From c794e11c67d7f48061cb56d5c5c0a2e98ef28865 Mon Sep 17 00:00:00 2001
From: Kevin O'Connor <kevin@koconnor.net>
Date: Sat, 21 Sep 2019 14:16:02 -0400
Subject: [PATCH] docs: Update Pressure_Advance.md to use tuning tower

Signed-off-by: Kevin O'Connor <kevin@koconnor.net>
---
 docs/Pressure_Advance.md  | 112 +++++++++++++++++++-------------------
 docs/img/tune_pa.jpg      | Bin 0 -> 24502 bytes
 docs/img/tuning_tower.jpg | Bin 0 -> 20509 bytes
 3 files changed, 57 insertions(+), 55 deletions(-)
 create mode 100644 docs/img/tune_pa.jpg
 create mode 100644 docs/img/tuning_tower.jpg

diff --git a/docs/Pressure_Advance.md b/docs/Pressure_Advance.md
index 8a849c888..d882b68d5 100644
--- a/docs/Pressure_Advance.md
+++ b/docs/Pressure_Advance.md
@@ -13,58 +13,64 @@ uses the second feature (reducing blobbing during cornering) as a
 mechanism for tuning.
 
 In order to calibrate pressure advance the printer must be configured
-and operational. The tuning test involves printing objects and
-inspecting the differences between objects. It is a good idea to read
-this document in full prior to running the test.
+and operational as the tuning test involves printing and inspecting a
+test object. It is a good idea to read this document in full prior to
+running the test.
 
 Use a slicer to generate g-code for the large hollow square found in
-[docs/prints/square.stl](prints/square.stl). Use a high speed (eg,
-100mm/s) and a coarse layer height (the layer height should be around
-75% of the nozzle diameter). It is fine to use a low infill (eg, 10%).
+[docs/prints/square_tower.stl](prints/square_tower.stl). Use a high
+speed (eg, 100mm/s), zero infill, and a coarse layer height (the layer
+height should be around 75% of the nozzle diameter).
 
-Prepare for the test by issuing the following G-Code commands:
-`SET_VELOCITY_LIMIT SQUARE_CORNER_VELOCITY=1 ACCEL=500` and
-`SET_PRESSURE_ADVANCE ADVANCE_LOOKAHEAD_TIME=0`. These commands make
-the nozzle travel slower through corners and they emphasize the
-effects of extruder pressure.
+Prepare for the test by issuing the following G-Code command:
+```
+SET_VELOCITY_LIMIT SQUARE_CORNER_VELOCITY=1 ACCEL=500
+```
+This command makes the nozzle travel slower through corners and to
+emphasize the effects of extruder pressure. Then for printers with a
+direct drive extruder run the command:
+```
+TUNING_TOWER COMMAND=SET_PRESSURE_ADVANCE PARAMETER=ADVANCE START=0 FACTOR=.005
+```
+For long bowden extruders use:
+```
+TUNING_TOWER COMMAND=SET_PRESSURE_ADVANCE PARAMETER=ADVANCE START=0 FACTOR=.020
+```
+Then print the object. When fully printed the test print looks like:
 
-For the first print use a pressure advance of zero by running
-`SET_PRESSURE_ADVANCE ADVANCE=0.000`. Then print at least 10 layers of
-the test object. While the object is printing, make a note of which
-direction the head is moving during external perimeters. What many
-people see here is blobbing occurring at the corners - extra filament
-at the corner in the direction the head travels followed by a possible
-lack of filament on the side immediately after that corner:
+![tuning_tower](img/tuning_tower.jpg)
 
-![corner-blob](img/corner-blob.jpg)
+The above TUNING_TOWER command instructs Klipper to alter the
+pressure_advance setting on each layer of the print. Higher layers in
+the print will have a larger pressure advance value set. Layers below
+the ideal pressure_advance setting will have blobbing at the corners,
+and layers above the ideal setting can lead to rounded corners and
+poor extrusion leading up to the corner.
 
-This blobbing is the result of pressure in the extruder being released
-as a blob when the head slows down to corner.
+One can cancel the print early if one observes that the corners are no
+longer printing well (and thus one can avoid printing layers that are
+known to be above the ideal pressure_advance value).
 
-The next step is to increase pressure advance (start with
-`SET_PRESSURE_ADVANCE ADVANCE=0.050`) and reprint the test object.
-With pressure advance, the extruder will retract when the head slows
-down, thus countering the pressure buildup and ideally eliminate the
-blobbing.
+Inspect the print and then use a digital calipers to find the height
+that has the best quality corners. When in doubt, prefer a lower
+height.
 
-If a test run is done with a pressure advance setting that is too
-high, one typically sees a dimple in the corner followed by possible
-blobbing after the corner (too much filament is retracted during slow
-down and then too much filament is extruded during the following speed
-up after cornering):
+![tune_pa](img/tune_pa.jpg)
 
-![corner-dimple](img/corner-dimple.jpg)
+The pressure_advance value can then be calculated as `pressure_advance
+= <start> + <measured_height> * <factor>`. (For example, `0 + 12.90 *
+.020` would be `.258`.)
 
-The goal is to find the smallest pressure advance value that results
-in good quality corners:
-
-![corner-good](img/corner-good.jpg)
+It is possible to choose custom settings for START and FACTOR if that
+helps identify the best pressure advance setting. When doing this, be
+sure to issue the TUNING_TOWER command at the start of each test
+print.
 
 Typical pressure advance values are between 0.050 and 1.000 (the high
 end usually only with bowden extruders). If there is no significant
-improvement after gradually increasing pressure advance to 1.000, then
-pressure advance is unlikely to improve the quality of prints. Return
-to a default configuration with pressure advance disabled.
+improvement with a pressure advance up to 1.000, then pressure advance
+is unlikely to improve the quality of prints. Return to a default
+configuration with pressure advance disabled.
 
 Although this tuning exercise directly improves the quality of
 corners, it's worth remembering that a good pressure advance
@@ -72,8 +78,8 @@ configuration also reduces ooze throughout the print.
 
 At the completion of this test, update the extruder's pressure_advance
 setting in the configuration file and issue a RESTART command. The
-RESTART command will also return the acceleration, cornering speeds,
-and look-ahead times to their normal values.
+RESTART command will clear the test state and return the acceleration
+and cornering speeds to their normal values.
 
 Important Notes
 ===============
@@ -91,20 +97,16 @@ Important Notes
   [nozzle temperature](http://reprap.org/wiki/Triffid_Hunter%27s_Calibration_Guide#Nozzle_Temperature)
   prior to tuning pressure advance.
 
-* It is not unusual for one corner of the test print to be
-  consistently different than the other three corners. This typically
-  occurs when the slicer arranges to always change Z height at that
-  corner. If this occurs, then ignore that corner and tune pressure
-  advance using the other three corners.
-
-* Check for warping at the corners during the test prints (the corners
-  detaching from the bed and rising a small distance upwards during
-  the print). If one corner appears warped then ignore that corner
-  when tuning. If significant warping is seen throughout the test then
-  typical solutions are to reduce the slicer's first layer speed,
-  adjust the bed temperature, and/or to use the slicer's brim feature.
-  Pressure advance itself is unlikely to impact warping, but this
-  tuning test is sensitive to it.
+* It is common for the test print to show different behavior on each
+  corner. Often the slicer will arrange to change layers at one corner
+  which can result in that corner being significantly different from
+  the remaining three corners. If this occurs, then ignore that corner
+  and tune pressure advance using the other three corners. It is also
+  common for the remaining corners to vary slightly. (This can occur
+  due to small differences in how the printer's frame reacts to
+  cornering in certain directions.) Try to choose a value that works
+  well for all the remaining corners. If in doubt, prefer a lower
+  pressure advance value.
 
