From cfab493becd198b87cfce84af6b0e54e745168c4 Mon Sep 17 00:00:00 2001
From: HuangHai <10402852@qq.com>
Date: Tue, 15 Apr 2025 16:58:51 +0800
Subject: [PATCH] 'commit'

---
 .../test/voiceprint/confirmFeature.mp3        | Bin 0 -> 32256 bytes
 .../test/voiceprint/createFeature.mp3         | Bin 0 -> 14112 bytes
 .../test/voiceprint/vpr-demo.py               | 291 ++++++++++++++++++
 3 files changed, 291 insertions(+)
 create mode 100644 XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/confirmFeature.mp3
 create mode 100644 XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/createFeature.mp3
 create mode 100644 XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/vpr-demo.py

diff --git a/XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/confirmFeature.mp3 b/XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/confirmFeature.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..eee97e768cd87f60a884df31435d22ec8fc4bb03
GIT binary patch
literal 32256
zcmYJ)WmjBH(<tB>Tn2Xu?(Po3-QC^YEkJO~K!D)x?l8E!yE90FyCo!$0PoGS)>)@N
z>>qHg>RsJcU2hMuBLDyZR{p;aKv_aXhMSF(gG1;4FWNFr8a8KaDusnvR6ts+1+y?V
z)3F|J;CID(?Xr~EUocIoBMWo2Zmu5scIGDaY1K3i#~yho{#u+3%vugUl6Cq8(jQ7s
z<A@?iJ4jEXrg50Fdz+#r2Te;g>sVP@OK=@Vw{apS+zb1@i0C=C{;&~AQ>rF~k`nDZ
z-V!fQEMs<N4DaAZ7s<sX>d(RppMo7|c-DC5;aEXx#RN>pk(6Q`#x+?wim60n-i&(!
zoTV7c6A*UznKlA1fxdLg{g0^GDMp&QwlR2~5Ykl16^tK3b^%5|^i`Q6pT8>>E0(RI
z@H~GvY^{`9iPxirz>vi%7mUSOQid<E+1zpEzy0U)Chv^r5BRhT)vjyigf#ImEDZNt
z)6-~R(8UmknckU}I(gV>vR9=sJHiWzfM{@skWeU#LM6>9x|}jN)p)#zO|C>mF&F=V
zA&()+E@IDlvdpKn(&bs@#gw3^CL}j{G|<m2Ru&1YZ}i(~F_eY&0`07nQH}e~Qg|_v
zS45a^6h~JelZr1<MLP+yV>JOAn`e{)+LYjLDz*w{EsY}K)^<P0D0i{eUVR_xv712F
zi37O?e()|w>Z24tsVQWnR$bz`c4wk-B8rwZ!-a`^UsrC6uUl$(YjiN8==A3xLQp-1
zCJUN{Hr_>~?5wY?N7~>-l-Gf1MroGboFB*4a&6xr#K~y^8o+!Qab5%zK_Q!hxWhAc
zWA>tVpIccd9u#n}3;iBq*r7Pr!G;e1@0B(g^Y>|B@|Z7TR1-p}B;N54$h{0g+x}r;
zv|HJ3o)3qdJ~fer2*(uG0e0bM1Q>}305#JvLZd1nLQ^OVAoMKs4>~Gf6H}O~CKU+4
zl!wVg0^BlSh3~_W!rGTB4`>Y5vTP7KxH4gu;NpTJVZ)-M7`Dn7ly%dPwRj@%oKo2i
zs}zo0csM_`)8N4qMk^uEmLVf5ScI>!OioC$^%UZNZJb6NV9?qG4ttIQEQ#+q8L==Y
zx>;r&Gwi$OyAlA|YmxCS;!)Bx{8Cj;sUUlY8J6@u8JksL=b$@}WTByvVZvAaR&?*q
zaze=y0#-_Z68aD!<-w9MC8p*=EK8#-k5&@+-RHzk8gB;h$N@#NkBc7KOhFX5s7rzH
zMGkHnb2BUW<W8BbiBD`fVb3CF2_lJ8x?Wt0<2Uco8HTcqItJ){3V~Q@!XcJ!W%MgL
z4{ISWMla{-cApDm3MobUB;z*?n^n>EZ{VzvdRQTV&}c(d^qXa<HA#2qQ$fY+9O{i>
z@|r5f@(k{Z_=mY?Hs}-Bcjz^fF0|i_Ly=P`IgI6@sR|(zSb}g-JrZ1>YEiFErL|2l
zD;QtZ<?_btRJyy_gzj01V^NAZ8gGM=02YOspVC_;naq`xLlH7>4LD?!iM_f`d8){i
z0zR|I2R6k`8b{U}DW_U?qK2v#4w_rqNp5|6rss?^B>t33Qzb8-z-25k$=T*cZ>Sux
zk@W6kqPT*0`5r$QV*?ea6AtD&m_DA`Y8WR{O{hZPqU$0{^3tDmQg(uv<?`B+&KlLK
zX)F~}S4&})zeUtWo6|(h(!YAgeL`6psnr+28+{_2GtSgUgD=y>Kah%_91SG5onUY!
zHSF?#3C5H69uwW9>o)o#;+K$!?o>|a<JddenHQi~7_>B&+ns_2KDCxwjMoh}ZOfBF
zHtZEQ&hNl(xr1wPbMlbMt&+dVHcWWPi^4yvN?7Wm?AdDJPH7tG%^fH5b<`A#o%OD*
z-rV-B3m-+~G+Kpk;bt4qQiKvx+X4)uTlT}LsnyRLV!>>iKLxuzXd`V@XCi+HW=?Oh
zYIZUtDM@$Y=2PK(qtIbHNQVV|S0J^+9%_2`k(MXLI|VH7LhqAJ{g62i3*3~;zl`Rt
zZOwU&eAghKvcT1;V~}%y)dPtS$?+DQaL$a%h(9SpipE+>db1{jk-6e<#$&1x2)Opi
z7t^Zv;S?Kt+2;6u2{sP}mEj_O;wBLiH65vPH;ODv5&FAPbN!v(V1+H8#l-!|IHrT2
zs+}1!?Ac_~d+<$$D3h#UZ00(LytcN-R87uRm-IOB`MK%AyOC%$Sp`mNx#)+3>|AtH
zW%}G`%22iBMx_f^T~ivUdX%clb0a~QUpN8jT>9toQLK>UhZ40_>-p~t97U2287hwO
zi@6r+3C8Q=D8sRd$5F5op|Y^3&r9%8mWnO_R-d9snWllG#*_hRTGQMZJ_RlZ`IsMq
z%<n#Y@*;SLfb9)vs7GemZBCYb)2$k|+|p%lK0E~E#fRstQl(WvZ-Bvi-fZi~gmWr>
zMOq2jiWC2JW*%s?Y##$>>7UOohR=tT2oF;wA6=XSduy(!PgX$0LXwATOg0{_(3FKK
zM=t5{vRHcCrzD7_a3bkU{dWp>^{9eKmzVEc^9Sh8z1)nk6eI1AuAxve{E0eL1?zcA
z$D_)i%wbXi`7m}vKm;T=fZ$zB!7hT2;fT2ampqf?sWh;0h|w!$6H(;9AWG!n;jXWz
zs*9bT0@s~bOc5{kfkg!KJhzKkLWm8EYJZf9xap5LYx)|O;6MzJ!ALhP2`5%6J}3~`
zdi;+^Q~(8<#DL<6sCJ=N#b^-8(M%8N)g0%$4}<hSe1Z4;b$U+&Pxj@>OKwe&0$nQ6
z7cp*x62CS2gJmDOyH_HwF-~nhFc;PxecZ^J;O23xL9b$#x7QBj`0LYOkrn<+Fv_fW
z0L~-tCy{5X$lBWZ%K=XYikgL=l={(J+HX9o?#O=}N1z^cNB`o-{5@`KbFf>!e;ZL7
z3s5N27$0h?n?0<J_o|Z<9=>Bzoep={bk^-W`)f%MB~&MG&m$K)k1SB=!ZX(@dM7Nj
z@aQY>q*i&{$JHT3yti3}6sm|_-3Gt4n7)!L$x-`pGYyk?^O(?<qk~4dC8>iR6#3-M
zNwiB610$YJev_;8lrC(fC>EL8%14D{3r<0#^ynHgxVvxPXCDbE(B$-Yiectg-!%kx
zy!+5g&*0kwtT>?Ctn9vUzawW=LRJ&?Ga*4;Z3&Gxqiuonty_Qj{{B1<2D+nrQ<27+
zLkacT^L?(il9cE;OR8uSrq0e~X#->^GgN7H3SA*jc%T=zseChnSb6SlhN&J-T~89f
zE9vh<W2d)e8G{KW@{z-8BP#5x|Arm7%3Xp#K}MX}Mg*3Kdn{3-i^jved1KF|xuZ6c
zz?!nJa;FE(eFQ8CbqGtIoT7r*eyoEi1~MQTLF?5-nr3xVVn4%0+ZlRnQiKgMy;l@J
zqNQ}D<nM*$2gY3Dhf;(Ra`Ly@Yg96j37axXMi^y7I7`qA)qSkad|tOHj2_Zlq{M_A
z?P=hYEETZ@00Dt4@{mH=?^j&;VjKoJ-2A%_ofH&52(U{AJ^a~e)|oHbKr%G<+P=FI
z+|d7WY~b`eUHk7Y@y)~UeDdeD-%f$U<VVlxj=tHRLO1jJv7#JvYL~sHt!ZvDnNFDe
z9kbh-Jg(PgDg&k;RaUw+RUm1nbV_l~HUyk&PDPhXz1a^R!L?D`AaXS1=BhMwIoe!(
z^AS(M493&re>PGc<r45wN#)jrGG{rMU)RBk^czrJn5`;3R}zh$M3Y?g+6sf4Ib6-*
zAPWz74btkgWt1d00`4$GxEIV6T)MHw$cR*ZOC%3V_VPitaA(XPD0D?tA4j7MsY~!W
zdz+@!OT-h}TS%vz@4Ebn%n3MRk-~v-7GVHs3n6s`utcu82y8h_AubP438g7b$3#N@
z-G@=u=+PYT*a+n?*CYVU(gC>p5&GNiTdEP$Z29~n9U-TD<l)7ZFqW_plHX^zr`Er-
zXsmo|Pi#DSv$bh88ZYSIQM7j?9|l!@_Hk0oL9Jtq<2`$BnY$du_6GqnaTr#dS|PN{
zsz1dZzRy6IdR1_oYMDZ~b@Pc`*{sl&laAAIr;b>EqAK-N?Q9+{`k7q*>eGwyh|Xig
zz2Xb%yBu^Xi|$R#nO4bNCwCy}20=DfW)+Rn%iU~rnGJt?Ot-mescSA6b_+w@A%^)M
zQZzP)+dQ%plp2KR>u5yh3q8x`aM+S%?d?9<wmUe~ZN8X|dv|C#CR;*WE`)3MBN4IS
z29+^E+!DA$xU9-*k@jPYb_u6nc}7J5k?%fK(tn@jfu;*UaTIeFc*#&Cb(k}DLb(Va
z1tA9>8a37e12(`Ln<iCgknY&<{8;TaER-56T7Q|r&Ons=(Rg@=CC*c>|Ejg#R|U&C
z_TCzS`^mV5?LgsURHw0^orvT2xB8M6c8D-Hzo;Ig*HCO*ozzQ3;dBdEx{ecSaC@JX
zR&q4Emcb2)_Rq%Yp(oRm<rml8G#Cl~g%6#vt+IW-#ZCN=h;wUY1&@9}z2OeM;ZM^k
z6(ko{ZlbS!I|z8~(L}zpCYpN*FZ9BiWg<}B-X1|eHj^sX`2Z(UNcTfq?Tez@i@~bN
z`dIttw1Dl*jWtN$P4`t%NnjZ%BKaC<a6}vnS=A59VWCj!crXS)2&G;uk_Zbk7c6}D
zp_JjlHwNZS0K&EgFvFQIy~9P*>`zC=1srqx-MOES5m0u86GR0`T3A%mQ4z|&s1Xy_
zsv3@H3F#pjUPX~^1onOY+f#jaA9iU5DKC67YuaL|q^!ByXdSuQO0E$&uG$Dn$mK+~
z1aeh<b@jU+`~CaI&G?78P*eqLkbTD)eyu%V>^JXr(7Mk|=gWA|G<m}x7Wv{*mLIsn
zF0Pv%Yr?-7Za#mGIf(IlGh*@Szix;AnrT`UDbY?w!cy7mz7|pW>-ixL_3o{w-|WfD
zxDLvn;lA^a^~5df90L9weRl1YcJD_y7K1T6Mw^p7j3s$c{YVJIssi<UH4DiJt}@%`
z{>~F$O^il$D#myUi|qZemJWfe4I=dmRQc{hE`5j|1kCgY(wt+#x9M6_*$m0n{x;Xi
zpj)G3`>mTbdsHH7e9nSk$99jle>2=ufVXS(-&KyH&`It)MhxboyOXFgD=(cvVWOq+
z7q^duTakcm4`b5mG2DAnPway%0%Vkr1dceR1&jkqm^@*r)(%;yj{bJxxfS%VA|o<A
z^l(3r#>p8qhzO+s>~nX05{Z8r%=o$6xtWXDW)Y`SLTWXnJY@3{RaYEF*S^^dlA2~J
zbq*4ZOj*!J{;C2AquHQzT`|c7ddiwQxWw^M5Ajv9+dd?E!K<2q%fVyAfoW<io>7C2
zbQBhw9hI8p6pbT+`x|kg_H@N->W<|#(MG{(O_vz}=`kHPGNRNR1@C(E$=~t!<g@`{
z?>=Or!egO8=l~!R!BHFz*BDa37`HH8_Op?=nNqe}fn_dxXNR5&_N0C9?VnhR!Pif3
z^>34u)5L52dVkZL_+Qht5_PH?ooQQ)vEzfPm4}xYvVAk^Zvs?^rv*~`q?ntq6Qrvg
z>=|qNSqOWv0^oqe&^A<0J7bL~f_kpQ0rn9`DVhY?9A>Tj;<UY9)(kb-!gaFi5BX&~
z`m-G~AET;?x;k`{eCg9o%E}vH<t-*GMI~R>rZsDP{ghN}-b&W`jk*(_m3rS!Za!WU
zxWB#z|Kpry>3-5hNW>pGnOW`rS4Emeu)%>LvIfrV5%bLB()lZKX_(*J)+KJt?o9#G
z{Nqc_t1!F76Sk<0))Jzl=DX@#96>oaygmKyBO=tD9t1eP@A+%h|G?JW{q-XY_gdSn
z%&+v1J^iAy-CDY@y)?VUcT`xCsqCB55lAi5^x#1cYQn!cJ4QQ@bYAl3_WJv}=hVe1
zpW9#aQmyXVeI((z2$BMrbnb`6bIQKQbt)RmjiXmiOl|xsKeYo|YMZ8VP(RJtG_(?T
z?Y49ZGsI678fKkD)k89l;Ummr+uf(%KG?9^qCx6Ih=+eUa^ge&?vn1}H<gbYH)Be*
zMh*2%X&zQ<Q7TtjYtwLOlN!>&17roJ#)V;`Ibs2Y0c8zvZ2?*5+L;^{@k4|PXIUt9
zNUpSa{e}t8931phW-=jGN6`A(vk~hN$CXDd)2n#L=Jey&3BRu|&i$=Rm7n_iUtQC+
zSl@lDMVZ5`0oS*^(atZQcxl&<m=U};7umgqvGbpFI^%woCaeF8UTdD#aURfcx#%8i
z5Q9`G#A)pwIoiXQPo)S<g?g6t)VXpi{kJw!MW5X6=S3J>z`IlRLVKKLP8@7Tm(~BK
z|Jp{qe74a&b3TZyHc2g?Ga5IXT5CyNQfi-H6Il;1Tzk7aHn2%6a)!r6iS&DWQ$fK?
zSXI!*kzH0sU}Ip%j0D?qaPfnGftIPkAW}-BGqIeh;7TMwJURg!srHdb%B;Gb8o_6S
z>FFvLTK!9rpWLAmb7<~ln<A>wD<jusoYRDky`mr8R~2Ny9K&XhS4TU0Qz`su)xT`q
zop-vPju_H)=1QB*F=2pGQQ~kIIEk=j=v41M;i6xj^#R9(J5#RgW-o144SP1}E$|W)
zf5ch1tza^*la#RM_i`<!#I`Ti`?mhA9sAx7P4|ro{A){Gdi_2SD#X=mIhu1R*g(|Q
z2RpXDJAeJcIOAsOfc&aS6S^QR!UO{lN5@AEl~8#8Cx8hoL_|1v8m7O+M#XrF8n5=u
zJfo3{Ll>!bK;<~m9r>vC=u0prH8GcAEtZ*j9;-pI=90=>%;UhThv!J+LKCmOXLrz@
z1I`W}G7b65w^Npq&McO`_-726?GU!Qc<BMhnz|>bN<B(&qhX9~upt^L5p`kZ64g2O
zlNJ;H7mfs&kxXG3a4u>fvEH}I?WCDHi*4f@TL0Zaw1m8gWvLaHEBAuFz^PHZXL2-5
z|978!VHN~;K%nUka%W0SWT`Y2<;dbVvS$r_+*p}p(y{TlQs+@}uW?j4vTY_2tGv_S
zZ){|u)I*wFqjr+pmPN=mS{`D0Y#E5eCg`!Q%vm}b-3cxF-RgPMI!#SHxnCgPA_zrT
zm=r^nL`Wg&%p^(Od+n^VTy+3hNghJuW}QT?OMaT%(%o*aw~meWKVEvAb+h^nZXigH
zPapL4f<-w0YPUU6<eDVoBHf|rb?Ug%{`A!0M*i0vt^<Y<H^ITwSDvZkT62v)XH`KO
z_2yS;*jzt!#3PH2k!X_IrX{R7-pt7}gRFux9fc2L;9;2Lf;t|0Z1@*IU$$na>df)P
zSTI|T+6ra6@~<yELK`ok&rCgMx-~{<#4^$EJ|m*Aul|5JGU&uSHp}Wq2ix|F^Jq|F
zU`ftYortIW2ZvGDj7^@SO7Cv4OgUahK<I^gk?TeT8pi*t$4*^~j9GNoKJ))EZ}l25
zh#CO`%U^z~Gx!XqvY;5^na>&Pj{&sD;A7m2OZvrnmeAqn>d!x~*T|awA?_o6JHFN_
z2%|N5{r!7p2MIri{N+M_Eqwjc6J>roXSXkXn)1F3fo)<dqMmo7t@qsU4QWC8R>Q81
zTh`byjZTBjwr2+jK-0vE@`c+Tj0n@Kd@dW>dJy|j^>XErXRV6CBv!~o>B+1=v0;qX
zr{u0iK=UBoD<MP*yQ0N&7VHP&ouQ0l|IY9AWEstFSwM_ZkT%D~=cb_cIq)xj<Gatc
z@Njx4;P|$;LC)!SubZCFblYWa1+C~%f@D!n0a$z4Gf+ChVypxXMj4Kr0|V*gjvE;b
zjESLAh89ZL)dpFmg2Bl7oZS8`hN*~YW%$D4&chtDquHr>)7uWCeL9KQln9whWn-*?
