From fcd260c7548c46347e88652670a24563fbbe3320 Mon Sep 17 00:00:00 2001 From: Holger Kohr Date: Wed, 28 Nov 2018 23:15:14 +0100 Subject: [PATCH] Add images for misclassified MNIST examples See https://github.com/apache/incubator-mxnet/pull/13094 --- .../tutorials/gluon/mnist_wrong_preds_train.png | Bin 0 -> 15741 bytes .../tutorials/gluon/mnist_wrong_preds_val.png | Bin 0 -> 15438 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 mxnet/doc/tutorials/gluon/mnist_wrong_preds_train.png create mode 100644 mxnet/doc/tutorials/gluon/mnist_wrong_preds_val.png diff --git a/mxnet/doc/tutorials/gluon/mnist_wrong_preds_train.png b/mxnet/doc/tutorials/gluon/mnist_wrong_preds_train.png new file mode 100644 index 0000000000000000000000000000000000000000..2ddf291e944490ff1e375c615057ab87e96c6e43 GIT binary patch literal 15741 zcmdVBcUTi?+c%7>fDK{Sf(t@Wnn+XWT||L^z$(&9R3J!=5PFNkDosE`38AhUK%`0U zWL?1!5`qK)saa_uR1<1QNWO{pQ{L~ppZh+Z_s@^xK*nLnTr<~s{@PrV{F}9z&{46Y ze0+RDVDlSy`1lU)0o(nD1%Q7K2OU!YejI{d2j4vme8n90OalIYp%CKiG>e;C{#>e^`jW&jYD2uVAuYA&+!b zRsZ_{6!@;0PQ z-Yy>GZM-;tck=*mqgUh-?*{Slc^*C;%NP2QD3FI%t1lWRS>~Y&??XYkV?-H*x1FBN z!$|PhiHrreBI3H+tAOoWWRPR>reZ(wQ|?&qr9f_rCs)FuO20u)ZMl$*MKxb@J|?lw z_jttQCg`yYo;Z#kONMIxMU+F2xvJ&ggRY~;AjB2EPByUhQT9?vNlUFD#($nkl!(( zvIg!|`p~akLWn{*#7;y0?X!H@DOK9W(Gnwjaul-k?!|qJiN^6?->SWt%Rs@LrK+}M z`X4?C;p4Nq#v7o73Iq>Q_K~N${-$ub{sgk=o$05gKQAF~$YKq3s9m=Sci#aYo% zw!o4L;Kg_KgtxkNv`mykI<%?2+bstlEB!qf%ZF?TV1(au#iQ66M%2kvS|qgTIl9mr zs+v27f@s@0D{x4Y01 z1@cv{6HaOq^5EHMH5Q2|safAh7&`!MvSW1BWOC<^sj=$ORd=Aesrh41!I_D_LN$kp zrg>xM2cuB==*$MVFQvuPy>=6kSve}7hw!?Jc$IRSVH8`G0?$y)AIpJmdy-wH7qNd5 zHPz}rfKR56fzgw`P(|vPX*Kttn%)?ZGeCsOdd0M(m2Lm#j(sG$gZl!JXais9vNL*L zK?av?xy`kMZewKzigTTe)LfJXqQ%m2*~kS2kNy=w%SN1L{RwE;OLS-cTu>Xj6ADcf z?ZrKShWXS@je!lTuh#b*tAxByi>m{zUFDj8U%{LMhF^|n%-+EftZ5#-NVCBzbMaU; zmoZ`>m<-cKaPLF&=bf}-yH*QUntkx}eGIw^MKu6!q<|XBrfywMe&}Goe_9Mn+D7b{ z!HKD?j#K8*e_);sG{y~bmJ7Z2kZ>+hGxatqJ_wkvFf7uHTV40E8YjJP81@;x%R6CIkqgBDXzK6w}{K}%Ts7Wp@|2~%=$W~7a| z^IeWlf*^6_7}d3_X<5)>+>$Jfd}cZBNH#`>Y1Ri6!nr;xpeyyomTe|vf9Apwh`F;1 z`3Q1bt-h)do@VG=$o?vE$w!{q{-D`>Ns8u;=f1Cnug!RFeZx~`=MYlvgN}R2R9Ux+ zT=R|ka%Q^>V)Sx-5vlbGxJdKG7d!Hw`aS{DvqJ5_3Br?=oW_bzx4+?sq&7vCiaH zN4UmOV6wE|z~ZvSnf2oK>WH5sa@ji{?lIxZI6QardbzmLPOf@AVUBPQ$=(?}1Qxf@ zbs$eeo6_Kc@A?#h@-iUlxOYShGc7rSv~x^Q(oQc|+qLTDj*_$wQ-7n~a?gT{-B5z# zmo>qum<3QFu~>#X>zDkcP6Fwbal=OfWdWl+97E&T)Hlq7nM?!QjS((J4(u`!wV|_U(3?qR;Ou(C+<2#@pS=2C+A+ghm&Kp%=f}Y7vXd4c6Y3pj# zg!@to3%tb(=RopYWAcf?x?{*4A;tGFBh(jZ4Qwa7M@rs@@P%D6r+T74r{Q+iNMkvB zODPC@+-8JpPOd9wTJ}P;4{sZX=yR0a+#@+<8*hMJ4qa5sacvE5lIQ;DYmb)HnE7t7 zm}E(4~KgFJ`&rC%WG74ZD zGOJ>pR4sZOvH@~+{gZyA^DXin*_`FGV2{_4Uh^d{H>2g3A@27g$0jcAv?%OwRX5JA z$@$RrH^NaySnl0E&gb}z$T^zp-?