z`#a(fj_i+Fi##ua6(j*Ylj`dA`r{`~E&3
zpW{5fyViM^-8|bI-AZxTi5somKd+v<N!}Y5-acZ~^<7<^bc2R}uQjK7V%@{;o9Ck^
zxQDy8iXF6nG-2;FTJghahpQt2CEY<6Z>(UbyjmG{*UdHUiTlqoyQs=pLLF}8>Z`47
zjPbGOulC+({C2VGlc5#a`-KYSi{sg=oh+1t*JLL-IZ6Hqe7{~CQPjQaJ}Wv_=|;nC
ztn|^P64Bk5UQf)X^wgsfAZUK~#Sz85o}Aaadvy&q8#sFB8`Q9CKODaFd}7BOFV@5>
zkL3H6i~Ijr<NTZ1Mq9OJoB7_Jc_X^@r-s`$y*O3f8++v9hx{L1?>v2fFU9KL+I3Fl
z^ZHyu7pkdx8A;L|&0?0yZ8P&*P)zQ>|Jqo6RI^&|e|_F~XqlJb>-Xy(tBV}=U)`D@
zuj~u>q3>`@xZ+Gyx32rL%d#PKjn$<^mFItczRPIDEbUw5EZamBdBi$|9pZmMnOhnu
zuLzL)d)TCV4z+QI(>)))$satLNcb!D&)@2EH9X>&=E)&RaW&7by=#$0U1LQ-lHbW%
zgH?uuZneJFJsxJcQ7@jVCT<(fk)C+N-d*bxb9R$I5*x&9&=FTuFFNm5pHX|RV62ZA
z-g;0qjT#v3y_u&ZZwY<xQ|XIqhxxaQnZa?k-r>ht`Q^9#J2O{Dzb@739b59U4DPj8
zTw#CVmTdA!QXavytGpNgRc&Lf|1S#%ww3A-4zBty&OWid{#*EakLE57*46W66MaAQ
z`1l$Go^xqa5<mCb@WXKL(mPvPWM7@J$?4gXB`e&r;c?5EiS_*C67VOgbaU;u)p}j4
zYC3Kzg9m9HjMa6VLlb=i4olUHcXXspxY;PUvyxnw&wuJCdG@tUm3_Foi2o+#>jMSa
z=NzAgcy*{%h95F-ee#7ZPQGeM+?%$nIZTC7(lO@<su+wmY_^LrJ3h=BQ$Y{fYsd5)
zx>qJ{skw`uaJgRpMmxi{t_*WI93E$1)!F5lbj~i^S->Wj%G~cV&T3^I`_N>O^1y1r
zV{;qs>~B7UEG3;@4;if%eC53PXsGZ;5G#Gls92bamIUbE8GrO<QF{FB0+r3DU9QV-
zK3k=Gr!P_uJk%2V)k0-WZs`NHeS`huq9WrYCHatgo&As8!6R*YTT>F}mA|&i-Dsh3
zb<lb>%=B2A@0{nh(#p@fRp;7uw*hS4QSZ6C$87`~;ae<8-DdY4VNlqD);Q}BS*Cbg
zFgq%BAt!Jjte)G`?AaRT>vk#oyPHAUaePL_Qlq!N4sO2MtWnE#FZbGHK2}nCxA+(S
zQSeMl#rfnE&!Jhl@%_pDj+@V%yxp7MUARlp{oRg8ov=#@4-Ad>LKmY#Rox>zQw^>s
z&aviJXG<?O&5{J@L4vAVGS3G67jr|3#YbBsR&bkehf;U#EH6%~;~{0zZII<MAh4Ym
zZ>DK7T=*h1C%j<`6MNvpF|4XSu6m^?Q#Jbm<aA<1xz2|YfvX@fa<|~}^;=zATSU?e
z*E-`{(_+2mY1s~UM@xN`4#*2s6Iy?Y(KZu4+jg(>Sd7H1bbE8e@dot<W%nJO*P<ZO
z$)Ih{G8=;rY#+Ww6ZNJeubbl>`7Z~fMpKbc=;x5pzGicA0WRVm$jV3`)4K6+uEuF&
z-YcKam6T1CTc4w`YJTO$yH$(R>n936U%)JW^h$5>m(8#A#vM+`1jagu{_=s9RV(`B
zk8W2abglkFQpFGaAbY$d;DhX|`2T3+HHOUiawV&=P=#b4Se1Q0R@hs%D!}Qi+$~$>
ztUfrMV{|>AGYt!B6vZi46Alr&xlYM<9((P}ic5{xrV?sBTU-yaPo|jL>O~g0R*VWW
z4bp48il?qMM1kBci7@kuReG{a5qUU6!_8--^yQTaU$+8{N3+;H8-utCq11pqI#S60
z_IF=B*F}m3cneP?jY}=a0l{N+nel$wwt5jod=2J?5<_;4S7D0s)OFyLugKff;nwlk
zxKvBw04mG*OqRy>E|d1(XdLddpX=Tu(Xca$Y<AUfd6yPqVV<g%t7a}+IPCS>G-mAi
zab}i@o=C$rkl&@875I#4VQU(xB%Zo9I8>8Z%(VE{!&H5{;6G<<jvchxkUJIo-7c@f
zx|h~!;r!7-dF-B9(y_9Jm4DQ&9I{}H78(VrDTIjz$~|sN7!hU?zJ}5iP@`R#GRv0n
zbfY=nz^ec1ojqC%K!K5>CDDL2IubHTfp+^zOI^0ge6^b8y~TU$2jai^{@iXaJzL|5
z`+N;mK!H}x*1{B(sp~*e(IPd_8WlyG_Kb!sYyW+aUr{&p+b?vqdg4ALs>~^R_ODBv
zg<3UEQ#Xt*RLve2n@QNJGLf1C@#F!&AmE{~Nt)?IlNDmD$?&<iTydsg*ndw(?k<f}
zE!CIpcij&DX)LhrR`un);o41=>k@45F8X)Y<hPBtgTE*l?!ENH<XuUw_pcZBcWw-F
zeET?QjpN(z+f?uEaD3gIaOgwd@}<9B@0V}zxq5f=<!r~d%SD|n(k!<H5_MIdrr@`_
zn%AY(vx9?vQ(v;Utfu?{fB5%+qgU7ezG;cdgXJnq`N&Qvf^kJ}KWZ3No!L~koi!U5
zGGK#2hW>g}<@#gS8h2ajN9Y9$io?`Li*n}aE@sX3)lme6x}3DScIKxGA=OH&J4}_n
z`$ZD?;+yakrD5#^nfYhQ$2zi|57o2{MyobyZ8JOm6RQtF55Cj*sJ6_OoZCQcb9HZq
zoGxDwc|iJW#C-dz$}T(UcAIdN&pz~CP->Y$GWYtf8qDroVa^F`sY+bNJ}pc*KE6kk
z<!&Zv<mL#VkO1+{ZA}uTgo=ahr`-9&UBWOMX<!QDPI8;z%H_hZpJbhvI<87tDavG-
z6n~UW9sLqNmm6z;<h<yK@GeoY4tx2`hUpF=X?B`lsz(<Kh9Ik=ESp;$J0FR;TJ}2a
z#@c>-#sO+lHCdIxr>->Ftz?xu=OsxTdV7;uQO<ME=;v1{A{P`2H#6<b6rY!;CP#ut
z0j+%t!{!>*yIW;dr>)s~sQE=*3MYG!wN6H)QqXcs7aZAYXf$iTvX$CcphCPvwoDFL
zs1gS{^SlzHc3wN2c=V(<C-p$tvJ9UPu2$VzbW~{MkS8c@vh%^CJhY2+4H=Sv_M0mA
z6#OJ{w6dVOxNmUHykr%|;abBUYPT)tl&_w_P;y7pN8L0g#lj=(2xEV=pBG%}#OM^|
zzt1Qw)POr;<gw4Kj*UPAqWvuKUS4>#L#Nzlu+o(2th|5w_nW9AIoO4fkn=J<b#=~5
z(p+*ObHg3IBGj$HE|2x!&$RX(u}G48?2~&afu#(V3Rn!Vm|(HMQUyy5EOoHhU}@CL
zJv0;Qbx1oNM4|*@O5lVY!GrO9fhK2heh`ymVa*E<gL$E0Ys1#V7>TS8C!sI`!yp0=