zGCOeoSCeI&&sFf{g-xWwb8&y&Nw>(<&_KgcR7i7i1A!CQ6mZ}{ij+g$e1NXkbVSsv
zIcNH8Fa3r*_07hpwm#3<NAY=@cO$iIlU1u@^@J4nESkJrI%7yh#U?7mg8gSmS%9_+
zr6wJGKXIA_`x<ZM_w}o%(iTCsyo{v|!PuE7%{Xn-aD))r`62TP?x3k`?*|hnO<%|a
zav2?Ny>A`snG5OzYt|<cq0#ug)otN-pEm_%1nd8Nc82*<&b2c>pMafEAJBhoLEPuj
zw>vv*)8}tQn&*Y{{&oM^+d1T|F0@!tVTA)w;BX)TU?>8yLcfQ_s%N%DP0n>z5{d#S
z7|;<yb1MN%^+-UfEBH{XYC>E<)=1JZ4l+>OS?8vP@Gx6oK(WX-g7EVbH~aN|Bp8>5
zZ~>JpY+H_~iIeUrpJx#uuCF?1)5e>R+wORu?wixU>w4JcAmu|-oRz#VxD;cnXoCO5
zYkwo9QB~<kmc(pa<z%N9Ow`%gw2kIr|G+6o6`gEypC_f4s;gD0a)++cJX&h+DlmpO
zpVj;*>*RRPDcBWMpN)fiOPZ-IL^4A3#D|#@)+Z5JYH6X`)n|0Nb&%QF1BnoO_qmjz
zL68UhCfhk{8^!f+Pe=T=`GCf4X8$**^F;8@a@`QZ{P9mj=JsxjLw~7%^Nh1$L(h$%
z@`yQdI)eEu0ExtZoW`J7jE1wOMF+g!$wDM*EWyAeW!b+?mM2%WY2W8=>khtU@<04j
z9ck-tq_0oQ($aK^*NuCwJTvF((r0wm!#NDIL2h<2H*JTQc{ef1MJ`6=PaLqpt8{kU
zay<wXgg=`bS-3L5dnl6(;pr|;*62_rBY{IuTB7Qk9NXB6qu8UpyxArjTmOg}){J!v
zyN{P`c^oz6%7if*bGPfL`C9FR)JF=keUkU8E0+{gTDYA@Z50!y_)B|m*)$YuhD7O4
zZq6TBCyxgZz=U;}#m~{jA4S0*=zRA%mt6U;zOhUO75*{-+oWX4AdVN0`L)O*#A6us
z{vRPM>7~6iG2D0aH=gr?J^tv=_xiC|_hU*p!3M-x<Az3ar@GEfJ>7n1zw>=A&SypC
zV;sb6`|v`-u{=kbN6Bf{FYdi==PXmae&_Y@n(ly0G91d%D4&TP^@HE?on3$OT2A>f
zI|F9&kr^n!QMr|*ihwXW3cUj&otXQd!gA<R_iK&c=OvGL^s<MDV^y&=RA}N-A{C`&
zNrD<~J#zgVI$LD{M@zyt%gs$cQq>$!T~4ryWEgZz*ohU#Oq9{Eb5nOeX)-9%P{1Hz
zQUHhTZRZ@|R><hNM))>!)1&Cjjw(X1&NejQ>qCE@#mEC?2ci>3;vf=J#4tLc?>={$
zssH(maY3nwC15iUIT9^qK#B0k1X9t2Ac1CEO<ui^bd=#(BlYmbDz|pgNm64#B;rVQ
zX(f&@tV-%@eM;*S)+k`9akNqqR-BM~{2XoovO?t}vuB0AEe(`fNzlk~{`X%9uBuNs
zNO>sq2O$$<$ljAoY?PB`7on({f-IR+=E<~`vyuKafAeQ2l3za4IV5D$E`EBtV~*7=
zDX9)X7^De~&xrI=)pEkjdFxtZU+mRNRFHFSG$&?W3SVX6T6^GvaF9oeNh<`~^`?mM
zYFHf4KdRPBI2r49#qfS35=v&W_F8&gDA2P$A}PByR={dj$0VA(&l^-uk0Fp_f!`Y8
z3VMm^8b1@`O=7g6sx>2tm}T2nHhA~x6dl2j1x)QiG2Mw|#rK+q^biC5QIdjzt;yej
zcBG+7m;>j)EkI(XQ@EyVtU(DWd*p;#+~yb^9kQi|v!UlFJmunAd*1S^i`K7Q8?I7e
z5$rXpd`WzRwen2qqf=pP+o?~PNHi>jK;$8xxEyvbx%i217yp8Ge}5C}+KW@_lwR#S
zG`G$sC2@Mzgi~31yD(gD<3<e}{q<>$g%4>;yO;~NsWN&j%aS)OHN)$p1-Kw&9;OoF
zzAlU?=!viSli0dbT558LmB#%;jAYT@D*Ovzb0W6%4BsSmRbdTDnj>M-bshg6xyl(W
zZiiuf0+cYd#`fT-j~bP3J8LEGtf=yi2;I1yVRN5TOs%MfWk!8o(m04$w^4ol-Dg!~
z`#SW${>6@?R%&`XQz|EEX57z9+oriZ-R9!F=8D`b>-Iyuc*qsF%2J(@0dt`6A;1u{
zA}5eCGAq7}6pD-2hZ?4gj)C`qkQ8j4T$CU=Jn(%L>1y=0b(5c~v%d-ZYr$oIi&P0U
z_0<HqVP+nQQlD+l>RO#|X9y(A$js+h-*}VfmzPFP6=p`5IuN*!XtOodN#zb<P+Kl%
z)z7Qak~@Q^q*n;mrj$kgiHR*wDh?Z}3c!_|Mg>kKWS#qrw#)gD;4TtDEv2ML3<-2?
zUDPX737P3qT+V%};@k2}K3M7~&y(ny%6*b8KSlnHsFC}D*_bfv3jTq~PkG{Jiu+Ig
zT(br`-1su4!doemerI*TBIgp^u8Mb`pVF83?tlX_X#TKCqr7>N`xk=oK(a(@FOxib
zqlerJp-nM!O&g&^p&H!89+12wu7&xr$T{T?F@<GK0@EboPXzk*NC12h#c22x6?+$R
zJX~Yap#Ty;n;8#mQT=W|5lhqLUQPS7_22(x%<cz4gn=*ydY}ZZ7%_DWjG?hZ<2-8T
zT4|G~W6#I80_X37Y7B|JT$8qf+U>lyCX6-P-!{z>wbRFM)DMt?DPvo(;+5q*vJzxB
zdxYt~stST6b_z1v0Zzyrt*&I*(YH0=p-Z`OjXh&9R!@ARpQ+{{&mV`JMxE5bZ;Kiq
z<85$kT$o4|%sb*km3ZJO<J(za!EbC3Qyv>3*`KN*X>~vp-!2VK4sHF%mN8(|yU&A6
zE51Hpivz0fttu`Lvc)cudQ5nT6%fFF$$wPl7>xqk<D_8mMXK}oB9a9>lxO&IbPvQv
zR;zz0zVGRjrCp>OD7CG~{%6VQ0sTzb?X@)7onhVF?nMs+A40LZu~Q7H`jaZ5X4QAa
z`@EF7{Uk%U0)5HRb=4m>D(Pph$WAp#+wvrn^VI*_>CV5BE^#A`k|REhifJpkfxyv4
zAH^#3<s-Wfc@Xp&@u=tbmQSYg$cHnf^rMbb`SThKbR-0sq=*P*Z8T!A0ONO?+aD|b
zWj^_ns!CMizXn}QlXZZFbZk^Sd=_D{=qRKh1Q8G%C7OIJjX2QUUz!+X9y(#mgNqC=
z-U0()mx#&9p3KfdM2-kWEo{cS=zI6Mu?@mk2h8z7>ud((acQY58FKX{5C#V;YfFJ)
zQ9o6~)r%+q1F(doumqX%mB?r)tFcJLRtI$GG$PpO0<Z|^Fo+;n_~G;!0qFs9bVH7P
z6%|(Jd1<tc(DAH9`HjJ(1S8D-Z1Bj!a6AY}UY5tYijFSOp0)&dNHOM|&%2AS&1Y5Q
zg5zNKfr0BZLfR6Si=#N)TvHN90v4YImxvG^ks>@sA<7`d8zyy`Mc&(+hlRxH`nehl
zl|5N~nE6Zi6DB8SQPiVG$WcHrv`%xYV(2SU20f&*F1L8?Gnw{WS>T>-X-Pre^phX?
zaTQ0eF1;v2`uLtBy-ULuc>0L#^3cSJR&m<cK9!~@$FYWU)ygk-y*}TT^hx>M$6hP-
zzx}1^4fWI@%!@9FwqQ={;3XDn&`jBmoyeF~5(j1tsq|vYrc4l8I)21xfww*97hm4=
zDkF&-!CdI{5b^<GBb0uyVO7<oWUzxz*0Qz$#L7@q9-^B^n{#RlFk<^eL^6(S|6Kc!
zxxMu)zN8?WI$L(`_$<Gi?lJP&@VvlybjU%ORZx8()`J221&nMnA{`^I0aNf5n~bnZ
zrPvA+5Ve^gt|LT^PMJ>{IY}X|$@G;NfX8VLax}*p1SaX=NP=c2Kp-2Xyz=Nv3k|_+
zID8~re2}6!EFsoFkz#!CU|!Lo%;D$Vv9<=C`Kvceiln5*7xBr?Gyiy$;v$F4nJtob
zQ>VqUsT@`4Rr5IKtVx|`L&UnuyAO*f6h9I$bPKg!fn;D$<$t(3cZ)iU;;5<f*0fSl
znmMxQ5kp8)Wd`8uZ&-Q=YY<7dXWR|V#^0j^3hu5<ll-+~4G>=rv&fmEyD>!$DR&t*
zfHr7m2=f(l>Q6JpR2``D+O2N3bSg`7?T<O^{>8usm4OoKTi10>i1RP6ZaP)+3f4bA
zRJox&riYa3+A(%&uS6%LbZ8}^q;^%_b4j0Nxhk^Eu1xyzrYrGWHfMU0h3ESYWKWjX
z=i1vcGkE4XfZDQQ9h#U8{<Q~PA89|@A29Xj>8JV#D>I;T;vvmOJrIGx*u?m-G>nmv
zbhPw2a8uTWlo8@8eAyU=0E^HLP|9?*_*phWEF%>grAM>~sq&)DJ-{&y@7+gEIHJoR
zaG1Z-$)Us3o1yhuVRIp~7CwVP@#TY8lq8$0F(Y_l7S(?|>HdjJqF_SH@hpmJtZ_HG
z?Z1M1yZm9EmE^*2*qJ-pV)Z~cPb7-3_(M1?vVQm*_x)b};~9+*{n^&&%3!<d(dxz{
z-TiJ+W6P<b7U1JUg81)U=7-*kZNYV@iHze;agBK$X~X_-LfJIqUtJx=GY2nx9Gnf^
zxu&ikXr|voQWby1_1WP(HhkhaCjt&2Xr!ojf<v3a#FIQ!QGiL_FaV-Z?eOdpP?&D$
z54O@t7Fb}5c;mljBT)aKw@qVKm%#=lfpG<b7fN!xx+Vsz0>03KzN4d)fYbE^>rFv_
z)86&3T&t%y&l*vij@5o8Uy$RwkF%&%`G55>(;c@tkE|-A7F;_G`vj5s?wg7Qi*vC$
z<ZQC`ipkR(&yWnVI5x&Xbh#X`V-``}rK;sf5On6(5}qxc{ft7?Rur0U$4DMi40F<f
z!enY!F<yhd<vDiE@~2tK(Y=b5tv*UgKOz(2ZOg1I#i6l{!&yH?6I)z?CI>Ofp}pY^
zfds@D?3MnngMNL6PHx=Ml`sJ4Kr9lNc%XI-Hy?yAi93LcG(!o<gurm%agf6v0G8=E
zn&8CM#VVGX=s11!vErp#)F|^u<s>oD6IPQ=Dr`f=SAZ$v991@H^)9Biz-hic*%kek
zSR4O0@vkCbatjf}%UN!a+ZW@tvwgMBbb?yt;h&FI3#+hozGEUUS{e_*?>=!NB-hG-
zN6nqDU^knPg|P!O4?Ew6>J}BD#L&X?!tDwkFGqbSE(QuX!-Xlnw(aMgwG!`fhJH5R
zj1{ANWR2&UsQ&n_-CcyH?P{uIC2}$c)0Cr%+0$u``p{Z7>1hjbo+K-AYqFrA-JQ><
zA~&SIl2B>O90~py5GrjB$9B9JOJ?bbQW7d=K8Hgsfr$V|Q^YaLLXFBXiG;{=Di!{z
zP*f-iO+6FEfIUrKUKuT*qgmdi#<okDMFG(Vnigv3aEj)CEvm9b`qz!)U#x*xA!6bp
z*?5YJdETkTN@>N=uFo&uwYxZ}HICBs6I1xGgRjo@T2l+NeIak;|B6du&pXpkRfrAC
z$FfhBEcC-T;TlKyF{qO6)rsGIYJ^dz!~u`GJLrv513_@~m}p-#`0N86wS#vU(eoPn
zQQvlcksa%Ct(*9ST+Kd?zH#dXnLW@lyF@zGZ;hWX9yuJ3$1ht<Kpv{U%5SLS0_DV!
z252zH;gF_nVnJU9p@ZTaQ!o?uWD@{f7KC!RAL3Tk!efX45CT9ZfnGc{PD&impS)oU
zEw(7F)ytOLl~BW#U(imMIM8-Pv#o;?1Bht>{^seY>-p*GXh;DZhd95;Z`y61OC2h&
zJ$JI3pp2hv^R*bCoE86t6SXkrwObjDW#r8pycJKBmso3;)iE(i(9$`^=dM5}QiLq^
zIf|xe<YM__5h#A3a}8Qc5;}xA4C#*r;9%dYel6X5UcZ9S{#vQ4PkY{c_gNHNo)ZB)
z8txc&_dYWe8MWscx*3*Nevo4EVb&iyuI2y%SC?R5uoieZqyfVSn24MqM9U=Yg!~uY
zC6X3?ob;Hma7h{*WH30006&gEG%uV%YK}(WH^2faBH%7m0EZAaluI=|>O5%cN?1l;
znn|B#Osz5m))^H-0&W$`T$gf6IMh0&RloI+m3ESB;?_J;Z(A<E4(+N+J~|TO(Psip
zFZiSnswtP-B0F(bIvi(6H7YSC4MVIJelB0WnEBaq7FTJ00<kGClkOo@W?@&cMW%Cw
zVc{qzlQ8n?qAW3zsAJ;*hAZU(Woz`Xv|OAK2lU5UO1yoAHvt7J)gjHt)qN>Ddk><%
zmd#9GdWsTM%~l!=Ak6~5-hKYb!Xe-S9<g_VsdQ+YW<S_yq#+l4iB}%v<HcsMCb481
zjSMeELPZo;cZabc#0H^(70^Rr0?Nv;@|(k|MvyD)zkjjd5OAY|CmX~x)kgWYQ4Oep
z(ug=WfIKQ&H;<hs^}J2hZv~lwXsulY9rA_ywWCXu#4g^yBWrD|P}Ej_I<c?tWzr4B
z%9~IfHcr^mK}j>w5khuMrTE+fY3EiL|A9ARrP}K!OxGPbF{aL_GtAbn<uqcT@|uc{
z$|?K%OOJ5}cj0UJ+31`l4)-a)PUbKwFlkwG3FcRMan`Q&Y&?dhS$m3FQ-7!SB21B4
zyAE`%s-Bc?QFhmM1g|HiyP{ZC=u|zxUyIppoDf(k>n%cmX`KBSgf_qX{FZgb`vbTp
zgp!Gs`s?{LjAEYaS9Qa7e&8NbPtRq-lFx3(r%i*AiY859rD8CUrqA?+3(xW>)$}RK
ztQ>vf8B)ZaR2*U{>#y|r?)`mN>3+!5GHU1ZVRmp<D+Z<>rqnmQ*^TJ+sSCNxl0H*J
z7~M?fMXfsP4TEzA+wgkUN!~ofIOXj}-~D8)B>tIRQi4yXTYYu$#GX`Kjt<Itds9e`
zS_-78%L`)l-sRBLHX}NAQ}5hrTV9M46s5zI6I%ZTNlx0d1keHFSE;zFgHs1$!EUln
zP;qfh3Z<To<W{ed@?{HeqCi&-sjXU0kDlw4ksVd7t{t@t^6|904z~2i#PLx*?S}6s
znDy>E$bBJnA2O4dEWomf-`;(0rT*dl1FR83zZ{sDGbf_8A+8a@g}SGN(BLGYhgF{T
zQJLTD@6u??YnihllyQ&_hF5ig2p2FEnZ`46><_vctXhv`sh6SYD-F2O`*EO^a2WTz
zCsZCIw5gu}p3#ZUR1hf*Ca0|yo+AA@$i#^b-W;3Z+yXO9P!A@UT~mi(vP>$G3Q2!!