 * If a high pressure advance value (eg, over 0.200) is used then one
   may find that the extruder skips when returning to the printer's
diff --git a/docs/img/tune_pa.jpg b/docs/img/tune_pa.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f8f4d18e9c78db35b8e7f6062ebf752e61d50a37
GIT binary patch
literal 24502
zcmbTdc{G%7{69QnFvwCFvW#6>>LX*FVQk5oeaVs}gpmp(G{Q(CG4^7NL5#6PDMY16
z3~G$Vnk^ZOv9H<n`2K#+d7g8gzn<s0&bjYD?)y5|Ij{S=ulMzOz2C3v-|)XtfH8oJ
zlM~Fz!373`xw*M`cp-eeCr<E+o)#2<NQg;EN{B(B(()<_(y|xipio6^r3<Ps4Gj$`
z1%w`44XL88q4qz60J*ujc~9_)@bQVL$v|b){y(>WEr3&8z&~u-AfPOO?GzAn3i$6E
zKnef=asdBV1N@&2$OdBP-~@AV^PD*DP=6A@1_XiF*g+f|?Ci(AqmSPM*iUhsmVp^@
z3fkWU%Z5PI;xdZ4<Sx~=3OW2-l~?x;eZ<Wpd`3i6?Cd!OMI~hoO)YIWLdW>BiK&^n
zg{7mD^HmpDH+LW3TYmlls6ces{qTs$2blQB2~QG}o+f8zW#>G9k(-BqSyD<WBbQfH
zzI|6$-|)V%>BHByZ|xnF&aQ5HU;n`1(D1L3KU0k9nOWu>YkqBgV{_~8_Rj9!|KI`w
zK>r)o@%?`T`+wj%b&QLRogKsu{vTXGwus{kbc&rr2F7{X$R2z%L{L^Ojtg=rqqw$}
zTTb0!RmeN^Cy%ha#-Fom{{!uRA^U#^?9u-(Wd9ei{~Ol`fENTjo;=VgfB|6n!~F$|
zoull=B?|(7{kca!$HI!31P5=dM4UCVSmP6e;1H(KVsnU6vVcJM=s=Ole*pKC_Y6x~
za%!4hWEtCYMzd-|lwUgWAD{r1-+u(ba&JMt8m;U&oYq5Ibx|~GU{}!e+-nF?NMf_8
zt={}y-4l4-4U44_+<^mdJoeCO(MwVh@DGq>3zADYM8%)viIm&~F4)*FSsBF<=xHPs
z_%?|xm#3)$M%$q)lI_@hAd^ibP;#(`<C`awec4_Z`@RKJMc@R1E*bMEn_p25+INy3
zuyjza7x@y)JNa`WZ4es(9A+e6!o*p^OZA(|*urM<whWt2306up3y|N8D&0S-qdz!Q
z;%=8ozJ}}X2-+@cP}WjdCk4Mbt)Klhvh-q{{W}5o=aidQGVE&&(&}aO<`%Xp8rx|x
zC{uN-vmxJk>@P%X*F>uu3V3e*8PXWY;0A><7i?6%Ox)<nO~ipUmWr5qCNMYi$+Vb2
z6N(QN#-lS!07Ljg3TJGE%sJx<eQcfeLM*{wG$u=kTZRCiS`uW@%f1itO+;j&{hU$@
zeH#M6`Yc!?5T#pG#jVXEz~(}a64z9L5d<(IfMCYkw2LrDuwuGAs@#y0*BVjxi+nKa
zFuWpY<7K+=0}US{hW-z567rar5LPOqb9|c*V09MRfj-RU_tN9>##B{)epKnyBU1sm
zkf189S(<HEQyl8|1W63kih-FITTC+I?Vp1*QpWBt*}p?m&*_4+|5*J;gtf~ACEtBe
z(cGbn*mDdGP=Iezs=*DhIns~_rbfwLUkE-MG^dmluHLsv25y#0U>p-;9uIKY@hgp&
zi?qXmizqCxKgMY>Mq|-FnIpu^G97JwBF?rF*sT;CT><G^=VKF1Hd<7oh?Xk!K{^zR
zHaANUr3!d}ZJ=>$$!e*dH5-4n{ff~n7W&D7NX-6fC=p_XVt}4^1OR_TD{JX}v8>V}
z-4mN3zPpRGCU=zXc7MY_3+bdf&Q`=;-xZgOXomQ$e}Jo^U97k?rW<|dgP**--n!a=
ziit!CT!O3Iw=osCOJRDjPsn`Emy7v14~ADd1fB^!+$Br~YdbVb#;K6*Nu4vIV2ZWA
z1YrLRts-imA3Gyp3i@TaHt4Z<s?Fs6tjNlfZC-v|Eez<9rsWO6ZX2N(N6JJ^6dXaD
zu>wnPQH4+BtKEK)d3SffXxhv9-qP)!SUT51g2Rl9oQP}!d-+1)@jvhJ<?!``#@TS?
z=tTF3zvC;mx`aKRo|_xIds`)`hkA3DG&-7NDJ$q5p0jJtTlJsbK6+&r2K7Jq2eAAB
zkTm>TuF|R%0cZechm6*iVU5<nPFDeyK24(Ji{B(%;bXNqG^336P?2qBGc=uhGK`Ay
zRtfJ~Q+EKL6Os<!FxVT=Ik4{s&JOzw{h)2uu%}G_9Fp5}JV8wO2RLzczi`v=crlk1
z#99`_D32|DcZW*=*-u8tk{*;x3ox$`Eksz46i*O|g~9+^{6x^<nS(&1HBY@=)hlWD
zr5K(r1j+0Og<U)w^R+_zHHju=#&EGg_pA0b<12n`S_1oIA%;Q)s0PK2m}HDXIB4PT
zcM?cF!EaSotTuL?fA3grP8kd;+*nCoO_h(YFy(FuiraNDZJR-Kpa)4GA@zDUAKoN=
zv2dJ+Iu)*Fv1s%#7U7K0w8E?%IxW!SU_2Do6aD2dtSQlFIP06v!x})Y7r{Sx!5t;r
z{V^lXaSZKw8d|d40*4Fr?c8pU5Js13pPhbW%H!5_ei>B;E|)BU*l#BmEtuFnWAA-X
zDte$;4%91ui4WCv1TOS(;-iC=K=+rd!yzrVrD6iL^f%RG6HJ%VNLR!zA(#^L=YqCN
z{mS#c9NzygJAL-<fT%1UO;6vR?)RwTm(OCEsv-`QzK|4=YleUoDja}<5pbJZo~R^e
z5i&2ElA#2vCFWeYl^uc%%wkO>K%KCTmrgpaB?HJn;(!I0y(L(qC}QQxZxW1y?ZsxP
zH`oJc#o<}Eil$f9t&z|6$7s6W@#`LrS)bB`_lROi!5Sa$mr2&sXj6y!(wBqiC)E?A
zrmx<jrP=`AzYikjcS?QNXi9fog3sdViu*q}9!wu8_mh0y`T9V;PMi35RRs#F{JL8z
zz1BJsYvsU{NVAF>7DS{+pVw!6bAR|>J^6ZDIp?SG(o73&^Tnl<TThXWh7_Zfc9r1T
zQ7Yq#`9HuwRoBt{=D~u_Juwf2tfH#HNRW$W%8_3A2ngzfoO+=yk?MxDulO-z{1Vg$
zBH3j*e9k?&jTY>CLRqiek!F$&sxMZEQqRA6^ObJNx$SSTbQ+~K=@o~M8B<`eY(~r(
zQVG&Bx7e`{wo6AscD5^AefgWC?nB@TqsU%%_B$;r2dv!IWxYU;P}N9EwX{bT@xTtm
zHJLS}fej8BYBq;77=ejRC6x>b9Y;2aFIwo|3uZ5R%s>@Tr^F`x0;TYSLe;-7Coegz
zVZncFOm@+|j@`kkIy}xjbRD01-Q;hPOTDp{_tpe6Xf~MsX}&hNNO^a`m;<m<tqCwK
z+27R?An$>Gv;DW?O?cLlRj`%y=A@%xkGv0fh-FQ=!LrdaKMI=wAY+6oawTK3B|mRU
z#^b;w;72UXkef(G6iJaSIV~s{9Z)*}(PLv8xdnC9-D-!Y^M@D$c(;oH_qQZB!)fkn
zAg|3*gq|WB^)b=;;6H3=3wk-^x?_Bo2r_~is?~FP>P+XZhvercAG!5C(Q#u_FHOEZ
zW1rrpa0Gb5(#@HoEWBslbXXT>R<Ld`KyK)Zd*&0y#T3cr&xOo&lBbA|ehHBS@z#`E
z8rS@kw7<*`_JaQd=x+j-6(c=}CFL)R`pWig3T`9*0iLH<9eIhJcQ8NmZA876?T9z+
zZ@a6tk4=p5x*)|*X!4TFC0AGn+IHVq6}mPTHB`JMvW*am7~TWktM<UY>#$f9d$FV{
zm?4|Bc$>M^`0&;>0LH1J!lOO?U8jC3uAd01OWaBv-Y(Pw{>e_OmdT0z^raxuYw#Yn
z<wK*$q_?R^g>6#3y!5lKbu$t4lEbRnvcandlD+h(ewCJO>I0EA(=ynzCZhx8n^RP4
zSAn|I>OGSN%8A&DapBrii<oEH8f_^<`4oouYK*_}KLF5x;g}|Nee#wI5hF&ORL-td
z)m;w&r)<?o8i+NC`g%;SeIVP4g=~B?0JYoppI3?BqpH89^{tVlrd<?2YhnwkPjJ$V
zlHYt*sq+Jrpod1t^Y>r;l6p@bWA%r^$#D}+!=G-H3C&)D9d#LWIw!1M#XAP)5@SEa
zekIRux%~3^`)2tbPcZw2>(9u1t8jxa_PEm3^PVHKCthzkoDU%i1Uirvm!FW&ygNrB
z>A6f0UJ?PN=^Y&Ha#v1AGeK*wqWwK_-!$w18;sQ()gdngJ+31jlxB1xq=^P911cy!
zxlfHlb^8yOn=YAog~rNI{k}8A?ZVq3Z>8)SK^vN#LEfdWAM%72cNdTs>}FdpkL9;-
z2XW!X?KasPZtKLJoPXP3^@meOmOmCbAp4jIJWzD);gSO{T*(bTJvF=Rxc~j>HRNOy
zWybm7jrvxVr>BKT7t4MLgaEI-{Nt?wj7D3$FW#;YH6zIY_GaTa$9(-oifY8=-eV#h
z)7-hrV8sul`)}FU=sGnr-rIy&djJi2c?=hfq_j7tO63YWaBw{qP*~eH#2kPCY$Qhk
z1Z?T)DY)zwl%5`#gy1xiBgu$D*dY7{mLjK>d3`Z{d9nv3207-{1b!t~T(B;kt(Y>H
zMHT@QX3Jm)RQt}-Ffd}t$~aUVr}PB|5NN|YPT&$*?EqLU!6zAv2@yre;cchndAxc3
zRAXTl1m0~b`&v)PlHvX*Mxmv#JYSCuV<Fj34L+4)-Z`%ypX_mmeY*pN{R&^&EPI<-
z*y&V^5ty-(n--mqoc4ZvE|^}^b=}NQqbF~{@i*@c8}-5oEq=s&;FpJD!`Pk&om5eF
z;%{RkNN($P(WN6qQ3|n5BjJgFoCYs*wg`mu85+#`%*jPI0JG)y0(9-z;&T>E`GXNu
znR#v`#?Dp)&`i_&Fcjq5$;#0mOP(^bT>P&qic1RlR*Au~mz_d5NBBY;baB}O5-yK)
z&?(+T!wdWo{y5a*Om0vyYgFj$vlN1q4VLb;+y%X_KOo})__c^&S$m5p0@x78QD9MD
zDteFO>CvJxIVF@+VEyI015wqiwqQjAHT5U|0H2>8UAA{W=SLHnunjtCz;pc@FkK+F
zT3lQ{oC(Qy1(@r>^~;(!XlEWQ!Z%6akU1M2N7c5}reg*!oe48Mk-;MDiD?V`=`iEW
z>yki_>}(ZYSL>$4grt`8|LTa<0kUsPq-vy_Sy~;mDa4s{^d3Ai?*Uhk6hfv`_(QBk
z4$J}#!Mn4S)0vM-ikXsis$HGl>O;irc02VWJw=ehN;u0JCeWcnIFdj;?3g_7jgPS(
zg0t}4yO^~FVs_uz;>(YD{nCFp<3uJgVmARN(VLJ07m-dHhV5J7?NDx}Lhm3m{ys{2
z?QA2;JQXKu#ONcT6N_1e)z|52@9)S?3Uvs4zRlAG*Tp+t&D6&_|9zF}<Fv1~ds1pb
zo1<CTqTa+>3!L`ixoQi>*X5#&A4)X;!VSdM>w*g1fHa3wpI-$fHTroW7BZ-2wOmq)
zT@|I%{-dPJ5kNfiqt;tlE3V;_I+!T>6)X_og=-smted_;dq0S0iuAz#0S3#?b4}m%
z@R72#;M%~!A(@gc5|s$<4FPxd6RK{llk4a!VQY0*<;e|ar=#7dEiyHA-e@tl0H*hZ
zaEDT@fm72-&I<V3T6QXaNTRayBosvO8GM0lTCuD&vvoIv!{@jTDw3=w!xmVUaL+md
zJ>@MMrWf>pkK%)eu<^qwve^PH_%q84gKCf%qHIgvDVK#S!~arX8S=FtW3oHIaYMf~
zjzGb&mZnk}MPOi`K7rScn!?D!hs6f_4^_hw<>DyS0L?TiK8cX>x1zR7q8XJC3`h1p
zzHCIRS47s>0>VhQ<O%+R*-BlrxqKjAlXDZ8Dbi?q$X2PGK>?c>rzrw4oBv*P&+#wg
zn3ov!2r#UC<>E8B^!q<PdrrG)Y1pC12YbRj8+ZER_#|EGL*&w6&NaESp9v1rr#hnf
z03q&~kbZv&{&ftq+EGt8%Uz5n*4$w<58LITF^X2M$!Uo&L`%SAj0b=A_{5Vq?ySLM
z{mcAPt>C2yP?(h`1~8Cli;1{i9D1t=5Han*AlxrS#%TD<5ht>F?J1MDU-wN5lwI@6
zdTgJL@k#3wqTr$rtEzsQ>o|F=pHMoWS|y%d7VQr;D(`GN)e{w4*j*+~4C!3L-yPG6
z*175zkKvX2!LP(M9p6cFPsfF%q=isrj51B(EQ(}5u(<5@8GM+{^BN(KWn}@!9ecNV
z{s%qQ5S|X%yF4wz%)u9E{?c_!F9d7LiZkjIWlAJO%gmnmgfm|u7AQqDEb?;npc2Ew