=SU@*oYB5%ig!ibjZjoA5PKYq*SrEJAeg zBC}o2gSg_N7TrzUCTtWbs0>J`Q72K1aMKZuddWylEfaDisg+qCnJ|YiS5>6lqE1%c zjgp>6TnliOVyU(~UDuyhg4B-p5bYJecL|jBQ51BCZiY7%z*T!GLE{6&9A6m;Jf$@h z8Mj)HkFxNN$8f+A*N@On%@yP;KweIMA?8>?*K^szh!^U&?+ZeOhL~$Hoy!F*coCCj z>1<6ti09a_3S%NS6@Ke-X!|lGjE`&4JJS5TY0!xrOKRO++qYvBUe~;dpiYLDuMQxw ze9}xta{tSaz_t!R802IciB1QT+)(a0n8+vWsXwLfq>8OQbU!EYF|*+hwq;Nyret36 zzVysfyv~RxUV5UP0Le<`Haj%_4bDHf(Xk&#o!l7gn8?Jsd{VT``*q+EsXvHhrKm+w zet}AXRV3rA;PVF0G6T{>%iCwmnIC03Rk>NlIx6Pr)Mp`GsF32Ar!gB>$*p*u9mHUV z9uiBdo3Q8j{2^Khw=r9$s37jwxR#vD^p-)`gpjP#MjdZ(jB)$#1-{UUVqvk<_lQ%fE3)h>#oHb9V%bZi!YfKm;oWpgx_;T+0 zpU%inZS2C|H10NNDIigII;9ZQs^*x?r*3l~TLhRBG~$NTZ_LCV{$9L$!Suo1C!1Pn zjDp#Md_aTXDGJj!j-l3FBFU@^%yxfY_m6QAIs=-e`D5)2E~NF0uB1#_7WPFJjFJIX z>F#cNp}KS3q((W9ZPh$DeU}rsdYzjo7MW#8{*1fnTI-`A#JZ2!DBS9Ce^FBzcmYwS zUG;?_aUL=4{t%kqXEe`9VfU1P^780%3nd!O!&$SXtw$w33iX52v#`fHU&gpkl-Q$f z7n+=Xi<`Tt-7#v>b|qRmiqzamQ;yo!J;IRLb9VUDQ7BNWYZLl}1Ai<5+O-!Pw<&Dt zE_AvlVQwNAemy$UV*| zp3+hHXNeMuZBX-aOIM?=6A%mcpU+NvO)Rpncr(D60 z#`2SyZGW;C*s9F6Zmmh5TMn1Snr^>kAMJ+`udiFGuwxVvgL3u{LF(s3U1VymlW{#) zk#eWs>WhwB8w#-+3z~-J9}Y6CR5<44j8Kx521S8-nh{VdzIG1b0d2Nud-rGDB{OiO z&-s$T3I(86PwO?ssZzpX3S!`Cwa$;sSlY~Onr!NNpgg0HlIF8DkbE@*KR<_s?`a_Y z<&_s_1^C8K0TTYG#agibL#R>C7YB}YkcpuE{`|T?z*+$-d@mNd?afSy^ILSj$Faau zK7A5~Id(nYkWkdHGtpH%?bsFE;0}L|T#xW;p1b`mZBCIxj&J|ojt@VSTOB(Q5=N+x`&Ymltv~!1WHfB*sl}yAJ7I^_fG1ZuF@u}{>y+>DFn8O+hS9%Gr0?8EM#Si-+9cyyTA5edd3Pc`*7S zFHtC5B8*)xpCIp*#B z>iTt4cWn67=UWsO1T_p`e!ZZKkBqyFc6q`?+k@hhsSiJVe($C5EjPxETn8PgcE}W@z!tLiE;XOs_PMx6KCkTY`1#pe*ZTQogf;W$sbF~ zt&e&^Eqiy;Rg@P`y}u34r?Tb}=iAjGPrnjJZapja`}~44j1LnZS-!wE%3i8rgkQDM zsF&FA*OKJ2U6`-v7Rbrr82hf`r}bn4(O;37KGT&6J42R%Ha$Ua5$oT6JF)V-v~=n( zG0Aq)Xszd1Uc{t&4)!$BA1~+WeTxy!THJV>8G{RN{C=0J$PoQ4T(f@nuTk(N5A&}; zXNYHF!!g*|J3gVrjj^uF7Sd;)@{GD7icdr(jT~eMxVNxV{UFWe41V4k@ z*YT0JnINuS?~W%n@JM8S64llpzGp&;ddH-XG^4fV|=6tS?si|7XSvi zKL;xvQ5hp>BR!vZR?oc3VUU~1zHEu=g=FRC6We=r9LS$7Nv+ZS{tX!T9LQzbjibVJ zU}RSbTHNwZM{m8{^kcTaE+aU!nOf=+bar;Ga%w(3&jBsRMJi7UaG(A(Bnw!!oagTz z)w1dDpU3cXHJRsEx_m9#1~moHW8n-Ny>pkiA9rP$k~J`Md&OqT?>b9(0#9S6fnv3VGZR-_G#8N2@+Q&9+q z<>Zb2^sG;Kr{zt|O$ zjEu>HZ(#;=toTU#E>O-kQu8IEAg(SZQ<3l5?iibX-AmbmC*!*e5?XZ4m>Jj zkPH0D?7Z34ui!2>&J1J!>7+8HxLe+iD9+d5)bO9l+QT>hcUc=Rbi2wsC-3Xm>o-BX zpO26K-$r)4zxw~r$9TSe4TBo=6VXmAnYeLcdcf0F_dw{5eU#qCbVdy<3laNb+H5&F6GinG7R6`}3im(A!fb-;NYrfF8N0*w|I$ZeD_SuK`pnev6XiN|g!k+#D zXCh=FYi=^isTg z4!mx;RNVbhHddt^h1o`)$=-a6F|u5`=yMbNMy9Z!5|M%t&J1ZYkGhS_{9>3reFVSx z0r{y9VsMpt(yvk520Up+ZbokBU=Ne!lO4=+uyV8=!b=!Z4A0_Q3DCE5+O@x89-51hyKu*~0m%-9?Aek=08+VILWu z)8CNpw@M)|LM(j8)@~k+e2Y;N*ZYp#{RzBtWBGV?NF_VFI1;H_nj>T(8Z6D__JAc- zQ4P76Lgap}yI;1k1|$m`mW}N>~2okrT%|JlL?K~uT7m~c}ecJ$qNQbXQtF>E^Z>YHp=xDu~RQJ6L>>Va? zN2(V^XYUL_dLjKzhUKSlpA;rr4N@?yroGs;z`C<&cfIXYCleO2S`;y6^vSD{e zGM>1}hHBLhAtU&~!g*t`LO53WN}3WOiitb(@{2Jih#pnGD4My&s2OKc6e;+lMZsLeK1zsg%aFKRgZ8;E1uxNX49*lSyQjHFPPCJ92fXNYHKg>v{133=b zWJVtQ_zQGog4m`6D=e%wJIRgFz?2OUhiw!