zJRsY!++10vV2t4hr~c)PN1f~u$4Yd3KKY*!UHH_glz4_%D};?rQ)aHRsVYI>-_nD_
zVdfl7onD$)cb68b6<TlKa%8vrt+jOoT&Mo{SA!Ch6<q>7KVIW1-jZ>jO`ciP$<NeP
zL}z4l)|$-<SU&}7%IR^M4vd)Cnb<y0qR5QsAvuouJj!^H+RAdh)~kJZ_j!=1{V#sT
z$e`-hvi13t20;<@(aCN3dR#T+_=nGjT{8*>iAd4k_>vA;E%D$-m1fak%3$?}i;Ka%
zmW|JX=|wn&Uxi&}cM6h5%=ND8;&8EW;+xC8FO>OxS&C=!fu>Fh=A(e+Tt7U`W*Y`G
z^$YqCE2T-|uu^q8@8k(sy-F%O>rm?}U^2bXo@SQS+A$=izPBqCn`zD7w&BPzov0fr
z)3=cE?>eV6=ZJJWf!<_9nrCHKRXTQ1KTA^)lTFEo&dDl0zCG@ujC>K4in>fQESj$$
z9-QU=d|_6hDL~V3d>Q|g!9l#bsOO}$nvG9A_9dehvzSxNBZ>^{M%K(o*=UIS!QcW{
z8PXuDM>?y_oQ_&aqRl*sQuFR}BYlbY^WA5cVKq<POPb!mT2elS?h)2xR`yKMy-7%#
zdI=Nrmu1$4RSv|G3useq?ys?GEQs<fg3rgpa`aXd{QXR8<8{QQL5sxAN=Wa^;Qd?-
z+gDj^-><X>9kZki4@u2r2TRH@5aZ8qi=Vvb^uc3V0s^S!3v{p^7$1odnJK}JxZrr4
z(gQUfVn?4T83#w|CH;IAhSjemOZ3|xC^!3bA6LuU(uf7wO6^(ocZ76F5|cJAks@mw
za-qBQR3sNOwdb<F1PSWKCiXA7PN<pJ&gtOKhE&V>L`M6P39zavt?~6Pmko;-X+(#G
zv0ZX4!;;%%A{yf@2`hC8ayiV0oP(WYttG=&!OK%YMez~I>Rsm53Wx7L*RpW`z0Vxp
zg(8f*Cd-w2J+Z~)G8i=X>5?%Q4ZLvp<|1Q<2^<$_eQlr1*=vCesWVzrAqkw|+8-1x
z;d^HzN(Lpj$ce~RBB5H0eVl;Ru)Pk?Rx+a};~6H6S!5?dsX|0mfsX|tCDOJ4;y9^>
zzf7bUb7T_2e5wdYz-AzfjGM^)u&~z7VH;hXYjRR{4mY%~Oc|l>!KrmShyaTOfTO@i
z7n=x`fjLlwO&6CmUPx0h7l)7LkOmF@_p}s11H=S*z#L|okBS$CFE1bg1_8<l&7(U3
zuzj~c5KlHghy@+N1PK%0y3Hv%3(aRuUs{}hoo7!_0ShEenG(;-ty3=mtW1VEG5Q`+
z#M106=#76#Di9hWa3BHu?sI1U-&GC}(hQ}5e>Qk@&U5CJnPxNgeTD~QD+|U8Mc^+2
zz#0|{`PSv=A>Dt%xpA>KvzT)#N*W2J5u5nqdL#pEH@!3rZ-npR@eH%9U2;X7|4?{i
z!U1iJ2&dju;1KAZYLM%h0Q<H82!8ks%MUR^87w3qTAX-%y&-QEOq3KX-3w1!>!cw`
z{W)`B1f&uHCCG@1zG6e4YM1thb=Vg(v??#uVuyOW#Ol!=jb)H_H21VRB+~!*1Fst5
z1k;`2hib^ijKT2)>X#a%n4&59oc`eLjDGjO_198KF<JSl;-lRrXULvY>zbn)gh_>l
zOh4fzGOCNXrUQ*bE0eY5Y4*&IwKDGbR+_RPg33(^ZBsyIMZDDV|J8qtG<xvm0jeC(
z8x~^Yj07}pC_XbNLlxY1em8D+)6z-a_D^e0Lt&q{bcZzR{!PhD7~`NdOMYO70I;9@
zVFLlkoITSSC(6RvB0rXye3{#W66KKryoG@wlZw!Y(ao*X|FhlcCe_^a;8bf6%^6K`
zDlY8oT=$7GJW>FIh7F#*G(ixL#M_smlZJ}i;|vps&<oy5@p+41kjrVA1j$-Vq&kX0
z&GEO4_qtVhBPMe@Se5qlYuGLB#-<jC1D_n0n^uK%kx+Cy*FLOyo|NL~Y*|+clBY+v
z>2^u<Y7nTXd>Gr@wsl0<=85)T2($9OIjlGPa)B;;<nYyhTuZfi<CG);P&kDQwig(V
z1W1Geq!17|m%cG$z+t|}54~I}y8VCe4|j+pD1RUv5$F0Y{y+@KbM;Zg0Y^&7@Wf8g
zXccDWn}$;TlqNp^?c|bYu{+SA9uhWT;ypFcwWTB^g}>9u&b!;C%TxAEOear2B>Yfe
z-LkeQr>^?W-w#>E37cU~xW-X9u-Dj8$=o!d4!_%#Qc8Qww>(k8iaGP^H~R=|i!K${
zNI8Yvab06QRGcbZqa9IjnQ`wIU^QwEsZMMyyZ%nlT0<sOTY0laTgJO}?#`budaB$l
z&Sp8?%$7LX<(l{dkr9#SqQ9G-t@7963JXd3xv6KoJywp6KBqV#pY#R4gR>|!3;%0W
zC)ATk{-zR1C_#4*fmGVOaj|nH5CLdT2^bkNUiKak@d3bDhGGSQf$u&f;!p&0z;)&h
z0FP^m<t`K$7pdTpXh|7s&IR~lZDK{m(W{F67v`9cCoZ93J-CsOGgQ1>psE?csRQQ%
z3!T$EbRcyL{?KKHXBxE^+f_yIG>+fT#u^rBjNGZ6Gr?>HP|bez6o;!A80{!h=<dB!
zquaf$h5l+_^Kbn3^vY{N`}}ypU;VP>ej#Io?1Udz;+5$1LTz+k1CgkOjPsCFm6FoJ
zGVP%>8ySdz?Ch~9G%tL9@;T*Sf^|=Md8M;|ceAdwpZEGmGY1xDz2X>J7P2|H6!Q~g
zAO3h6dTlvW{hPS5tGm1Sa#?vse#md$rkJ3q@$rh2awwF66y6qbU)#Kc@HiJH)I1V)
z46x5OpCtQ_K%t{Bav<n`^$jK&ZG3IO;|3H23-BIvhS^z{C2?&S=8DFe7)Y3@#kEJ9
zPw1>Y8{^P~HAxXvkHBZ+5|1VxSwqtyejX;w+&7Ly5<n-lOnpezfD_|rvJB_ir<ZES
zP^>dc<Ejiq0$V9@<F1PRSXhz#IfmzcSS_Vusi#)kS7*B>6*P6FN$q2xem5HHno+h8
zTU+{^L61J+0QYB}f{Brji!oQSsm`)Sw_Y%`M;>#sxTz`(6$QmP+RQZ1Dte_G?UzBF
z>arlZ4>UwnMP;1Xw{E@cY-O*N{Jt}@v*yQDNvmIW+Ya)H&G?z`%U^@?eWtVv8T@X~
zruFmEVbbq73b7VRp^L^N=p_~FGjL=QEA`5LOF|nv8Oo!SBc3+ggnIwmU$V~l|Mi#M
zp`Yu<ekK-akTU$cg8#D|fnq_|R=&X86#dc7yX-lk>qkT?vixkjn&Zo+lA<m27{9ZJ
z*-z)AaDVsX8I#fU$F<-aexv)frjrXu!2J5B9nZC=^nQ`6BSHv*A4?UJ?#hwFHdpV_
zlZ_ine}d>o&W4Z_PKM0#cAS_)g2SJ`ez=S3%+*t)Hq}d|z#lJsj|o9)zAF`KTI@@r
zG8N`%zeoKtvhQnd$m<8sB&Ttp&Sw@vlF<&Q?V&}6dujTaDq#?iP^Q?ZRmI|aR+gBf
z=1rP}tcrp}t)uSuVLRw38GaoN@+VU8K|7_v58APs$(zxGF?!jaR#D5(by?Z@Ey+zD
zMyhoJk}q#>aon@?eZ{y$?CZM^g)}L?H(==&nj*KX1!2!oKBEbs)a9qi%*I9<#5NBl
z${^vC`uZhE<aNSg`qR}3gg0}JN?od9_xJC&Uax}a;I)8P(p`h!#F-ZV*4gxWEfagc
z1hwoQMGLIwl$3z&QlZ7+<bTM}q864<&_+%DZ;ZGVgSCOOo3(uR{VXoEwXiT+cCRGn
zE<Oz=D%?niQJa`Z>a@u$9gTRsKn3T4(KcfdxcJw`$<g}8*#!`fju%{HGBR6ev?NWL
zrX21+Kglsl;cO<&1X@e+cDY$V5fA_u{Ubsy3}u1Td7*fu)wGT5fyJ63*rK)HV>1WC
zZrL6&;7eu?t>Z5LTW#{UfpQ6@+T*U-hw?VTuTRIeOqUPE1m)%X0^Sjb?><x_xcH%f
zz+0%5ZC2Aoq@Kaj?~8veeS7U6oqHVu-4fp1B*#6c(d?YMo9uKUuKDB8DkVF=8lB?{
z-RZkE0ljW5QjWj4q6M9t(`|j08l0dd<9N*(?X=y_SuF|eCe#FCB=0RJMw7dCE2rQV
zxg)1!C9TD@0Y>kl`3Y;8C}abM->4pX;@XJ<)_O~;9^>)19JZcMe6u#|ww#DAT}nnc
z@yR^ORli)Bn^-5~3mvrAr(2V%Eoo88p5(Q$0r6F(%rM6O(9mv1fi*1+25q8J-s7Em
z#p)ZM{>Hy`5ddJxEGq^T2uD2?0V}m3P-8*GUnP0#&Rna7Jdr6PC~z`x+loe5ObY#W
zHOnbNLLyqv#hyk3{EEg%?Dy^?E&T2?y$cmOXAyBCp8Gg=m-Wl>Y)6c~j?y%J&BrA0
zg6NZ4-C)^G!<~~@D`EG@>taLAF+8u{>*7s~*wuV6f1v48&B=UEEvFL;!$t&ldT{Rn
zyV1A#Z}SHWuMUnnRO-}cB;~|8mEw-zV($)$Nvoemau=3D)mk!x&uwl;ZI>e>4yf)w
zYy%Ixd4(n%7)R1jw1^ddKpj3P9y{sas-{;y8GpuKsimJ$o~><i9E+|kJGK4+pcv$o
zp73rxiUH422HA5c@4KTgz!IVZ2+3r!LSnN9JTiL_5fEj*`;s3`^+_Uf&SR(fNp4Ml
zF=?r%S|Ft@(ECd9?I?{3E~$i*Y8HSjGvKa#wpNke3K?ozjY?xX5&Zk^<0yPE^<Vzd
z+=-h$Xs6;yu68o8$lwNVq$xrqg!OdX%Wsb69{SS_Y!c<5zDC#N|Gw!}^Lk=_Zz5gM
zR+j;)D^PM&W<eC2scdYsb(K<1!YS3Wm4fSA+sZ=3H1FzkJ?3U~BGpr}gosG8DXJ^L
z#c=|HOb-UWZuEWss`#u7SpS}zt+b_o+n6u0P{A{tW-p4~MJTnf_<qSX=8PC7UU@+9
z$<!8Xxj7*vFRyU@Po|t<7eKM7OHY^o`r~Rw1yTv6yS!}lj@BZQULm!MMlWh>R5V_*
z;aJ(_q6?X)>~g@v|HV>Plm6j3Q;{~Ev%fmWN~314|0@ocNI=79YP!Dm?iV-0R+PCr
zu^N*)i_ku<2xkC=a+ad)(YsHAAWrdr|7WsZBhC$D99NPu3cVh`x+PoQz+l(FwcFdf
z<G%hf#+-{6+c*6_G0M)>mm~Ibfw2Q8Z+&M3DW)TbrbLJNM}HE#+u!~zn(*w^T5k#G
z#F~in1(}}*Hee&pOU7K)f7Jr^K^Fez8=LU}iXYyP^LQROPcDrK+z47=x~&dllm?Za
z+#Ks21eLA-ar3iH{o6}jdjG$Flm2b>KK5z_vTrB7<)2W$;O*Y9n~p+xVerTxD|9>>
zZtO_BvZgNL;`6+`R*DI92ua24EQ~Zb8<c3k#!{{=REt-4VyRe?Z>l~;(LdCaM`Xu7
zo3xdxFy>gPRpjN_5v}(y+%YR%=+<%L_3Fv9u})U3aID@XmRm=7PC-!LeY%Bb{>xwg
z%@1k_)EKQ+OAY?br3c@VZl!%Q=!M?-k<spdzx-nng-_MxWU6dRdsAoG$c~>LLzeH<
za;>zQ{PzY%!Qq?q02k8E#;G9n2e@>@xK36y8ITzxLil%e5C=kbsmOvcFZPL;h_QRK
zYGM+0WMqg#LH6F;EA(J%#`%cPWe!i!Z;mtn+X~O38fFHSxg>hn2(S_o4}<;@6&1+O
zGMq|NcFIaQM<xlQB%v8YFsMcYZ)qFO6lVytk%)}Utek4UPPeiQp$;eZo>-UT(@j`&
zz;1UA+ySPMnyHLBs$@-^Ni*m~C1MGPpsz{3E+YFsaDMq4zR(Jm%p*r2#t{!Ms{Tcs
zz*QJj_o=e+*ng%jTNt{#e*5mTE0X(PfB9?|>O-UE#_KvAXWkqBEDZ9iY3D;;VG1a7
zRm|;ANFV|MBt-`0!&RiFT8C3HX5aw`9F1|0<{-eRIt<50L~2lBA`npQ-+7`4mTSzQ
za=qA$EBXwxZ%DFioiN@M*Om0Bx%(zjx73AqabBTSniWCkCh^s)wc}hTHQH8rd9eu#
z7wZE}I6{Z~D<ur9Y+urBw~@q2W9NjDU1e;TO@ozv<I*H{dYF4eDn1Uw2T8aQamnL5
z{lz;SU2=jHBI}0xD`l#4Ho3rVyKpEn9FzE|ESWqyMur5phRoXQN(l9gM1u&3^&{~^
zb@_|y&7~tz;|N{RRI}{qp|J9h8oRq$dULZjGng$nPV7FDOGd`zHTQq>r?2uX|Miz2
z+@TV<E&PpTrFBl)OB225^{z+Te(tM*0mg~(GFJ50C^59`Wze_aYGy%o08H#LE2u)n
z7r{ABa+s2XFT2V=uSMM4e()YJf;me8O$n$WW;tW})>2xQh&2RkCbb#uT2<iW{-}}_
z@Xf73Mzl9I#)orR>oqwD8U$mH7Jjj`6E(W^>_B}e%&p7tmqrtVlOw!ro5rJzN5f#v
zvzLh5CTKlA929E~##EQjw=$xV^n6fS33kz&0&2a2TyYW~41L#~98Vi3z%L+)Fpgsg
zk$2%*8CI}WO8aA=Y}W?t)L;O1N$QBUu3@v`l8li9*F{r$FzTUB;VyV-nTz3z_GfZA
z6e+flyk9zoO9WkV_yG>=@9}dhNBZCS`NAEl1P!Prr0+>knVn)*RbX(i^vJrv%5c>o
zNbofI*0JCIu&B`SA$B;W;;wGE8Z43W`>3&UKNf~V0FS2(R%G-aPpcggqk%B2`IjrH
zyur}SF%M3PlK*BsowvAoR1UZ#Tr7~?u^0XDKS?@$#>xhPZit5A+s(e_yjXo&Uw;!=
zYdXsnYc;+5XEHzpQwu6*EEZ3ApyR^KrClD?6WB#38@;S;$Y9BmVH#ZlaA3x6cz#__
zA>g*ybk&fFfbZg*s?sg0&NOn2pmy|WeYN_(=H4nOt|#pJof%-Tf#3`T2p*il5<IxO
zTX1(s@Zb{M-95N#fZ%SyU4kVz1Si0J@PF&8daKU$Id%GKu4eE3tEYDN?q{vl-}5=m
zH8i%&-A6J#%QOfHXu4|OlO8fHG;RuiNV~p#aB@KsS=KcwA+#O)&T8|{_0gywug@qy
z!pil_yhjSPaIs4+CH)JZJ<*2e`Z-)*l_PF_&(vC9!Kk*U%;gh8!O%=49F!dA?_|NR
zql`Hte}v32r}o_Ij!v5u-b?2A3#k1%Qhb}1mX+<8&*Se`q7`P;rLLF7$qb=GhM+9E
zEehUSO*nK6YK>$N1QpHwW}`Qo|5)+p@LSD<y|H~y<J^GbJ}tTEhc=JuHw{lukkSzi
zNSG<4?@FuEy2)WirkJLoJxQmqUV3?Etw&hqNuspyueO{<k*AIvk88s`SH9Zxmoo8!
zrM_}+k|w0kUzldEtggP8AISBeZZkDg7x-@{mr(s}`A~z0N>}y75r%lg0oxKztfH17
zv56n1Jo4Z@(KS8!7Y6m(R?)Jn=*!?w(fsuXBUjfjE`DZj;iEf+%L|_a(MSS*z&32P
zWW?_sUc5ZeoG*CMWMs?_NY0IpSre(Qt~+Qg_$ZUSqMMyKXMBBq+^ez(qzF<CZ{oK8
zY4DikemZihEIhaVCRCW50EyT;4NDiF;mT|Ae1%ZBiv=t4E9IU;Seh64&e*&_f8?(v
zK7rVN;Cgx7=d%aqNO}*oh(c!lfhviTziyOD!F<LZD#3lC6ez+j00o-<8fj!HMB~UW
z><LI1WC+(jF(<1(0A+`5cJ0&eXek+}9;}2mxQ&pZ#{B%H(BxuF0$zX#C^R1nGkkYL
zE^$H$v;$N7{VDBV^nQ&?ps)uX>|2_bENj3L%L*9gpZ80$p|5XD49T`cSIeMi&|6r@
z@?DwKx(Q8jh>!Un^Yw`rJ||Xc1e}1;>s2#ja}i^ZE;@kHDF}p%h~@`1q*8P0qu3)L
zqlU%~s2Q4c1M-5IU@$ClB|W@8xvqi`EP`MO0NC7=R)N59)0~sj$Y_s2g*Vo55(KQr
z#ef3Xx=i1gNpRCq^MY`{X#d<~OU8pb-W8z&<mHe1AedHC1BhLY$P%A7Z9@=&g%ZNT
zhPcA9^lvF5n-VCXT}D+c>7i`?CF!W=j8+X9X(i{mKq$&^5CUxwCKaMjmoSRyg&!h*
z&hb(xhGZQ1uqmt{DgHMo)PhkTYUY5uGf%^2HSh;RF3DF*BlNfTF!71Pj#(gn6ICWO
zGW=hshPAh(P5e?5TT8?0_x68df5kF5++Xom6K-=<;iSCdbPV~=U!bdO`aHjnUamf%
zEaKxd@y>1BeYxf_)BI4Fu$JO%fFyQ0sb1W&fEb(tz@y-y*I>Y}4FzF(?Z%ZHu`Ns6
zn$Pkn0*!|^-W#E<tW+FVa>vNB7($%Hb7-z}oC=c=5WKrbKt1@z3lM8ACKv|QYd76%
zbR-47M98=(u5hnnvH3cWwPCJxyA%*W9)LR}55^>b8i^FZA{pq)i9X}nBT`Ztc7+3x
zfkMvy#RW})U}&sR_ZHnem=Z#6gn@@|^9!X94Jil-F^$3xd$$jkE7TQ$#9$K80+mwA
zq?6bsj_WsJD39SJ1d{oyJj&tFTbEun+kBoFiUb(;{u)Rgpa-LfNDv{jsLTh0Y0Fhp
z6Y1JlH3vwYiMkqJ>W5BJjldSL?YPQ2bdr#NZyxROmi;Zc?VrlzKlChnBf1nS{}z_k
zYz+$#kh$cC3(MrVrLkd9<@O3z0Go!YxDdZFzU-2{ng){_+PRdQuZlGPd1F}0J@@!-
z=}_`<TOg(9UfvS!u3J)8$s8%y5;Yfb4DS@ZT)x?qqo(}pzU~|;Vsxg1*^hGa$>k!>
zot0t2sW?{#CxzeD<sn-O=6Uv!>|N;>6(<w#szmh*6FBB6$CS{%YqB3ptRy7j)f~3#
zn9~RZ^LDeF_5`ZX$eP7qyCprlj-pDKpnk?DDKzFC{$M>eD-o}^aw4Q^!w0#{Mbx@g
zV}Z(xuG9<Pk{Y9K!!^GG<vwKcQC7+>hWQVo@ESVZ)wt8*YeQf7kczEh>H)UT*5p7{
zgmUykJza$bTE5|(Ug!ky>H~MDoJkP>PZ!za;N*t8IRS4D5T1>}Ht%|K)Wa7Mv-QpH
zC}!#iK3-Q4k0+Xz5sT@(ZFo7WZb>k(D^~W;CO?*XE7j#B-E#)SuLW9~S9N$ij3)LL
z#^nWw@AUlq7}0X2zTVK|O8aeJUjGWeNHOEoEPMDN>Xz24*bwf?1C+`lKo{I9vDR;x
zGm?7S-NKlR2p=)RCSh?SDgRQ=#5}F!nmsnQQ|vvj_>D*vX6-@Uv0ELz#ywj`mi?{X
z6E)eMOZ@cm15-%OxBY!%)-f&}E)^Odj?)TFhSlOy$?u-ZXii0})8J@82m)v?aNax!