z6A&F16sD<b_)V*DNnbd7_}{6NOp2aT9`pC-0Dtk%UZIgxptrF~@F>_bayC7Eyf)3q
zYE0K3>X67pig}r9ZBk|xcOyj(5T(2%bR6C)u9Na-F!z=240MgMUOJ-1OrZ;lvV$ni
zN+*a1d%fpWe)h@l)9*k50Sa=WQh%%|2v)K;Ta%uRZl6}BE%hH@h<s`#-u?}9hGn?O
zM+l8Ny5ICCRqeXz+Ca?Q&F7m!S^g-^rLRV(Gk+MiW0+6s!svCs<-Ix|pgqG4PFJ+$
z-0k_Ksh|*18_@D!wXA(l%Nd1Up012w>YUB((AA>_KR8nC2OjEszh&hHvS9od%k|~h
z263z}LO98<G}6uE(U-5V75kjS-x7&iWwPv2GA&z2VO_S}1_cOCxuD>Xo|w8!f$U&|
z&N7g^f$E-<d?s_j;Rly8reFSHo9JZU<+q;~t-#GX;a@9g=W-e9HBp-ytUl$(F`Acr
z8MF2a$z0-3_1a-46eVgcZH%KfE9LD<?roIb0xcL)dEwhDhL0s|40v>uD0fkif+mWm
zA_Bs7cX4fjs!YITk4bqJpv=Y<$n~ng{=x<89zCTt*<3@~jvWjPr(yW7@S}Dn)0J8Q
zL0d(}rsk4|N}>-c0F%B_q;skhM|He@6Xw!?nGjleCruM3iYUt&;WuKA#PI<w-@mpD
zfZkcuL-jPn;bs1yG7eQXfC6~4w1bNT9<7Gu^TT#}rNQ!>Wf}cw%cAF?vM9VEKYy$a
z00p|QfxF^IaAHn8(&JDS<7!#Lg;+kI^lg-Sillfy3WXocfpUhL21?-~JVi0idAn=w
z6Ec86>Aep1U3^zZ)YVRE5{4Lx`a;qrh}ozc#;3%YqX}8Zx=55gWCSaiaflKq>Vl9p
zfGHt{+%%g2{k9Yb1|F7S$OVo$gk9H89G1{A<mbv>+u@n5B|u{|>5(CE^#$sk50AWJ
z6RaAPb@9`_yycxNycO@Q+N@pg9H(WFC}(!Uud%qD!CNUosly<RM%{JHDIB5iQNd`^
zZc;J!zs-5W1;dUd-BmYJZklL2Wa<k7E+R2kCafCzjTx@%ufaCvOX!PwShTq^m_B1B
znX{RgcXPi>DixR{0iH?rV)ri-fcQ?Ih8JBxcB<*$2vieK{UqQX&<ai4I6_-f^f;r-
z8(m+V$GVvnm3C)k0wwDnXAt|@f@3`O0#5K)3ibpm1wZyD5X-VsywcW6<U*FL0N87f
zz=J90p_}@|x;$~)1*&+<QtMU`m_u~(NPer-3#iPm>lo>`Xfd17C==yZ(0-F=ql?Nz
z^kH}Gf`gjD>>!(zx8|?%M3AT2uV5e<^ZEj-)0q32V;+jyYT*W7&zC>*)=i0{y|!HA
z)=YKK;JCQ#Qn<VL?H@p=ufBilOoL0*uWi*X{hPC&ly{WhW)X<YVw+D6Gv-^@-f(rw
zk^B+-ui!lZ+KdO~iQfx{!IFkg9~%`X<DQ1l+*cT@1Esz>&(T{Cht%8P%TyuXA8rug
zaJ@@BuhkSUK6=0ytq&s`Hb_X?5bLE5<o-?<P8ewFw{A<-n@PP>9;Vr#tge;l4^w8Y
zyRDAD_YbmrsD0Ozot8#2@Y+wTGn3Qsc&*9x`1y1MZRUD@q~G|5Zsuw^?THt=P&Sig
zR(o^l)YmKG7v@5UD7UxWSjjWzKANt6JG(Kvxg{hXX>%b{zQa_<*)-qQ;g)=l0WV@@
z0)L%yGkIb3Yb97PgoS^4plZN;Q;o1cgRooFjdFZA2u=`{{ot}nlUgt;mtS4;WKTBp
zws_g8f}S<qoQ;=@XrT-?<X;Y2?~Zwr8|DU_=lc&_kujSd33=kf+8b>8SxN)Mg#BK$
zc-JaYVif56v<H3zb3;46!y2WPU|>(x-akFfPp~fv^ncodtWo-X+c4DW$obwrKeG?a
zveps$!}Pb&vG)~AkFM2PFVLk&SBTcuP47EVi##{iX)_MLc4D@dls(nX3_(JRKAs=#
zd26eT<tYXwf8g;wT_RL<=g<8(kq6l4-WD{*RhPC>#&$f2j!!<3YYK0M?@g6NGAQFh
zKLz+KXg!Fs_X#u74>v=LJ(yyOw0qroGiF`wVg6s=v!_FSAgO<D6Q(tx<q?Qlp0JK+
z^(%jU*?r>i<NCrMdu+HjWz%;8cfyXGnl8<rFcO=7Z<+8Z0ZAmjd_TR~zQB|Njg-^=
zNEp@#nbiab%$&$gMe6qO!!jtAx8a?wJs6*613P+6*xS>-GGn(woWJHIOQTcJ4g+zb
zm`_^k6UBL7Gfq;dDeHkr@7{W$gJFvdd~A}_vwpo#Zw#P#ih?|D>$bOBW!Qom(5**c
z-$%&d@5qTTV`zTfQ*ef}s;$IEyNrk)%*jIYrTlw)Gr5~?UkkqtF8*xgtrn^Gu3FC&
zOlF>u&V<YTCI#^MEqK|c@0~`JE^Am+{xV|^wmsAR7L=oBdLDM>$9<zQ2LAc{^0nuj
zHf+;?=1O2jCo=hDs?_2O*vf{ZTv6FSz%5Ht?Q;Fy%HGbSz%<Q%|93t@FaIl=zj#BR
zRL&-_m=~v9lla9mr=qCk?*<i$eb`;SP8=I>3<OIB`4nE|tYO(__wVMFj*I)lCm-qd
zzs;zO4L?x}G@Qm)-oIj~wZeE)aX;8JProJ9rM5=ew`pa;Q7AOOcJv%Mpi>*sqdxdz
z-*hOgpeoh+x2mW_Wk6A;|EP#}G{i4I$zx$~eeCt#kEov>i|*0Om!6@T{sFxH0TLjg
zxM^$#!3(`$)&${Yu9bk}akuBvH0;nUN_p9;D-I4#1~SRgeT1x59=#1C!-S6@bJrAJ
zATB%9<+ENuks-Mz)CQ#%$=E8L$2dL%a2;J|Ve{X@4B>iQqD4@`lH8s>K@eB>SbP`C
ztWoUTq%=$P{KjxI>p_Akv)JIM?V|fM@G4bip|j|M$aI=z*4^Gv7)=jVBFfxohp)m7
zYEZn%=oV)3FYGD*(+sJzH?6my7!=%7_|EP_cnrNNlA5Veh6)hOj}E0<9S*TIlWf;t
zb2Z#~5uzWn!1H$j@pv%UQbz|wY_6hJrcSvjXgtZ%@K63$%qOiOnLRdzl`wx$V&HDo
z3o@4oP)Jr*l48T2z6vU?tT}qjYkwiPGShkpZ=EWT>G^5E?QEAOG;?{+$#?M1bKMAy
z`?GmORAg%f@Y~v8+?K{~jQZAg5jcKS<7i8yWl`A#x>*Jqh^!Eb;xPd@m8&~FZnt*;
z;!uDJNQhH<q9V)jB@^<^J;zk}sc&VYMBpWO8QC(L?WA`>N?0l6W!zK4sTcKU0gwW|
zix^`=oGzv7gZR0Yo*RYTjd?>#rzTw@7&%l@v0VDn;rS;SYDuv<m%l$vts0@IkM6#b
z+r4&79Aw|w<Oj7W1*;#eYDRsV`>J~t;3dq?U>%dOn&5RE=ue5KxAsx5o}YDdRExM%
z&v*FkjJBk&(i^Eyde&E^7x{3yVwYee<(E!vL5{P<_FFxQlN(lsHj#SP=it+Jkp_cl
zmH^l8s*0QG0*K9OyS*4~4Ohy(f@XGU)gzrjIxS39zY`O2w=VbRsiU6h$-V6=9iMCG
zNNg>^bk3_xq>lkT|L?ODm4$PxmWm5y|5dn`T+78BT?6ftlM~<k>>XFs$~+%E=n);|
zqNUO97OYNFnD|ifXI$_uViHgF<#-bvDEQyYN56`W_-%#!CNvweex$~DVZ;gmju}I{
zQGL09(n<d}Y?V`5K?i2?aMK1;P=!LgiLY{M({iks(uOKxi;s}0hkCF;Vc7g0k|SF=
z+VCS7yDmQ^gCG0M1$2SoEA$tcC9>)9@0b6UvHfj@#Km=;@7yYZPsR_?v#^{dGKsn$
zqEWv9vv_pIkw#GinsAC`c%sptooLi9(;`JrSv#0hz!_3v6i@KA=<&%MOR{LCh;RuV
zhiM>T<G75(CBKp8uInXft<>6M3bSb0ZkI{(m_Er>RO{2innQh>WNehxvdq0L&2md5
z_6Ij=03Zq2jti1=p9JvFXb)2lW**!oejKKsxTNu?18nR``SUTYE<o#tjk&mW<V1MW
zsAs{kWYIPaz~qh{Id?e++!lP*qo}~L216bX!MvZBp2M4$QdK30I&}XDytPInTO7|y
zLgm}8A;^{g?C}rz>+;2nE{sXJljJ{EyjJqD_ucn<8}w7AWj0$=RZKlOBMpqd-rs_<
zD3kg99ECpSuF<G&#Ww=(c~^7elM7sA@s}i@;qwgt0c7!5{sA@Kfzor|PGr%`oJp=5
zRP!oYv%NNldnCjMQU}<APxiH&>NsJ0L5Uhg;bpkGqkgVSN@Sc;f8StSs)iV!#2hGp
z?QQ(aj`6{p2dTly+Lu(h5mO&m#6X8}l!L7s)3=lAFZH4q+Wqayb3bf-3LQ0ktM&8K
z!8n3q*>?0DOL)Ls$hbCfA?@gFz=Q5?gN&LB+fxM1%iqzSqSbPJM^r_=r*2oG?sFFP
zTb;Pg9`eTD<Iyjg5CNz_wzMKl&sKhI3`v>7^?$Ln$)n6z8R6>UtHIUmcI<<HsiE!m
zSULQFQ?rL+WW!zty;dl>Fgrau^)`h!2vXfQU4Eov6+rk02vC$4`TT`B@%&8lzI9WE
z&**HK`NDRB>b3aodme;M_WNZYEbcWJh4siO@5oC&7JKoghv6@}<a#;_TGPy>kh0DB
z!L_wzyd%m*J4Wk9Pu#l=-x%be`Ol=c>114VMQcw8F{S{Ofo_BP`e;h0D2jM62m^xN
zCP87XdWcDTt6iMs+Md11*A7Kdrc{oC?d!nfYAW#)ojAtO+$0l0DPC))u98J`AIUta
zY6W?yBy2E_e|*^Cv~3VQRQ=%Hl}s}TuVc%RcNWq=84Ng%+FZIg#AYe56^X0M6Y0=#
z@NdwYlZ_j`JMY2J)6ahOpmV{xbJ;-I_)Pc&))C#Qk$^>XZk2!MA7)lx@p>w{)A|pv
z;N*W7j%1QdUHu7Spy~dxD!~!9p`V!LsSlz_J%$HWV5_b#wn2l_V@zB<&1FhO{_>^-
zyyka{;2mP*yH<&+B<Y+<=ER2^9JJ{Lphd@83Qu<|_ic3l3HuKv<H_7L#zy;ZQTesj
z|78s3UV{K;L!75`(NrzBkp49%zsAW8i#O&Ew?SY$?ZFklybGi>aB`9u_2cvO!+!tX
zK6RX855KahfyU(5lFo%I#HJ#!W1_oXbVW=ZP<n5+%%r?m?CrC(Y7Njp$jB?%4QrFm
z){22p4)@DiT+Q=e6*QhoRa=!zlwXRo=}=s-R6NQ5Bn#54WaiGPNKSEdsfIHkfRg0k
z$-Xlr-Q#_cmo9k4Jk}lHzh2VJnG9ea+?17o8vXzwv2pVpq3P25I;-dJbu<aOLxY`b
z_pY9;@*6&mCiw2M_HSKl9F2{A@>Y|=o|x_9&pIS?n0dVRJoIyG+P+y{yZm91Q(*o)
zE#l1_b@!*O_pK%}id|9V4(aBs#K&u+UpC2}6n|l2mpG@_<ZEOc&W!0glaJ^!a91DO
ztmZxg*eWd<3okm}?>G>$5&YeyOQQN;Yf$vX^zz4@lp>L-hSOIczdNDNlXFW1X{QVQ
zf}j}>)=l09L1O}T8xDqPoaH}SdKOCp6r_Dbss`V4+-cc|h3Yb@dAZ+}o#Yglv^GYD
zb8xw|rJGG4L#~Sb37;HpFte|7x`(`A6V%OYXbEvp?_Dh2Sn^KyTDC)P2|cYcdv6yS
z`_xRo;0q}*;BrH%@2{SlHqoofWuJ@h%6aj-MO{6Qws{gTV%|w(IozEj#svyV<8o9^
z@Ff;AG%rbOb8&Z!#ds%=-Fvd#IHnS+#}>Xck^C?<;U|R=PXp}Pr**$ReB=~V?xkl@
zCXN8k*a#q_h6X|<Z>TASvHIv)g>8-PH-s0T#Y?K&=livG6Yw4>59g|S4|VY<B%3Yk
z>d_DI1+oNcYD8{3=joACsOqfAg+BD0^2Rl?$NQ%8kpXU9k-};fQ)p+ojakuAm~dy8
zRF3<;@{*{6fn_F_GwD?IM;Ouz?@3K7fB+RFX!Vvs%aW=So{+<_?dqtgfRTG@@MI;H
zJIuYM`*f)J9G4#FgUY|CyS8=re4ZcmWCc6e*xt0%7*x9u<HZ|mxpekz{gr^})TE3D
z00y~l{ng-ms~4jif(5^(@er>zyxB#~XL33G;$YFOa{R9$fLCF4*t)y?D~knUz3J31
zyR`f)mhCU2XG9aev!eH!M8s{+)&JhmTR=?RLKr_1u(vsL`rELVtK?%mvnt`v#JM-G
zK0MzM1vjJSv?Xn-fneyMl>_$^BT9M2lKlE|$vsn=`xL?bXMTl3#p0hf*~xwSi%KoW
z-3Haq=q3{@UkWK$JoBB?MHP<A>r>@4bPD}$>&=ZZM#VuDV&-g`f{^$Rk7-A3pS4$`
zO(=d^wGskBRVAwNi6ZUJND6596YE+c$^3bxppBJwMTNm!IAlh@WVK9&0jHYBE1b*y