zTgQWlFesE-2ZygkLzm<?YibGdpD{T*x&N<E{(V)BTYWc+;~H;5Kz106qZDQe6Nnv7
z5eQ)l-pyr4kT8Y7`J|MC<yXz&Xzt_6IQ3ka7PL!(m_m~urkhRKAAf);66H<DFbYQ~
zayo`X5Xpn+7(u`k4TC{KbPR!Ud@8QwQ(zncInn~-JPbnUfl&m)>2@eV5ybSs1doC-
znjL}iK$vNE5{SSc9!aZ&z;KF(PBR3}LU}xlju9w<(=Y->aJnxEBN#nFk_2%jG-nDU
zLHDM$goJn)JunHw2#?k}5+;cmz6eh6Xe^LClmHF?GlpcU?<5M7bh=2CA`yBr7(zg_
zib;SGpKkc+ei%YxGck&Qrxzz7F@i_XGsFlKrWpb|uw$k>lNg9WqZ(iYN>30cQH)*)
zPLeomDw$3-PC*bo8DjGNcC^3*H1mce%p>W(peGo;5E291>C^ore{MUF3pLY_q$qli
zDVRRN5J`dAqO(Bpa2`D{g_1Cx1qp=$(@)t<B}0LknTb&_ZGu615KOb1<PV{-0IU#t
zArypAle^?2|DQB~f_OZXRtdmRl*R(UFp^dsz-9;%1)&fzeZNBhL$SXx$w$=#Ac_7B
zPGJ~K-`f-frgcWeI6@N@5Cq4lzk2*9s}w{4@99iakOb%yttY^6h6Yd&iOpnzBxhDf
zfqh300>qJ?Gz|TzqLcjpML!H-JbKnJL?N{4r(hVv=q-U^AQ!a2FifHJieUsI|B=kc
z{!{RzOwpZzO8vuda-UK#3O;Fe2snx834&Kr(shACcsO08C<Oek5=PIO2efr2hS0Yd
z#REs%OgjRnC(R=$iaxA75+Og%8>s&;`cWS7=~(<5BO#zt(?p8Gz`W7v#}E{p^>jO&
zF1Ns!g8w<_ll)T{23ksY#zCX#7})UiHsN3{>Gb0mMpsM<r^p$_0p&NCG5z2?Mxguw
RmDw)p7>cqjEk$3t{14my_>ceq

diff --git a/spelling-errors.txt b/spelling-errors.txt
index 2e5dcf1a..417512ac 100644
--- a/spelling-errors.txt
+++ b/spelling-errors.txt
@@ -40,7 +40,7 @@ CUDA
 CuDNN
 Dalhousie
 dataset
-datasets
+Datasets
 dataset’s
 differentiable
 discriminative
@@ -105,7 +105,7 @@ parallelized
 perceptrons
 pharmacovigilance
 phenotypes
-pre
+Pre
 pretraining
 pseudorandom
 pstew
diff --git a/variables.json b/variables.json
index 344dcc62..57aceb32 100644
--- a/variables.json
+++ b/variables.json
@@ -31,7 +31,7 @@
       "Beth Signal",
       "Juan Jose Carmona"
     ],
-    "header-includes": "<!--\nManubot generated metadata rendered from header-includes-template.html.\nSuggest improvements at https://github.com/manubot/manubot/blob/master/manubot/process/header-includes-template.html\n-->\n<meta name=\"dc.format\" content=\"text/html\" />\n<meta name=\"dc.title\" content=\"Ten Quick Tips for Deep Learning in Biology\" />\n<meta name=\"citation_title\" content=\"Ten Quick Tips for Deep Learning in Biology\" />\n<meta property=\"og:title\" content=\"Ten Quick Tips for Deep Learning in Biology\" />\n<meta property=\"twitter:title\" content=\"Ten Quick Tips for Deep Learning in Biology\" />\n<meta name=\"dc.date\" content=\"2021-02-01\" />\n<meta name=\"citation_publication_date\" content=\"2021-02-01\" />\n<meta name=\"dc.language\" content=\"en-US\" />\n<meta name=\"citation_language\" content=\"en-US\" />\n<meta name=\"dc.relation.ispartof\" content=\"Manubot\" />\n<meta name=\"dc.publisher\" content=\"Manubot\" />\n<meta name=\"citation_journal_title\" content=\"Manubot\" />\n<meta name=\"citation_technical_report_institution\" content=\"Manubot\" />\n<meta name=\"citation_author\" content=\"Benjamin D. Lee\" />\n<meta name=\"citation_author_institution\" content=\"In-Q-Tel Labs\" />\n<meta name=\"citation_author_institution\" content=\"National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health\" />\n<meta name=\"citation_author_institution\" content=\"Nuffield Department of Medicine, University of Oxford\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-7133-8397\" />\n<meta name=\"citation_author\" content=\"Alexander J. Titus\" />\n<meta name=\"citation_author_institution\" content=\"University of New Hampshire\" />\n<meta name=\"citation_author_institution\" content=\"Bioeconomy.XYZ\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-0145-9564\" />\n<meta