z3H&B-Q;Df-O884E_=OLN802OCI$Nbr%?l=WM}tCugi#d@l=rDhK)(3y7{2g2Sqm;Y
zHC->R+ypamDqlOBH?LP~4l5QkVlFy6d=)!$yoDp=_fqX+q{|t>XBPzd&iypWk6Shs
zyoixSd<K$-jOUpgWs+9OO>`9u7~a2b9C&0b-r_V9Jb8rDjS%ClhF0NtGI>SlzqaP?
zZQ6CxVRGT3EltMuoccbUuB-B-dcwt`FPBd2xp9j>^wG{atJCLHiriW@Rez75wt0A2
z&-xRDHlN`@mqb6Yb?%tea?jvy<-&b{MzQ`}fHG8B6l+{YyPW5gA@O@*FM39K^u>dr
z^@YoylW~=~l!Z{C@t@qtZ1;ogSmeaWqxzJHhykLY01l+y-l7*iWCGOB>z@PIYD54<
z5!#02RXe(WZx==QIB=*~@Z1pzGm50n5+$Hpe4W@qd;TydDD?KGI%|v4c&Q<L&sxfg
z07)%g3V0o?Qpbg$m1t*_(pe#YS!f^MI?VUyRz^@A^q$(?3F={GFdHti*$W-$SJrl;
z|09?b*iSWm>#9y4wNbgeG}0)ovop?8p}h2Hw({=EhsM)@LpWQd9OuUkv(CUCK3@vQ
zD0;>z<>$EH5`0t>eB#eh7fhwKl|H%}$;at+WjbCnH)U!$>8G%N8ukvyCY7!?Jfd{P
zSv?svnZXlM)6Y#JSgS5?%?Mj63`P#Y1{lNW5W%VZ)KLA^ugD>2ez4SOqe=i46DnXx
zHUA^8RL*;0bE^OR-TZu}m@n(YwXs+h@)34c4g0$Q2hHzE-r%b?7j3X|UsZrLEK8~u
zLG;jV=cnFSk1>4)7YT$1%bntAXKZ)(YbpKPb=PG+<d#a83|1r+X-8D@zq5I4=o*pA
zCrJ_{md^&p6!vOa*@`NQ>YnsU>pR^A-_$2<ljn?qqEO9^+8B<?+Y7YLF`Jv$JTun2
zL&&J=uN&pRUoq<>UXV1(%0~aVKHu;fbK2OR9CUZcx!*Ya0>58c>`cTrWc?Sr9T^&_
zkIx~DIJSv9#3HN^NSYFv{tlA}iYUa8!nMhd0>Sbh09Xp07SqRnR41H)XzYHg5h&`Q
zlJrWQHI9gMc-`+^Unvrt_CCYppSQQF=UO|XZ+oA6KgLnTfB8Q~ygLL!FW;wVE=o=u
z2s_L{XBZUDT#E|WLBx^_9y$g(bJngM#|P@D8aXxkG5PlKJmdJ&ktD?w47g^~Ez_Dg
zRak#+T(c4D>>=xIXO*7)!Ku}aEblW6m>Vng`vMMMN5y=dyFRla#O{oGt>0uGNPv5&
zpHXGl-)FH<d~su7YmYq8Sv_%4eHzuB@#gh)GBu42Ch?;$LCfZ^;NYxcdcPk;#=jZ@
z)0BAMijNVItU!c|1_)3<s2Y6|<<1r6jX$ncnQxO0iAKNGoxZJD%1w6D*ya#8wl`^K
z)^8)K)g*DOWEdshxLZqH|Gg{yZl|{fUE9s1454xCk=L-tKYl{TRzzo2H*K~`Y33W-
z%r^(M!d(m=a|_%5_=F0WVv@Y{cm7gPQjZ=CAe6B;9<Gg3x~Ozx@P>S^NIf_F(kz%j
zR%?A-Z6!_RK2`0t+_GZlWI4C;dune??*!fUXMNb#-gvE5)E=g{Aj1t`AKgOQp`Mn{
zeE9;j?JLF!Q&IRX$6AMd)`*lo?s1c7!&`E7Af8zsV3|q#09F=_8taOU67=2f<DaqC
zB0_0~%=r%dX?g<?^V>qSi42WahQ$RX3p0Tv)3e_m_#FrNlVptK(pmL$7mR&dWE*6)
zcrNyS1)Aj{QXhi%-?4xM<)RZvUE>w<iIQin&2iJZ{g1#%zssW))=HAF-%iTCW=)F+
zs%$Ny(y~?brfBl;9OO%D7fsBQdcVFlY=aqV7&8i!R+4ZgbG^KOig+RkPyjQFtD*SQ
z5yjOrtJdoe45aC6kM-3y84R!e`7lUz+RiS~mc19(KN*b;npf7U#T=;q(I74KNG0IV
z_&Y0ZlD^H=;S*UVUDMH{UJkNhyy2gXWI~&a5@p33Eoc?9aGzN9+ZpQ_$%{hZ_AHCD
zv!dPV$|5b<@vqZYylm4E7DY<O-5r7MJG!(IaIAhVnV2<Z%k`bo@$5o4_@X-KG%q?_
zVjT7hjTbv;m{)%@#)O{RD27w|N`0@l;r%d!Xb@E`kx9O>Eo*$9AX8Ro*J_|~_kJe}
z&aW`^*sVDxCa0M~OZ9Rjcb$2r_%n`(G24b+PvqhTc~MRMHYU0EOqZDNY)Ekr1{W1Q
z1U}e>TF0r+b{&q={g)3gB>;KWw~Q{Xp2*B{cVNs9BpfHF3zWreHw!YwWg5Jl;~XLF
z_SA^c!S4jC^WgOaom+@@CAY=k(HHeP9M&Vt{|+XxPga&S*W|Hoh)K;Yd(X$4CSOcz
zQrJ|PFhkFzAo0tWQzqGTe@sw{9WO?+qEx{J7N1ESG({p^tPvlZ6Yxi9_z?J)Al?}<
zHUyTJf5ks!L^!9@ffDYPBCe8E3v(O#TojKLWxQOMB^s@o3TFk!yI;{TGS(eEqRM{M
zO}<q;%8S=1zC4l{G_w!rY}cTk<Q%KA>ZnDEu3pvUazN^J`{enLU1BYNo{vMHv)X6%
zzD}Urv-y=_h4!VZU3vQU`wxa~pd1+c;>bj$k(0w}g#xVp@8*g0OZ}V*%i-SwwcG)z
zseeWv2nLWD%XA7ouq$IQooxTQ&y;ZkYd-(_NsZ|E+GsfSb=U3z+a~)wlAjzjhykq~
zS}H_B5E3vzWT?jc8Q7>{CzSb12%V%s$Vlcv0-tMLQy3MK&M+6?Z$=9-az!t}B%s4f
zmGbilWWOL-901DXDj{IvBLa+zmAW(xd7$ThFc_W*RIP>XmYN#EDHZ0HrtKa@UjTv(
z5D`Pc<Q>?01H`JI&`?+KsPR!UwyFFlqEHc4VSd;~x3JtEKUrgHI;m7@Aw1$jg+NSB
zJpM%DR~2a50HI3GK^v)%%v`?;h*q4B8e$M^Q!MYZlKPO1Wk`DC$RIgtH!NQcsszAS
zHDh$rNdbv*#IG<@zwmjm(!>7=%=ihI5D}qxg<ynow9L7eyr@QyLsu73!k+|51L2II
z6eF-eIJ*{dh2{c03@*`R#U$lj)cqok7LbDpmv&6-?AWvV)Jj@4+HllPRAQYG0E8cd
zD{njmGy)TKT-aD_+EafG;#7(feIoae3JAh<5(N;*+m!TaB?3R=s?)DPyKpvh+59*M
zcH&0UKE6ksHMa%+bkuLm{Al#cvB#o1h)P+EcVI4ftO`bo%7xb!L2|dc+}iaDKKh|2
zdjtOX;f7c4#tYuaWT6bV%b_=svZ>+LB96cQgtfPERw5<j5$gX6!qJ3d)McG-78pW@
zLjZ{utRR74_9oT>L%7vQ49$mt^C1D`U}ZdX08*+*ST-Y+`al1mmHH8Z5-@lX5DLKx
zgZkn5topCS4gJw`*A7M!Fqa@U?i;{EG2J}Pi^Bj2hl7A!l<f5aZ0~UW5ZIDsiExRc
zMHFOD2Y5n`;c#gYRUw!y2)t4OqoXJ$c>JA6FI>eE5D4jG>XRj+kMc*0O7l0Y72!$N
z8whC5_J!y8>eY5$0vP?Ac)W3cJ($pGgjq_3s3W+k+^eD?u=N6jP``!6BGx&U43+w4
zL{LEiQtmAyuOc~7UEu#Se!<~qk2GzrYm(~{xyS9snmY1GofnrXKkCHpP!JRcjK6Xn
zjjoiE8|w!KsiDHga#0vS#kQrNzlp#frWDQp=TAQ9^+I^EtF$NP&%PeY=_d+RKUkyZ
zCka=-)DN|IBta0cy9>Y=!zC<B=khvXC+S(3myp|3R3%JTRusc1>`(LsR1<rczTXv9
z!JmBmovK%Qeqy9dlm6_!=Jv2JfD0p<DG-=Rp`IoqU_`9UELc`6$yPy8zWJ;8-h(>M
zb76TqRyG0S1DR$Ps<lR5#AW+_c!zAs3Fm>PJlpH<20T>>F_gi)<>d;h6I+YfAx76f
zW;4;N*I}kbG@tx)=@HHzy5_P61+~#FlGAke%^t%$6*@{18<*>S;?)y>q`xJMmNMV8
zoV%6nSdJOD=Ef;_Byw5bN32Um4n2{07|l(ZfH&7!tgYmS_fgFk!CE}yR+0u!$L8SD
zRr@LMfAHToz8lY|9^hK`dlecFN9ubj891v9LN9#C#h3^p0hq8=&dTihZ{+lP>T40=
zR1=Zh5ixDk+a2e;DcaL_mNhD}>^F})pNP;<7pDLTrE+N|%XKn&tgRvjc$bRZ#iTMd
zh`rue{ppOkmdQQ-6c}R8CQ&V)usGG|Gh5g2PK9J4j%o3y>RM)X75Ka(-%mLuC>sXD
zzb#T7jOl^xSWQ*ldxB&6rqMjS8Uf<zc;34XrkF>t!vVqf`qGV)Siy5fwRA>TVcpns
zKL379(W)GcT3O~SeNln-#I5Cr9A4wvn{dy}P^ajGFZwkzr1Y`K=r%%xcLOX6F&Sw?
zXJh5$Bub5bd(y}vj+Xwm?MkU@PCtEm+Np)~gujZq;H6_T5!FP~xS*hrlyeda^mnAs
zuCdB^;X^6@;;)=JTaAVVw>$mt(48iYy(0Ny^T4n30T1J**DGNr_74jh68%6K5B@J3
zWFB-2Op%f(4guEwpEImTVueFg-NbUxKXXofdPzen^dfnl;bOHYKQF)OHH_$iGyfpT
zp?!M8QU^%Cv|3jwR?yX$R(lkzkC#jTC;ip1jN2)T$t-e1P48zfZ!jP0(b3ppqx35a
zY+t=J^q`57x^ho-eO*}<4o`JSNN?Rz=}{5u@rdQzztc&3om!T}>FL$_j}`q^)$@&H
z$xA)z)~e$2a2@!FS?4X>!x_$~v*FwVS5#S_9p`%RNYXbMH^UHBx@@Z%YvzAHexa>1
z@6yb<E);^wo=)KC<f8l)VGBSUK<}^i95sm@f%d|OO!VU360oPgHXzEMAx~%i7Z}zZ
zf`H5pjxO}4_J^?{kmJi(SQNt~m0H7AN0S5OM9Z1JoBHFDnGKPn&a0*kenuxsuL-aD
zPGKS?D=Ah-$NVi_DD^W!oPiu<fODE35zR3d+A?9o`+1JZX~a3F+4WJ!+C#2Mox}68
z?71m}mbh3j^kl^&MZZ-n3v14-e5F>F$fcL1l2NpnKqO~GN#@5Hq7oU9uZK6344o}U
z|I8>7`28ks+kva8`N_Mna<6rwqv*b`p`ltgS0aU|(xvUt3yvR%?mobeq5AJo?f%~y
zTTJDG%hS?i^P2JD9*tX0)ZytTm8`$J<0cW5=;7)8R-F>*TG}{5P*1V&N%u&=pfD&G
z{45uH;X}bs_16%vp1LNa<m4BOBt%GqFQ<&ft}|1;g7M9Og=)5Nt0)Z-)s+57yNMT-
zTlW{&fV(A6&mAZk9}mRzQ5AwEMem{$fE&S|qlDmX&M|oJN!+N@^sn8Q)O+JZ+sxM>
z<>u~T;pr}cBSU9}{GW!#O`UP0tzSH)poHyJ{OdOdWmcDzQV9#`oTIg7P94cl@Xpy}
zy52O{g{SNNzxt%MaH>J58Bb0ZIg@{CJQS;^7LsiqP+4Eg{88>;1+Pu-lJ#WGyLdM1
zt9fJa{W5sB*<sQr|2q8SXf??JYN~Yb*x^ulq1<vSq*nS0M;L2LAVJ7RnmwLHtc`eC
zimk=2Ff^bN(HrcK24)ih2KAD%6{z{m=^)VJeR<&{DiHMi{XUSrYN!=hipY$N;h*eG
z`@_Bubh^tylQ<($%46NpetO*)!8`Zf`ta|9M|Cg!X7cxw!G|~S7>6hup4)!<W4nO}
zFnZ+2J@ikDI)#&b8==s(x6e6P%}I?-u||!P9FTWBCfWzeeM@>YcyuR@2c-*Oe7kwF
zmFD{9gt+@E*^HvgIc}w1sl~Spy)KuML)VBZX6bfT-P3G!lV|q=nNQ99X}-l^x7d};
ztX7HH6YQ<7CT8@Gz=M&Z1T<Hp@eGgO(R5*d7+do#(L6srWY62^jb>2GIoSj&6BS7E
z{(3ZVZ##to-`2)X6{;NB52*sX0c!Gn33*PO#xuMiu!PjRP-JU>`X=QWN?c+-t>~*m
zL+{-G_J0g{4xjVu=C#(KC!&voS+z{P0ypW8r>Pg6&oB1p@#qUb-Sa9oH@D(w?%SfV
zU%Ns<K~8LF=!(^9XA;+84!MakBZWuU_^dix3CR5^*(ETYpJyau$y#BtVYiuMSI59%
zoe2uNl36bL(*2$=`xC>MSNh@Tk22D_tKTmB`TckJl~eaWq*|$_AG%A5foqLlttHn2
z5#z_7glLIk{d<5_Ae<1PV#ai$3N0fn3eT)A03JD-2}kV=X6{9sC=yeykx>??QZwu>
z&sUhLn4e)7|FZSk6(UzLHV+P%W3x%S4+s_?OSC1?MM+dES6`M{W~%K~MwLJP{p5ZF
zhig5@4H>*lU;m9qo%{K^y-LkIR7=E%m->m|A3bpd?5(dsxA=qeDynnyj+7Ve+*uzN
zokADf?{uZ_J0?Jlm-ERUY!TgGEixw8HZ_*QqMw*N7xn~8<u#p_-sVSxu@8o?;rL1Z
zof8W<xFm00sSg;M>m7O)EKcfVW{;MPMg0|u`0iVxrDmE|R_Z)n>~n#FYhL97i~#|Z
zu?n@YMn}^v_o2BUw9gC969E{AH~iwGdVOjhi#Gm2QL&d>8auUL3GjvmC{&UZ5IJaw
z$Sk;GZef9HjoLH6w#8M>x+ZB@d)XVPThc6I9_@Ck9NeFu_6cqPfBc`vUiXDRSQz{h
zaVuufI%Pum;}RPf4S83hpk!dLQ&T6>bgCuqm_JNr`y=I@T@>o5%9kzlrS~^4e9Cw;
zpYs#;vR5w%9}XWhe=p!KjMo#R<td6Euq-W8)^|Dh?J`-rJ5Y=tXIdOI{UHCX-e|Qi
z+nsduT0H3b%iMR)M)&KQtWlh~TKisINzhHI7RdEzzZgIZ0wWV<WJfaabKG^yiunaE
zi_L~vhfo1QaL6Xp&k8>*&?~<sK!B(rmJ<PP33M9s)^HOCt82?2g2@!iDTXeDaYA4S
z@YCo+X}6@u-f35S!^H)ojf!_$%9*V$hyS?B{dd8`Bk*qHV7?P6gBv^&U<lGmZ7AJg
zEY8Q@<W_PuZx`kK3v?QcT<A2ruN_(QUCX)_ypuTfP6|Qiolz)A@D7MJLGaHT9)E+l
z5%Q#8I|CE_8YhbW(c`3u@6Pk);DygL?~A{CXK}UnRY~f^u*0?0VyM;!ZPYag|HDIe
zrI%aq>hWtD_o8B)R0sBM<UfLy{#}!cn-EM5Vs1ddzM2eyRpEdw0R|3DpCf%3z)UqY
zw;TNxPmr9}019`IlH)H5DR9jc4I^4O`(AyJ@=}80^jcw0bn@}>HsAdyshKW3$0G9y
z{>1;AXX9!2_7JZ9E9HswSdVS+e3a#h`=qI6@+xbUzR`1>Q=(YSK}<teIL7@^jH0zE
z@rci%K0j<mr73<@U;DFgwHUJnmoBl*;;y_RWAaj3<0}c)wc>%sn`}T%jB*>FH!-g$
zp)w|Qm}1ZmiP;2c({APq?Fb$idbxIfv&6PavM^RNS*LzFG%qK3fMIA;>OX(wz2xe%
z{&~G-)m)ncbD?e|d;VP+>V0M`T`7JNI4z4;q+=YTNt?BRD}`$)au3bw;wQB=(=>XJ
zu`n*Zx-@PjVx+(5TQf`l6o?I{)#PTvfKpf6`=N1u3N%$d$E9H<r3qP15g573zG;59
z{s1U=oWE_~&fBT+>+qG)<O*}b2&@?|%%C2>Rr0a1<Ksh3uYq)Sr=X3_p6)!!!_~%<
zFGp{yMfQhmZC|%alTQL}n5VBc=HR0&7x5dl%S-ZR0$fXSjhA1yJLI%wJ3dfFDtp!Q
za0x^n>peA{?|Si$TozB<1S`y_Os{*Ju%)gmz78lu4T`C%7nZ&i7D8GME$Vh8q(&u)
z>HJg|3N~J&b>ZmH=Rr&SIq#kK-}l$CxEujDQ0FH=O@KTkn?96<AT{<N{5!VTxO?W}
zL3CA$5mj0n;g)}E45#>^A%=^EIs$+b3oxt%bR@^x1GFH7Ae6k>1CS#a8bTph&lV*{
zp<D<9xnPvr&-am_p9E4uKv*Ae3`WrfVpm1NW~&m(VS9^81p#=&tnju;f9e3iJONz+
zY44LgN?Xa(2yk<|aG*#4w1!x}yr58-Dh@yw5h=igyhcG80r-;;_71cOK#K$d{X#)t
zz>*LE15mSxmqIT(=-1x0iHqQ$2mtOO7!rS^SzaJr8szD6`grY{rIPIaU5~b`L(hET
zLEwsp(B-uUwS9XTAEv%XRSQdpHa-*2$CLE5*trQp@UT&+)v>cd)pzCp@>dV6j|fPB
zIcI?SMrU(q`+nVUs>{EW(d;4bWg8a8vyl=b=r(<rup<UFcsRQy5Yg)VCaK$}Ai*^j
z&|LD?Xyjy^%R)A;m~&BECMFC(GSl^_A~(K~GV^yP7|iirn&I`57#maYfYI$E^(brj
zSRT140MQT)44}<TVQ=1te<qR0yhi|#ajwn<fdDZ|h6vP@4s6u5+BN8l`ya3+k`rym
z6`T7@$pEggDJ8{zv0bRv^2^l26p$0rSlB}Aw9Pb_ZgAm~b`%ZqS8d`W$v6}+0zj-w
z4Ji__hZ@4Nmojf{p-(J<_zM8VGDihS7#bqe0=sAp#~>2Ke$IxminKJ0Kh2sxgwPuK
z8PVc|fOAPufICod08cpL%lk)JkrNXJT>k@%^B;CvLzNEe=JD(LQb%GFTR0?KfPv!g
z*C0j8QYO`~ke$T_062!?$}PwLiQ3oe-xuc}+tsV<MHRzkIU#<44b-1gp77XoN;5Uf
zMtAx~H*cI6j8&Pf+MSZPRM4c@ug<G1DDG6qe`~5Ozj3T&3=>%&K3Oa%jjWs4#hYGC
ztWs>Mw;GCTlj8}UmgO<OaVfv@Sevg+J}+u@5cqgfePTY=&-^_l$Kw!-M0(N3p_hQ_
z^A-7+^@Q527h`q%_x^*+B*vwNC)r&$n!3A;v)Q!H(0_NbAi-EBRobm5?(6I_?uzI}
z^hefsN`R$~J!{=66v;m{5(@$msp!Y@#3-Exj6IuCZ~?P8AcR~T{{QszZ^bg7^$9mx
zt36n#us5LISN@b7x(*yT-6jODVugr;&?$v}`2m~)f1Lq1IJR_nwcoJis>9>}BD#(i
zmP72I)X$7iL(EhNO0ZuDs4KZJ`X?tkGJ>?_<7&BzJ&F4ge?BW$4$Hy&SM!a&onJYQ
zhtu`le6JX0%+}$DdK+Hw$Kr?aVk`A)r`GU8A#Jg49zzjE2WwFzg}y_9(M9t~b8Vx8
zqL_D$D;j;x5zM+akF!PWK4vDY3&c-rBV%itvrTSJ$7wt?RbrnA^-)NREqq!zPvK>c
zLle=A>ib$VNXMVJoUHP+c?wBN=T69IwDGlcul!s7sBR|zLBU6kH;)b`ro~4@%34H?