*}W&IbdgT znaIWSl!H5bK-^MNdRz4(cQ0pQfP#)L zWJnz{)yPpQbsh$dCHiN|OqI+}L?O!dB40OqIw>LS=xkW#>HY32jDRtt7e>EI=6t!l z_FaN;dTtOoowJ#7Jz1M7i419saY^xENa%-v&u~reKsGuRi-4r)dfaY)s;pHOwhdl% zW~EG8CP0?bRacC`mNa`o*Yn3-@-wbzfumtyTO{|}S?Xk>>`H1>RylwxH;{=mMqx^a z9F6=b?79R%4K5>n+(S&zseR(kcfBcMDe66F$!?^tcmo@Q))gp#Q*^0aff4wfHclZt zec%cEsvQTZOAs#CxyiZBXp~u{732?pO@C{PzQpw{;x4$_7VG|a48|8=<b8VTK)qlByY@XxYx}7H_lcX!%SJ?Aaq39!1Dnk z7#e2nN0n6sX3*YpzStk(q9*PI9U`t6Y-{SfXp?m#;}<{p z=~%U81s_4MHQDA}9-6U2Em+R#2&)N$`r4)CaHYVi_>BJ6OpI-Rr9ET1^dIM}k~m0e z9k8YB7s~8Al4HOL6$OoXH<+W%&WZ@ND?o&3f5+geRChH|M*g z2@PvSPvu9!9`)deaYe47XehKeZwz0xvHt4kMn{f;>=daxdd`yu zM!xj3NgG@wJn+`B5(gOXw)o9st1xtcVUX*Oqk#$wxp#7?B3#3c18qve#34yxq}abZ zYzp9+c}REJhT#-WEZ$F8Z8^_5ECJI$XH%(yB%!duZ60+U@L;>G#$TG$j5+TJWMrHQ zV4)|}DJjsf3iQ;tdDIS1E{H>+;@R(G=NwY!xq@I^?$~SSwlsLcJgWM4{d@O+NSE8G zxN8MmY)*^H89=`9?w_SQy+g>N_uv^|uoQ#HfO}9#E+U4TGWXN9iN6c{)KtL}mU)Uk zOc~B^oJ+}bsuskohTBCuTUiL=n^@oJdE}aMlXcdoH%QX0(rC-Qy5})4c^@!XLdH#o z=Epo(y~JwBao2F=OjzvIU?TCF)o-`EDtknMx>W5ecBqm(Sgs!SLf!37neRHmIR+@v z{dYY;XB7ZXP*0#5-m={mnMjW7>b{d-jhHewATy*m3)VJhOEyDVS8j9sBN_`8PfXV$ zpXpG=#x;+V71g^dw5{f2HX+Fn^E{Y;M(kg z$3bz*J{=f?`QpXCTQ#dyZx{L?oS6g}H)=utN=#;^u;yiX2BLpCjadW|8&>|{%93n-Q}HMYcN{mL%FEa? z`>QsK)Z8%(mFj1wMn+`YTfMMMxJ~*$X-)TX>O{T#9k{ zc{ot-g)jB{a|~r3jYx{g-`QrY{>_#0sl+HS43t&SmEk2ZudH$!La(mp$Z%@d=>v@e zFE%ZiIDa|IHZ$@*vbt~7(1aX-3{-rv?hb?v*r?4a3{^J3{YRNOD|0=WD#+8x*`V!*4dcs8{$E(DaZ#6t&=5RCuPcaD^%;5O4o9P; zhX9#5`&O2u<403h;O6}me(i@R!5&yT2YkCv5AdxmdgHu-^$71$7=laU#RmY~=Hb(C z6h@rD|8k+lkHP+L%-^_!-odJVVtk8jnf1-l_3=hO5m59>E&r&&x8G03NA#R_P|DlZ z7>%?PiRXyhLOSYcK+?8)|3(<-tR9~nk1fRrO6jXTyWI%`1D+g^LK)h6Y9zhK?M`31}R)H`b5c+qB2q`h83PmtOnJ zP4WGOTpc)6WS~$_D+!kYD$aKg8N8X`We~l6eCEkPK>_;X0|)bpjUNu%IS9>Yj5tas zWoXYNO>PdvZP(u$t0Sn0cL%Yi2H%(o(m#pA&UGu+bOZ@Q z{}?2s#m%K@O&^}wAnBN=DYB)iM0fj2ouvo_ zvA<<}4&~Ce{sqwpspty@V#X&9%!`Qt;K~YK$;Hdqr(S+UI*$mZ4 zmqxk3Oi-~fYaNRaLF`P0x6-_eBIO*4xBt8x9jeu*)i{8p_yTO7v-e((B(7TG>Wqm%p{df zGT51%3}K@wxk0m^_=EPeuCadwdXd+5B1T(ZY>nCbI}}v5=v{ZVfyC$(89ThZ+N}Mr zJ5DAuU~`tfoMEv26-kN4NrWGwSJZSlGom3e^q$vOEKq^A(W7qR`~=Of_Y&+0xU%9n zv2LK7y+m-UdV|3y^j6+aZk|s(_lr{M1ROULwi{FsM$(}kqIV~sOwbPGg7g;uNC+OH z>06SY2ueC`cGh%mI}gq~{gRPz4)tvgpP8V&|LbpSj#QxQY(&-@hOAp@;nR`wj!m@E ze1V`zQ*I4n-_L2nba^6bxhi4zT}AcLnUWmmOIikgBbE1@ChZF}_pCAl4=RHZtO-hd z3$QNjCI#_d?RH@!(;*@=a+O2x; z_Ww=FJQ;)gW|EOINu$nwRq@MRYzD!Y4HSoijLk)rxaV31`Xd)oPhllb8#V0!)y7YU z0Rx`g6a>YHC@ljWD}u|QmnP1=!2Iam2dTaK|gv+`0QmVt@&{3(b)uxHyA-YI#Z7ZBAK*xa)lUYh5zw_`jsiuR`CzTFr)ZhI(A)#dw zw>31gAW9dB@&RVlEweeH>3p0&oLU&J(h{hDclPb=H+|#wtnF_DrSmy1Dq02r!rmKe z@EPi}XwRvtC+QlWGvZ9}y12GRI6Y*wy~UMnu#N_fK>ZeD9!2Bx^1QHzs2HWO7n z@y|E)zliMWm??rsGc8JiCZf$k#aF#7ZZdwKnK@rYUS-Hz<(*P$2cRKATk;n=Fncik zL|Wo1b0$?aUVEww;@pBw1i)dwG(&gktsM0rxpCB8ynDWZkTEd9*=LEmhR>#HotSBv zoH>6=@Wi>Z-Sqd$J>&DjAVdA6*`^u9-ca$;uI7;*lM7)0SSE!