zG?3Icl6%^eOn=o;_suH2%AQ>Ba49J4Hq{-cW6s#B;sI3EN(;Y$ta4~<6<rD=JKSHe
z)KlUGTXI~imtHaC7j3^7Xmn)+D-;PS>O%zp(Q)S15*#-dj%4e57e`QpyOi$FWmqi>
zz|Ra%i3e*^SD(*}NIaFa0r?yB6d$wjr>_{IX$Hne8a&L>ol%i@`XB!RNa(+2s)Vqs
zl)3ZI`X8by0%bMxz1BBU{68CftumT=)@h#;@(4ZjWmiZr^{0If?z?-^cha~i_(I~r
z?RXuJ9a^`6WPRv8!RyxI#r7LYp7mLOtKuG=d&nG2GAUKkeZKhW@4USk;=~iap>pcA
zfuQPe<Qx4#$IcFQ*VpGejn#$anlvUtF&oY|c@UGcDN-JNp(dgVcyCROsHEb|Tj>cZ
zxuy&8_}<jB7VJ+J)wVa=(O&rL%->SoIf-b~W#EHo<n!)gAPfIoWTm>~lxarJ^ds|E
zowJ$$jY4ap`OGigRnJm~+Iwk6%u5TeJ7(It8*8ox9p=LgCSDEnt2j-Yqg?EoKr4*j
zkXPWMNO#lxOYbLCyWK)qk4!Emy*M=HU^NQvUR8;o62Gmd122>N!SPJ0g0@xV{`rf4
zL;(A}=Mx6N<o5Ql0ZniG`WR!P42%JYy*uL&k5E{z=qL$t(M{4n=zAyhb2(jW$9`kL
z=;fQR!qX@^>uSojvd6cNpBtIGV&^Ygv>SHbVslK#Om6Ht06+<TJUWv90IBZ6>MDKp
zw))MeXE&8UU-sJQCootyES7E_bZ#`=>3w}}oSH)Xlz~%vOOZU{3@st};A{UP^45Kj
z{D+EBZmy|68-6ZWTSuI^m|<nATL$*b{_OEEUbJ-ur~G~Nhxx8*Nw1^3wn@t+z(Tu=
zcCMR{mAQ>pETgIPlnK$!f22BFxv?!O#B|Wk$iW)=<3h5ZNQ;yTf;?IZ6U=Spjq%AM
zI1P(V_lX)mI&nur6&#4j4K04yuB??kzQ>bnaTKHgNBCIwrldo7*DXY;a<T+P0P~Uc
zdE7T^*jVs4!9EGr<wVriNrB_S_x)5D&UFp<D90K0h5<i1Y5TCRm-C5(D)@(K=m0dm
z4F=}*Nb%L;K(-VIqj$C|U9{QyvGWI;vRRq9MGKE?_e<B<jERvnOCR^k*TlPopxV#m
zyw3ZE%ZdC0h>0CdAlPz$2gCOc110XMHF2G52*_32J93tH5ayP#?_&JMzj+UX$=wbP
zRi{6B>Sp!=%iSYz&vN>;Ctu)}7MU~ca__P>N_B$};&N>M7?L2(uMNBB`ra*ox!5!Z
zP2Wt@gKJJ(TJA}p0)nVvfCaY|8J{ewolgBn!40YIxbo3-R|8Ax$7~M;Jr*~!km=M>
za_{5HQP`Jz*n`hrTQBEMU}sZ@;qcjtW8QYn=P>Z-{)M2L<Tepxym9ymVIvTvC}pd%
zD8(=5=|8}h(?-HGEKaE#{F><$r-x{V3*yQO;ftsaU0>&N?AEKx5l3s}2kWoR0s{kV
z6s*OLpO#F!$iI(}U?*>qYf8dPy~7Q#m4A~w$bNvo<RKAF-S*=`eS33bg`i{e*V!BB
zc7wo#&T!GKlGm7-Cl&YK+-g5R|K4yCeo+3m{9y`fpFZ1kYhd}ikDTZxIn{ldSd#4d
z^F;Q%P9Mhkgx*ypZ%H4HkXBCee)Q*%S(TXjhh51(>hbC<=g*_}(mpH2j0b_$UNdbb
zU5mtC-CIg@a}hFg7+S2`N1Q{&Nkah`JitHclhM7GuE@6rw6q*EkD<p4?gKsVBR6cO
zYhs*ffUED5>QVI%{D`KVK}&YFLf^3=OGdJ%GO{MH*?$jFoLsYUeB4B%S-g{XX-jE4
zK$VQ)k@^R4MiO|Z`;ETWQfxi!*p^tCXroIg!@H5BkwZg0Mc_wUwnt>-hHYE;f}tZW
z9s>AE=FCFT!2bZ%4%v6xlC9G^+W}^ExH_-Hz)LB7(xwW_Q&>5fM0fprYvlA_)2D1t
ztWT%-VP$kb*c}_TvZuq5^i%zeWI!6b<L6r)X7Je;L^zxbSKx)D8@2;9t|$hbf3pZ{
zhtR{Bh?j9=Tg72q`)wQKXK@RK)xlCDXGErq3rWbp7jFBzM>)T?w8y@W6s$Iak$s;I
zLiSv^H1meQ5r2|h4~*bmrTiEo3Ms!QFjDeyV^wFvc7sCJq?9!*0x1%#-=m?AOeesW
z!l#Q0Tnj>ST&1!d?xwK^c|@Pjy7Qp6uQ1l#;QjD@aABZ+wHsRn=l#d+IQv*->*v$c
z9pw4*IsX8UlQwx`#q6h4hV=seY7W_N7_xo{e~Ybj(9aQf8<m<|V0rBAB-qLycadig
zj>#>_I{D#Ev-+jwft$hIp@|iGm2Y_YEkMYVI<qC#cSSo*Ck1g)PRryF_Kiamj1!b3
z5Q`>;+g|!a%6S3Ew8dPha$T0=VzQ@HMS!74b-US6Er3C_%2Y3?MQI?)hhCTMl#>Sw
z_lF@J-M>7aeBziRS6pVADt9I*>pHUG=NLIhc8yT6Nwe(9Y@PJx<QdApfzN-ZBZE5C
z!PZgoTGLC)h(hA#sevzDWm9IPtWA9S)y=eWPJU|{0o={7;oDd>Zz=y3d@x1$5=o>q
z-?~}+OFE0t*9PNJGt+1>9b3x`v<n7MX3Twk({0bCcRGc}>PThA+ztHncq22iEH3Tz
zI~B0U+VwDzlZqe_`@zQgpgRf@4{8RuhSevs<M^SxTeLt2GYk;PuT)Z8p%~g1@1xO5
zxW8fv0FUGffGRd2O`v1(JkzeEfxR&WU$6nqu2|dg5N8Wgq*jYKT4@@S6bL=a&L$GV
zo38B{sgWu@hM<X*Q$S;m5p3pLMcji{VS9bsSc`KNiPFHnWK(peK@Pwz6LXJf9L(ns
z(bW^hrg-s1mtJGh<xDHvOMxXnT416gV6eva!>~#<iy=K$QgT$89Wb0$TNCU0!9UM2
zL<W=G`yo_ht=-F0V(8v{h`V7PUq)Bbqrh~@g39mHN)l_%c9Y)qrap0#eTJeGcgJ=K
zRuaEDC6KH2ZwVd@F9lu8fp3zHq?R{uWiRBi=%o#v!2;;MwIaXf*NMwDGN(C4$Ryi;
z0Iv3tZT7;z#k*&(>8W<Z66~=i-mjAi4K)10kQ&a52XfklUxB5PVxOTwtZT>Czf=DJ
z7pNBh0NkojhynKHBsz8#_uGFt?2rR&_=U0kKtgB83TZ7BdF+~uT)Ut!qiD3*eg>3v
z=k#XmcR^x*;jc5lH@-~|-8>#asCKeQfklPyJnF^$PI~#r=V`R^l9|?0x{gDv|8=i;
z(DbR1kHs~^&>2phO~}mP1)U{(yoxYf>W#;1PGJyhFl!Nwd-LW1=J{CjI^shmL%$$E
z=SeO?8qG>pk?R@x^>stgE2PlUB(<fZM*!ZAK{WPVORd@npUR^4iEMiK^x6j_r%zXJ
zNK=L8v_J3>NdVYM{!kHnla9QWlNPk%Qp$JSG<{2oVG3t(Hn-)PiKA2SakeYk{PoCB
z7e6a=!DiRh1UxZ6L&Q$i{%S2EV$${I6f5I;XKY#4<0Exe&v<MVjtMDxv$RVu5mI^t
z@i-}UuNzN6P~ilo0ZF?z+2lmlFg=tX7H0-$9DB)$79BC!fUSqXxZa^_sEZ?aWV0R(
zx6+Wwj13y{YC}TATgKwdXBR0ITTG*#MP~1K<T@M<PDf=Zfl&;^9uEQ661!J<h7(~X
zvRy5bE)A#1d_a%VpQ8Z5zEW~APjcQh8kEy)rt(81ceH_6ezV>|ktC%)RF3s}r*FeF
zpj%za&g8Na&SlqWFTD7#+occ7DO>FRLX}<#+3C;X>7Qd>K}CNH=TR*rr)&`vAu&@^
z3&z5ArG{rksWElpx}j>`LaE)gJzfpUMikFj%TX=6NkF0TmBYe&g&)vcq!7Xy1qpQu
zYLYnrQs?@YpslikbI>LBy`RCg)b<lpq<vhM<_JGP=<38*@rbb!G-lvkzuhojkHOw%
zNgUpIh-J3g3ybiw&q(pd)lI~cbVVW92>9P3BBOY#)G=<)F2qpaYKOqWl`Jbh+%J-G
zk0NmNT_(!i@XQRO-jpAB>{gHJ1$`$Jk~Abyc~t2j-~B$|!Ld)<TOEJ>7c$0KT+48)
zCjdxi9B155{{tWnDt?T?W{YCvHMrzMx#cuX{l4?(%D(E1R3L*jZEn`1iB&8^(QUrW
z<2f9ueGNEsZzooH_ytFEt=pO3Ydgb8uUO?ldGnfafxsG7<u0V8a(VSB(2nG0E@^2#
zx&qMyD3fL#2GB$(n(%jxa<amd8l8TJ%WLTp=6V%?zT@Q57HbW9(iFZ`ez-%j$2BoW
zo~ZY)K(3UiB5xVh_>QcGr!dOSmvtP9@E3I;Bo@v{9yld*n~uKmu)E{ZSAD$$L84Rx
zL(_hJcGvHOb;K%vG6WS#ZjPa;peD1$lH&xAxE(-5I{LgJ7C~Vo8`A>WW(3{>>o_Po
zcK-pTBG#%7zZ9^u0T*`cLm<LK%F((G(b>Ml5SF`qIOT3+Svo8uty)^$o&PbLfmpTb
zE%=34L3-VcluB&RZMDT|M!1E@RIWr}B1vs-q3M}WxTwP3PiN#g3;Hs!&HHZNUx>XI
zJR@cOK@oqbE-`yKQH0j4C?eb3m+jk?^mJjf@(rjlW90SqhS7(Z0Yy%m<Ld2&fM(uS
z5l%q-LJ!K<`imN&c<$JTi)gja+I3DkD<1w{*-X>7P8&D8mu$s^8$4Zcus)$Q)})9z
zWuJLz(%Hk@%3n^y|6I1DtwaEO>|VK|O$p1w21$%xNWLdR*(d_6>cnK1cOZ-}IwLr<
zDky<)`>rB0fA%VLP!?$WNytiXA6dMl3t2H+yLqCywR*Hht-c<|wQ@}%%un^<s?y{V
zf((!lg-`n&D5V$X79+sP7~c?_Q}2+`ZXWvFko4awVfUoC$7qA)4a)oDV<FFWTC##y
zsD4&(1Y^PTmL=-F@O@Kvk0qZps$qA_p<;l93%paPi-nmUWH;=VP;b#QxvzR#c-<%1
z_uQwEY=ql~f^WB!4dqh$unKzvKQ$cU>PrIs+7%4CYr}q_UKWXT9V&JN_8B%VSOr*y
z243i0HcPWK^E~MPXikA7L<g`5i_)Z0Rf&P#2nnvTQ$zZ7fUo0e4BJ)~-fyCrb$DFd
z0Vq%MSgq0AJpocSbz>of?INHF!q#KEECryq-<Mbo<HCfPAB*zegZX0wJ2sx1aPkIK
zhWWY=!s~T&rw`t#mw;qwiU(8Z<%Tv!hk>GqS<+Gp+UgcULJ7$JEJyF16PYHLay9<&
zD}44H+1u?4NhaGvurRRWGyC=0zf#=|!_0`G##h%44qp@1Ue-U8HHoQ2_ik6V;ol9|
z(yMrWiq^KhhF(3UPjz$k627HvGfw}db-w{K-6tfPni>W&mR_KJW*x`uz$O(tkAB;J
zigK-v;|h)}xmB1{7uEFqqRN%~e1zCSV|Pc_U%v~rZa+jUv^zKFyxQzq+T2HPy#8T0
zrwF3`u4q^Gm-=J0(n$p*dtnkP#*4n19jx7$aTA#)5H_hOmVZQIH4VHCGRX1&2O#tV
za+eNKFzQ85ILRQl$T$kupKsgin6&$)`kWaCa7kyoi1#Ea(jbu}RRHpaO5Ljlzt#w6
z(J<W7y=-B~u+mn&PSXC@bX+#qYdG?xt;Bhi6%nb_z$;&~hHyD~p#smv0qE4ajxb5S
z(5~=2#<W42!5<Uj$-f4HO`c@$Lmj-L5bhp<pAcS(Tm|db35|T-{BbaD>*3Of=KGWt
z3bem=>~%ujZS+##br^m9J?mg@UV=UQU@V;6VIei$e<$<XY=M+bBBbRbZ_xoxO)1l)
zKCZ+0gILOGy})mwsrk^59mh-Ow--jTXFkrBY1Q!0h-Yt>3Gsvs=JN79IF2Vc;4Hz`
z9;ZYgmT0(o|G_;d_V$~DR|pB2-dHfUiR1#bE*J{B%U$!3FUGdk)Vr#Iq0=q`jhUeq
zH6<pwSA5<Oax_EEzJM;KYr!?;eDy6B%;(*Lqa#UxI$z1kP~~sN4<vWM61q`WFC4G|
zY7($vim*rLc@~8_H#I4qS~*nIqW@)s7**XN(`S!GYB0a^Nua?G62C-*n1f>zazi*H
zxw*g}F6tMRm(ncD>UDUrx7ny7D}=a4&}NnFjD+dp?7MXTdYh7SrKLBnvf~~*C0Ej(
zi%1R#)tw!_U%h_~64v&gic{-Hk^i_P#5KMWhieMz;5U|Q-K(_XRgcfcv{vZc{DGcD
zMx$PF+Sa44kUcKPMCJ;Rt_D0{^{7*g%erTkwSX-LC~_~)+qIMGgD;iM0$&JY)9Rs9
zFHo&isWx-(Tjh?e$EF%OKUf2hH_fad!OQ;A+^q<GCneP>#`fChNXY5JuO)X&$Qpn!
z0JKkQ!yy6cyIKC-N3R(LOSk;3z;MedEO_TGc>1J(dryAB?^G@m2Za8UxA!j`7IPgf