name=\"citation_author\" content=\"Kun-Hsing Yu\" />\n<meta name=\"citation_author_institution\" content=\"Department of Biomedical Informatics, Harvard Medical School\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-9892-8218\" />\n<meta name=\"citation_author\" content=\"Marc G. Chevrette\" />\n<meta name=\"citation_author_institution\" content=\"Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-7209-0717\" />\n<meta name=\"twitter:creator\" content=\"@wildtypeMC\" />\n<meta name=\"citation_author\" content=\"Paul Allen Stewart\" />\n<meta name=\"citation_author_institution\" content=\"Biostatistics and Bioinformatics Shared Resource, Moffitt Cancer Center\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-0882-308X\" />\n<meta name=\"citation_author\" content=\"Evan M. Cofer\" />\n<meta name=\"citation_author_institution\" content=\"Lewis-Sigler Institute for Integrative Genomics, Princeton University\" />\n<meta name=\"citation_author_institution\" content=\"Graduate Program in Quantitative and Computational Biology, Princeton University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-3877-0433\" />\n<meta name=\"citation_author\" content=\"Sebastian Raschka\" />\n<meta name=\"citation_author_institution\" content=\"Department of Statistics, University of Wisconsin-Madison\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-6989-4493\" />\n<meta name=\"twitter:creator\" content=\"@rasbt\" />\n<meta name=\"citation_author\" content=\"Finlay Maguire\" />\n<meta name=\"citation_author_institution\" content=\"Faculty of Computer Science, Dalhousie University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-1203-9514\" />\n<meta name=\"citation_author\" content=\"Benjamin J. Lengerich\" />\n<meta name=\"citation_author_institution\" content=\"Computer Science Department, Carnegie Mellon University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-8690-9554\" />\n<meta name=\"citation_author\" content=\"Alexandr A. Kalinin\" />\n<meta name=\"citation_author_institution\" content=\"Department of Computational Medicine and Bioinformatics, University of Michigan\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-4563-3226\" />\n<meta name=\"citation_author\" content=\"Anthony Gitter\" />\n<meta name=\"citation_author_institution\" content=\"Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison\" />\n<meta name=\"citation_author_institution\" content=\"Morgridge Institute for Research\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-5324-9833\" />\n<meta name=\"twitter:creator\" content=\"@anthonygitter\" />\n<meta name=\"citation_author\" content=\"Casey S. Greene\" />\n<meta name=\"citation_author_institution\" content=\"Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA\" />\n<meta name=\"citation_author_institution\" content=\"Department of Biochemistry and Molecular Genetics, University of Colorado School of Medicine, Aurora, CO, USA\" />\n<meta name=\"citation_author_institution\" content=\"Center for Health AI, University of Colorado School of Medicine, Aurora, CO, USA\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-8713-9213\" />\n<meta name=\"citation_author\" content=\"Simina M. Boca\" />\n<meta name=\"citation_author_institution\" content=\"Innovation Center for Biomedical Informatics, Georgetown