}1T;%kk37Nzu_$Bp z-hx-CK@%s7KSr;$dgIsKJkm7cBR>COY|I`s1MvsNaEimmeT)kvi#B*nnA5YGQm-^! zlYMHPnh)#JN#fC6NT-n(f-(o=7R#2U=Rxt!rGx0NN9`c1D zcSOPgmifCah;m@dlf6stkK*!hvpak$)FE(h9l?!$@1JRIFe>H$7vmd?%1n2uEBUI z>z%X<;5TL&CuV@=#mqIVw^ECw3|HQNOsPiTWl@KM+NM9BL4Y3pQ@{ULY5LZsae!+V z@5V_+`-|WL-jkcYK1lr!)&NAu@flzUH408Qq-Sbz{gr>W0b}tHL2L~>7*7^lO<^5P z!rd)0Ld1!b;fUE7YEg7Gexf=&2qM-)n)socW`i%5A%1VMigSG?U-0OspAM6{qGO0G@x^39diP)s>+jc-0qV$ z$7fcXDTZ1SJA;fbwl@59fC|rc9~3-sd?tdp`k>S*|4cU|j_HM8uQKEH3eaS2sy7Y~^fsQ2WP(6T0RPV}EF{U9~@4ngaoOFac24u~LbQP>N$dJ7RL)3>2%b zWpMwm-(Rm+$peZ5Xk67KfR$-dMY^HBJsUF0G3nuJlR8PWaXQd}A~(AJ{rk%`*f>DJ zsQsGCicT^boi#K}NuD@@!^%IP(FS#!)>BSu9)spfSqsPhES&a>k@cBW(9fxf zq_darT?^EW!-$sXEmzjZM*uA_UtXV>W0P!Y%my_78Q1WBjZq~Pm`XviFB{njX2Af(k2N|}=a{kvPv$znK9B`I@JRW zJ~|7?6XBUn?`zp!OL|gM_J)C4AVkJGU|Wp!z523{&2WHO`RU2>MQ6J=7W$9PMCA6i zSOuQ;ddF6jT~qX2`C4mSum&uyRtTMzjE;(*z7PDoNyotHD zN1FNuM-T_q&Ddz}2SE^k{>L%zt-4Na?>yp>0YR+7WD@8s<8wQMFV+ak9Jir9z;6F@ zBm5UREWJ+S0LCRZKYb!xtE{T*hWNg(HsC=LcKtS=K6B5M&Nl+hgev@0PAUjS=GM4 z!*swr=mG%fJQL^E1mMHuCU8D+r3ueWD?roOo(t|hZ_EZxDnN(k2iRXvci|8CkEB5N z|9m~77Xf$ zQ=?1#77viV>OWF~SzLzjOp9CSq+z`f-k%9;7&J9zkGR12g8)ZjVeL25oovhoL=te9 z-J8z^A(W-f(gBo)Jvn1Piaqd-2Aqaqg^S&r1mMj$hIj>cD9Cbq{_ZkR=Cz;1{0`Co zFiwb%ASgHc*9LR~zTY_J&jW&og4l((Z~o`HfaQOB+<(;Sd|k;TAGkXi%$qX;AzFKb1Tceb%?DtGpL`F-ypd_48_DvexX2^`2s6cPu_ zJm=xedICWIhJYAltxhznwslk`vre@DEmx71IWq!86+laWs|9o%|`_10j+5o_cdmJHW8jL#d7wR?>VvarPkg^2i7A1S9gX;T^xLq&@wX4 zc1`lPDNKI`odgkZum9_c!zf49-4T^{N| z`}4B%Im0z^r%~45BOfNKu4h!4^0;}UWJtp-)!T~q# z;Br_f)Yv7zii{;(({$9bl)G29UGNZ(7IF%MKK*LU1_;tl#p5CJS2ZZ$0^A$tM3RD> zX}G!#uy8W1z^^t&N_?jD{7HH1$~)FeE_+({^pCHJ!#V)L^!Y3OJ$k6r%5RKlclKXr zBRq^5`iM3^*8J3v%ic(c=-e8qxNH9t{qhm|ce8^6#}CiIx|pSalOgN@q6Cn=nq?li z^bd8soa;ZD5Rgjo5kOj}+%gsMRk=Ze)|5#XN$JlvG@W^clDn1r`Srwgg7^;tTm772 z#MzZHTx}SN*A7G#pAl|06QAzW29lA478s?Af3#5D=Z?tG`iT@8FM-AFvnK&CZl$$w z1@GFp@+R91kdyL80F~B}-F-^3<0F7vr`HPivDO{luVKsvqLhltfLHT9^PnBV#`llH zfBfV_@i#0w?7s`N*o zsVHn#p@&oe+AHVCjB$bhKfNe=ZEUVVYx2=YfW99(Ac1vQkP3Y#CGIE8M6d-J;1TDL zA7P7@L`JIw$kMGXU=x z;qe;>(3J_=Q&h{zB5d}=%IGlcF~A)vNwbt~3EhyxGs?}ASGD#5xgtpTlrACO{R6^f za~v-u0cv$Z%KiS+(?=IJUYMK!sAE6eaz^VKK^th(gk6Auj`94SY7!6vQYJS6tZ`|5 zuA#E-&G&B#Ew)ippU1^rfWSRg9X%O@v(whq!qPCLD4wOR1^ zS&?p_CH>tOehcMg%s`BYn5`Y~7|`Fi6}SgLVqoj@SC;^XBmwvup7%UN2kNZ=ARd== z+$2x7IA2H&t#PPv2Wlxzgx5KNZP_?YGl{WCYGFbP(xY^={RhCSw$34?;sDKhv}=c_ zNknP@h&1j1ZUKLgYx+8t3m9(1K{nNhdn89=d+g9%v41^5-6@TrD{5k>FX;$fYKrhL zkW!