zpLhPS{fg@3?ONOC7wbMK|2EBI@^3j9lPmS3U$XwCy3ZFLV$brm^KlyR@jlKfVu8tZ
zdg=S*L-#q5ux{U}fk^*vg4Y8t3Qe>S9Z!bfBCB*HONZ$5y&fFHwGt)w22+*7qAzW>
z-p1}*Op)puYM)1S-pMVk5FL*<_b;?!`!N~Di|G&0!Dj{wKR5&B)D&Y7QAwLrk*q)a
z4<}=$W0gyAoEWDONPeB7sliO%KLAfs%6)?z!*3m2Q|TD~>`)zFJSWVM=K;;CPwSwK
zn0*wCaR5@j%ow`rvY`Zi7%g4tT{DL-(4Qq>@hIBOLXyGz_w@Am1uF0+_%4d8$Ch!0
zl}68A*XhMR3S#U=4O;i^np2G3=@o#DLig`Ypxaw|6nbu|6c_yZ&4G76{u?FBCMULC
zeCKYoacdy)i`6mTRRqa3SYL{K$dk8*gEI$T+8Ik#M-3wKJSPt(k9DkTf2l7v@XT%*
zVyjB`QVWIwxn?(K7<jn_BqYj6W7(#WWHRGv<z!#}s6HcTp(n~vq257IL9p{p4zH^9
zWwqgjrK{fW$5KBg`#_8z&+87j##M+=Xek0;GxC5+QgZ!$9v`8#Wj^3S_i!=DbA>D`
z1NRshE)-_532}`OkMG+Xe3BC^-6a0hS#Lhkagfk-l^u#URBsfKKGoTQ#-Dkr8VRm;
zq0gKVM$wcJLU-PZ!z<77%?)qAinieS5t4Gh`sF9);JYpJFX7Oun$ACiF@&wg_Ni$f
zLh?9Y1{OW?rn*Zz4^f?ND>UouUU2Hd#Uf2_eH-PM+D2*g>h><lt)8F7D6q{|_{8aH
zFP~$}5w`0QN7z+i(GC;q8eQC*w+igZ<H^!bTOh`OR71A1_Uo_Au_1H<C&ms)2AZ?C
zAWsVXvA6KKquTb3yjsD+@NoK4|LjN1NW2(%$6VcH=)1XWZr2d#Yv%mI(P~q2i3wkT
z&SJw=KI|?ph4}gfI;y_=+*3RFDe(1$vQHB;RZy`9UUo;<=5~Fd;rp!Yv)2B!KfBnk
zYV}vj5`UoizVdiYHK=Gjo$7=^G089gzIyC?3im)rpNgAtLCEG_OMdfHwTtbgGK^l_
zUerjB+MFsHr!`wH^r(-LF3okr7Y>e(#hd{vtS&j7oz#Z2)pUwO1v=g>yH2L`#^vO0
z?D!}548#r^9Wl2wA2v;IxBCZ{=E))%_oNC?r`;}Zl^Y}-1_n2Q!O8JENi@vy9v9`{
zz|gCB75s@m`&+==NEJ)FYzmg?L|!+bSEKOT!}TYs%0yAUubFOFpR0|l9F14{^@)T9
zQu~v`{e4xP$&z7p%0G^Ld;S3?&Q=IkuoeDSW!!}j5{qUmY*krn7E>Jv6`$Syv)OO+
zEfAK9{{5qGmp8Kfp&Dgh8MgfUM?YEoi=czKojK)wP_H^(y>Hh}x|1FE`PdJawpzpn
zFY<@WL0VuG7FAR_&A7j}Nsg$fAi4PjoPsH|yo4t9pZa*9q)w@a@#q)Q^Kp@YWc#ka
zMYzTy-_wOJ$U#%@?ji&-Qj+^(j6(+BsX#c9P@ke=uIr+o3jEmGu-D|st9a$o({IO~
zf+rBn)t6Z4nm%_ctr;fg`(MuT?aw+V<%Q#qO|#W6O*@U=D<CELqR&o-L{aj0FaLnA
zT%AtZHT2qZ@p_1mTz~jhz)P5PhabsX%xHofwtAXzdIyCfAUjK?J}pxp&-LEy(v7tY
z`1$B{Ck*dV>oe=G(IAe<7))I=`C7wR82O;kn?sW?#3apeMIAZqo(Z1y*OkvSU|-d7
z1Ze(zpST*zZ>=$>_Y6IVPd)>SOW8h9vgC~sstePiIa=vJ3sUv%W?>D`xDK?%41DRD
z!SLJid5cn=>n-xQnC#F*M2cNp=b<8nT~fdPP1tv=;V5mrJoWLXgX|_zkGXe$SlvH-
z<kK-cb9qJ*=kx38pHG<FazNB%sCDx3xmwK2h}t{9_TKo<BVwz{ry4dCdh%EsQmf|d
zJFk)V+-QOQj?UzI;`v8&k1JTo&y_+)J-o8og9qEX0#l3agWPPIqXwH3O1fL_AnB+P
z#~!0rxxtTm>K3l{$F}!BAzDqs1!Z>t8P|Hh)?xvW%_PN1C#+ZhqBs`PNOE^~5tUR$
zwb5VPwbq63-noe3lPTgTLDIuZCelyfJ^Ij8_Fh0B5{(aG4W{z|jHxDP>rSU217ms8
zr^UF7cz<nPK{)-fEDY?)YP;;;oxd75R}o?e^&JtS`{oWD<rJvoU%0%I+PddbELlfM
z6?xb#KCk#j@+MMN)mTfQvHh0EuPYZ7)swew7f5z5oHKWkzyGS~;3AN38sRuB_5z|o
zJ4+NT4j&`4Rd{4wsG^KRXFo=xEkE?pR!Yu_OT(dJvu7KqwDHj#Mp`wG*3EObc3qF<
zS>VeyUb8Rm<C(t!dxL^0<}G^zC)wBN_+PCWj9xJx{yJc9z&u}O+#u<`sHX5UD#=!w
znKD#pkhG6fYv$S$-LA+F4RJfaO}%qHW%RuP$y?=NTl{qm&%`)<$AC-m*pB~^QASF9
z*OA|=t~6L;^VQX&@tbL;dV&3Ig7D*wNYeH9dH{nS$4Z6`+W~w1*Ghgvc^oMu1*^SY
zw&0SiD+D5^EymVrYtQ~4V7}~(Kv1u3kar4$*jypP9PRG~V5TLN;BY<cim7S{u`Y3W
zEyM6sS4O6QP@&HBA0xIpd756c^5eD(XsqI??5If)4WrZ(-ViA{u2`l%_xf!|EEc#~
z^y_Qv|53rUhcns!@n?of4zH|2b4p=4S*GSNMva-%SVu{+!iX%CLzq-*Efkg3%wmTm
z)Gvxkc!kvK(6*3MqOisr8FCoE=ly5buHD!5T+i<Nd*Ao>^ZkB4pY$}VXIY8DL;YZv
zqVVKp_Jr{rROPrDnCUoMy|ToZ%@%WxH+^7=1;@tz)sVP*yu^}H4?apj=P7uvGp%;_
zxxFxhz`ED#cb4^}G>!GXa3ERLRxaJRrPt!}Vr6{2&eQ~~>MRBO2&A?zCC+OR=IlnN
zCa`pHpr2A3cO|6+b&J8jR?;8Tj?D`E6P3KjSCoIzwt4rO@<$Z`u9aO@LRzvV`_@$J
z_z{W#<>h3M7BI2r(@W!hzOs1em;J+qjk%97fI{V9u1|GlhJFQ34XI%{aKNB?WUC~o
zHO}#C>mBWZlYjh`PcEC+u746tnTP%GP~1D?bMe{2p;Eoqx)a&h4NKidN0;$fG&!bT
z4Wvz0xE|mACCSa%>V8y+SCk)ld)O)4{jK7-hO^O(1EE#xc5s6aUh!iD9#-aGh&}bh
zCK_oS>py}XEQnAy0GCe0w(peCndBuht<3>Jh6ou{AqQ^_E^Jm_Wd_RzrxuR(!)c=F
zok=1cf{LR!){}!2(BZoHt@>Q$=$c|SDZC>9*yqQoGPM(2;Hn$EPp`b*_07dCP@B@X
z{>LKkWOUI%5|I5;(#`vmz2f3Lg<8Iu*v`}DaQN61>Gk`u79Z<>YR2l)Y_gMNr}W$1
zBJ-+&K#&l4>Xz<rv9=N?Nu4Ssgt-)jO=NVHy{`_@JkWV~&obh3tJ{(8Lh?vhU-0Lt
zX}M+4P7}(Jeb=$2+}h!R>xQL;elttmc-X_CF@pow2NL#<KBav*jZM8&)~?h~z$`VF
z{INFvpLh0xRH1VG73NiLcl?<S#Eq9;!%VG$M;+01UCc{%hE#w@se>CO6u%9ZdMN|*
zGWUy|w-Q~BeJ5lRr->QLD$0G-@iI{S)Ey=)GlX4SWC79Il!Z<=--R}q)cx#5IahVB
zZ$w8mqA<Tu8enlt{$%Mk%z_!m)er&%H@BoypZ3?U(MnG8^U~(4aV7bJ$?pg0Vh>*>
zmODm(;`xWL6X2H(l&z;MK?(j%3w>_LFw;N18A-!wHldjkE}1xk(;3b+jPR}<H``3#
z+@v?kGwaQb0!;ML6C_m!a-I54Q-H76q;wA+NO|Ulboa4DKL8A=v^Hp&p;W`(-@t|y
zBmp|@<{oCk{W*E`)Al(GVz4reb<*)b0e=4g6{sn$+N;NhVYn(-2mi3Lozwy;{c0{N
za5T5pWCJVQq72;$eWf0q$p48fu!MN<V1o?%Sey!)6^~{Ct<y%%|MN-4tW=G$vfF5S
zvtHfY|KebO+6(8h#1;O^+g+#8Yx0iOo;w_P+#`$LeWJg6>qS(eiBn|{V+<q6${Tgw
zVLxcj3jcQE%>+E`E5p@R?od5+$h|$W>BQ|h)pM}{tH76lLsz2oU-ychj@hdBjrYC{
z&RC1o*L$)Rzc;q~AxpwnS$igyb>(}M&VCd2Oxr2s$Ah)RwuxP*UZy@y{)}H5;ZxNt
z%e1y1GCy*ChA_DdcmGnZ>YTl(UUwc9Z!+H&`p5F-J*#A$fO~I_JHx;Hb9l1F=PHvO
zOY%JTOv}e((oa$2(y%B}>KOwyKXzDW#lhoe&AvmKN#eVsd$2Wv&C$E<nh+FL#M86Y
zc%(@fmm8v+o0F7GvU|@1CD{JAwe=C5res94K6aXrv}E9tB`LU$2KEr<mP?(!BRGk(
z>$&b9A};?it?3Yp=(~lDsQKBV0_W`*tR**0#EtdLCaUa29YR%)KFF#vg^C$ec>PIG
zEI_X3oy6(r;NZhZfD5Hl8(C+SIF=AgN5+K+S4+s-N(v(eUU&ttfkWCH^tf8#5R@CT
z9#l>MIFy@>kC_ORQvm#8I0$KALE+8;uqqf!bx)pggg>&99@7NxjTz3@bTlApo9Chd
zgOf5}fl(!JDVO~TJUZ4Al0Ff_A;Jvrj?HXpH4pH%!Ag&nnPbECYItq%0!yIHJRIHS
z*lFs4Em<>P#F9Yn4eyM*>y%a3{$`0}Tz8Fg+353lz~a?UKi-d=TLn--X&0SErcP}N
zOI>98OkBCIpRrV=@QxoaW_E8aVV>}qeR%EByY*84p8iddJr+>&y&BHy*E2tQu35Wz
zgFbM{y-W$KwX*iax?^~gdy$rp&}~{@@ij}Q#H&ClOsPn0dqlX+u=W9JoDg_O()?jl
z$oxB{#6EwUj#-(c?z5m8=bBq@d)H~sYNf()<KEwnYU{QSK}3%rGqd%Nb$b5ns7pLo
zvm$L+jy!R&|K*OCxkm=qjt+l6|2J4^8<1dLpN+9P(w<5<Md@%HLpN%$hY;Ds&s+CW
z$}~zd<YRD1_K%m!B|_w>GxXSiW?L+7PLN1+c@K(3&haa=Zc`pPQqcEoP*L0wR_zay
zq4@Qijuo#X4AX7ibZfS5&g*~MuQ4JqijW;GhD;y}Ll6`OQ2x?COEp2pc&YODTbCim
zwcequggKt)c`dCN7#b3F%|hvMVDS0UM2MT_q3Q;Ig7P91r#J7IW7ARwmt}O2TgWWr
zwZ$X;w{TLT6+@TH6Ncn;LTOz&a-qRKFSY63T!i?&AcVdSv_-kZMiErtMtMaUUHO{u
z3w$NUzI8cSNSZrb4Tth+K?jExFaRooq+*{gqU&;tt6+S%1`*}y26l{miBXPO$jW*b
zR=f#3gl_O|G`9-Lo8_vCJx19{lBgz=jToMJu9IBX3yMB9eESj=xc{CT&zr;pwy#8?
zcWML~3?RTY94*GF(!4EL0rn(la;G<}golO{mKXlX4Wv|jTm>Gg&-4vz+=~5D$4}bu
z!lpP-v2hh}T|ai=tBl(obAe=jIPk74@I^)QLz9*y8LC6S-1qP*kUc*FSL<+&8@-E2
zEU8|u8IuxvdZ?vhFqjNlj(>VGdD;3hIqMjsl$KmPut$2jKeg)b-!L@DxvMEjc`$i)
zE^y)a<GV2~O}o(Sf8mg>1ncY<fl%fhJ?Ammv4H-o$n;sIr;et#N(jz9D@89HT~YSN
z5qHt2UppAqixMlo)ES&{pQp#{j*vdz*V(zdqIU~ol)dvS=Ug%?zlS-Mv?w-sH)oL@
z5MsQ3Fc6wOUHUM6t|>GzwEyasQ*kAe7F#AmW$)WeH#$s<a@ZPiO82%Ppo^b6lRHsb
z35a+(&uj~5LVy`7v;D4f>DX^Bkp5L*Ro2o!6xP>Ou)d|h?!>pvw@1?ZL-LuWbmBZ>
z8o#xE!N-2_lNT?=3Msi%@Lm8B<-&Q|L|?G1=rAX^<%8ilf@{a}SrGn(@@N9gkvP86
z%^EZSA-cmu7yuE)q0*$@<KciA%N0wN#B)Q`gCrD&UlXuZPiRybLf6N`7(^gQaPN^|
zUKpCAM$H@X7C><5^E{&hDR9%Bc;fHd>6+11n+^zyBUJI8AiM)lnwG%_E?k3P_|-fE
zRFjEbYUSWCCrPYnt-2`o-eD>wC_Bk7i^RwDxXL^yNf;PsmXRhmjm8w8mYWg>RxZBR
z(t?~6)owbxsq(?Y!iCVt_ISulU*TN#Z>|?J%x<pS_vi@eV$yWhtYow%Ds0910Yf>=
z2#=<qe<uib>2voz_s9yDcBQv`!>QXWh&D6=RG0T-W$40u63p|P%_^Wv0m+jcGwWXu