University Medical Center\" />\n<meta name=\"citation_author_institution\" content=\"Department of Oncology, Georgetown University Medical Center\" />\n<meta name=\"citation_author_institution\" content=\"Department of Biostatistics, Bioinformatics and Biomathematics, Georgetown University Medical Center\" />\n<meta name=\"citation_author_institution\" content=\"Cancer Prevention and Control Program, Lombardi Comprehensive Cancer Center\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-1400-3398\" />\n<meta name=\"citation_author\" content=\"Timothy J. Triche, Jr.\" />\n<meta name=\"citation_author_institution\" content=\"Center for Epigenetics, Van Andel Research Institute\" />\n<meta name=\"citation_author_institution\" content=\"Department of Translational Genomics, Keck School of Medicine, University of Southern California\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-5665-946X\" />\n<meta name=\"citation_author\" content=\"Thiago Britto-Borges\" />\n<meta name=\"citation_author_institution\" content=\"Section of Bioinformatics and Systems Cardiology, Department of Internal Medicine III and Klaus Tschira Institute for Integrative Computational Cardiology, University Hospital Heidelberg\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-6218-4429\" />\n<meta name=\"citation_author\" content=\"Elana J. Fertig\" />\n<meta name=\"citation_author_institution\" content=\"Department of Oncology, Department of Biomedical Engineering, Department of Applied Mathematics and Statistics, Johns Hopkins University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-3204-342X\" />\n<meta name=\"citation_author\" content=\"Michael D. Kessler\" />\n<meta name=\"citation_author_institution\" content=\"Department of Oncology, Johns Hopkins University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-1258-5221\" />\n<meta name=\"citation_author\" content=\"Alexandra J. Lee\" />\n<meta name=\"citation_author_institution\" content=\"Genomics and Computational Biology Graduate Program, University of Pennsylvania\" />\n<meta name=\"citation_author_institution\" content=\"Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-0208-3730\" />\n<meta name=\"citation_author\" content=\"Beth Signal\" />\n<meta name=\"citation_author_institution\" content=\"Climate Change Cluster, University of Technology Sydney\" />\n<meta name=\"citation_author_orcid\" content=\"None\" />\n<meta name=\"citation_author\" content=\"Juan Jose Carmona\" />\n<meta name=\"citation_author_institution\" content=\"Philips Healthcare\" />\n<meta name=\"citation_author_institution\" content=\"Philips Research North America\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-3029-4658\" />\n<meta name=\"twitter:creator\" content=\"@jcveritas\" />\n<link rel=\"canonical\" href=\"https://Benjamin-Lee.github.io/deep-rules/\" />\n<meta property=\"og:url\" content=\"https://Benjamin-Lee.github.io/deep-rules/\" />\n<meta property=\"twitter:url\" content=\"https://Benjamin-Lee.github.io/deep-rules/\" />\n<meta name=\"citation_fulltext_html_url\" content=\"https://Benjamin-Lee.github.io/deep-rules/\" />\n<meta name=\"citation_pdf_url\" content=\"https://Benjamin-Lee.github.io/deep-rules/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"application/pdf\" href=\"https://Benjamin-Lee.github.io/deep-rules/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"text/html\" href=\"https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/\" />\n<meta