@_1h2Jswn3iMu0%9jK23UYyKJA7DnzxlkVJ~Q% z#@i|sz(;nS=gV=7n){&}5+WH6MUn*l;+n2KAky?E6{O6S3%$)}z^s603vNz5#q_DR zP=XcDG<>MD4=nD7J=Vp+9=D-()cyxM{B7$uhay1gNV&&u4Oe8HY_MDJ*svBUOC-I- z09m+NlAy4pD_#G9muv* z1BSe#`S?Do18))XwAlafI`4~5viTJkol(bM`XT)zAA7@00lM{#Y;xZ2XHigL%jN_cB8USG~D7R>kAqb>4pPP3s%g I*YCyuKbNP?0RR91 literal 0 HcmV?d00001 diff --git a/mxnet/doc/tutorials/gluon/mnist_wrong_preds_val.png b/mxnet/doc/tutorials/gluon/mnist_wrong_preds_val.png new file mode 100644 index 0000000000000000000000000000000000000000..8feed9034921df1d2bdcd8908543b35ad6568521 GIT binary patch literal 15438 zcmdtJcT|&U+b_zz4l<)6j1FRhpoU(RCN*M%fPjjE)Tm(SAcjsLV+BP(LJgs)1P}$0 z-pM$E5E6(4q$LoAKnyJs0wIvHADr*oXRq~s^X_y0J**`@33=*$UB7nUd3@2qT6)L9 z9TE}}(ombTmn9^&Z2;SSzibD7{}Q%S9r*8O#A)c2Uw|LvFFr}Y>tAo%xFRGZcJA5w z_Y-9zK>)mI5`OMlxKk)RJnF`sTN1%H!fywKh6nlIREoTH2jL$YqNJ~*r*m9O$uB(o zwyCb}|MLNz&^x}m(!nVr2?-?$=vk{P(fNxLF*J{9p?H~>sC4hBbo#~1m-l==`m$QN z0sSgK>#E(a0n)+6$@@}D_HfIxN2BgteA0OtcGfUCzS7h7nWWX8J-_{i_P|5lA{_f8 zZo!u@n}wT&as6$DY2D^aD;UJA=}7*3KB6eFzxgdOAMr2X>Lnz`-g(sP|JahyNPJ@X zW9z`_bD*t_KX$!%DYLb4>e0mksjUsAGq1jF+uC?``dOYUzjPflr%UCvvAuMq7E0{oYtsBm6X!nsybH_3@-ip8bY$|wFn%Ciw z%+AsU{mS}+@i~*j5&;Tw@k$>^K{5Jf<0O^bu`>8t3MT$0yefAr0=`xoz&xHzS~vxj zx7)C#`~pQ~al^0bKg>h3rGC!*NQ$&=pkqGw?{pI-R=ItsmVRDe_a<_?MBOfZcP|Pa zEd9*Dnz9W&nKN{Wavr@qd*}=${&TPQBVpawD#X%<*Rwx=zKy|AmF)vxa3RlzoG7$? zw)m1ox5ZsUFB;m&`A1oyoS2^_uKWUAV(V^n6$7v3Z_V_$eb*PR0A4LW|8ee=3-l!# zR+NvZ1@{HK=i<{1%1bDr{{78SuL}}m2eWwxn6zC`{nrID57(#^&IWXpFF%G-+I0)fZHXnec^E8Sc;z-bwJ`F;a+LZCYPY2gbr59-nc` z`FJfJJ9b6i-49-c9TUY+dh35RthLB6n8l9y!XtAq@m2ZK*WvMKa(pH-hXs$U$3$rB z7i5tZ7&yX*9Qax@#sUt=n}KdfceDNUsT$-O)^sq_r?t;+jV(p0@GT^V8`ZA#EuaVu z*o+Hl2DQ>F!D;6HT7&2D>M`oi)@-2C%zFKoi;Yf&Gj?7s&71ax@j;ZO#Y1U85lX%-MQzAT$ZC;4dZyglGG<>DC`xg2f%%+bCmc{35`u63H z1vzy;|KrnSf>15fhhNel9DqXE*a%6yEW`u$s}?T>^S>Se%a)-m>DgWxD5 zea&0$%KpK*$Zi557GggfpM{AxBXguMV@*DX5^ljm^Ts}fTUI{sJ|v;>*lgoeWS@g5 z#N(rHtgWd#eR^@vZ9bP*zX=9mWF(mmkIO_%E3x>BmD1awx+J4 z^jYi6Y&Kdj@rl%8!Yl>Hj9<9y3q7`itFIIkze}@gvAV1Zg{c;8mg8ELF}PN+eO6r- z?mc>Y-q@P-d{Vw@IUcvEoRTFzGVKSQaEiH7le!H&p@N?ftE0+7%%F}0h$rQDab{fv zni&d~&I~WbO~TjonI3{Ow$^;h-#VTdxKZ{%L8^TBGZYj!Se+h&fC7bZ7%t1nbj!-c(JPT*9EIdmYhBx?g9-RK*bjq>E zSQv9Q0j0-}kAIHjx4BQvs^M^LzlS+;czV#izlYSS+k0*mpJjh@6=`8Nw7aK>zT`-D z)Od)0Mt1=@^le}TmV&2(>BTohP?S6oB%ip?J@oi2$~@kd(m2!j!H(0tY5~nB7tLVf zE!4%Rm+iR4nKVKHX`#Enxr#z-R!d9RPvuW{CA(~gapZ9@B1~!WC@g03c{;g5r`)NKH#2`lO#NRo-Rvr_d5##-`Znt9zZ_sb@8AE7Y%(GTuN7=PEhH)lT?c9vr z66B%D(-HDxDrI1nxCj?n&Kt?b`$eD|k}dToi@fY~-ek>~Eyd}qPQE5Y?Z;M3_n1?s zJ`Kg0l{8FL#|&4$7D%q#gvJ-gpd2iX8~$u4Q1KTIZ7woUyY8S9GGkGOd{E*(+i`Q- z`OtDfgl1UlQ^#zS9VM@vMb{9fK3s5@>Fa?({)?gv^@ zgDpp)KU(`2VA}9bbL|eC#bSJRsBJCjcs4WcXCiE?0A5vpHWE_K+p(xG&CEG6u(_?Cd(G55uki(#m{E3v zz>zYDG|zlSf3#>|Pca4Vi6DlAp&j~aVTSo{TpZf*4ak|eRGgfxS}~nLRUx!peOY&C ztz>}3D`qQ%Qtx#e>3X$AU*&WaZ=O02AcQ7Mmfw0Nv4@_OdlO#U7xWafn8nmbcov$$ z`JxW%GWmuq4Vtv!Gs6mn+X8O2}r>mRKSz@9l$U|f zi?_Y^h}7J=528aN`n#goiA0#6ahD#G=3BmsQWkG}${?z))#D(gL_0LvIz%R&+lE+b z{1hjI0mpX zj5cTa>x=!