zYiwjLh17gq%Z_Mt?spcw!p8i&wk5jqDwFVRw4xjzl|DQFr0>}I^BQg&U)u7Skii_t
z$Sp$3(xQliMQYh2{FScsOh6t_A-wW24YEVO%tFa@8pn#aZ~kMp-(bE$k9;|?80)@(
z{)*CyNiE8GI?$W0Wnq}6ap8%qsC|TeC>;Z~Vv3%Zr^8|#GqT>0al5-WpH?a(vME>?
zkq?FJrgT+!;grvt)g^g_9{8}4wveWS-#)$uBklL|3KIp>d|Kcce2kVAo#;wU&8tl&
zL6fFgu1Ff_>U1@?WVC>x{=HKP(q>rFgXV_PH-Y>%7aUi)37r)Yc#2Hygj(`9=dx7)
zqq`9U0JUHET}hTodk`Y>1I9_NiXm0f&{e?p2OJq;Ni;#HDN;LtCg6nYRT|)^U>8lB
zNKsEF>rLY{oXgM*+GbWb#0FQCl?MufWgZ@{s{rKY`~hk#A(5-9i#G)+)_`t1vKEhA
z^e36tf*;|A;re9qnAa<PkP+j(T-sJ;u9&R0xY=C0i_|d}-wC?mfWQ7zWj527^lLaB
zm6_$6^rPz53i};P`rd9iQC=PiCLP%ma-+O;p_~JAkJ5)2dAIG2n~M-*aA4)ldF}-P
z1H1rpWrP;KK6nPzeCuj1F~)pg$twI#sUH(n52!pVaql4E&u{z?w0_f5Z_oZy9$C!=
zS@y9c7oBW73su2nhYYv&7fyD|%?^VW8ef6XnCW?!F!Co0;tyN6%_%BWBX76yG6{u~
zr}n`ikBPz}--7X#RN3|l^PMKjk0R3#>l;4O-|w@q)GyNCt607zmL4{0^ECt}{i^Qz
z`fK|*kT#m$)cP)y#FxfuAX`k-FUDLG>vaf{L{4hWw8B7=nN{?rAC4S*zx`i#InK(9
z?z@YsTZjQf66gb>&ecMq7<R?AfND-gSKhP>;y;@&`YC^wB?R2>P2euu%s6k^1VGaX
zN&X^TTr<myT%rP?89rBezr4|apNA)yiDYLJnevijxqd913HoQ0J{P9z?I>dV8vtjC
zME^wIByLTo__cVA5Q<Y9pyrLD`#Yg(4ZKNWlE?r!tvpSn3Pp4{f}v?k^Ervr>_CgC
zEhRE<j1;GVE<g?-D*<SmZHYIU6AoA~aF*uGA(Be+DzE_SpI3aO{V|x?K`wg+u6LoR
z)@eMtvLJ<Wa`EuJpJC<$nZ7oQBy+bf{WMWcS#TPEb_~%?JZBAAWQ|r8{#gQxDQ=N*
zSSy`Del*?<_VNb-Kd{%U=5sW2gDh84NbJq6U%Ui)59>cv*LdX4FX48(;o6;Z{W_xR
z$l<N9Q&DObHN!T40#?>r088pkcMSHPPSr!`1bw3cRxbK&iQ3nSeplVNjJWtYA?e@Z
z=ju66C*ijqHD;fX9>4Sb%H~5Yt3Xh7nSRIIW!RQj#zef<jsu_zUirP6>l!vs?$62&
z!5kOoo*d~Z0eRG$?QR~Egr;YijDT_v68E-8>u`oBy?c-jot2Tit#2l;vzOd{+rXav
zb@b-m`#XKTRt~7KPozD+<Unrv<ES#$^*G<KM&Cp($Y=i*6RsaSS;BE?!vr?_>`k@h
zP+}6vA{P8=bHZekwe7n7v_`Fh*W|6ugT5mitNc8imeV}3x+U)D&=_dQ@!XirG<q|G
z-)N$w<qZ$y$4c$}a7LBfgLIBOg-QTPT&6OQ-hwU=AgPWpNZ1nEEm67*r`doW!W0`y
zlSxW{h4Y(~!Gz<%Ae$=e%6Z3EdO*}p3PvKt1YsCU+mU3NcYm1e9zf-x1o`gh8E>vC
z$C8i!rxU6`3c>qBhFjyp6_J$u@NnSf;C)~82S80=l=qu@c?PE`V2iH{ssN?CETlJ}
znlBl(8)nfMK=jXjp5DK3YE)qvlJ^Uz8C`i_sKeTa(_n`Vo;aSlaQI#X#mQZmkE!r`
zpzz92<Sv(ftU|qmIsfiFXQ^x8KAf_R)%AN9ic|E8e6y&gHazsZZV$=KQvS<NE8@`i
z1N-1mEbLou$Zwk5_UApK21UI7hq30Gr89qiWy^x9FpAE_!*{O#xi8jaI$YLsOo?o{
z7_di{TbTNJV&0NqJHi2*Jvs757?a$veDZL}-JJRpeT&iM-6ZlHD)3Nto8m2MzVwwO
zSD_JFYaWZ3YMuzKDyx%N1dgyisC!cS%8qAEY&jW&k#pAyg_vUf+2sgsEqPXWL(*&m
z3c6p9Vr#K7YYjG()p<8~oW{($^a!D9!lKyjm<slBh!>7LG%mwO|G9F2^VxjJ=NwXP
z&#o7-y`_PVugs10mYq_vPhB50v<=!35gckgX1C>hncCD;xyMq`^96mAw434kRvw<S
z#smI^neCQEBcqh=ifB3M;1_v;B^=VUs|<C0@V_jxK`@*T;WEX~aB!f3>Bl6`eR`3u
z*`z1ux1iY}blr*o?SP>BJei387g)offOiq_4~T62X9Y?jOmPV>jD<5#loBLRDZwX!
zt7_mSe&)S7U(FjWe#M~jlyrL;pfMd<Lz_sI`c8U-#67>Z9j0g?ltpvHZv{+;St(Si
zCSW~9<$WjLM0c8~X1GTXRZV&55pOU+hYVctNQ6ISkiKb_hvt#J0eJuDf08>h<2!Hf
z{OIK_n2cd^5R216MXAyjeq!q5H}1{O2`F5C`{2swHrdf7U&qD6L^~)a@<F%r$T%b`
zzfEbkw(n1?^*`}G18P!|7LNo=n-V+s>h4UaAFe$=lsZ8Xy-EJ|Bt8DHe@{EAEgAh&
z9m@IqW0*V|w%_RLjt?=BO>e*(!E_<hvAeoopi^7g=y=r1v!Wkvr+!{R9TJbJSGbll
z(}pRLD}O3n-fSuZFb#^xj<_dl|7c<Q9l+AyD$w$1C4T%l`|rC0-J7hS${Eo00$RFk
zR;ZyRWXI;>^i}n>ReXtO^M=l8!LZvX(J|*Rd{ns&-EwVyPt=0hxRsw?T&uEC=3wQ;
z{MMy6{`q;#D7{6J*;Za~qch#Gq$o^((@pAw@cT7>ZSHehT8$gC`boR9d$+)H3!C%2
z+L+VX#L6=gIaWK?z2}-Edn_wl$Ez9fJt_7us5;H2v1dFC1%n<Vq9@jy&ZjeiL;JIc
zQz_v^<4T@7;=WpVm0>m?$7?}PTqs6-hMQw8o9yo?(e)XyDhDV_1+WnPXA=-e^V)~<
zV3Majn4oyGZ7<&ePGJF2){EjLe}71xkiQeW$1EcD`D_N!56at&l>=res(;zw^ndxF
z^SP=z-q@eSlZZ|fsKgnz6Lc!26Y!SBRe<%(;DZcS3i@|A1S~--kOS1(amXgLIKv0b
zTRKfE8>K$u;GqK5WyiYkCp{){YDxY^Y<~`0q?HF0lvIv*4AS-7(V2Wlu{W?g_mPkS
zqGpKjVTJW)t<A13!+t>zTPx6?^C~F_h(%f%@Ij#&`)Ya>@bt%SE0X?BZ;s@2*NuFm
zbzSm0Z|KWE6eM`^g2uUX%rIQ_xcJw<aZCK_7Y;{#QcC&8I`Q=CexcE4=gbND?3CCy
zj{Y3gDt|ISZhZV#N5}<>c*DnA)jrY$pSE^nRV823cdWm!_r5&DJyGxVizBmJy7!|K
zMy6g5{IAfN)}9<2_(kf2^6T+_aYFp|SP!=UaMAG>+iMdl?4E*a_C66hswZDRelNrR
z0_>@DA5`7rX#V85%6^MnjK!jaVxrIt$m(m$Hp|G8Knw<*>_=D^`nF((;z~5H>oo{A
z?U_jAsvK+NB$Vp(Uj@QAUx~swJKX!lgYPFV`vK=X^tt;(r&SZ2-jP@O^jn<@3&@=Q
z(r6L^`%F}f0$)I;RjJjS**ij+f19`cz1v!iLuXB5d<~ndPo?xv_vRnzKIBS!o#7Jn
zM*fS{o*fg_bPdLOsqr@0Zfu&jxvIhHdtv?JCy)4U3zMW_hU$HJHE4cHgu!_SHKOf`
zs~q6@!}N8z@DWxtra=Jl?7hMVVa=X`UNCg1+6eJ8f_oXT7cK^QdeN48AN)E+(>UoQ
zL5W3`bP1ro=>G;BMUedBDlq7*HxZ~kJoM%LNum%A-ZqmDm`GjtM)FJ$NrO1cNpcx1
z1pXq#;CE^vLCEV%JPDtX3tq}_ItUS^_doCh1=adVOQKo0xPhzETExI`mC^Y^gR=pE
ztDT?<BMzV&;LRO|3kGkeUuRASMLxa_A+G{h+G02V)~%*QPSx+b`i`Et3!UZ%TYfpc
zVU1Nyti9Y37+0p~JEG-m-_ZSFFY;?vrCLi!4E~`0_K4QypXI3(8B4kS)!*)ge>aN;
zwj_EYIDg+4YDW4--Bixr7~@NPUDRK7?=qib^19I|qP?KB-<#V%@Ir$-%TtQ%KC=k9
z9FW)g@l?#VOC~F}{be7&{&A%WqB?Thw_SCrd>8n1%kg~~?cW&kW5o|N;z#O4Z+?Ef
zk^dAnxPClVb)`+O!2xe>^B}EGTvE2lc=lqJ$CJ6{;Wdk~hj$c&c=MQJXvoExdYGP!
zP(PF2-TQDO>h@l&Qo{R|v@zUuf(1Yk<*kE3Ee7wuS*I49g6zAhYOh7r)U0=I{NoQ-
zPJh`$?qN<BmZ6^lizGVrI_?{8%K`uWAfRHf<xqIH9Si~XO7v}FTDAnot+y4r0kK&T
z+n&JW@+ME}osgvOq3PFS)4T1Qz7*XZ8oKmVh$b62<@+`5)aIXCJ8irlW)!~ML~z<1
z&ZBP)<TPBdwr9t>In0%xSlOU@qi`0iVx*|2EnBdhY(|+Q7?2DU_nKN=o{%s?IJ<Dh
z={|gV1Z$E#+h`mBd~E^_=}o8J{-T(YWfk39SvO#zzvMb1^z+hu<Chhwf04|8>Crt?
za`+u9a>^o55f0tYKsAv-B2$L9g>m?a_S~g3pH-mn^76RSv_F++@YuG@PGVh?ZB)bk
z*|nwctH8Y$x?P81_3-nPw6RyIahg8wvuC9Xohrrec@tJOk|!M=;*~{#A@Nh%4{%uJ
zV+ytE#FAU*t)=hF<13w2j@QLA+%?yVtM<+Hon4qHEU@U?@kjAHHBRlpf`9UX6OkD!
zNfl#+XznV&DP8D<_K*V}%w6;K*f_(paZ6*S#?j-=&LJIprsrG6ymz;JN$0{0h}1jI
zZ!KrY#t9^AbfzGDXa0}OF^^GG;{@=r`$R1FfVG0usb%TS%~2o=AKVPhXnr^N?a`NJ
zCy;X8%KM4rgscJy+ReHD1i5{~wPa-TF$aP|vPNdO9}2(1A!fQB-ZQ#OBhCS5^9%Y@
z<1`XM=cuHUcbz8c3Ty@0#wordxJ;H8;y03WF*)(%Lg(r1=js3rVK9S@y1Ec!PfSuo
ziUJO_4C+_x>=vjdPBj`)p)*{s%TG1Cb9<lK{!im$dortMr_F0SjO<8KsVdt@1z@h+
zDE#m^Y;3q}7AAW9a<Q4~C5yvE?~;4$*l_Ubj+WfP^2TqkyPid2c8Wh(nAa3+^Oe|c
zKz+Gdzx0n5P`>2z%s%M;j#vGOFVF1u4K)63sgs$=3zGIK=d6*uTeBUOHlx^f157MC
z|6P~tyS8I)Y~dq9x7F#+Sms+dJMP-Mm)8`@`|S@Gr!4&iN^R5--R!=!vTUc~=?XWP
zVohp+)lott$9TsLNXN^vLtifWd`;aJT<(jh7vzz}dWO%uayN~(%5J9-_x_+|Fyopc
z_5R8_>?GNAWbRgFk_fu>XgVUt{&Qb4yF?>RJ0dyYA*OG3w9xQz^SKmFs8yiP_Z&_9
z+&vW!v#ihOJZ&$6v`^PA6Ak2IXu3|y3!m4|JA7Symd@mx%-r(X<D*@U5!gQA#m_ZC
z&2HVrX>XY?*>MhW$>Xf61Nl%do|4{;m@D;bdcH;eZ(7H~aK4UbgL0fy#IOiCrr`l6
z8L+>N7ydH-;eEDx6&UMcAUAvjIp_Z~R;U(O;Fr_xz{#%L8<(A3e2mjpl<UCpYtLZI
zRba%Bi&uf8c(_LAb17&bSz5aCa?1Gw!%`<$F%EJb;6Ii!6}^_+(>Ky)Q3{y6M7)Bn
z8v+?~a3DiLTLde_acODb)va#%aLw)3mCBR=R^2(@GC29K>Cbh8!t=}FMfB63R%)Ft
zu?o^4%WZIyl2*xVN#=BlGapV;ex~@<vZ(%C@s$tv*Ed-jzHc!A_rt9}rT~+q^PGZ>
zQarpfbJqa8?p@u9=^{oj<^p)gm)yj|>3E)VoFWZ;hDz8{<Il7LNBIe%yojM{3p%D5
z3+0bmKxQL$yeQ{tYu~ulnz{_dqNQLrWxmefYEUWo@{OO~7V(1$ufYA4_DBPFf)in^
z3tB?#!^5H5@Zh|$nk8vn+5bIJnNe5oRCVz63fNHmGHwL6ZF6>XEVV6{Y+nVw+a#|{
zt;G4cm|X<v`6fMYg`n~!$qx@4t@>FPAWx_p>G-|k#sI^tWZ6un2w&L)8j<GtxtJ6t
zD5$Wr6|>-9+6x+yV8`z%Jkwr<7v(@!jQM6M4RW*}0a^`C?@gUmU}NVhU}ecwbN*4Z
X3cO0=69({b@;<A65DVULU;Xlb9o~L6