zXxvh|4Z`~Zphy%c=*kxYz0}WJNv7xi>2I<%e6Bb@KR*IfC5oc)uPBTNVOs!7KaQXc
zC>C^6%?#EOX%0eXdq<fgCB%zNgHH4qU|GYK86BcT05xPX^2^gg>88NSU7Rk31*dYO
zWQG6`5fK5oQ%X}20h2!wK^szxACe4FaM*sR?nYS-elURF9SpdhJ#8xrW2z2To(z&o
z=_0?z=}m+pZ?Ux}<6vh-#y6#tlF)i=zmpGJ*{+itM5|q#8$8&893bitSQ3I|*W)_}
z+}w%Q>pK-c4AghFpX6w-B2nh`oF|p9q!Bpvq?1?=-p<`rK0Iz45MFlPR$kcMK2a}Z
z{N8XoGg=pHkE0lj6&d|lShWSK1-OsRPzj@LV|m}MTo8*Q5TW59HvW9!Ln=ms`5Cac
zxJCjwS7^e0B@5F=;Ql~hr8Y5wqkP<q2jV!#<p4RQX3PQd<NPrZ66N_(SZGbfHYw&1
zp&$bZYB~~YYjZ!GZB{5Y0HsGlA`)hbhJ#|tX3D;tT2e|^8;t}NiVH`Fc2WDWU^bHX
zoN!2xZ5Ns(Fm|ws{p&sVkZ^vmUzyNk&H8d))!`*8%wCg-fhO7L{#l3+M^Q5TJ+Nm^
zlJE76PZfi1PFpM1gY<lCY#Mz^`0u)9(ny9<1$p{<x#P6qw8y3PV^$JvPr(h9U6EP*
za+D<=i9OawyOWCFr(<Iiii!r`9IVo^Gf)5REfD`E;HfJ9b9M5gQBpW6ZxKE-ri5X@
z{cfkqUyW&eSV*|MOqn?~?1j%8(Zpx{{JQ=scZh&RJni2~Z*!3>TBzCj=LVBlF+M@p
zTqF#1G`v4}j&$b6wTXf&TmX_3%lO&k2zf~a5}{nb0L}8Tj|fSdT_U}Wu|&X*I71r_
zN&|DcD!{0aAl4zIUMsMv7)&7?Qu?qd%LZ2qvu-O=PF)@QL@Od7$#&K}9p-4~SM|Ao
z5bXk6s)9{vUJLg5kRep_>prjtk@rOAHa4%ZBPw)!G?)>WlTNe1xHn_N;{qq);QPOh
zW|@Cm{Pn+;-Y9NaZL5J79Sbd-gG-!pg}<GW=`0U4KKTfoo}WH-&L5sf9AMhn9patm
zN-8wbI}u>wKfv2lx{4W2+zP`ybK_f580b9m0DR6ZVw4`W00KTjVNK^3K2&^{XnxOp
z)))c&6HKPd&l0-WFP#5mbEo2aF?!l}isN}FGSgO69!!*QwOCboBh+Ul#y~YA>8ugX
z!DboaAaFmaC4s;z9ZAZQDPau`-`#_%3nL!`t1G<|=YUBu|9#_IIazd0izo@a!8=)O
znZ?2nkYM7*@oJ2(+d&7!HujE-J8QLB_S929F5FIE>oN=0lW}C2TKu4HY@clQ6iP?`
zy^!6~PNKgwv9iE|E(?h<g2{{%Q+vB5n9J+p!Qqjok6*q#I%wa*;ocUSlhxI;js2bQ
z_rgXyV9oLASLndO5Ux76*J;6{1#$z@a+B;u0{-^cA<590c1@&n7Fm1m-HYjt{+lK$
zNNn2Y`-Q5gt<TYwKi>XNKCJ}b>Pvpq`YNo?JJTNX!jg&2<3T`DcEE;%H6`|Kpjt>`
zg}tOB8o2@j6KoczMZlG!^gWmDaRO9^!wHoIlbc_b(tKwmh;hd3(lhK!9NF(*{a$ho
zr=Xhna96kE<1|qN=E3%(x*Udp<q!(&R5I2QSk?R|G>-K(S<Qj3Svs8Z1AnYW@*-Ln
zE4p$%AH>;kV)R#0KInShuYF0GDDBMnZE$aKkUs8XqivVI0y`vRNU=!TQ!1kLGl9B}
zjTEyPx)1rQk*TUfY-#a0gUrPJkQVioiAAuml#o=E#_8kD0vD5|6-sM*q6zFIRX#6q
zwbd>C{FC4KZ^f#8NxJECUnY<A1uifI-4T%b{@GUjPNPuzpDHnrm&{B3Sn-Nh89wWO
z)@-7JyU<W{{g7UVrc|pb71C&+<Qwv83>vE!Bw~M)pdzvPo7x~Us?!tyCaOQz4e9nP
zohgS(vn#6qr&((*A2qm)gGGD!-;bI(DNdtl>w9OV$-IyAoiV%5KKp@*vQek{3a6e0
zxYwFns?W)jmPLqxW}5n?d_MvZ{q8T?O+mJw8P3A-HWnZRpWvG(l-3N>Y{@6lu^p8x
zXa)gPPl?z~F2GheZR))glgKRm?&3;9BiZ}Qu;rlGVuDK_GynX)L8gPj>(1M-a`;}#
zjFRP{uPubw(WAr;>8u57=JSP?)x^iWKkX!6&sDgPk_)<oda%v;YlEzfrqlBW1|m$@
z!GL~*kSc;C?&-DbW`tgLnioC^0*u#MfWynRvpdo1OJJsY1zmojQgB_-zTA}lANp7c
zh7qPQh3%-;Bb$v4-^7pWL|T(x<=I+3wY93RZ%;deY1;m^rCfMTp3k?zV|bo7M4o&M
z{`E5Z=<eyPzaH!u)q=mDgwI6`kw#_r@+pdj3n8KS*DG&R{Okrse^Kr>v4$8K`jI24
z5he9k+en|k;v%t%G8Q+kCAAR>?XpLR-JNSb8OZS_G~k=OzPo|{^M!w#oTuNHn44*?
zc3ihAZ{P?->StPcB~EKed7k#{x3zLcZu|}7Pp4x#YA@Z4m$K~>ZZaMPM_UsQFK@$v
zEPJW7<dT1NF+9EAreFB{Dlz~`lDjFZYlNsQ$z_Yc7qY9b=ubyrnYCYE_|)=kUt2!w
zf7al>y6cT?`1Gf}pV>TpqZP%N6qc(qoj=IxxG}-`&z|6L-{-x8PWXhc?@a~A$yK(;
zp|;Q8kwM31&$d%i^&^pXWfMOD0zi^Obu+;pb80KJM~L298q2cV@6V7i-5@Lsnk%W}
znrHh#t;B{kJ~mT*GS5NoL;<_Mp}m<NvpLe9Ny9{O;xXRy(5v4j=J{F|=TD945B8YN
z)CZ|@GDX&#S)`oJb+fbO4&{%TP1YZmRF8TywNU5VsGT!X$<0N-sqx|X{f2&OI$13$
zfy=j5k2R6ny!(~OsNBoG!bV?uYc6*zTQu8PxBJe;aa8MiLT?cM@7~*5ZbDS$u<?_d
zg&A80c6p1UNk!-12j}$<&vy{oH_O+1V*0`-<OUx7ru{Ak{-pi9V{{YZ`Or2#eaJ9e
zk@7dDu8+?TfK`J^i{KA4wA6iz9S~w1O23C?SZ9<9HZ!a-v_#&+%&RjSkuxXlrZjX$
z91g()s63zu0T@7j3{9wVJRh)i<+w;xTEBK+Zj}+<0jiG>5cz+4))L$uf7QL4aY4eQ
z)<g~7Fk`T<lqYaIxgP6mX4-Z0xJaC<pKGscPH{SBwzfA2DPp7ZytMwPOG-MTeubH-
zZ9Uu2m!A~&x0MfPq@TA)4galBb~=+xC5xQuSqh_p#!prc=JLKDR3@+IUBHo3d9pSR
z{a#Vi@-_XlwQopEcj)=Q$+QZ1Ru-VMhTdJJV4|x9@A|&k_H1-H`=?+3!sk}}^7(w3
zYqHf31It?js~>yr!faF(c%yjxPV?7Re&5=K{$tCZj^)6%4}Gfva70R_1}XbviKYIC
z9UhHsOAQT<3j{o8>xa|^YH@`M|LNOI8kg)x>4qS83sHg)&Ng4c&_NuapQJEnpo>W7
z>+qynZoK9SHeXJ>cq;^IQuIb7Zwj_}j${GE*Og&(k%B7~bv;rs8CBKO%pnN=NRSmF
z*zD~4S0hD>DoT3CdS{(HpAM`wRf*K`BTsfc!yCa`a|PehtEUfWCcg!&9~4crmp%@d
zq<<4&1Z`n+Q&OSQ&&A6H6>3Z5I5%WIxe<k<7F{QB;Ehd8Ti7k-yt~V}_Vj(bxs%w*
z>vA~rF2vl32v>2rB4206W$izI_l5Wu0w%z<)~fS;UE<(8fA4g&>cHLIIC^h96=$Yk
zd>+}K=)S!a-jOD?c28MnCV&JGKx~+eGeC?)X{MJ!`(2pK$OqjVAy>oj5+MY|h{V|Q
zgM<dn7ZYPL4BIX><WK;hiyKQ0%WtQv1Tq2$Heu4N6nGuqoO|%83Hj3hEjS}P%OBe&
zIGz-{QP}Y9_W)Y<1524?fYy+cZCE}gW9DRfec`U4<9LhJk9u9YaUE+<88Z0$mLu~k
zX1l-Dw55#|RZ}Wvqs_KT^GUMB1=A<Lbk+~%);vEh)_U=3CCa1|`C8bHFGXq<pKhB^
ze5mk(kDI~o=RZ`OTwwgp_WidG_d4}@=xyKd^{u)faXMwRzINaJq^<X`Z}L(<XX3M9
zI-q_Rkh9tCev-*!?diuj>nYhvhY91gZwh;x%HyMwj9K%=ZpK<Ub7?xnI)tKU3L2^=
zg9|ftAMUw$KDe;Zo>S@eX9q4CBLov!=IoDAWp6QkVmgx_ltVIfxMm2fhRhcdD@Zcl
zBZ6lUp|au`hKAX#O1?Kx00|%4Q$_-7laS>){Jn&cb2@Uij$z^nQG^VWQ%uE-=9;x8
zPnWy5K&H&OKXnWJ!m=Flqv8TfMh;*i5qp45RE^?#Y0g#Z3@;Spx#N)kYE_|u`~ytK
zH8G@LE1886*d_9^|G__X-*h!d>2!|3>iUTUkXa)&>sG?0V7;G6v%sMZeQN3=7mYV|
zB-wNQ*h2cTTOmL7eay;zE=&EZ7e0p;na}<A%uRq|A_5~89zYKd8wJ705X%oUFqE$I
z*Uq`dotTksHX^6x2>2olFwMpV6dKs-nB&WS5F_6G4eJsDz_=x#l!Q=j1{82A9hwM4
zTuF+X0a?jxPYw|TT%(1avi<P{<irgd(#Chvs*Ybf|K9)GQ&_Lcx}JMOIT{9TxOyM;
z0p$#eEJZV=53sQnf&xW%U8w-no~z*mJBH8%^4w{^;nXi^2XYqjnJN<+H9Ok(evQCh
zu10gH%?>$2adD@k+4cY!3k$7V90*Zr-<*f&Nwp0<1m*g1FbTfrq7sI(DE-uq&q$ZD
zWNerq!XY+71_nTbBrKP80f9m&Rrp{me#BWT-W0)NfFJ7qn6Z%@AWHm&kAX1Xo-J_Y
zCvcur#(02E`?HQJyS?&W@)n<hnzcEFqPg`)oA#o4?dMr5#n<zM`?ST)eLH6E!R;&G
zeWk3vtGz0aZ~8lTgK{M=i-N;=neNRudfU0(5r~!DcFU@crp`z4plof$PrJO6i7nIH
z6`k<T&Uu5F!@uxHGkF^(ml(dvLw-IV^`NSondS9w=aZ~+Pp2L?sql-Ne-BO@aJM_N
ziZ*!r`z(FQEv9=&(sxP#4h=eB++<GBgk&6W^PFLZ_&Q!8^4b)FOrVAcBSBA1Y%meN
z<z~ksCcp-UM^UQHe3MT@972f%><n%|ybGr?gp?|5-TUa=&8=vy4bAeUpNxg5{I*4f
zjT+8iHGrDhV86gnRSKE^)<1S)cwnWM{>5&IX#3xuN{O+F4Xczr(%2ap=Vq4Ti4?8F
zHw({fxT-5tenn+H@h@Dw$<%SLX+HVO-Z)4YfmDl`O@yRn<XC}FDzUi6-l~YI?>aTU
zbRexKk4K$FW@)nlp0dbzKhYfJ`|){sFwYTbAh<lSx%I;xviy}y&+Z_&(kf$+Cyo)P
zUgjEdUsRj^J%;Q@TQP^8&TYb*6`X<Uc{^K8wtaNU00u3Wcq7NSAf)0~q#5PmZlQNm
z`rpK@(>cYg_E7T?i*>o6Ey;#B%Hd<hFyd5lVoHouDX<}IO3B%<a*!<5gi(@^le!Or
zfc1@d35To#C#5Wx69|r!ih@A+0cvXQV%-RGQb^OP&L!MaXt^5uFZJUfUh%yDv$wvA
z7mU~~gg0q5Ia7*lH3bEp`a1VCjP1TVRJG}tztiR8+qJ%;-~Tl5q&u2E&v!b&+&)84
z>C$12;q6;NOBlX8JCwAwQ`O3>uhK4>M;~t=FW&M!tTg`aIxSOQz(`{O%gVERo>AAj
zwTii7FRtM9z|IEC>hxR7n(+cxJ*tyO$^?74ww9jDbF7dH_*J9J`Llwwmify+^9_O~
z2QU4G;*RZ}AG!T=%*H(sVBAAbPXas1Smx9_qs1HUKrPC#LL!*b>M)2cPfBQZ;CCP_
zHj*8OnNc1LkV8RzSA<z8w$v@XxNPDdtQQ6e9F-2NP<M`@1yJ-5TQCtN()r;$^il!*
zfJkW5YW-yDU1xISJ^$q++3+<GPy_blR=KrDlK6jOgs<fmcQWs3O`AM!Fm6}r)mk@l
zjab`_`le~m!^!T{79Fl{9x}im`GkqojVf(HXt^euo#NcjLIo%y-t5`h^7-E=nMY?H
z#g8kGRkyBB^OEwZK7XF}Cf<di7KWb=#hI6<WhPTfdXwm-H5G*OmK0gJu{*-{s1G{T
zq}j;z#K;wt0js?T^<YRZa)?(L(JVI;nNt2jY7JRe7Z3}}MF{6GJwa8P+*DXx-H(F0
zFw6!E52Xmpu!kk@``hmMC^GTKBL3h|0DVxX306_U7f+<1#5Qp<DVw<V{t$eX4xQ#8
zS^lu5VN$zo4CpdbrOz)(I#~AJ(p>~;W4P>{3#nCnQy62;mm5CEm->m}w*?~t_1uAu
zIm<^Xk};TG;)Tc6%xGL?yOI5K7ldq9Ee&IG{n@kEh1Y98K7E<->gST3bc=1TDXRQr
zJ4pb(+Ul=td{*;bC17=WaoTJNo)fxzN%D1+2hpzCQynZ{1&97C<YBEC;{47T&?TuL
z(h%w!l#Ut4Q3!FIf;N1Yy0L?Z2Sta3=*ZrIgwMWP>^Cq6TAqJkbn=tYRS%X+ik_Zr
z=*A*V`o?Qb_Z>I!XXA;pUu^+Ms0NGHaFf%JoJprY@FT;|>2wmS8Yl>%ia-}hGLi;q