(KsCRGibQH&*C_YarJ1ym{^ppO+17u>_%BBohT#cB6JDl3#w8Bp+U>V? zgFwf=Bx?}(mAw9N&La~#mZ7>1|r~tuVs38l|W_;o0*=7+~f%jcae?0j*0BEp$gxH|=I48}Gt%S-!N%5@@@QiA)z(6u|#z{eO{N$YA8TNzD#pffR zYuX><FlTADHYI7KPSTpD9 zNyQBOpZ$%CWng(;b>$4P{UUZ$4vl9Sjkhy2<%metEM8Oa8Ib%##l(=ej~2h@y03-7 z2|1fb2zQLFS8TQEzjC@43GiV%Q9o-h2co0xd@D0AXV}BVX$^Zb1RZ)b;yF$eOy}K2 zO7ijj%`TLkst|*GFumgX8GdW8|9p1S47T zCBu0Extfh>2k;c$@CczJ+&1OGq%q7{S+z0~s&w-&cl76V#W>Pl^kkCACGuHlq`n>H zv1E(HwO170PKj4)8XKoRD$5JKGhEJ`3xn{DO7Al?vv}Z@wRAi}oP|6@ivsuMRDD|j zqXu%Sw$+?IW27D6^h!{MAYP?h38KN0hf)Ps(Z~rmrGm5_ZS;ILn(cu6Fu|EwsVKh4my5+8Cn9zD zUws<{X-3tjsn2iVM@?ho(385(Ib8p{y@(g9jKO!F?g774KgkZ|Os8dPz?d}Vtl5m< z4HB;)9Tnn>8I$8g!B&FH?qp`>>`;&Jv>yw7((Eb2RV&Wt&E0o6}>>s;7srj0|~<&8i^Mn?O>KL|b-Ac~BSfuva# zPS+E1{F-N@ojYpFL8?*TjdH5i?d;eA!fPGJ{^Z70Bh!XTS4PqFk{j;w8u-&}uf zWxLRzijD#|UpH^+m!nJ?+s=dM0afS=dT5?CdYXEo=+Taz7POc4G@>LRE8fum=4~Ge z^lK@HnYI^PphFK4)Xn1P=M8V+)q6~M9T=gt=o&lSTsu4$d5hoRw_ME77$d!9tBhL*_3ywx7OtJ-LF2}^zpmU0m|Lz6A~uQDrA6{-dfqwJ^T2277m82-RKmf~wI_W!q5(Wzy#Ro9$+(F?Jo$i|(Jk?~g4h zl<@0K7|cxvv??iRClr#&eU1o$*Lm<5?1>nP-;zufD_(`(Fs@FHvnMz@^%jrvU$-Kq zs@dn#7G3fYA?b)ENhVF40n$EiyM|!WO4>7G|U9`p$<@<}4R zAyx3*4_)P9lzWsFmwnLJvKbNeNHEblTw{0QcaQO^87eak(JvQRq{~k&=|~Sx$7t)f zJ?DoF*tPrNtvV<|9=GcqCW1m~%`wi*b@o2EL@7E-_nE@@O{Q`_Tx-t{-|mtc#{lsy z)M5mti)Z-_cyXliE|Y7W?VPCQ1b;Zzdgak;mi=J|yNJtbE8Y=B*ayb5;+`6GboVNPM+;x zMyiW%W1P@mQi0kdA&otCZXN*NZraHg9a^=i##iuR1!b~LV~ffcBoNaKoWgua;< zMGfkhHwKxZQbJT=kM=S&W$bp8p+~TsndlsWrO8E+b&(V!F;%O(N;%%K!?p7Tp?bMm z&_uPEpXHE2Xhu?5DYmZVh>&cIf)=VRMZZ=`x&0`8uUKYA zS1>5oWv#5>2j>x^_BY#5&N69dts%E*p+*uwGY}?S7v&&|rwHcp9Oh7w z3ZLwP0jc6q`B<(#2Lm=?K9cXvL@Yt|%^WF3jI`EP21-CXLxFP&yc>o@k?(MONkR7n zQNjzNlXSZdMEj!wNk)F_dr|{h_d^tE;Rat=Su9wlIf}afn!e03o*CW#2dCLc?;{9M zuNq=B{!fUNX!oR;!B&jdhAnSE_-0Vz44?KD?S;m_%F9BEq%`#Q)jUb#S)3b)9xIQT zmP;|LD)HU}(m{P)zk*IP;iNqY$yY5%*U&SHL$lL47F^v-@ry5pP#3%LlBdCAUX*fz zuY8YjT(k$pswAOt&xkh%a_S`i>yE*dmH<}Ma2$ib;Gl6LGCH8SGUG%6W~lCOgLDd8n9l<6ws`n2!N5N<4hVZ;i@b04L1xbgg6suW>Od`%?v%=_icaCT^w zuv$<|ZVs;em-kE6m0|l{L;zZ(#V<2y(79cqtM3r|B3K>vqWz*s>H(%aI4lRZ*gHxt zQ!~}g#OCZ7u8z1|h?vpDG;{psw)}`~&-8A$*b6W>pJw}+xO?KWBINo#Bvsh9d6$!B z2Ma1<6=r_T2MfyppVi-5zz{dm@)kbqWPo7e3_)Ms(1So-rDQ|ozW$V$=8%%U-6eHa7oJ*C;kdmmD4?8&9S$9WH)zd zuDUN-Ue_xNi9tNv(E8UO!?)mouD_u0HUE(71nv2jkf&!=<>w4NF2Dd;M=?T&-E+Ux%phdFU+z_>O9K1-_b+yn80C)WQJOE##zq}{IgyET8r zxEJ4XNwk{6k=i^JUo4nEGz0T^bCuf{^aP`=SF1}}@YZh~AUOv=jxb@a-R_^bar~iP~nkQFZ;WXYi_*2;NYRu?U41DOaJeW2KeVOAXH_i4a#%H)O_< zKXQXVvdM?t1ij+L|G_B}%(n>|kJnn07M%34{_vp&kZoY# z^=I1!bN^@EhGV1hYe;~LK|HStt+bviLj~lGJ(1{RvXnX zRs`;ay)6?m1FM?BmkJC|8AA`*pUkTBH5G!