name=\"manubot_html_url_versioned\" content=\"https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/\" />\n<meta name=\"manubot_pdf_url_versioned\" content=\"https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/manuscript.pdf\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"twitter:card\" content=\"summary_large_image\" />\n<meta property=\"og:image\" content=\"https://github.com/Benjamin-Lee/deep-rules/raw/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/content/images/thumbnail_tips_overview.png\" />\n<meta property=\"twitter:image\" content=\"https://github.com/Benjamin-Lee/deep-rules/raw/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/content/images/thumbnail_tips_overview.png\" />\n<link rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"https://manubot.org/favicon-192x192.png\" />\n<link rel=\"mask-icon\" href=\"https://manubot.org/safari-pinned-tab.svg\" color=\"#ad1457\" />\n<meta name=\"theme-color\" content=\"#ad1457\" />\n<!-- end Manubot generated metadata -->",
+    "header-includes": "<!--\nManubot generated metadata rendered from header-includes-template.html.\nSuggest improvements at https://github.com/manubot/manubot/blob/master/manubot/process/header-includes-template.html\n-->\n<meta name=\"dc.format\" content=\"text/html\" />\n<meta name=\"dc.title\" content=\"Ten Quick Tips for Deep Learning in Biology\" />\n<meta name=\"citation_title\" content=\"Ten Quick Tips for Deep Learning in Biology\" />\n<meta property=\"og:title\" content=\"Ten Quick Tips for Deep Learning in Biology\" />\n<meta property=\"twitter:title\" content=\"Ten Quick Tips for Deep Learning in Biology\" />\n<meta name=\"dc.date\" content=\"2021-02-01\" />\n<meta name=\"citation_publication_date\" content=\"2021-02-01\" />\n<meta name=\"dc.language\" content=\"en-US\" />\n<meta name=\"citation_language\" content=\"en-US\" />\n<meta name=\"dc.relation.ispartof\" content=\"Manubot\" />\n<meta name=\"dc.publisher\" content=\"Manubot\" />\n<meta name=\"citation_journal_title\" content=\"Manubot\" />\n<meta name=\"citation_technical_report_institution\" content=\"Manubot\" />\n<meta name=\"citation_author\" content=\"Benjamin D. Lee\" />\n<meta name=\"citation_author_institution\" content=\"In-Q-Tel Labs\" />\n<meta name=\"citation_author_institution\" content=\"National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health\" />\n<meta name=\"citation_author_institution\" content=\"Nuffield Department of Medicine, University of Oxford\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-7133-8397\" />\n<meta name=\"citation_author\" content=\"Alexander J. Titus\" />\n<meta name=\"citation_author_institution\" content=\"University of New Hampshire\" />\n<meta name=\"citation_author_institution\" content=\"Bioeconomy.XYZ\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-0145-9564\" />\n<meta name=\"citation_author\" content=\"Kun-Hsing Yu\" />\n<meta name=\"citation_author_institution\" content=\"Department of Biomedical Informatics, Harvard Medical School\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-9892-8218\" />\n<meta name=\"citation_author\" content=\"Marc G. Chevrette\" />\n<meta name=\"citation_author_institution\" content=\"Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-7209-0717\" />\n<meta