literal 0
HcmV?d00001

diff --git a/docs/img/tuning_tower.jpg b/docs/img/tuning_tower.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..694b9a5070e51e3321f612091d6d0ea7897ed6c1
GIT binary patch
literal 20509
zcmbUIdpOho9|w%TXBcv*tU}umA50~ORU4Z_<$NBcBoW0_GLysPluAh(Mx>dQ&7qPG
z6qTZ4D8?qrAu`Nb$YIH`d*A!Mulv5P-(SDq?|og{KYL%>^?2>|emoz~$Mf;}_x0ZZ
za1c<Cmxsv9DL^0)MMVWAWvGhsh7HP^o7L5za4l^FTnh%%(Kj*F*|AFx1~b}^++}Kp
zLZP$`F*vk2*2Ds3{=Y8)DJm)|Z&21yQPD8hh3T6A|9t&x1U4yvdO&kv&<;Rm69~Ks
z^zS2}4FDiH(EoV>|Mvxw0n5tCLlhL1Hb`%%-3Z8lz+f3!u$-K%tn}_A>F0p#Cb`YJ
zW_I%G-ocO^M5uXM&OHUa15cZ_;Jbh8Tbzo%tf;hgn}(*=e+Gs|NMqFAef!ZE%Y%pP
z9UPsUU3`2GAMrbS%s(Xb^qH`5LIf%1Vr*P|0y+K4)oU5oZ)E1u^73yN6y7PiU&>;a
zl~+_gc=o)e_QlJ(`d9Bid~9yvw6?YL_&r~G`@Vkb|1l~U8=nwPihj<{%`Zs)EdE_u
z{vR$70RF#VN#Fl3VE-SuHc4^G$jX9cA^*b#l8KYPz?)>{bj{>9+j&ERiRwGd(-fcw
za_&8CQq;4+|K4&cx?5?hKI+GRv;Twke<J(;4%p@YzmWYu!2Vxc{eUtUB>nTin*bZ2
z4yyK;u<z0u$tNK+26~sc<fqu>`1H8uPfMQ{#5LrABSunQu`3>)*rogQ!|MUV+VJB8
za$^hS1II^X$X}}JG@8$DIdyF7Ad$kzyBhzeGAhx_Z(!l!CIz1&g*KthE!V6wsTR$E
zh31q;6SycANwigIA;kWfae<(IdCA6eP;Wxd&_AFGn*qZ}qs7u%I7JN=a7x`lKB)u7
zOC=Whf#^A0R2{lpPVCVl2RKrQ9veIwM+-Eez+g&_iyT_j2wW5dD0frTs?ae|=9yH@
z%oA_;PdkyZd{7~$H|tDsrdbgXzBp0rOv$TjV#={ua3h!&5D>?1#9jRl!UoVFk&_qM
zO9kL*+=UX;oI-r?i4qp4N@mBL9~y^LHg+%$&@y_m@ovm&_=<T?&ztVhZ98uUbN>2V
zeJ0ql+p;)2v!zEB`R?@0kq*NjzS&!@zJ#Nh10^mm9gJ@vmmp$yQ`n}C6PyU+?4#_l
zYzG?`S;sB06bS00&s<?_X}ezS@n*Ov&8Z~`Q~F6~&UjkhM#~NCreuFqB6dR-y*ZqO
zWN(8T$xxDtGGBR<?6-my#u#$j9Y~&s*Jm(H-Ce3X+Xn}O4sZai*JmTlHJ?+HdsY&O
z*-j$AFNYm~s(YJ{Z%=)g#=ERyQ&A@9t<gVYb*lI!#fTdb#SDqX%T-2&?<m|f)x15*
zivQHn-_}&M2Ju(39Fg}v0U7`*1TlI##NW~$UD*6H-Gg78wkC*TUaYo6?C8;n#*be&
zL}RJFuPT0=K7ws+zvz2{8faK#){$`PFXynA4Vfib%4IP2_4JJVLTe9+{gV!q$9VSc
zAm8pT@_IAzhO@3-b;wjsSCiwF(o%L(JMaPQ<CU}~>zcRsd`})t6CDrV@#aUe&QNIN
z%Yz*K%{DD%|A4FMrZ%&`Y-ZlA*Y2t4{blpWc0oC1Swx%(Ot#i_vh1H<U;GF7vrk^v
zYj_S?|IPY+vA}L69zJc<9Cc$>G1=?<aoq1A6&GtA`?Od6Zi`Lw1z(K+XurrHy=YNn
zbG9`91Ku~*Dyiid>fzqCFt90MjNk%99rSIL-;=dRiNzGmA{%}-+Y=%BWsbLBweZ<P
zLA_^A6D9s9{T_bBJ+dnHB-;h_tr{$Qx6U75Uqby5xErD^1j7XOFXLG48Y-!D$`0}6
z^4s0KlQ}UZH=3Q^8u3clgC}o-T)+ALvW{Qe_tXXbD1R1FI2=2@!*S&l>qMf*rSq?D
zJm)K8*uR8dFLh57yqob_wKRl@o?z`ke9!LVto9VGfM>t9*}rmI5PNNCHT(E*iFdQm
z(|OxGyPXr=XkAlZaj3gQpk0j2SDQ_DX>=}9wQ$?K$1U^3ho=w}Fg;3H82Zqgn&<<P
zE}j_&mD<e+-{}3Fdag@V#VbQKypsT$D0T;U2`p4Om5fYPaw9qlZLJrkbrV*NM7BH9
z?HeuJmp3sMV#;VVx=$VG50*!oa)=H`-yeNachYCc+fDF2GY+ilM<<DnO#PT7y2{Gc
zKWt6gCiCX+p)XIjn3@&&6vf&Yo2s0<vAt`7Ij4ezS8yWa_apL{vE@N&&DuV;G7HVJ
zg74RMl<sow*arHT<31!>_Hjq=*3s<EX+5l;ZHAxv^Ej-zpZB$Ydpvh0RHGFqM{uE4
z?uELI-GAI^)$ITDT@T#%;X%Y<&nnXKVk%nPqxQSpZDkDeABD^VEckQ@B7b4i<tx74
z!WRRtwHt+owfKg&Tc__P7#2O<#c&I~jNa05qVsg&b1lCYk66|B-l^WFE?(Pzk-H@*
zz^(?=*Iyrh5~hBH7mYg`ewgZm>`v0`Rvbl-O>?w+i=I2a-kvaXRAi$wm!ehZN=xr_
zetdn-Vw<K(S$VMnxUbG2yKPe^z-5OizF4>J84*66@oNJGx>nu~y^^{=P9$=lKV^8?
ztdH%rdopEt;cmT{+e-~oZR#+Y$O(m9gFw=GG_vv~!QSH6S&V<c?eO7g<D@(#e9on3
z#&aZ52k4sh@>)dNxiFjdyA99V4B>=CBWjTY#Zk6S%9It5?6X$H&gc}Z&;A&oq_g1Z
z^`5b_mRqu1;vLpfv@(%L4%h~B;e-PBf57H=%FJE;5C%h%AEx^~zOAj&H^(pk@%eY)
znb|C4+3iL_CEUWdtYDE)L*MlMYEENor*-Z9dz<0T+tyFj52w3m9S%^mT-GWxQ61Ty
z!}zj?UR6RD45hr!u-h~hdW=Hon{F4tn^2P1Z>SU7HdB*Y9>{ZtaugS^K9_{65TcJH
zlrzN&SMl_=N53wNijuunuyPi!tk7^*ue|dtYH)uaP9*!c1&3ivobso}&R1W*coDoU
z7cq3p<t_3{{@b(VEvoWzr1b<KjOJo8-=<x4u*vb+PO<W2UvvNa**~{F3?=L}j~_U4
zvSEkzgN4VwCrnJY$>h0RO$fBERRbeh+1HagYvLCV<IQ#d0dGD3_S_V#x#|~=qQy<x
zy>-LZ*2#gTFfT*TS9ajld9UAQ>-gKci&j_u-XLSn#<$K~tIYW5n)b=RT6=17^<nD#
z4*iYsGkC?rH-NOFg4B#Ts#vZ5d-=!PgLcpKw5KM@J#UzWX4KO3?!m>}tVFy1{d+3*
zB91jq;$9!Q0CA5&`W2A6nSZZ@y*{*W#hY&8EM)9_<G5Svg;`FZ;%S?25{=XP*_85u
z^rFS%&bJefjvdTDEvqGH=H0T2E{)g=tB&T>qE_%iIH4Z>*n+9Z=0ZQuuMrdlRWb<j
z8Cu1}omZ(tMu1KHyfdSQ*rAJhY-aH*ymS`oQ+K2LfDv>$?@D)36VxPWvW%9wUyW_L
zwV=1~IHKojr7|%H$r|IG?=TrAA5_<5ZxDNK5PNXgR$z^Xt}p18-d$&IDm+X{*mA3s
zyHn0yvm?Iu`2**qg#SLWBK3dRO<J6=q3nH*>-&2DQu8(wN76r__pxH<(lgtBRfWA%
zBNfq(#nYWy5)Auv7i8Blif6R(>FtR{H|zpJgDB(>$*QrHm})#Iu%d#C#AlrI_U@$D
z-#Yr^EWFd*RqysG=e?l4T<^P0N6G4GM=Tf;Uzl(EpsMkXmTpVyL5A_^0&Dv6;lpTA
zX4ILf<s-8d-Sqo+;+<3#A#j3t4|>fwx1LMF?<BRHy}#G3*!=6ISxQ-+4O&#<|ET&q
zqk3>HVef;=Xv_v+s!{wGAIUZ3_uf~@$xY7twJ3y(<~QUev|(o@s5?v4@m^YGXEb4d
zaGl7raMvC<4p~mIVQ+tiBPh1ul53{7q9O<P-BMV(p`5^l|9x~<cb?|I|B4C%#KjYf
zI-aeJ{h46nTuv%R23(=?HDP?;KT{%Cvvz|da{`olZuv;t9kUT-RWcdB0CyaBPL-EO
zDu5e~fuE!_EPHbU(JXjk2(%6(E&@(`jvrYIhv+9^(5xA;T_a?5qEKb*4@+3J2gB7a
z-k;7T+bbRY?Wpa4fKz5UUlfoPH1F2f?9K`1Q1a;MZL1>1)=}CEiz!>4cHOnn+cs~^
zNdt&lZJ)j>=Z#hkODuzvmrU_datBxp)hIQMy+%vS1u(VB;bSC#cq_^3vZF$*JRtC$
zU$O9%KOOS05shn~RnxZ!8dcsIVPI+z)9Z*~=ZTJUQ&)C2IKK1zU2U~pH6rfUMX&ra
zvKbbCrpR5kFDow7L(b4Y+z^Gxd%Sfc9Y03qdsZ3FN$!u>RFer4cj*_ICG4H4p{ho#
zT_pa({hMh~jQFx?aBtz!rz1X5o_lE;b4x6J#-P{6B69h-Z42OBJ~hfxKsJVaFHQ}D
zj=U>20z-eK+ozuC4@iz#j<n8eykK`U5ZPPc%!ie#)i{}^<8b0L6QfpV2?qHuT2gb}
z<GI&s@9aI{;Ck%`r1fDIEOhj>X?)6AtA?DbWcq_ov1d*UqB?n``nEym&XmrGCm>tF
zqy=|rG&@=&8zZ9hOe_&OxaS>-8445axgLOb+vt<(Y3w&A&BoE{;eZ6wUp{T(qmRBl
zn)r3I?D4b%hhc2-ok8ZSkenv%dVH@B-?HzgXUN}Ep{4VSViR<Hd>7f=Pnk8XaK>f&
zV>=AANo+foihkf`pSrqfDUttSGl?ra+{8gm39(0V?wI_?K8<B0RSx{^gak%Zkh7gH
zTV#H5W8lw^B_CxC%`EvIf29<#*tYt!=f=2p9m43$;_59_j<`d&Go|=&TX=T^aV<wC
z8!QtIIXT~P<{RVPt&?wq*9w46=Z-M{lKlE*;-SFOm#+e{r#4)+o>KZCYIfA^9A=gy
zfr*!H&G&5u8c=4|h#-eoq%esoeQfRRA8=O<t>fi+aDaD*kpLqroft&a@V8`u9qY<&
zbDv0<PlbJ`fL*f7N|rgf$a=&=+{mmwC#X|RZyB!@SeiBBlf-e!P37mA;bz5d!gntF
zl|u&DV1r|_#_fRq>}$TrSzBkm!@+XR_~>uHVH|Sz$4|s))<rBL0(pEw)Hp))xcX$k
zH(S%wCG^gqt$5~`@8FJ%N-;%R`Hz1n80Gk1I}`FUwwH5nW-UdDBO8J<>oDH`nFUVg
zX9|n(?iTi?uW*t8^UIc-Jcjz8uHusZtZnWOxI6%y!a2&<DvrL5cD?P6V4e8FnV_M|
z!sw%yzrXPv44E@?M^8z~gw;t}Lk66h6*&=`4LmHndHIb2E8WgCvAxyRo0rZ0w{JZM
zYVc`3K^u1?q4x_K%oMY<Jgcl=-dWla@~D_{rGPWJsoTKciw0E*jlG69B<${*JO3$T
z7q_26tiQV&pd<Wm%WEi0s+;^c3?00~o%4o6n7f2OBYwrNw_-4jlTNLxKaYPZC0aP^
znVr$UeIYr*y#8jCv15Hll8SLe9@Kln#pA-AoB~~2LCFW`+^l*-tDJ-7sjFWVhUSG?
zDUwOX#Cru8R{2=ph234t)RxL8rY7U&ZX9e_=HrA)12bA-6Q^>oI_aqMV84~JVNr1T
zOaI_UW8qiW{%+o0*WA>gvsC{Zp0!SDHoX-&UxobzsBTv}nO}Fc6jy1+uZ2zIzyElz
zP7{l#&69mktnh^8{uQlS1}f=IP0$hdgC(<Uu8m8#+uhAV?6Nl_uk+pKE>D*)PS<X}
ze0HWquC-D2uoY<zQCInRc;8dCkp71QCE2q@MDo>|T~9wLFZ=Y(b{yd3@EE0Vr-@fP
zJ{M_clNk~2jp^RWHZH0vgy>z)sqy-0j@tSAv%-qp=KleG59%J-VCP*KHdPi>7raA~
zXz++yISLlb8Y!~nl#5-)kK&14eA4P9>dGviy_52OS`QV;5x8?Bjg&3Ax}%=_CiXuv
z90D&N_J3kM!z&7HE!rk?u?gL&!1cyEZ`y38sS`~+Tsms&jMeI?H&YnBbs*SB7?iM!
zEc^#lt?yO$ll_Gs;5<$e-CV54t(?hk+|anx0AWL9qvO|h%HMQb@B{*HUmoqE%>_69
z!KS!O-8}WC;Jw!6Z(`!spsjY}n>|U?pAcbS6}>7RJsJJw9jWU>`|p>*OZp3}p-!t)
z*@@i&VYV}YJ!kGRhTF4vppU$ZtX4f3k5ps=u3v!qq-Y_PzfIXfnLh7SYY(Y_8HDf&
z$^xL8cZzO_C)$3Tavv>r=A~*)=QwnJG_GjVAMv~S_vJ^Gs)${_qY5p0ColL+pRN9z
zJ_@=3@O4tYJMDLIJpD_pZ&gygXZPz;m}KRR-}8bWOCeLIUw{4a(Rbp~^(|DN*Wex@
z)g^KcMh~M$+qANm3N)s&a*Bd%47yCEeDt@EbY_PcC~h<4-lLoKSyc>Tr}5CQzbAJS
zdC$Jicbvu?J6h*hF*xg76!3?&H*@bs2J%XYKe4Rn4)n^5Jv1MTs5RnlQDQ{c`5IVZ
zmwh-57O47#`=i^KZ0Wl9xla_-Zj(i8+4$RWYBf7_wi)(8?_Gy}Pfv4Zq_9!%Ki+*s
z<Ymp7c~7%D2%4L_BPJ)lTRXn1vQu1Av5u9O6O{O0+aW{pcks{b-|D<ro}O*2Jf~Pr
z$&mKldU^&onwqy~=w(uGy;-jTcSNub9%464a#5do6Awn88W8zK2NDEq3k+<%Mm;Ah
zxh7y2nvqayoyTp-`UlYLIl<qioTU$qa~o@w5U>lomaxdYIC_UcNYQS;c{PLLew5oz
zJWTtq***7xyYDgcLtO>|VfC5=!}Aa4HRzUy>b#=NNzI3!QZF&D?oyvXBTD$_$}R+v
z4_(~hzhx=(Br!cxLDv-7$&8eZDz9Gp2VlLk%H;R0SsZiTvemlXFEcb|>4e6nUn#BC
z;m_(^9~y;ajfdKPnB6k!l$`wbZ!@_dJ+h<adWG|D^(`3f>uV|rm^@sw2`6yt5t^f;
zLsDfuN+!uYzMN@Q3(Qk_MILfMcNENBQ`RTZOASWl-As*KgyPpxUh)%(_)J?BEA}xN
zqALZ7{J;jF8P!lP0&wL>?DGfqrJ~%Sc1N%RYvg&XOpP;V?^vMKtkO@viT<tHVd*<d
zX7-a7rk47SY)-Gj4{e<|{Bs38T-gy3_w3~NPbB2v=jOuafII$^+)#RM!cwJqsBYBu
z9<q-U1Ow5~OXt14`YoJ_0c+<WTJE6U`X<25Tp7^`@Mk+M|0GRi{YF0;FJm{K$S=!&
z9y)rzLzaiA{bU#$^Ix!4SCWxIrgz9jzPn`+!6}?@KaZ#N`JTO#T4aQor~j#t75?kR
zG9~Z+!i;4im#r;?rlvWBgWhL{3Q^wuscLNPtGYJ+YQ3rIhCJ%H-9&Ece|gkhzQi@Y
zD{{%+%wt<o&Bt!*1gHdi@gE@e#Vqqb9GT6zdx$wvOru6nFPfY^y+cdCbvnfuWb?yq
zsMBt>a>&#Faq!XPc-GM0WN23clg`Lnx*GhU0;SEiSe><9eVZ2$yG>6I746ty2)(mv
zRChEvX|k<(e-#q5&}@||!LDyH!iLyX9ZHv__uPHnj3;mGE-#-|`IsJwZFob6F$BH0
zcg?^AJ-%D#@?VAmqX+iGB;Z<)j8sl-fE!D%Qg!gRBUt2Jx>esIgrc|{)8T0<*R|5K
z;Uh;<nSCfE2;D-YQzZR=w@$KGdpj0S?7ui|v&>m|yt}m%Bv?99mXY`eex!FKt@dan
z_uk0*wR$tulBnHaf&EFJ8^j@FxDlXM`Sg<}<VIpY4dq?ZnYvB0RD&g7@S7RpK^mC5
zUpyzMT%Ba9{5E2@gg1xVrk=?<Rq&fNWvjR<vMr_5stolUIg%UDxe{_K&g`DSQ1;!Y
zoqvZ<the#pHohIW^H&yeII%?Zcf~KuWt`%y6Fcz&>-xy`(NBH=!aV9`Uj(J3K(hDR
zFs5;Z8JsqA()sGWU&w)ngL4mj|2%(Z3yyebg@|u$YrOA)aX9~N<!kfy8+x#yARqLY
zp!da=*7EFTMWO6(+(X@gIKdH<iSI%<#O1-+qDQZ`^Ka#Ucsh|y!JyQg848a{L99um
z`}9M)B4<~p@Q}^9dAuX1<#2?&k@&J5ZoEZQQ)X=V#-HA9f69Sy&<81Bk(`Hll=9!q
z14RezCbIu9PpuKmE$mp!U0~KqT^aJdR!m`IGb*V+4m84Vsz_TUG#2r8-M(Sh$ZnG<
zm8Yx9MX=m&fTT8#u))-uK3an}_|Vi;iuEBmOiP;_{Z)d+I?25hD=l^P?AEd{UIDh7
zcr+@~$dF=>Dj`cPsP`X5U1XoW+szKezyw`YHSuuyy{)Lj-a0qSCfbIIay-cNl^&m9
zfApff5>v*~rywnBr1!}gAN$<61B$K9hiT)%l=OkUsPnH3G(}&Nj3L3P<i(MZZu3(a
z`<x)OL+%4vU@o7n)cDvcjSuZv3RuVXo_qccWyO6l`R94TU^5Vsb?HO;a%Oi&w6*LT
z^RJ!}#|;dW-w>}!AD{H4zT=E9b6*Ri59fIX=G8L`$s`x@0;}{Mm;CX`n$fTDe}F+&
z91{%YW!iB4k!jsZDh5dRV_>4=57+OM1!Xrs`lSQ2swY>BAxr9O3EJO(*{BH@9>4pz
z%$p=*X%F}GYmZ&oZ(}y|_hR+N*YycwVR3`bpVa#d8UkLb#7&)k_Vq{emw!M(c-78G
zZHwfXtk>#H{onB-r_u!de2$b8;V%(riF`wB=b=Ye2IIl9%f8#9uM57a8I&IxY4zJe