}i!Uz^z}HGKefqV=q>3EO#8Llv zC{GoyCscQhJft5-AkM6I59HnY0T`+D#^Hr~UXJ zhHn*#bQ9xl6XPxuCK!Y3Lbn*-+Wg!StA$Dxm#Cq7VG+)veDRruZL94v7e$%)xherD zynlj~zezLUmEefrU^-6vnhw+BO&i!gojdKbVFqX=1Fgs1c6lnSP4qa_&5B}yew$tQ z1Xr(Yp~)Kc;ZK9@Z7D1@|9r4&xu-^ZF`6Y*j#m=TrxQTe4t2)ZPDLp9WpnrPK~|A= zQ}t-RBedlr#TLCm5FgdoSmnEb6+FId%AmQgamnC5+frU&fg2(AjCR)p|Jt6+xW0>c&_V*IATdQ>!3EIzQ+`Qj8(8_rSUFK z*cVha6sOrEb{o1%@$GNs55(e~ZjSE+#~<@=0#qyRSGbWwf>eBMr$KM2 zRQ4~$tcLf;Uk*8F__~l-G+ne+^Nj+;+`2%wTE^z}JkSO5GqCGko|$+|L{4afUZ)A~ znn_Xc>*2TG}O#J+&A_o;@0##su+i<)np)VEg`Va`#yx1UgOU z*zXHbUq$qNR*5qT@9%qN;7pN(uW9SM_mhlH)GB106REQr;SGhDN_7_FD8W;el?HFf zikZkr(T0NT#`WqKwxVlSF|Iao4c?G}sbuD3HCQoFlwqx0Uyu|ut~`A24E1^bP52^^ zb3n}qkbUiom318&&!9TzA7RaMTSyBL`kS}zB9R$5 z;a(^rgRR$NVqE?p_)^-5t0MI9Gp-E324&rG=Gjj`f_#uF8=>JeLtcg%0l<0dwV;cS zS09y{17MS0<1Df!h+o})#P<^60qnFL-Q5R=cK@Is38ii09EHEB=%UJhA}2_i&&h|p zHw7|Rq<~|pq29?1{cnt}3U$>K8@U2_z6@W(U@EUnaVAJ4jB9Ilzx&-)$K$n<kyVlKfUA{RctnWXYnn?IcN^3WJmEQ0@fqi) zDc%lmxQ9ztws2Z(8)`W?A@#^+ZYqB>8wX64oT$}FL2i#3a^quNt)V>VMyuf37!%q; zCksK_c&6<(XgXU!j@@gtE1^)2j%SF-&%fM_5X`zoHzaG`MFgnbS z^*dXcBUXa$EkHPFWO}uif98nqrD0z8p-Sj@JG^`P*u>0TCZx;SYo^wK$r z;QE)SK+aq!yufLtKc_BB02xk2i@;(c6z?NCNT||q%z9Vo2o_$UG=de5u#W1_XN6kn zxBf+X>j!Rk?}N0M43ms>ZwPy;oQaSEG1k^&AMtfF#~6SGp)JK#xk5hWO>?}G>nseu zmL+gfm{zucomPBT;iieQ^IDF>W<8VAdNbUM|7qlptV_u=kkb?;efReyqx8B;94cq) zkNb#_eiZffwv)_pk{x9?x+8r^{jn-^!}COYK28#CL|$nQ;Y3{;FPSuRqP)6EJnK(8 z=5KSNJp;!h_VCuw&e^~mmO9!JP5=73!#mIV8=^8C@0?J!@mCrY`=#(6y|3yS7$Q@1mWJsxcq= zW7Shch30AbU#dyPJIA>XPrU)2L)Lk0#kRWV^h;$D5{HVm)&kUax{w05tViNUM01bZZ+{|Q`7ncjf$QpT#%8R?>$iG#OkJCs zo{Xq^v{h|Ju2Oz>QCwbj-8D)ny1~ZFLfJya{~03WG42r9(+}?17ZkIipi=>+FZb=? zZ+rXR4!wZ^ZCsDwcb6ZmP{VKQ%dG1mtvwsUd0o!nHW~wjQPGYm0E^#z+G`K3O8xA^ zFIzY!))Y0tOP#6$>IIG&bzvH09<;@|qffrqDP!{w%&N`O?uz`n0rRsReP14w;#|4| zY6QvzQp1H_kvnJ6h91>#K^x-EU9r!G0HEQN0hE(A6b_fdj@<#$Biy#Spj*FpeGcFo z`?W^=5zwe$Qy&~{Ly?S`6hB19l|^!bpP#qcI7RW`7w&U$$TqX<_%v%Xt`fuMfD5%) zekJ3+Hl|jhko53YbVL0U;GGs*%2i2@FdkafBaSt2rxc@OUE<<~$G3{Jp7a6z z=xUtV@Z6hW;MIc7zAv7TJ4&nr#q#rHVg1_c&m6~D@i79~0~%%H);dnD z9rmhs6HOg__m&93;FAS0s1Wo>pmM~kHKWQB7wsHW%>``bwrgmsA6)b7r(o8=-&FJI z0wY~JBh|L@kk{NJwYe=nW!cUjzZ#hpFb zet*50Sr~Z7Es7RqEeneNa@XErr^MXYRTs}JY@rDPuE#EnTTrzW#24ttiHI0c# zkzj=^Gg}ZlS8jE zFS8`F>3oG!$CrCM-E_PqG;aR+$4^$sUiGq{!^njeh{0m(wB557g6|)!@|OlBUq#UV z(a=6?2`olUM2tv=r72oG(GidN7D+C5$-_MK+UaeT=rdHF-T(Q{=#50luqv}W$6wsM~OvNf>G}@$>j>y z+Fqj8r$@J~|8YUp+{+XZNc26C#?@(ExIFBO;3viZt|F3S0cU58KVCGjTX*iT9n#A%~< zh}!qpUnDB_+80GnJ(hD1ZHMxTk3Q^13Q#AF5VIsD%gu$_`zI%I92!F=?!_#NxzVCo zY^YZ_|K^nF;S_l?iXLxun0M}SsL|;4`$`UtC1N5>1YAbr%xJau{q;|0WTdCKhO@`J z5AP+l&b@wfFM9Od4J-5L?_X|?olkkZ$>p+AoLZqjRC!>qE3W1FmC&^FgCm!6`Av}zkG$V?>uHT5DnQ3j;gc_wjpaNmM~>xSSr z;{&Y=HAFWvv*7WE@?QHpi;x_sEE^a#tHY3+F!ivN%JsbG!--DBC)`ijz-fP-?HZZG z3l~H0pA4CdASmZBN~dRIJzFD#oh_-ROaC1v{yS3!bB{?WgkO}UM^C3*?fup5uOB5j z(HbQ)^>I9)e)f~OTF~le7nvV07Dh{$FUj%hwTJL%i1%#(1-1Oue8wFCfIV2Eic>tkY{ks-pwyG9D0{h5;bMlg5MV9gRPAZZ&WKip8LQECk$dBm~341N_JOv^lJgi{b*8}$!zXR;uh9g3Alrf%+f9PxIVetY~fQy+hPq-r`dn}n~TFn zi}sTB3q$I+ZXq65rHcE=JE!