name=\"twitter:creator\" content=\"@wildtypeMC\" />\n<meta name=\"citation_author\" content=\"Paul Allen Stewart\" />\n<meta name=\"citation_author_institution\" content=\"Biostatistics and Bioinformatics Shared Resource, Moffitt Cancer Center\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-0882-308X\" />\n<meta name=\"citation_author\" content=\"Evan M. Cofer\" />\n<meta name=\"citation_author_institution\" content=\"Lewis-Sigler Institute for Integrative Genomics, Princeton University\" />\n<meta name=\"citation_author_institution\" content=\"Graduate Program in Quantitative and Computational Biology, Princeton University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-3877-0433\" />\n<meta name=\"citation_author\" content=\"Sebastian Raschka\" />\n<meta name=\"citation_author_institution\" content=\"Department of Statistics, University of Wisconsin-Madison\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-6989-4493\" />\n<meta name=\"twitter:creator\" content=\"@rasbt\" />\n<meta name=\"citation_author\" content=\"Finlay Maguire\" />\n<meta name=\"citation_author_institution\" content=\"Faculty of Computer Science, Dalhousie University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-1203-9514\" />\n<meta name=\"citation_author\" content=\"Benjamin J. Lengerich\" />\n<meta name=\"citation_author_institution\" content=\"Computer Science Department, Carnegie Mellon University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-8690-9554\" />\n<meta name=\"citation_author\" content=\"Alexandr A. Kalinin\" />\n<meta name=\"citation_author_institution\" content=\"Department of Computational Medicine and Bioinformatics, University of Michigan\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-4563-3226\" />\n<meta name=\"citation_author\" content=\"Anthony Gitter\" />\n<meta name=\"citation_author_institution\" content=\"Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison\" />\n<meta name=\"citation_author_institution\" content=\"Morgridge Institute for Research\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-5324-9833\" />\n<meta name=\"twitter:creator\" content=\"@anthonygitter\" />\n<meta name=\"citation_author\" content=\"Casey S. Greene\" />\n<meta name=\"citation_author_institution\" content=\"Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA\" />\n<meta name=\"citation_author_institution\" content=\"Department of Biochemistry and Molecular Genetics, University of Colorado School of Medicine, Aurora, CO, USA\" />\n<meta name=\"citation_author_institution\" content=\"Center for Health AI, University of Colorado School of Medicine, Aurora, CO, USA\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-8713-9213\" />\n<meta name=\"citation_author\" content=\"Simina M. Boca\" />\n<meta name=\"citation_author_institution\" content=\"Innovation Center for Biomedical Informatics, Georgetown University Medical Center\" />\n<meta name=\"citation_author_institution\" content=\"Department of Oncology, Georgetown University Medical Center\" />\n<meta name=\"citation_author_institution\" content=\"Department of Biostatistics, Bioinformatics and Biomathematics, Georgetown University Medical Center\" />\n<meta name=\"citation_author_institution\" content=\"Cancer Prevention and Control Program, Lombardi Comprehensive Cancer Center\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-1400-3398\" />\n<meta name=\"citation_author\" content=\"Timothy J. Triche, Jr.