zj0h};50F#ChcH1RMIadk3Qk2zi~^zTO^6AYjIS($&p3AAoa3Lkj{13JxZgVkaB^F+
zQRBL^j)|0uo+CegYEgONQ)8%x{{T$?1Gu3Xi(ws&t}iz7D>VM8W!|b{+6pp}QZTO3
zGx}L#3?nz?UU0d!e$_$Z%*Gt@dn1$LD;QADztg`%ST0EmQN--(S_%=S2<UR8g8>27
ziZo0t`3R6#$TpL*MF|82*S{$qEqu^23%+hU9sHI2t1j)fJFVk>7i>g#Msg;q9B@P*
zSfl${(WOgBgjh7p7osq-b-k@N1r4fGXKYqvDlb{x<tP1Mz$<Aj01Ywxt}r#J?)sMO
zOR=^d{f;?Cfq~EdjB=si&&K5a8VMj>%D~<MBYA!tgDUh&*WiN*g=r&(qji(dyLk`S
z!BhDWf}*hnCC*|Br~OWy3o8cqgPPxVhabxobn!|tN7mngV3?Qy*b5(Fc}`4nV9X*A
zYx@m<3Txq^qtbBA*rdvjSX>`7wBm{o8E#Wq+F*A3S##rCKXH6NB+*D}DK!BWsA%O|
zbxA`l(ogB%l}mD<vD%RcMf+M-Ara8f{IWO%e_$dFjPS6|kYeN>;)GL*qWNhYv#Yw`
zD7_^8SW#x<PV^MSPDh4jsHGw}iGg0K0GGy1lQCr(lYgq!{OrQ4nNsTSn6PGKempTu
ziIcA5$)fITo(D@#d>G7G>&<%9C~PAODY`B(!J7N==|DRpeBuIQQhyTddf%*eNzK}Z
zL8tYk(K^25adaiK^M~R>y=qeF@mgz&l{x+2__1xpwwsoBwBP(?XvIpI!fjM?mI}?>
zTu?s}K%%~z6<Oc?O-5;Y;qyj74HFSK=?=_e7#t?Bg$<Y+X_yhGu6P`o;O<#QT3_^s
zX#`~qsU-er%_t)TH;12W_8qMi=xI>yD8%5!K2eK84@8Zrqz{M?BLiIY6vMEHz82O*
z)C`z^Pzrbu&LnHyl^K%F;ozsy5!Hrj;El=ExV`R)yTG%Q{v&hTZ<da)UazpriFdM+
zvfeW=*N`l=zgXhD3guX5;ykLR@SxJ+tl8WO-=i;mqXf;|7W1OY<kKbc0$wDOcZ{L4
z<o9|Z&8&1)m|Lp5V5@@gZ(8+x4+yL33Dw5yBj>66tUm;$k_>Pn)1y1hj#4G!9kMVp
z;@RkKP38y`EqS5$@r+aseRiw<{JhYz{!XG!pFi|f!pPQHp+wuoeC~x0Kd;*J`O995
ztDjGunyZbQ*|&~ZU2Ny%TqN^%rj*Lfr&Dz!3wd0B%7jhXky?F9AVemYx+-M1sn>`M
zqh5T&CZKbgg<DWI*O1La+m^G~GHh)^MI)<4L&RJ(Og%H#$kWN$dThEg@b06IGkJ8m
zHZS}0h)RG)t7YNl=ycQFm-^Sd!%k8!pu)w)FQ#R=Z1`&^<r-Z{#GHSaS-I1r8WAR<
zd>%(9BUn+_m{jg{d{wsK<Wly3Pq%@U{l7R~_yGPN=bQhp3;us{7ys*e|3CZre*j*8
B0k!}D

literal 0
HcmV?d00001

diff --git a/XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/createFeature.mp3 b/XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/createFeature.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..a03ab323b069d8a5bf80d4481d9b0c9a4d04a8ac
GIT binary patch
literal 14112
zcmdtpWm6nov?$;iTn2Z7yEC{4cXxM};GO`3JHZ`-ySqCCcMp&tLvRfw5afjSR^9U-
z&i>F{)!o$}o?3hDTB~=z-bRf8003CIe+Ph)xUw`C8wVJy{l6n(Yu+nkD9!`PP8Eg)
z6;O>1+z|=;1r8Y@4rT@c`;5_&&s5|J5BZVx*ON3UD>MKjobzM+nBT~{ZOtr=Xq5Nd
z1;YVxh<d-?9fv9S5r3ALAN}Tm(y6gnp+^6WtS{z#@b4#v<{8ohA(^baVDFy5Jef*8
zy{Qng663nGTBcTuJU{n*2~}#fxA*>4Z#BwRptQ3HpzzPw8<PIaIbi=KwvE1KHVx%|
z9Gs~=#c*fP7~fbMZBV5^iR7Qu8l7fuu2XOJ;nQ7~wN8zhOFWmL>u-VhV$3NvxTk44
z8bU!SCAuLsHtTC2;FH|#%==pSn^N8!8KxcCsOQ5^{ICCfUKOnHlmH)hw$P44Thc&k
z_eAF7bO(@XI*CnE@gL;D@9>8~_o7;I%l`Q8?9KdKmAF-<{3r*LyPB{e+R-Jg{BHBc
zAW+*S*IvxY1&Rgs7&+n?X(%PX1U7xvY_V?tXWs|i3cQ4OW-;}j*Js-fIFef03%x~W
z+c|yt3Fr;T?6WY`eu;D(SxJ%=CV_9LKUrJJp<^w_pnV9jQQGykFFYH!A}DiMr-2p6
z9GnF66Mqc%bgjhR;inM{92#VqJ`Z%;>>{Bo_EZ%8R3XS7m*}_IcQc%;i?FB1$C~z4
zX06^N2)3kg{v+&lx#*+kQbs+OZ{H{2rlcUZDSH&`6}RiIBw~_^W=p!N)9f6Xn;J2h
zL~qeIba|t9DQ`YU;!=1&0Q>7(^I=lf?tU8&ETZU`r1bUJD<ueFSliuTB^yMgeGW|V
zP&|M)*c(9-p}-C72=4(eCIglQBq0Id2hIj+aFh^&8Ay<zVt8OyfF@v`1RVz6Ua4UK
zY+ylwh6_kim(A4EluJDn$7xzz#6z|iD5-*Sph$b&uK_|CCdCrqLfq5<w5^cfX-v3M
ztEpdRg=Vp=ga}sJK#YO)OtCanIoS>cxJm`7B91{;$j#Sb8C=-0EJ-v$PC|)2$|SrU
zVup^=S}}1oOgp6`j^7-d#2yJLP(X7F9l=4AmNkDkV)6=4rlChv!|!<AL9qjFENG!Z
z24^cToH`n+vl%u52+|w1Mbh4=rM*|B>%gfUp=$L<>doig&IoTFaPPXsj2_AsBbr*b
z>6XExXke+Xz^~|TJ~bGgfF2?^mHr8RTQAho4*5q73i=2=p0Ns$LI<C-dwx)xV3EF1
z<W;>BC4{}rfC@XK+7ihfbLH95aYMCu$=pYsQcr?+Fj&<*#$rAUF?b*ppMSs-dAfX&
zR3J&-x{iBDS*Pc*-S;G<g(i_bRA1KC4BG*2(DNvr=a;ltOA-rOY!!`G5QVq%hPsJf
zYjJ(ChAZu)=+G6T9S6<gSZJ8eIDk+Os~Hl3EDqua5u;2S<6;w(A*<6H<f|gId%i|y
zPYJh85|fZ(mwPknc^E)ghvQmXgEoi$cyH0E66xuZX)G_C<fRX=87w=T?FK|8QiFOr
zcE!XF#d+U+Y_+xUjsQF0E$&(|2Rj-=S?%#5EE+tceI1iZ;S09IqDmdYp1N!%4!;Vb
zkmgmu_y!4o|95Q-$6u2>Yb%dx<(eeHWC-c?IJHR?*fOPsIP;BEsd!>JMeUVE?<y3T
z3|iubC|TX}I;QX)W^pkO*P|sl_+hL|q|bQ>YZMI8r8cMg0B7EJN56znTd930{vfwC
zlEgLIy4M8XMee3w6sKI5!3rKLkb_DT$MDaj^X%^-%O^~zoRJQkb3be!woLDfFvAnJ
zvOZzH_H!rP7J~Yd(&d`hLu=7wX`SDlT~9GmLOHTWAA_yaixQ2wKshny!0E{oJi^LJ
zVe*ko$d=SfO^L}Jqi<Sx_M|oo7Eqe}sE4FZiM#OR&4)(Z3hxRqwZ0|oI0a@%Ji1;1
zRgI>*V5rJ5HQZKtE!Iw-C=^jrCHR3-742c9=y$S9f7>K>vguY_DP<*;c&To8Qd@b5
zV3tfmwmgywUiI^lD~b@Ne7oof=HlcmG^ie~{TKxp{N))w7sqJWPe6XCh>|6Kk-32e
z-!VB0E=S1<3(-&}zUs2F!Hkyf4{k1d8BUgrDw{A>QxJk%x(0W%LzhRO;q-~Vf3g>;
z3DKi%VrTRCQD^N;?fRv!R}^dV@>8M?+~7UN=Q5*jVxt)G@{-dNRB5d~G3{x^WhtbM
zJIngFK^Ip}1a#D)p?CzG$uQ&H<MSh^c3mqGsCHaT@_R;2_!nmbmn6?e9|=4kq)PKj
z@aQD{1>Sr(WIo{?0S$ctsFG&|68f@#{iXVF!wQXpD&{AN;2%aAK2jc3CcUS>mLMya
zC}h@?Tim2%DQ2DYi%ZW!_dE>_s}Om&@{^b(&s;k<l74de$j`Uv+ps-TI9KHt%1kZ#
zWoIUYbQ%X0p=|N}X&%<x#B!BRnb?+QCX(?9ELzf9sfI<r4@vKE4|OC}^AvtoGnb_q
z@lTiMQMA(Mq%*b?s%uRn%ako|dj9kRS_`gk9p-JNSNjPoi!PGISqZH;MSVQPl`PIX
zk=NUC$-hd&TF#UsjZk8co2H&`TJN;w-pDNBMhzjwV<z~G?`Lc2;uOn298P2<vjb1f
z5<wo;qke~<u4nbR3tQo!G2a}9ADyBNehrs*G>$d~>CJ~p`WHS6Fl!vJDc&&P%^*>&
zW$S0DshV<sFW}Upjl&<ZQYem_x&I}|`Us-m&24nvG4!Jp4}hKgJve6W)#z2@51HHd
z^2x>a@^|fMo#;!2Uw+nfNBYnvO>Y0y-rW8jh;0<+70u;~8x5!7#`@A-{}Ln$y?P8C
zUYxvnlwM<B?DkhP7m>tHYiPGOrE5;@!EL_V3A%lK{rfPdp$TPKF1pv@GwJ>F$=ADW
z4X3lIQ)y_5Jk8kH&FdvOC^G1wM>O~Am(RCfrlA=Yzp`d+9Z0HKN_^;V<5z;tOZ~m7
zBe2K=O4z?)$MF)BA%>)EplVPiccTRugK$z<1=_3P&7<L$tZ=03p@|L5<+I}c+x;sB
zN;hNQS@jCPzWLBfZ{gbkCk6nQGe2cF1EH0h4D|1~b4s^A{@GYD{4yJ;=Of(w-L1TQ
z^>_~}LZ)k9$BxnTw}$h(_S#EEc-tF8LzF-IwSgS|#SeJp;bS|kd_lQUq0y7+PL6t#
z=uny+Z`=KMDLlW~*wOl9n@Ax0?vV=-lE|wA8ypS<6-E}4?Z8gj{mASQ4MN`ojackT
zYdKE1!Ey5=IbAeLak9?ibaL1!{cm?L-0d->AJ(YZt?eV%eY>LdOvSKZ@MjknAQ{ib
z4ZiU0ajotboU1)`MB)y>0i}P*zA#HdP7hK2jCBY&C~KRT8A~3<Ia>F1qeKDl!T2}p
zylqu`cz44VqkCpl<`45IJ`zqdtxrt2W@2<qC{zHAuY3Q^FAC{g{7-;yS6hU5h#cUB
z8Y{jgX|MJL<Xx5w_u*+fEUh2k2p@bf_EvvI6L*#EpLCbqI$S6n2F2Lwe-EXt3+fL$
z)|m~;Vv-D?F_A9>v2$kYYtwci0=H^y&J{L-7A81S_t#blQx^&7fI0#s&8bP1)7DK{
zT|&ROGtL%ATtkg>lByc%9}&tXr7Z%zwGJjN_#0*5hQFj%YLp`QWTtjSw8DiXJ8ZL+
zs@qfl6=Di*PgNi*FY9E3n8^L|=5QF{A$7N$Q^X1|XQfT<o4yMi)@rJo7f{ja0)$Xw
zwkc3B>9uQzd%XKeM^(mqlWh-XD|0c<zwjde`KWWy%@aOV;lv-m@e6F{K!geaFm43}
zmq`YP4Cq@8LEhqrMA8V|3UHCXH4!4_&>>0d+8{|;nIv(=EchH*-+H3|;At!t9cC%S
zT3m0vS!#~}!%ytdu=XV@Ghc^o3I=|P2FK^-(tQjjvR@>S^y}Gs@TE}3X?AUPrP$3D
zP3M$Ni8_ZET~y4pwYp}dLS@n<FqM#VwZ$TUDCXeL&1gYG)23I!GrE{An><T9n|eHM
zw4XKPo~zAK#6lOY!_@eUVRahMp#^zyAgo>X0~;sDd$!T5n`|~4$Ee4+N&WIsyw>lL
zc=r~2ay-qb%#PJE!$+EXIN1I?7Td><69_CdPE9S$#k@o2rfPln?eP&69tP;AavZ(C
zGkYCAKryJUupo>O2Fy$_Bs$DjIFl!0BBJ0u@!325Q2F@GHy=tV$uc#d$pEk|q7#CI
z5CSn85JLn3#IS<vcN3{Kao`d)z$P#QKZKO5>k_M;vqeXu)rR+QjlXT3aS7quD<~;h
z*)zg!pxUtyPoB$s!?IJm=Az+zG)OBZ9BYa^t^{|xpz1=soX7Uv{IhJC%j1T9{QO(l
zJXO!UPEr=N3Ny<uUH0w&40|0n%?Vr<cYh?c&dd2VjU1^acXV{BG+bX}fe<du=%7$*
zkX4k-c?6~3f#zK-JL>JsF**J{t17Lzd=-dy<kolQQe^F|Ioqi2sabFB+g07se!jWn
z*wOg_&A7iaF?aEQb|mw@*ulS|<8(?Bx<9Ph11}DsFm|1DP$A<`X#0W((O@wwRIy=G
zPyk!tPJ}Qb>^C3kfB8obm_H7n8vw&&AR_z2X_tPa!N;T3#2rIM`C<oGG2ft$zmQdr
z_)t~qBm^r2861b?jxJym`|HbH^w$}~bpm)<=SJP^>$Iqe1tQx1&d7f6y}pW8?R6Kv
zP@dXbP;ARG%;0<XxLB3lnRlA<t-J2jcl%JNG<bW=rpEKPk>6j^Rh*UUTFdMUQRV47
zgW2lUdXs=ZgHLJgJZt=qipJBd(7!vpUOs89={0lv&(M#Z(5jp%Zy^>4sSL#$Rczr?