%zHHxhiQfb6T*8yBL13Z4qrJP%&+~bvK)dy1@CwH4L zp3%5B5*7B5Hb?LxxlY!~JFtDBdGnW86^H!MA+2HXKbM7#3iTVgz|1&_4D>H8+&p0l z;LYDUHLKe0$ii;F2YQWJ7`HvFC4Ttn0sUUGmK&`RC_Wk&pasuiUp#P+N)Bv0w87s9 zsXRZ~9w!UB{pU~Tavam}8qn#FDMWkY;q!P}!l8@t06{p)7Hx@+g?yrY_u}#C{lVmR z-lY352fh!u?DquKqQj)==uj->*0sLK??9=<%CZ6F0hH2C5x_kGS>~T#`wy004W3|$ z>W6{RxUMMPHvXt7^Z|F3w@t=emJ|n|)BWh>sV;jj_8sD_&BCY#yuuG98S&`fLUV%8 zA>pWL8!I| zhl`I_wQ+0*nl2Z{%wm*8(;)Hw&K!?BP}%NHyUKs(&GKYx-eAHemA-x1$jR(AuTz+@s z!<|9TmhfL^MEM5PaJl1Te~#gbii|CfVQ?sHP+M(t9=HH zM4Kz?2%amRql-nn_ify1PDwO?WQf7#h_Q(%xRev+Hpk88n;_gw?X;hm{o^DJ1wQ_*ED?gn{dVj;qm&-UZolqDQw;t3 z*F&I4AN;!a-pP>p12V05hj|}BBE2M_-xWKT-)U5bZ@#`m{T8)EGfA4haiv2nWXlT{ zq(I1v!z~v_|M+Peu%8nz4J9Zxti5lv1ki`t!7|~DF6!5*Chc#!C_YgsmHd;wZ-0>O zzDrgp;XEw)Bg^v8l+nl!iEq3HnR?s0wBu&~iZ;6x8?s|cyODMx$t+^-_s%UTKefrm zLx6%Or!F>7L#zbL-5{y3N}2krc9Q^w(87@upzg3kLidnn<)jgy6#<%0wDTSjhPicZ zL_m4eEZyKMbY>Asu`^8J4znO?_mmqu>h6DjN+6VA+3Ij(@&)%gze}=35yP&^Rb>EM zTD5ISudwD|4g>%Z8uwV5IUtEI<$=WO-N5HxSOD06AAsTx6Ut%>jx)~e+BE2`{rc$8 zZ0U4$)pT{gs$-#tL1j2dDe!GGeBjnJ;xx@Ne5KD=cYQ1zds_W4-ZKDM0b|G)<;1Nm z9O&%xKO^6`nh!xG{9qibwqA`lKZnsK_Xd;i%UI@O3y*uB*VENO)mb2z{nAs%Qcu3@ z8vcCkP(oc{xT}G)j(c$ZRaxHLXU(MUR0S+H0WdeorE=u7&6}}H&CGjEQS3>eqc+07 ze|djy$E?nO_ILjJfEtX{?)v>ut9j8|&(_%= z3jg{fpq`za-NM8YE*@d$LN*GbCe<~yGiQZ7y3ACDgQ z(e^O`L$PaW%TXCy0IuiyWLwNiUYnNiWfdX2#`C|bi!FPq|p$l3MBye#D_b9 ze%du9r5OF3z&{&P7{4|~3-{Q)O=`E+hO7S0sU{kBWh^>>Ro*KaaIS1f9ii$e;57hk zw3b_zf5-NRv9|Yep?y4&I&C!WcR(J71i&cE#p~BuPe5E$78K-nCCf{NnK1Va70zVu zWGBiUI@4+*Y<(UxmEbWoeWK%$U#h+FghA5arVR}y>(+fF@$jBb;2hqvTbe==vI*EE zv!v;c(W%&JU{EJAwVb7+{xLYg_0q*B_dw}7_0cG(BSjY zSky#BGb{Q6?HX-ZHzWfjhMd0DIjtz3bHVr8chAHC(rx?lbQ(mllSfCP-mm80{_9sO zj}VmNvf(M3uaw3yPn~Vscd4~305%5HnH7|#&`2nAeAJ+>lXEh4^QXX6MT^*SVw zeKK7FbheTMY^6&P2o;nH&7wkNi^4u009du%!29FVQlIL8rkg(^r~l&%PR%Zc{^*{I`TgDKG`Gvr)6jwcPKNqpSg z1QefaC*a1zm20j^%ju%Z7nioBJWf0Vg}Ctm{UEtAb;JNDwy`@00~G3JQVS9?qc*s#bAzd%&uQcXfIN5n(E`T8nH<AKGE;z#&T193E;B1q`SYOR zslW}u^50u$Lc}q$TRaC$P2A)ZZfh$3$FGY8!=u|rr@E3gvz=QO`x%6c`!Qj0T6OWu z7v+~P22_W~O#pU6x{+Z0+Ye_{mbmnU$_7AbU`={UMNJ!JPP9bqoT?vo(=?uFMlb

Xq;Az3(26gM;(w@9AlGPS-5C#g5&VQ|Z8$usp&iowaN|25F=k64 z>tF6`%>JCE2e>OG09h;VNB2BC@*`#goEPF0Z960cWeg|fsxbGK!~y>3{(8@`G?M*R z&iB4;OBKcZ%}LQu8BOgoKv5`mChyY@;Iv$738$N~Sjb@yL?6)KRqT-}SV%0;huWH; zup)(J{xlF6knLfSW4CUVr1TyzkG?HiM&_f3T6vVOU2&^(a-_hDr=hKj4N8`4qd;N< z2m)Q*+E?nn`C;c}yCX<_MpP|hAyCBiwuQa#{{wf`26JJtEI{RoHrcSQd?mZ72E$h} zfVGPW*#IJfS2rC#?Sc2@$#s?$M7j;^52gdAE(_}b!lUZ|Q7E+xJWEg~%Q6A%-#vGa1Ns)OJVm@+zdmUHtcyc_*TM(=(FRQ6TEudD?9&eDtK^PU zx;H9$-FPVXr1WY^hIXV_E&Mcs(u7lr-m>6W1jpU7D!Rvrt@pT_Q5Gn zpN|>&-8E1bj}Ppb0oE)G?dSywWPT+5(?2Ez(xX6nOpid{pMSW;I$7Y0m|I)_2lD@S fg7ELBV~DpM(0e;H(x2?OwGZ^1!`Zi|uiyJ$sh?eZ literal 0 HcmV?d00001