\" />\n<meta name=\"citation_author_institution\" content=\"Center for Epigenetics, Van Andel Research Institute\" />\n<meta name=\"citation_author_institution\" content=\"Department of Translational Genomics, Keck School of Medicine, University of Southern California\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-5665-946X\" />\n<meta name=\"citation_author\" content=\"Thiago Britto-Borges\" />\n<meta name=\"citation_author_institution\" content=\"Section of Bioinformatics and Systems Cardiology, Department of Internal Medicine III and Klaus Tschira Institute for Integrative Computational Cardiology, University Hospital Heidelberg\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-6218-4429\" />\n<meta name=\"citation_author\" content=\"Elana J. Fertig\" />\n<meta name=\"citation_author_institution\" content=\"Department of Oncology, Department of Biomedical Engineering, Department of Applied Mathematics and Statistics, Johns Hopkins University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-3204-342X\" />\n<meta name=\"citation_author\" content=\"Michael D. Kessler\" />\n<meta name=\"citation_author_institution\" content=\"Department of Oncology, Johns Hopkins University\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0003-1258-5221\" />\n<meta name=\"citation_author\" content=\"Alexandra J. Lee\" />\n<meta name=\"citation_author_institution\" content=\"Genomics and Computational Biology Graduate Program, University of Pennsylvania\" />\n<meta name=\"citation_author_institution\" content=\"Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-0208-3730\" />\n<meta name=\"citation_author\" content=\"Beth Signal\" />\n<meta name=\"citation_author_institution\" content=\"School of Medicine, College of Health and Medicine, University of Tasmania\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-6839-2392\" />\n<meta name=\"citation_author\" content=\"Juan Jose Carmona\" />\n<meta name=\"citation_author_institution\" content=\"Philips Healthcare\" />\n<meta name=\"citation_author_institution\" content=\"Philips Research North America\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-3029-4658\" />\n<meta name=\"twitter:creator\" content=\"@jcveritas\" />\n<link rel=\"canonical\" href=\"https://Benjamin-Lee.github.io/deep-rules/\" />\n<meta property=\"og:url\" content=\"https://Benjamin-Lee.github.io/deep-rules/\" />\n<meta property=\"twitter:url\" content=\"https://Benjamin-Lee.github.io/deep-rules/\" />\n<meta name=\"citation_fulltext_html_url\" content=\"https://Benjamin-Lee.github.io/deep-rules/\" />\n<meta name=\"citation_pdf_url\" content=\"https://Benjamin-Lee.github.io/deep-rules/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"application/pdf\" href=\"https://Benjamin-Lee.github.io/deep-rules/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"text/html\" href=\"https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/\" />\n<meta name=\"manubot_html_url_versioned\" content=\"https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/\" />\n<meta name=\"manubot_pdf_url_versioned\" content=\"https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/manuscript.pdf\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"twitter:card\" content=\"summary_large_image\" />\n<meta