zjA$INM_k3bUuf3FPiIy4^(2UIi_QHt2-LWp7pNojcd62=PGva~iVasEZeiL6E{*m9
zX*YgM%hF>wX&Y<ONt4-tldf71twIny2^V0)8oC};1SY-tkV%o?Lx7pSfOw_}q9qO7
zbWLNiA78N(kRFJ&69Spbr<;Dd7Ah_7tPu5O$HwlVQ}l(`I&%igI`w>*N^$D42-dqD
z)=Uh$Mi$M^M%~-zu=~}n;K4*zq0NzMcZXwm*VZ1bJ#d5%>!pO%su@$tR?e)9Q^4zu
z?9OWPS%ch)WSt#OIJAYFCXLKcI$G6}10-~)T3-$dXKHLjb~lsF1ZMjeg6!N=Pb&pJ
z`KON#TY_8Luwg$)CC74><f~XyTW1ZcVSzwXPNN+;oH)=Ad*8wN)T#)#vQlQ94b<}^
z_msujjdvlxoLME=3ByYG2%&t5@~uo9SzC5Y<?RW0hd3;720kcS^ptImGCr(>%AE19
zzPN=*pbeG(;)g;&Xa@q^@C9zur{{@1cj<CnkLm`D^fcsoJfmh1eg8Grdsp*X-y=7O
z^ZN4AjBe^u^EKgV0CVVS`KA{7%o~LxwhXvnahC{(j}Jxu`BTz*i`t}dYLE84@x*38
z-V;L!U<DZG7D-b=I*4SPGN#d6xqIZ(*_Y6zF_D>&I1+l1VBPvd%1m^Ye_B=FEwW+b
z$MnmU=R-`uhpqV^gCSGOB3ssx$R&{k__44Y-!0}HQFL3JQ|1u8%)chXDLzk>vF_eA
z;++Q@k4rk^<yH3-H<elgVU~~v3kswQoJt5`KS6sMshsL9cENgT=vcwVhY^3YJ{=xI
z8{KxDpe}P5jmmaxXh^8e`X8@WtCj<H4d;HpzIKFW=wiIZkBYEl83gbXy#3VhY%Pvk
z_FDN(XaC9$f@B7+HvUxLC*p@&dThn^!*zkDq3q>1sak)+Hk<I{hNawJJ}YVW@?v!d
z^6ZZpADe)iPAs(CP#UQ6mgk~7B~#h#$c3M{O00W;MNe<~UvHyhZtdxPqq$4xRnJQy
z<K``aI=xD|L{Tlm)7RTpX2<wvRzuOL=L<{{g|(p9pq>*2x9<Y4f0nm@rF*EaFFkbk
zf6EZp=3OQIr9}k@gA^5j&Ag_~#QqS{4%?5+aOC-@ALkJviRZyqD+Ccfb(1Q00bnQx
zog8YTb#Iay5VZaGU1nx}&K{?FbnI?>FmHS%t!Vpn`MbLpW6DM6d~<o@yOjk6g4IF_
z()@u>t)(V^PSl%^s|e1lC*Y!C%S@7E?UcBsyLuur+LC|mwPT|@wTk;yX!Rkt?D;qn
zEtl|Las1aJX1c#IYeP|A4NnpOaqVHF#-=diezf-1_z-i+z^#bG*kH<&z(uK_OYQE(
zyA5}F@#H%Hl>MpOohSUs>-A}y+rc<Nw12gqNIAEA_H{qqv+MQim!2TvJ~=b|7;Q){
z{qD7{12GjMEJETCIPl-eO_VzxmrL?ryMP9!7><Gh02u<V2});lA}IkvFo#Fjfdl6R
zcIsoB%o?l>_6ZcZjoxQAq`hd}7Q!$g&HFL6RFw`bTaWbOy2tj;E8C9A89wAMmc5ph
zxW#wZRcj6k`Pj>KM0l)hrd<Z<Ra+N=QwC6jI=ooJr@wDL2?990|E*uo)oCw2*N4W{
zVe(_`j4RJe2Gxo@>2-mZ9-<FfJ3&11GbZ&IfgcMiH7=ihYgWBJX1wUXzO?sWp0c>k
z8Sni4zRif(<<U8+_=24}dD)<qt(&_N_^7Rzf*>vl99Y7P7!dO}oA)-WCUgx)F@eR7
z9>xgQd?y{M3I|qGvKaRykqE<w%#RaNY8QkKC{eCUNn+~_##w^~Bl^_7f&HPNU9_bY
zg)L-B;f(i;Ri(4z$?E2Z6tGm*fFD?6k`@VksF(VS^!4yg#-~VW$+|;b9g)?$Y>)b%
z;`70Rvm0(h12B7J(M*6%IXz$$IyG(RXZDa1EQLQBiN$0_Jmbq0;%PBe37JUxUg{&h
z<5w0?f{Hhv9?KSdIbhyA00}tE67RTZ2TW&~ygJ}OS14Ob#D=FtOC2T@9wG<Rp;5qu
z0t$`*3L`G%WF&ASb~%LVX1j+<>%#k8c`=`nm~>g|>GLucPL^MOLZQXxiGTUTs1*3L
zDo~NcQWCzkblB<PhK*s0Q8{E5L2S%o5q=27li?C85E4=hqH&Ic0F_gpGCK{<`rOYq
zxFz81Gi>(m9$U@4)_Bl55{0f|XuBNCi>NXe=%jLvE@+mnrO@CyR^f)iYxD;WN-ue&
zXY8+OrBR54gs5l?n<(NQ05Rd}gZlCP?+k?`7L_#{4A;>amt9rAeyG=@=IQZXe|cYM
zsNcr?VYS^$NV~5{S76&Me)Q$>_vke--<V5h>DQe9@{gGC0lFt}&KE!}xxCq;TDdY=
zCaAxJ3gy1qBTNR9-pJBAUE|udTJhRnvfx~gE|rA?Au&$uaKVCHs;P>NJwns8fbY`M
zD}sG<d!uO~IN7a&vjuwYJo72EGKFq&VRhytmYIRc)V>GoQGP`u^%|na@0D|7ZVs#q
zP%11J*N1WUI{kDxiswi512rm0l02<#e&sW@V&`fN65xy+upK6imq{40<;zNZ(9VZ%
zyB95F+DJ`YCF3{`KC_<8SC!Y{Epx_pjsRslb*_(RXLg&ICmtBTWc0CQj-n-Si5<jK
zd1Z{UD6KUD8~Fmsd%JE|nAXxb!`BGfGemtiri5>&I&ZTAD{0e3Uvr)<6`AX|p=l?-
zl2%R4zrDqesR-(eFJLEsJMt!owvEN4lZ-5^D)@lMlTZb_JbmSaYa=V7vCQ05V9jM?
zO(Ar2GwxOZ^V$?`)q1d~ODI>TkO5=G(bh}Y{u1xP>EiRYN|&>TD8|TXt>j1}b(Q{#
zTjBI*+zej}zso0|s`Yw<^qfp8rCV1n<S8(@*a+{~@9wz0n+(@!x#o81rE`h=m9a*L
z-eQo_>e62o##1J!)5BIG>z5jBEU<XXA?+|41h+N4n|;Qn>7u8MP=PqCk~22(QfOm}
zFU*fsaRq-YJA1XyrYQsgv0o$bMYPrdE%f@5Z`<)IlDx;~`SNv_12AS+bJ^jnvmY!w
zNQshFHr!sbv_1Jw)lAK!Te{bWIj0=*C36m1b7^by<`W<?Rrd*Sc(v8aMQb!gj8Lsi
z{H5Zn4xGY|np#6FJ1B42Zri6Bt(Cg|Hm^vpT)^2_wRKRN)3^BXHA_D8x^sN;)ZwG2
zo-0p(ZQHDUNfRC+QA<#JLK)+`95>%W9ecMa;*S{JXD_q&IjkPS4hnuuWwo=GX`e0}
zX2oS=;6mD*##Z`O71ya?NI(!t+8uBQ(n1<+PoxqJGP_5^c@O8NY)=$6x^yDp*rsFv
zOKIs7!91L7zU23zI??m-cV;PT;G|idp_(nZmSvKspfB<32WXA~ty?!MS(@E!{c$r-
z4-Rfc6}U2lc@Tq3T3+KcMwU1X0p+y%RW;3!Om5S;uVj|iT|Lb@Ww!3s1~ixOS|4B|
zrp$9&eTd(DGKKaRodAcfTTSW7bvAVL{T<K;shTC{Rz7>D{TzKCCxg|$?z1PI8Wrd%
zKO6dcgc#G8%MMNdj_p6oI{tmUyd-q+&p<W)E*hl!MJI#Q!}pfN#l_&F`|0P-f|>mv
z;_&pr#ctPM(P&CQWDp!uoFe^<?5}tzBPxX)44-wuYX?i=E|?pS11t_4OU{;^bkv`u
zX658ltZvCX;XUs~anIApTy_yav}rSxq+DK|4GLG{dvNUZF?c?0R$Fo6m=n46nCpUi
zS+~|so&Hvjj!AW;aVI#8yaGQhwm+5U)?Vl<^|LThl3KK73>?;*e%k0i-2Q`4My5?P
z%&-+drxWIe8R6{uS4%*x(d+JBz&xUFXySWGeSl?^$eT~MP%gd^;DT^#48-Ieq%xlH
zEC|JDDEz3vYiM%v3o_r3JM$AAL}f?JsG}uD$18?`zJiB};AQg6`@YAaHsc~a{78vz
z+E#~K0+Ywbek>&WmqLpOTPpq+WkegL6^m0zL*D&!Nm)G2?~jXICt&FN_DR#%LmO`!
z_tXp?YtDqWz)t&<VQFWGfJ}m-;m4zTov+6<z9y5;aRPY{QWhK!rqJ<#4xy?GMg#GQ
zKjFT;`d(R|`aw0rw;JOm8c+}xdbba$?=(DIyR;AdXqD!OEm)d^aA3(v`M~%zbdR-1
zCA+4pS}~#+R|`uHU22VD-SP7<h7^K9aa>YW9p^0P2thPwIK{W#xM&^{xcVHW2Dfk6
zo(!FK8z05qe7;MD;d=t6z*~ASCk)j3Nu%WLpmsn37@wp7<=?8TV#vo^goDYdl5Kf*
zux*kEMePTvu=(T-JWSdQ*5yHx9lD||)zro@h1v0p|Ew{d?pk)2KXL86YYvZ5DieB`
zV!OYi6YhPm{MhdD;%A=j|0MK0bnYN;Rk!MUp^oFm@WI^vDW!FNsNmybO~DZ6Bx6xh
z=CY<b!&bt*-qilh@#Bichd}R{i~vK@do@V%ZfGPrdfIt};l0*ZYK`^W!o+?ze|oBx
zcTCYzmP-k|-}JSaa=NPVops@wexq&MS55`QfZ}3)jKD!yAKeB%FBh?P<P0K=<+ojY
ze}AJFm{lZ#p|N5&t0$nXY3p+8MTJX(&0bXX!vGD^O7-S*pvdyC|6{|sCBbs5bftDU
zA-&5qFn}Bj&twCGhNX{B-HlLb3DgXW2--HolmXWUXBWWRQi}&tHtr3Drq36c1zUmC
z$Ltd&MuLfyP;LhjdFK3nqxjUIFt{EQ+Do~DnC$cAJ=asgCnvlimkltCJgiKD7={no
z8RTfjOTwTE>%-pXjz0Te5hnFwKe5Ru8hiz35P%hSWM&3{g}S~rAzOo&SNE|Q)=zYu
zlP+U6F<gd9;XU^A%+K<a)h0d9?6m7YnGTkp&Z=_WLzRR6Dtn(ky;^r&>;Klari!Tz
zAmCC-tI>~gcJ@x6<=;<-YHjG3#_cM1H>Ecdx)-|Xmyv>c)PyZm{s^7h5IfH(phxPg
zi<{7>L>^kd`AiBvA;bYD!P`r!EeSh{(#ahvJP&PMXG6|V-dU&ji%&dk5v5&aWo1k#
z{gt!IhH3|<9DWD?R<hd3xO6s-3Zha%26VF@c1Xl#u9<{-md*OXpfM460Y#%h4a$h%
z)ykE|Y)ug2q#MfCFW;MLhtZ09+s_}F37Dv9g`2UGklX~8zM|kxKTO1%WXcfSoP`tH
z90&0&%SyDgr|wP)giT1*nmYz()+rb;W#w>hWF0miu{1g3fcRj?^Aju?#`w?+cKA>`
za3uOzfuv-DHm-S<b<&nxyhl)c5Mo2wN0gZ+36%z(K~2$+ktB-YC=U71<~y}qHD;|?
z`$Hmf=cf1R@eQ;efv4=oGR~i4hGrb{ilD)>GfplRjc-2J5|%r@fc>3q&OURS0NR>i
ztS339$OacZo!C2sN`+I?$>KEi!Gzctd;}u&_aCf@@<$H$K1IkW>7c7#iLppf0p2Nt
z7r5okM$MM+;g$<tIWcRIuHXywwW!PTdPk)qa>|(TDUSnO_co&>3aZpqclh4B&@+d(
zI_aNT4JjcvTCmr2^T9{+b3`%Ha)*t#vmmMEkV=K|&@3<J>#8q<4eJqTNDb=sG;2}L
zImENl?k&a5{UUB@!*Z+i6_3qDBPR^H+1WtXJCbS>z2(%>Mbcwrd;NMAp0Bf84<SYa
zkYV~ryaU-Pniz3%nNbfApL*&%Wo6p9p<uwWck5y+<Uo>)#;9p|?D;$;cCMy#nqOAq
zB-UZvu^so#=TSE7Uw+=-*?N*ewrQ#&38;&8`}gS@J<gpmErDsYH5y|yb<g!lf{LSJ
zN4&HeFIM@h#E*Cz91$&qKO;!&{@Mag4^}`iLUVK1==>bDAD|EzQn6fG@iQJ2-#JU;
z`2C~mNCLjPmCu$VdGUFsQX;b6Hi)q;B99L)ln9iF91GFumUkwR39z3~f_*utE9OI7
zb9JQJErV+98;648ZB4Rg*Ll#Hp9Uh)Nsx46iO<{_h~D9yIU$!%BC-FFtU*MfGqSae
z8|iM&h<R=d7QlM!@8oabWBJ+>%Z_=Y;~swtPL3t6jTvth*v9v*V^yE<GYi({Wc52w
zwmNG9tI2z(6r4&%2z;`V&_^#$7Q~!DF`mOgvbeai$bR#=l%B@d11#-qp}2nsbP%#{
z#xH#e!CCCovdeJmq4_byPJJ{5M#EiDMnj^rgq%BSYR7BUT6dyHC=nBKIFbDLQLGdS
zfL($`i9;vV8$+ba=04P-Cgj%vlX8GvM|PWngBvDu1^r^F2=zNEDTAZ25i)^h3lovy
zO>{BmQro;_m7B$nrz#^kG8iCH-ii;cqw8IUGJRVaF)@S`R7NP_MQW~@4OAbCIGZ!B
z>j`RG3{*k4%d@T2y@CDThc0hP_-0-DUmqXF0z?{b>*;zA7k|u4@yBL<MIGctYsBWk
zgi0#H5xMBye$$i+zsA4~N5ynRfp_`hL+BYK(>`@&t5Rhy`H^64jc9aNCR}di%3@7F
zZS4DT<&=Z=o6m{l0lppJaA(Vz@4Q>0j`d$5zFJ#o=#|WE8nKb{Wx;(7D5Q;Yv7Yji
zH-Di=dsY|7spSObr{w^+3C!ejd8!b?P8;COC!19ySZwOp36z*;(wJlV6N1no<4<M-
zla{X8)L^MUO%W&nOqh^NA2L=V3d&`0mV|6Lgbqu@INYdo`3UlPN_x#(<GoBV3|8!u
z+B{Q{nqp085fEphv1@YHmN&yOI8>>1O{`5((4A^c&#~Hq$9cBXJN>R&a7yo%<@)86
z&41tP1>S5lr#GBtp`aH>6RDV>ay|u^I^nq*Y@@3_f!h)>VDL>-37^>c)rs*Z|Eju-
zMo*la)aZ^)*rWazm!LIMp4vv2{=2(g1N}a)CxQl(#W$aG$=DYyz=g^7r3=rCqh4qG
zOKWX_+m|>;(aXox)==in!EoaK_j2<^AxuG<yY$n@V)HC8We7vL)@tVnG8E%x2?#Ri
z0DpeuL(ss88NO^8yCuXT8`XvgGDLznexw5!0d|-f0Oczju&wAU9h^CRobBUk6p6ek
zQM-hb0qfX+cu$BX3NhZFZ*rH&NNBDy@)#wzG*gM4QsKxTctTdBUo<6<GHKis2@V>v
z^l^jI@9&J0|G<b76o=&5jrw3XD{*z=au~K(27YI`dCu->p51Tu=twBkN6v=zVL>{y
zFjFW1Ko+FXGmvGZuYRpyF=}KeJ9%0?c)66a+z>DA?fReg{iID{X7pgsvF%$jn4a-C
zUCEJ6S$TQ$xt1BhW&zymZDnn>e0!hwUB`H8HASG8r?vU~)<LIbbN_qy#ab<Iz+H7t
zee1=n$XzB`xDe_eei1e`%s_r0RIadhh$u3!7{dh*5e0rp!O@K<gK2~2kV3{tGwd6b
z2wpYB7})U4;0UwAT(C6euWNoFY=l&{M0>67hcfX;$7?{R##+DHY0Gm-wm%=f#;{G6
zg<YLP_@wF&w*s&>ll0;bimo~kjEOaQM4#a79;@_zct7Uka9!J39a+gpXfDsr<=DRW
z$=Kygr~9*q#`Dj#li#8wAD}cb3Jk@aeJARaSYf!o*-$8vTaJ)njT7k%ew&|(Y})6z
zA7&4oImVld;ZskSq3m{62s3I3CJ<)}r#~1(563RY|5u+L%P6Wy{p*kQt`Y{l{@emT
z-9^0q8&{VvgywUvJAOYS-VNpFfB$MH|2hPFOa9t^xBnLayY2(g_R4P^mx2ukz#<IZ
zT4mw{$$Ah23MvZl5tVp|lwiq0I#tuESV}AaY_Ctj!Ir=gF-#<QK+eDUs=_@0AM>7u
z4fjr}0J;1`gmF6!PhQ$SdTDxo+|n>F?v{S_a<WuwL*w$ogGifnW~DjKmKl>I#2I8X
z%Y4-^%j-L!x^>PfN0i!$7Kq_$_CUkGWm<lyN#J;Tj*V(Fo=R(6R$y)cAXv&RoU}0p
z42M|}F%SbNg(sy_Lc^Q2sgYsD+)~sl!oZwnC4*m^coU8#nI%}s%}z|2!mG`LfP?8H
zxPlsS|Mlnh)P(Wn02l6CAUsS&ro~O_8MN6!mC`?FCh8h(P0f8Ly*rL*rWgKmy0>30
zbZzK`5^&IS?{J%1FdPE2lf~r;>lICPE00;A@*e$~=(`C)rm2~l-z%##wHlS><#U@`
znx3v2!|HgaG<1%{5JSYw3Sm5%*euuIn@4G&1LwmAF_8w7^)}p}#*%7A5=lBf58BP+
znh_!Z&>+m8Lzc~Bav$goXG;{b2sJEiCDf$t1usIGx_ut|wNDBrmSbpdsU?3Z?l-W*
zHGWd)%!27qMh5;+L6x{r#0b4|CZ~RCAhVtr=_9T13nI5kOaSQ7%GP3V1vg34gpa(R
zl_i*;IzCWX*F}bBk=Sx4=JpKBWhnaNQnG4fVqFFMHosbgTM*0urzYERi2mL0glJ@Z
zuL>mlTx3(r`uI+34zFAS96-b(H3Z)xyZ86?SKW+Eb;caCFWMho3DzD;TEqVOEbDWQ
z1E|U?$u*nSV_?SMl5HY^wr*uMxUh8C@HVJ`GB_B>JojkG@&Yx@V$;AR#lQeS4GtXv
zAp#?;CUFb^(3Z9D@tTr(53+zDlYO@SSCFSL@^D`LN#VEn;5QEj3=`6E0^#))US!si
zB4C9J&ERTTKVeC1Y~jEXaB?gZlprXi0^0&{orXq-krp@>G<}VPGXV=8lo%?|#h4>l
zEFfV;R%}A%QIsp;0GOcw4#8Y@tiaXUtUz6TZx_NnNs5MtqBe4li{c*~)=>JC9Rf*L
z>a+nUzWFShx4hM-H(RI(&3mham06|Xp(y#h;#>$vHWHZplXUWyQPEahn9=I=VVNjQ
zChI8#rXK>rIC*C8I3piXKZ>-t{XlSSq*lUH-uPw^M6j2t$$?-B;DLsjCjHb8;o|RU
zBQuUkVp}>?xNQ34tj+A`JQDrQ{bKA)$jyJb8vWZC9kp`&S|xM*a+F|lmWXd)Yn1tG
zx<Mt{_tJ>EsgniEz5ukRzw$NK8$bKDS4{Q|g<JnVxz#&6aA<siDwPwRY>PJwD8`ks
z+AVwNWX#8*Se6`Tgv{+1^<}oDR#L{@mdv1SYwLvKHy`2xIjk_7)v<?wxVswM7JoB4
z#KX$7Dx;Ia>v^=)WI%&)P95X1^2rd05>a9%A?lltnN}RW>s$W^2t>(>8608<ex_^@
z3nto)M2gCc6M$Qgl>$Vm!oUzBA;*D2kmAC)`GJ;9l^^0Tl}2GEfN?BHdQ!fugv)L3
zJ2gs4VIjd1=n{962+p)=>SJH&1HMcgHT#%V0N~<rH#UPx94r!O_!(G?hp?zTRE?Dc
zskTTvo($+gQ|^t#aeCcEag&UVpN$`At5)o3lZ2M%xgB(#M#^ZG=kC>(VeuyU+=(L!