property=\"og:image\" content=\"https://github.com/Benjamin-Lee/deep-rules/raw/46bcdfbe4c3908b46f14d5112dafd6a25138a371/content/images/thumbnail_tips_overview.png\" />\n<meta property=\"twitter:image\" content=\"https://github.com/Benjamin-Lee/deep-rules/raw/46bcdfbe4c3908b46f14d5112dafd6a25138a371/content/images/thumbnail_tips_overview.png\" />\n<link rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"https://manubot.org/favicon-192x192.png\" />\n<link rel=\"mask-icon\" href=\"https://manubot.org/safari-pinned-tab.svg\" color=\"#ad1457\" />\n<meta name=\"theme-color\" content=\"#ad1457\" />\n<!-- end Manubot generated metadata -->",
     "bibliography": [
       "content/manual-references.json"
     ],
@@ -321,10 +321,10 @@
         "github": "betsig",
         "name": "Beth Signal",
         "initials": "BS",
-        "orcid": null,
+        "orcid": "0000-0002-6839-2392",
         "email": "beth.signal@gmail.com",
         "affiliations": [
-          "Climate Change Cluster, University of Technology Sydney"
+          "School of Medicine, College of Health and Medicine, University of Tasmania"
         ],
         "affiliation_numbers": [
           31
@@ -469,7 +469,7 @@
         "affiliation_number": 30
       },
       {
-        "affiliation": "Climate Change Cluster, University of Technology Sydney",
+        "affiliation": "School of Medicine, College of Health and Medicine, University of Tasmania",
         "affiliation_number": 31
       },
       {
@@ -486,18 +486,18 @@
       "repo_slug": "Benjamin-Lee/deep-rules",
       "repo_owner": "Benjamin-Lee",
       "repo_name": "deep-rules",
-      "commit": "3dc13acbcf1582fd80c755076ce307c0a9e1db4a",
-      "triggering_commit": "3dc13acbcf1582fd80c755076ce307c0a9e1db4a",
-      "build_url": "https://github.com/Benjamin-Lee/deep-rules/commit/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/checks",
+      "commit": "46bcdfbe4c3908b46f14d5112dafd6a25138a371",
+      "triggering_commit": "46bcdfbe4c3908b46f14d5112dafd6a25138a371",
+      "build_url": "https://github.com/Benjamin-Lee/deep-rules/commit/46bcdfbe4c3908b46f14d5112dafd6a25138a371/checks",
       "job_url": "https://github.com/Benjamin-Lee/deep-rules/runs/run3"
     },
     "html_url": "https://Benjamin-Lee.github.io/deep-rules/",
     "pdf_url": "https://Benjamin-Lee.github.io/deep-rules/manuscript.pdf",
-    "html_url_versioned": "https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/",
-    "pdf_url_versioned": "https://Benjamin-Lee.github.io/deep-rules/v/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/manuscript.pdf",
+    "html_url_versioned": "https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/",
+    "pdf_url_versioned": "https://Benjamin-Lee.github.io/deep-rules/v/46bcdfbe4c3908b46f14d5112dafd6a25138a371/manuscript.pdf",
     "manubot_version": "0.4.1",
     "rootstock_commit": "97b294802ffcd39071b6e5b8ab59f60faf4be118",
-    "thumbnail_url": "https://github.com/Benjamin-Lee/deep-rules/raw/3dc13acbcf1582fd80c755076ce307c0a9e1db4a/content/images/thumbnail_tips_overview.png",
+    "thumbnail_url": "https://github.com/Benjamin-Lee/deep-rules/raw/46bcdfbe4c3908b46f14d5112dafd6a25138a371/content/images/thumbnail_tips_overview.png",
     "manuscript_stats": {
       "word_count": 7459
     }