zD_U7b0^5G>t1Q=P+9FMxs@=ZaizTDT#p6nlh1$D+skMElQzKt(?vch*<K>)v`0=l)
zA<1j*nqNN2<ZsUIzkjog53e6{BhIxm9MRl4k7*}X$8s2k==!%>9$Bn69YRlXpciN0
z*{set9}4NXfA#y$&K3kclD*+h;pT7Z?9`ApCJ-eg)B;u7vRE!LGfeL?Qj#cDy^BFT
zP#rWp8Yhr>HaZ}&UqDAp_bZbEd{h|#Pd^PZ8VHdO8=;gxC>U6<B*kP3l|;u~4AqWe
z-1ICN)^toj73ftj<-NFfmv^CMN42q1>##lH=?$r5(AQqD;J}BfO&}g$sbvGOvu%#e
z;K6p~cys2x7G0&QJj$9NmGkUFHiqqY0<kbx#muhfr|Ve`+5+PD-?vQToI9_IE&bcB
zot!@xHx0(tIItK>1UP)tgr2u&%(Vw>F245H*Z2N)#0|<7{S}Q(=8>V|Uv2nxMy;5q
zs#$#ckj{8suHpV`Gh>7SYCTJ8FY>H8mPV)~-kT4J$OyU};3x5RW892vw3rPh3Ib{_
z{{0FqDkmlke7IchFpYb*^g29J)-O+sYx8J{fdcu6khAHbf>0c!xEgG}EwS}-ih&LW
zH~>Pry*nX|jm2PN_7pJOmS@qP<Bz>i3QKEUjn0AnW4!QOjgF>HsiJq|q^50N=j>Lz
z!IY7@7m$r)qClRIMkI2+B@Q&OJ%J-mjH9L^H42>Mi%VhrX>d#xU70kJA`V+YYRxiX
zPmrp?C)E|pDgWW_rTnkIqDhI*@~J#)l?QG{y9P^2NpdA`dJL2J9G!!)!|H4@BM}V{
z{wN~j=Dvvl76d>T3QyX0s?6C}k1SAYpoU>;4y1scrg$eABGv$RyYcOD9WQrCPBP@3
z^vZwvnO|`D<=^@>zb&&^T9AJ9brAm(`o91&0~7~G(9zg5jw!LhAc!sDV0tTwg|Ur$
z`$U|$6H#Fzm=}deicw;(XC}!fBZi9;a@q@UL|U`!umqtP++SA)uH=@so=BChmRI^E
zaCe+~^YsL|Cp&eWxySu$6IPZLBT_6w@X+B7Nz^`h`ZrRew`tR8iB!|Y7g@Zp_M5)2
z1-<mYetTVgE`HXH@MnOwYR6XgL1k9hPb#!uJ(NL<;FAdnusYxefHe~(7?KE!003yA
zOp`z`2R+qhz<40AOH^pXz!M@6fWfXO22lm`B6=X3DH8%QU6Fcg1Y(WY<RLH?sKoo=
z8D_LVN*fxn6C7a<0h9uyv}P@QPMM*FgtPzhk5Kh24d6az+iZXLYn&VeyTn<%gq-WM
za-qfr9U~GvtmKuMbcAzF$RcNxzE(4_&i(T3DP=oWu-)m+R<%Inscx$VPkrg^YOSrQ
zoJPren)m18`(ue`ZbyX_*5dTck#^H!iG-t)t<CrvnQ|Z&C^J-(nO^oqyPC;^(<$bA
zw-9r;abV4qB~?uFLXD0$aYvOpFAa@0H>NH}1swuV1{iWeV#Xk)#*>K-A;C~3j)Tv<
zp#ehXA##HSpn-YD@Xr89A|)DOv%^b2!BW<{Se85HpSw&s-ZWDqu!vzYVv!U{h-vfI
zkbkem)I`Gfpk|4|R$QDW@q%Y-ERoS5I3Y4td&d|=Gk4}5)5b%;$5X6U?b%k@SMKxX
z6DGX$0s>rMZY!d%l+BrL8x&V78fvv8St?ElGL4+c4b9TR*2>Wx3@KyQf`2Wb<Z3Ar
zxN$~K_bSd*vBS=6ZZ11Ff@IP^YA>x&@qL<(ONk^<_rWYjYdq-bbn}G1W1!X`w<bk}
z(Lt6cAp03p*+$7leV)Lbp2pv}HOM$DhOE>8fJd3;rUbx&kU-#Q1`-m-^J!Ov`1wtb
zmg>YT*dXR)TfD^X`cb|8R@~2P79U6#ja>}Al^e`GGznoa|8T9iHn342Zg0tC5qsNx
zu|2PsH?Oey$Vei7*@~C0E~fp1Fjb+(U0YSTSMRH5db@_Ega0{?L(@XxQdfQ4^S4Cp
zwo9RG9k-9;MO|6a?$GOU@*2DJO&Ve6m^Ytdkpr|Rz#-wbQJdp*vmImnFbXbGfWo)G
zHw~w*qP}e`{im#s`tn^z?8{a&X?|W`$$isD&SXgAgu4r=B$943oU%S1kEd1M5M@hM
zr=oN4p0v+r4E$0Z=;bzr;Su=|x6#ZHwh{02;g+axP~$KL_ek{OjP63a565+3^zh3<
zjWr8mR!LLTz594AphuPF%Sp=6p5$T+Z_;40!SE~-N#Aff^txYQ?wn1LM`v%*@QgF?
z_&tFCJ;7K35+ve5Z4d@d$GcS$3V$|kI+cCYL;}~4iW-bWi4e>J^Wdy9ha*3x^%zd}
z{NAg2>LXY1pD>%+&njN;gyAg;pRC1Sia+O7Q;lg!_WsZbyvbkg^Xc(71z+ckq&@G;
zzWMYCvLIjrmdLh~6Mxt^x$I>H1@w2%nDRxv2>;rq(B)vSwh`95?Fr2`5qXX5HNk7d
z2Ef1=xu8450g_^e42oaU*zRbUD9)8N?q5#tZBEvVPo2<{h1OJUM6-9P3%Vp@tHh;}
z+`!S<K$F$^!^t8|zQPK3T(1hv(lHnTm9Uw}WQHxRnHFvARG@$ii7ewE5m|>uqdaE|
z1C?Hp6lgfU2zyqN74A4^tb0c&nN(@R9!0s?DJ%!NGy%2m6nW*ooS_X_;vhS#5>uE$
zMP@D>qx<~22R1Haxb;ocf)%;!hI>Lpd8*Q$Lyt;6bv(Wz&lkC$l`BegYc(}VTV7-|
zH=|?hD8eisA`;8vHuv?Z8}?R*R|&dD2;$#-jwDI&L4c{9t$OmE?OQauR!a*%3m#?U
zDNOq1nT8*|#vkIXanFqrSQu7f?e6$xJ=CIjlO$<m>Co`$=rF7qxT_UsFxpc+&bo|Q
zBB(yosHekH-9jgKX_~B)u?<=&OB$*_ypzq`am88q#Uc^)1v~7jPKIyVZu*#J54S+4
zVhQ24<CK;On}w#mVMM*+B0;+{mAR}pPs6`FP19-r1KZUX7T%J$mWK~4ER{<%dq$HZ
z5uN;vq}EZxvgvddP6|;P)-tYzWt2Up$}pY}u90@fHZk%3HExOwX_Eofv&D@1Xp<+j
z!xn<pOi*N<`dnTESq-niBF<`tj{J?qdbbttWBYYW@t9Gx;M=9L-#QDYU*Sjh>d33@
zR^NOsWJvz)pZ~VARisV7f{ym9hVDQ>EU>T&o{2M6yK0VmdnTfi)=8yvp>+cK&AffM
znHBGZi=nxtSFqyNRh@GHT%jHr0SHZRWp3&=gEFxueMmtb%Z^p*rdKTfbK)WpPn~(<
zsP$#EBNRhESwVVKP9@?Bwg7P)8{{W#VM9Mel2CPY^68+|?%$JXHe3$G?ui=Mg#rGC
z?@>`%>KzemXgx2jOKgam@jB5n=>QZoaFClKIiB|&dx%m=H1{g1`Ai87vc@D*6bS!r
zQZp%7v>YF1&~g}9_<OD=D;vtTCT1cdjh2+=3vd{ty~C8!T(fI+Sm{KLN=8%dYi{B6
zD=lM)mfB^=?U-0qQj({V=l)HvQ_EqNs`B6djUy=%w0Xd{^=<Q|c_f*y^z^dR3k|8#
zBEcUBNQv0|3K@s@iw})xiI61ZFD2v=N|v>Gwz!Hp4&gMo)N0L;<9;g_Bi3?Bz+nrD
z9qm!VQAUN(lCbE76#^}3@pKp<okJs-sSUXAWweMTt4J|FAV=*qZ5C6SC_-h^4d#t6
zg;AMuO4`G9A0okc2SZxNUz!nY#_*BNbdaqo7N<;5l_7kxbubXK3N}E%_lYT8*M3{J
zjkuBGCizZj5!&wSw3X%SR5=|c*JH_2Ma+0mWW+eqnmTt~xqMYqHC^&C9wpWPy9)oI
zOIKH2N{SNe-!o$f!vhUWsIUdD?<ugNP}q{~RdA|eCQGv8^J%G=Tsx&4NSX91hu`Ao
zM9K(v1Tc%eRf<|5%WrIK>{P6)n>~q5h5c25fP&4lQDanvK+K674+|8B7KJc8`TzeD
JtNK4b{s)I7)lC2Z

literal 0
HcmV?d00001

diff --git a/XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/vpr-demo.py b/XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/vpr-demo.py
new file mode 100644
index 00000000..ab81eab2
--- /dev/null
+++ b/XiaoZhi/xiaozhi-esp32-server/main/xiaozhi-server/test/voiceprint/vpr-demo.py
@@ -0,0 +1,291 @@
+import base64
+import hashlib
+import json
+import time
+import uuid
+
+import requests
+
+# API访问信息
+host = 'https://ai-vpr.hivoice.cn'
+appkey = "e63ansycfbbrnkczs4a24kjxqy4x6plzuehpjyyo"
+secret = 'f70584766f88e09aa1ebe19315a1c481'
+# 文档
+# https://ai-vpr.hivoice.cn
+# https://ai.unisound.com/doc/savpr/WebAPI.html
+
+# 用户名和密码
+# 18686619970
+# DsideaL@123
+
+groupId = '1'
+groupInfo = '黄海的测试声纹组'
+
+# 需要对比的声纹id
+featureId = '**************************'
+featureInfo = '*******我的声纹信息描述********'
+
+createGroupEndPoint = '/vpr/v1/createGroup'
+createFeatureEndPoint = '/vpr/v1/createFeature'
+confirmFeatureEndPoint = '/vpr/v1/confirmFeature'
+identifyFeatureByGroupIdEndPoint = '/vpr/v1/identifyFeatureByGroupId'
+identifyFeatureByIdsEndPoint = '/vpr/v1/identifyFeatureByIds'
+updateFeatureByIdEndPoint = '/vpr/v1/updateFeatureById'
+delFeatureByIdEndPoint = '/vpr/v1/delFeatureById'
+delGroupByIdEndPoint = '/vpr/v1/delGroupById'
+findFeatureListByGroupIdEndPoint = '/vpr/v1/findFeatureListByGroupId'
+#需要辨认的音频文件名, 将需要辨认的声纹音频放到项目目录下, 文件名自行定义|修改
+confirmFeatureFileName = 'confirmFeature.mp3'
+#需要创建的音频文件名, 将需要辨认的声纹音频放到项目目录下, 文件名自行定义|修改
+createFeatureFileName = 'createFeature.mp3'
+class Client:
+    def findFeatureListByGroupId(self):
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        find_feature_list_by_group_id_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "groupId": groupId,
+        }
+        print('find_feature_list_by_group_id_param', find_feature_list_by_group_id_param)
+        find_feature_list_by_group_id_resp = requests.post(url=host + findFeatureListByGroupIdEndPoint,
+                                                           data=json.dumps(find_feature_list_by_group_id_param),
+                                                           headers=headers)
+        find_feature_list_by_group_id_result = json.loads(find_feature_list_by_group_id_resp.content)
+        print('find_feature_list_by_group_id_result', find_feature_list_by_group_id_result)
+        print('------------------------------------------------------------')
+
+    # 删除声纹组
+    def delGroupById(self):
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        del_group_by_id_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "groupId": groupId,
+        }
+        print('del_group_by_id_param', del_group_by_id_param)
+        del_group_by_id_resp = requests.post(url=host + delGroupByIdEndPoint,
+                                             data=json.dumps(del_group_by_id_param),
+                                             headers=headers)
+        del_group_by_id_result = json.loads(del_group_by_id_resp.content)
+        print('del_group_by_id_result', del_group_by_id_result)
+        print('------------------------------------------------------------')
+
+    # 删除声纹
+    def delFeatureById(self):
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        del_feature_by_id_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "groupId": groupId,
+            "featureId": featureId
+        }
+        print('del_feature_by_id_param', del_feature_by_id_param)
+        del_feature_by_id_resp = requests.post(url=host + delFeatureByIdEndPoint,
+                                               data=json.dumps(del_feature_by_id_param),
+                                               headers=headers)
+        del_feature_by_id_result = json.loads(del_feature_by_id_resp.content)
+        print('del_feature_by_id_result', del_feature_by_id_result)
+        print('------------------------------------------------------------')
+
+    # 修改声纹
+    def updateFeatureById(self):
+        update_feature = open(confirmFeatureFileName, 'rb').read()
+        # 声纹base64字符串
+        audio_data = base64.b64encode(update_feature)
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        update_feature_by_id_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "groupId": groupId,
+            "featureId": featureId,
+            "featureInfo": '修改后的声纹',
+            "audioData": audio_data.decode(),
+            "audioSampleRate": 16000,
+            "audioFormat": "mp3"
+        }
+        #print('update_feature_by_id_param', update_feature_by_id_param)
+        update_feature_by_id_resp = requests.post(url=host + updateFeatureByIdEndPoint,
+                                                  data=json.dumps(update_feature_by_id_param),
+                                                  headers=headers)
+        update_feature_by_id_result = json.loads(update_feature_by_id_resp.content)
+        print('update_feature_by_id_result', update_feature_by_id_result)
+        print('------------------------------------------------------------')
+
+    # 声纹确认 1:N 不同组的多个声纹  将需要辨认的声纹音频放到resource目录下, 文件名自行定义, 获取方式自行修改
+    def identifyFeatureByIds(self):
+        identify_feature = open(createFeatureFileName, 'rb').read()
+        # 声纹base64字符串
+        audio_data = base64.b64encode(identify_feature)
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        feature_list = [{'groupId': groupId, "featureId": featureId}, {'groupId': groupId, "featureId": featureId}]
+        identify_feature_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "featureList": feature_list,
+            "topN": 1,
+            "audioData": audio_data.decode(),
+            "audioSampleRate": 16000,
+            "audioFormat": "mp3"
+        }
+        #print('identify_feature_param', identify_feature_param)
+        identify_feature_resp = requests.post(url=host + identifyFeatureByIdsEndPoint,
+                                              data=json.dumps(identify_feature_param),
+                                              headers=headers)
+        identify_feature_result = json.loads(identify_feature_resp.content)
+        print('identify_feature_result', identify_feature_result)
+        print('------------------------------------------------------------')
+
+    # 声纹辨认【1:N】组内所有声纹作对比 将需要辨认的声纹音频放到项目目录下, 文件名自行定义, 获取方式自行修改
+    def identifyFeatureByGroupId(self):
+        identify_feature = open(confirmFeatureFileName, 'rb').read()
+        # 声纹base64字符串
+        audio_data = base64.b64encode(identify_feature)
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        identify_feature_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "groupId": groupId,
+            "topN": 1,
+            "audioData": audio_data.decode(),
+            "audioSampleRate": 16000,
+            "audioFormat": "mp3"
+        }
+        #print('identify_feature_param', identify_feature_param)
+        identify_feature_resp = requests.post(url=host + identifyFeatureByGroupIdEndPoint,
+                                              data=json.dumps(identify_feature_param),
+                                              headers=headers)
+        identify_feature_result = json.loads(identify_feature_resp.content)
+        print('identify_feature_result', identify_feature_result)
+        print('------------------------------------------------------------')
+
+    # 声纹确认【1:1】   将需要辨认的声纹音频放到项目目录下, 文件名自行定义, 获取方式自行修改
+    def confirmFeature(self):
+        confirm_feature = open(confirmFeatureFileName, 'rb').read()
+        # 声纹base64字符串
+        audio_data = base64.b64encode(confirm_feature)
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        confirm_feature_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "groupId": groupId,
+            "featureId": featureId,
+            "audioData": audio_data.decode(),
+            "audioSampleRate": 16000,
+            "audioFormat": "mp3"
+        }
+        #print('confirm_feature_param', confirm_feature_param)
+        confirm_feature_resp = requests.post(url=host + confirmFeatureEndPoint, data=json.dumps(confirm_feature_param),
+                                             headers=headers)
+        confirm_feature_result = json.loads(confirm_feature_resp.content)
+        print('confirm_feature_result', confirm_feature_result)
+        print('------------------------------------------------------------')
+
+    # 创建声纹 将声纹音频放到项目目录下, 文件名自行定义, 获取方式自行修改
+    def createFeature(self):
+        create_feature = open(createFeatureFileName, 'rb').read()
+        # 声纹base64字符串
+        audio_data = base64.b64encode(create_feature)
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        create_feature_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "groupId": groupId,
+            "featureId": featureId,
+            "featureInfo": featureInfo,
+            "audioData": audio_data.decode(),
+            "audioSampleRate": 16000,
+            "audioFormat": "mp3"
+        }
+        #print('create_feature_param', create_feature_param)
+        create_feature_resp = requests.post(url=host + createFeatureEndPoint, data=json.dumps(create_feature_param),
+                                            headers=headers)
+        create_feature_result = json.loads(create_feature_resp.content)
+        print('create_feature_result', create_feature_result)
+        print('------------------------------------------------------------')
+
+    def createGroup(self):
+        timestamp = str(int(time.time() * 1000))
+        nonce = str(uuid.uuid1()).replace('-', '')
+        sign = self.getSign(timestamp, nonce)
+        headers = {"Content-Type": "application/json"}
+        creat_group_param = {
+            "appkey": appkey,
+            "timestamp": timestamp,
+            "nonce": nonce,
+            "sign": sign,
+            "groupId": groupId,
+            "groupInfo": groupInfo
+        }
+        print('creat_group_param', creat_group_param)
+        creat_group_resp = requests.post(url=host + createGroupEndPoint, data=json.dumps(creat_group_param),
+                                         headers=headers)
+        creat_group_result = json.loads(creat_group_resp.content)
+        print('creat_group_result', creat_group_result)
+        print('------------------------------------------------------------')
+
+    @staticmethod
+    def getSign(timestamp, nonce):
+        hs = hashlib.sha256()
+        hs.update((appkey + timestamp + secret + nonce).encode('utf-8'))
+        signature = hs.hexdigest().upper()
+        return signature
+###################################################
+if __name__ == '__main__':
+    client = Client()
+    # 创建声纹组
+    client.createGroup()
+    # 创建声纹
+    client.createFeature()
+    # 确认声纹
+    client.confirmFeature()
+
+    # 在声纹组中搜索声纹
+    client.identifyFeatureByGroupId()
+
+    #client.identifyFeatureByIds()
+    client.findFeatureListByGroupId()
+
+
+    #client.updateFeatureById()
+    #client.delFeatureById()
+    #client.delGroupById()