zBO-GTczS%H59P47eA}Q+4idQ#Fpu|5$1qWYS@@!ZnQ2!wSu^&EKTUB+wW{6!?Ne}Z
zQS;xq&kLXF;t$06M@<x3@|#d?+iI;)-7e?_mQ2<kwg8Sa4~H88tPa>>={+V`Y%8`a
zg;%D!cKJBO@>zxeKVHcQlqe|=leyc*7S9~HVnQIfqgRc%<GzKDoM{g6WnuH|PUF0*
z!AtN-ahH#0tqJ)HN$JD$G-v6mv-G{CJ+oEqo)9;K0+Gj$pbn!keu|}c+j`#gPW4KG
z7~eGSs+F^93nTk#E+4*$)%=n<y<r}aw9}P#YA_>a+RjjaZisNOM~S1q%zr+a^f3In
z=8iGt4QNqOrX5Az4i>~azVAP{YCN|$15L^jW|p}O>IH4vo{Gq$r{z#;deEdsaX-Cr
zYiAU>_gvWFk%!&#H954o&sWW6dQ$WPZ}0s0%S7w@sAkXj{iqS}kkj6&O?A0@PwPBX
zrkwroS=1kq)VZo(z4eC05}p^w>PW~qI>XkuPeU{1+7_Vru>MRyq_A44ij=mo{#~i!
zgQkafIRPYEmp3K9`I7Cd%vaGr;M-GEivYFn8<R)LNuHi%XCt7+$0~Lh`+D7^p}893
zs)rFg)cKXdb*Gj@aNn$W$<M<0nh*7r%}tz$=0bWWC2<EOmG-ZY3P|R1_<PgLE3uBW
zIK$72S{*O2%BoRLqow@;=Q$ppRUXa0Dj$kM)C6#=QTFZYCSEmmAuXO>XEBc=6<fOb
zy|sg&*75N3OnFH9@{wq&88O!E?FXW??sHFiyYHh>mqLejM!gs+zxB4K9(=(KLCoZS
z+cu@it$p)h{g}<#T!h7T)d!A0PUvkcMYmdCzV-8gc`5GJo>MmABwY_uI+ZQ|%5g(a
zTKZ3<7W&zKhm4=d#H}_Fq`ds@?PrtsA1EpCcX;|7yJQ<SI7(x+JSe5lIG<1_90^_P
zJz1*dz}wX(HAd4X$vu|l+O;>h-p4uiFLXwoA+XR))eMm4{MTe?LsokK$M?|L<Jw=n
z1vhCWi&C$(<m)+0kGe%@A~IHupss(h9PA%<r~vD}O}q{r{zYhsnk{Kz^9zFKIrYU;
zuH34?_15}-K*;*CbYgM(gb)P%voczs|5}ZKYd^+%D0F@^vuz!Vyj3>H9D1T1WDk2}
zk{QE{MjkunEE_~IP4s>0-(j@tx)YoWJ@%wtcIXu^Md9J*Z-XH_49<~B?klK)=u^qK
zisu{d>$<v**KyjDDw?K^a{(??Doi2O-tJSjkN_<UXM4a3<wHoS9NcANQ*4mHnxgh*
z#%;OUv3uWT!r+l@2J{jasv*tO$G7m8b5U)0)U$Uh=+&PkwMP$LH=`VtJe<(I?@N+y
z@rg@_6s@fNmwa63vw9ym#F`xVn~jj{`mot_74smf{<~RbJ?Yjr0dw!OIEVAca?~1H
zFxm(42wyW?QiN)QDY55FIo>5#)oidQUBOv}UoHxK_+vXi;m2RFcG2cjHg^1l<^;R8
z(|VeF2mV65c1(}9QQO50cE21U^BSuU(@o2{4r`PwY<<|zI02eHmU-SJYNwEU$RER!
zPGiD>#>M*u<C3*-rfP1HJ+gGR$_euiP>;WbGTMsn!3{DCzdTRHc`i-7NuE1ayS>un
zaammcz^;MlonJ1I&OAH%ftZ%Pe%yL6TSHsCDsE4I6I~OgpH3w&&h<zA3FscKoET-B
zB;qptwvN0#<prt68LJt1zV1{D9DNaL7==|{Ltb_hf*d`VeksTdvz&3$?XlB{h0FV4
zu$5W=@g`W>>mKU3`#JS)^q<l^OjgeJ1ssmB4?RL^K06(lwyiwa>6r64WCz7oXr2$3
z=Vx2zJ$P)5x1_p!X$NPgE>6(Qa*9h*OS3VbYma!@35w)LWdxZ$YrRok7pH7D=CtoK
z`V%~*+^D$S$q@I{!BvIrxVJ3i%H`Nijx?}xwDtXh=W5|+wze66a#27lXMTW%iTtuQ
zs$P9QX)pgBCYdCYyMGm~-A6{YHNnx%#&sf*pMA|S@lxhN0>WvC>mS&WQDc8%5P<Y(
zfrBI**caNFVsne(BJ0+A!>ExM_OGvNET?URAhn%Sy#+civ3tnRcC}*gIP03S?ql;W
zBOzWX{tO4}@O*i5d0RxC$RR<S%PTwUAp7fF+H&`wBWTSr@75+4ef<}HFRL4LPuapP
z)6#p(_swmh47(80X0yWjuWsFTXxDV9ES$wx`~;%B%@1iW2wysy){J^DghZ;C9H1St
z*K6IQWhTzO&l=d4>#3Vz3z5He<M|?_H~ZtzzS+Udfb{yUAWcKfKWy2IrMkuPsi1hx
zRdb_ISbjiU<Cu55Vh;UUlSu4bLu*gRn~r3ukrj14d^d?)^Gptomqm5o6RzAZ3ZkY4
zdzSUzg{8R2oBc}cZcV?F-%(Ysui^I_^&uqkI3iHZqwG<Z95=FOykFkQaDn}+Yw3=g
z=*8GSVB?=5=e0W*=#km#>s=3nOrk%;_0kWW`*tp8Nh`1&mwqSDA%By$xKMjB{QM5A
zfU8HH{s%~Y{=9O|LU_SLZAXE^-_F<teN}rz`wn4_tq4f@M5Hbfs!Fpx3<8o=!hiXs
z9=p!fS0yN2j?K^qeF%{+d3rt3Su?|_0KK^-#mwFE+)rYj%|ZWraZLOmWdW4aHzDHv
z@1A3t+QD^g?}_4~ya6}8!*i{Am&uD&`%cuK_(46R$r%ej-DyY6;S<E)siEopPM_xt
zfN`}gn=(&Jsq})F_d=$)?o7ZR4l3)>9lU9hU5Cw?J>j3(&fusFT+^0&ItKr>>SoBZ
zPR9g1(Tmghqqiz`V1@CVcOkx|!I*%@ZR4L?Rc(cPcg)o_iH3``EZ*sd;M77qe2p>i
zr&;`sEf5Gm<U`oulX1h}mYZt_l0MRuNnHrFNz$<a^N*?IXuGoJ?4t;#Z>O<yvjk}s
zL5-C)m2)yCYx~ENcuz0wA@8|lL(tJ98|Dok7Od_J^=tPq*-T7Q^EVNheb8U=&PGBE
zD7AXq;$DjF4eX&HzISF|&k+{1Hqqv#$Zy}$Qn7h?7sXK=sF|Y9{(2^>)Y@4#rkc5v
zvl?7>cel&9`t;5vChWJi;hgNIzkN^heV@m4!a`Aa(+yj_Yo0EXyjSLXixK?oVEQtd
zvCwJJHPLX5$kZR%PgdxRA4&A7Gt|MWXZ`jh`)yFhs=mvYUC<QSfpG*=i&WB-$B4nI
zMC3xsQYP|fvJ{P#S$FW;C<yeUGmVn>223gMz1t)}bL>0@=p%E;>jX?o6v>&E6~op;
ztol6hNYI~1)p8a<ApJC4{c=~d6;GMI0O>D0dgA*PI{wnvv3XmF^#acW0>M>m$+)0b
z?XrKd)ezNL`lPhXX~u0Ax?YcxH=dvWOc5=qc!qms)#b#MNqxGfkkpsXqvA5Ue2+D2
zE--hw7!to1OsVzW6WAbGDqMc8*-`olv<6Pa=oMzAwCaeVVS0xqS`+;Herv4B_TmrQ
zeU&_GDo?($@a0rX*xYf~e9(nX>MMa^m1&12>@w!T+EZ$krd|WAVz1$6{W(jYr;1qO
zVY^o5NIGLs)oA?S>s{w>LdyGkvpH&KR(~qby5`E;HJcn#Y|U%h1VcCeLb|^RjfznD
zC^5uYb_EvfP$j4*F|0Y|5uVRvEVFtNS28_KbNaMzAvz$~8_8|_33=+X`CmytcXKn7
zm-Y#<-oLs?t#Z#3c^hJfhJTkQl=twKvJ!I~pB=cUe`t66%RuC%7Yi6shx5eKR@7T!
z`LC`-hXZ<_E`4jU@`-(do8|sEf*n4+TCs;?SHj+NCcWSMHF5*rdV;1RrY9c0r^B&Z
zD2>NKeux~U?A#t78DFYa-0*t-$YS-Py<DjP`M3L5dVgN~GuZj<&Qng&8A|mU4-0Ru
z+`pA`s^GbHjm6-W;5uSoX3&xO8{Qm$-rSGf9K^y6<&ggZDi<Xzk;-Aql#IpKr(Zt{
z8yP)>Ph7C!y&hcHJN`<huJ3$u=igHTBAjz+U9;K?($&{-CZ>Mp$@-r^3_IN7OEJ*?
zfIdbHWiTn6wHkiE@uGHT79OA3^EtpzZC0kS4Yo~zRdD3WNZikN6*k3jTd1SQPu7O}
zp*7?CI!->AU)x!}!6wY#+@cB*j*7p$RrwPqaFp?Bp47Hlx!9`LkR5u}P;VziO>e2^
z+<p^ZM)6tEx3PO3wj9kVntPjgwE}h#Ev>PHC`B$dk*C3PaE55&Ff0u8*T}`y*Z3`+
z3NVIc3=>dALPFA;Aum!~)B<uzZU^GDi;cv$YLpS^)n(}@Q^j<nYGX(d08?imJ!O3o
zupyE%nQ6ge&|(?GZpyV4*3CT-zrZ}`)XpF$qY%!G6M5<D(2RWP-v{VHsx%F&$DQOY
z7`AM*P_M)Va6=@m5pdRd7g@p`g^+R$Xkw70RI?SEI6>u5{Q(c$+dQdpMq6EAMj3(7
z8XBD5^q%g)FtHuZ2&9UUuqTn2MQEup1g09kQL3fP+M2X)>55%BY_R%EY2<>YzrfZ9
za|L$Nz9_Z>oNa1J<Ykw5yj@6!rrOPLuv(_cd3Eqx2CC%Iv<(!Nw**Q~u7R!7`5MIv
zva_Cz{g#v-?q@;m9?zCERYW~Yh$#J@HaMEK?%N#fK`aqEkjLUmqXsRNJk<Vn=@L5~
zwO!28T36jQ1yx{8v>vok-p0ja&C?|SEGn{u5sLt~#3E2*r@e`1xxl#<XS6~7N8b(_
zE{zEbq2%4YmH<`2J4-qVO)t`if0zB4a{4A7XmCBPf6-c@W^-Ui%(o$};CP9&eEG%i
zEdG7#<+la>XcqQSfbd=LveKlbU#s9jqRU*0UjGNq?V^KoNraKH`DRB3k`!=lEYBxi
zvS!3oW#M^Bfs)EX?Z_J5ei?;UJv#q}2CKC!b=F4x==R+XzDCePzfwaqHQO0)vv%rw
zc*!^|?<PY&!ZEkF#n6QLQrW41+;(E$<cGOxtR_sE8o2Xk)E6B4KfTt6h+{P-7~B&=
zEajsXW{8dlU*#V3&$iO|gGz-(TjJ##N0JC&snx>{PUC`Ck#Rv%C?a#Gk>tE6wS$s{
zG93u+?fpFUuOZN(uh@A9@_c^<1mTIrM{3IQvSQ#BL$o4UU2SX2*fIe%#mA!+EkFf@
zyu?+2-h{m4Q7lPI-KocS+G*%Wvuiqn;odA_-&`q1I-`<WNL?Xwi=|m07c;SwZCeMR
z3xQ;sxpJ4Fg*tTVIWL)wI14B80-MuwDt+DFRNZF%o}(KK7Q>bRydWA!CR@R?EX6V)
zY?evt>E?K6Wd<1-bs)u#8jDO>&IK1Yn1sX2V`MZyaPEMiO-6(4{6Z;sw$zZ30=8A8
z3)1Xh^Zf<5=gxGA;Crg-WvNF@_hu}~UzX+?n5Pz+STmHopdg-52bP?taMEp)gNFiZ
zjSz*aym6y%kT>_iDuD&R0mD!KG$pzn0Mjnlu;V4H-K}ERIz(~!#yiWIrZ}RLhjk5W
z&B6@~PY*-%oDb=od7nmcuq1V8aM7Y=9stS!7Rs_l(kMxUuNq@X7?zH<_mr&+#oXS=
zNB^c4au+8YQI;Lky0`p?I3(_I<G$%bRs&zv*5B^bnjcFq2yr1!<T~E(Kcw^g+Lp=d
z+ZG<`%zA^1;-%)}rI5Hd+!yAmP~-_I%2E@0K)`Gr?Z4iRkv(1zUrQc^V3wZg-;;&}
z%41k!H&s&0k@eW?r<WXaf85YR`^?cvGsC<$mwo3VLvPfbMz5azJ{^4gCPDYyj~>d-
z4;Qar**0}~1LNq0U8F9d-ebE}@xUkJKodCCX4`gWr^=d;a*?ZZwu6U_zXy|?=vNk<
zNqSkeAC^t{inHQP+qflmnH6#ZQ<MOX&tE~6ER8eb5#EN;u(@gq9lvI7)IuD#UMSS$
zL=NHwU<{|${Alp2|7}Z!wyBbF*Idt9SV%>g%y}UwVG)(_^3y`;f1Z#Ah+c`<HXZJy
zvA}8+qGnFwt@zPV<V<-(4?EV(FlrjNO!hh&hG|>&*{Jq;fi*B~)GoM;wBQEdHAn;U
zG&nIcK*loDj8ki-*l9*dn(Qa>=THdG+C3Pt?MEF!K8nwXRvUMv{UpS}D4xA(Dzbum
z%OSNW(?yX89~qe-s5Lm6MYC<W0B$gl=#z@F%@B-*)Wv=qB{|~VW;u>6VF@0qWR3Um
zN;0!;A(n_7rt_w9{sAN@KOrnPNx7<C0Iz73Ku2@_>|Wv}gs0rP3a%R@H6aFh5>2+*
zy~g?Nv(VvP2<&i~J&5S(VZ?1f9P5-#7iSV~<wc20*nkbrl#n#L#Fvd!-GJo$aLwqH
zA6z3`kAg3C?5Td&V0!2I=b&}e$Wh6O`-NBA1mkN+knkQ$KdsY!e}bq+!aRaNYc#D^
zzOL7l_6}3IswrAF>b45|76vlW_$Z?1)Z*J3o=;_@3IG<{3DZ|A<rT41whm^=R@)zl
z(jhYP`F~9YECx^HngUrV7OPjI$Ff3ZJL1;0YW9(_!5<*m1v(O;v?C5A_}sqry0{P>
z829UZdQm*OA`LY=b<&*7N}ctPFGVa!&?sO%oW-r2$OOc*9k7XlD&4B<puQ^UT6O#f
zptAh({tkO4o_C49AF};rp=z@C>*{r^nkew`*_*Rd_iO3<mGxS*49?)4)^)RD#-*N&
z%;VL!<^P4grhhG*Kd?qM)eN7rYvR_L4Boc+%y;lZwm5pI><KJ26rHr?ViaO2PGB$`
z*}h%&s(uo(uEjwCN}|J(kU$9I%5p3Vn@$&6*TBLUJ)lMosu7RwL@)Eyd|b$&PLgel
z74_U`A<!5|;(8c`(CAOtz}7ZYAxxm1FSAjtuYSr2;$@cOVTf*mTjE1XQmV{A+nuq(
ze%d>5HMF$S5CS)9M9<i^FjfW2Uh>v8<!O|jtIopT9WtOMJs4#)n~|W&Zh^Qsh#OG=
zqS(qiZOHK@R6AgC;oh~R<a*|*jc@Z((^`-okd)8(7<dZU?Z6KY^Ta=_{<`&=dLdg^
z(zu8Mf?_)~v;}F-B}_Ih9N77jV8)Rz&=*t-9rZM&<js`MNR;*!e;cJA6*d^S1N$#j
z`{Ol09I@;0%W*rMtROG2sb?fo)$w;p1@s@_fhpA+Mt$556J%RB5KDUL3N~vI7HvP1
zCgCl_DXGf!`Kw1;kk7utk^UHDkZ7xa5p`a3(#H7YZaWQ*|EZ0)1#F1n6X*zTNz$x)
zL<q6*mxbss!c{*!Sq<+`t|>8Vv0bf@IYNsDzH&8nBX)Sd{T0tW=zs&XUF0nm-M4}s
zlw)&~YeokXc|r_Y>^8Q~#s!G=l>+1(c3bHl(3HBTeA|##P1H4K*}$aF-pVr5>ehGA
z)t<Hw9xxXKzaOi8h@Ched@OHNf6q^gMs4oip-P#zar-LCnQ*EPWV_wlv3s{L9x8`a
zun1DooX7j1`0{j-SNgEFe>QC12{J<Nb{E?Nu_4qdBNhv{^OT&(U5M>=*XIKU&-YIH
zCv6?my%=-S6uL6J2d#a3r)RZ%PO7op*e2fN&EvVblWzH6sPb>Fe<08PXymqQ1PNXc
zr@S|Hoc&wivCp4&f5-id(<iEP6I%5z!Zsa)P(A2<UmRS#-4O?moLAxSQR<z5_En=_
z2UWwlFk#92GzD|Z%LxlC{q(-y?EYidff&|lJwr64uPDd_asZ?qz(0N&*g$1lX^d&N
zXXVB-HBu?5^It~`BKdsldX}bPc7kNeW9%Yl@1a{7aB|$lWnhu5zoPb@Mqd>6r>d6&
zMGi2bVOk4efMP+(`z|P-V*<Y|dFsP+&|iP_ezSBolS*8I3@oHo)!1Y0Z#m*P;6r8%
zb}3soSl66Mr<NIsTTuY1r-aWoymYES6C)|rSXlNlGcDD@ClYz-oe2{Kxx}^(nT-_I
zSa){vJAZVWL0YGpOscw$Fbkgr+f<|i0aJPa1X|=oo~O1HR5q3B!Bb3nfGc5Ta)yTg
zfNB?r#zYqRHz746)2mL%HiXNEx4}ugY=|BkAZCSqPva16ry8aEBoeJNKa=UrXInj8
zU;>F}3KbdTiz1pGXS|31G(AhZGrLQ-e0zf^f$OuxqsInXMIq%Oa>TzrAYyt?k=s+Q
zVRd8=P|6^RoLkHln*kFKt99Q<n|wHN{(qT5G|o=KJaAh-r=%=_HAw7<O0iURj0*3x
zijgXnUCvw|*C~FF7NH5(j1<y}Znsd%-$!AiJk4YwLE9*GKT|AD7{A0!`Nq_#yts2g
z-9$rY5XUumOxZa`Jd9%#oEDLexr&>?9*`Y{=yGsQ2T3a+Tic&Z2T@(JeA6=lT9ib)
zcncz&1vwYKiu8zQO&!;~(d9$nuu&s?0G6pX#0K-S`QVP#l+aJ{XS@|0Z9l$L{zyy{
zQ+8%}+|esX)QaDl^4AC04;4mCZr$RK8Bc3)5o6l#-(+vPE&JQk`{cp2O0InZ;&l96
zN1BF&!`=@utb|v_ZTe2r6f<yVAGMki>B@<`&5+$$NyrsX?=0SCTjs&U5D2c)Y5|)`
z)c<|(RJI8@-3<(WmTFxS3hID+0?DY594;cS4M6{NH&B4jQm*jp1T=R<U5BZ%_wb8w
zbjYG3k5=vv_|Px1U_$y@I2RtiDwUB!9&I2qU=d7nv}*w|Wg8btVbMkyVaa*}V!fu(
zEr?nGB~FK1rEz5_37Tut7Do1W(&Qp%A{?`bsu#f2T2i$v1+_+vLYsVTw=>zW3F%N&
zOz)<azeEuSlck$C0&oj!05cQ}3TWRiTP=!gK@-_4)c5Iq`buaUA6o?ge6O@G)4OYq
zU>T;JfdZ0!gAhGo)yxHE;zXfh*T_VHUZoB`D<uO(j}a{}!C1*^MN49lcY4lk;Xsv!
zpvp|af>H{V85_Z;rS}!tDn=fqwx=l_o$9n&@o^1Bpv$+|d>3NzmpJzzQhfud5QrRM
zvjZ>5C#uDNy=$M^UTMUJP~CVNrRtj}wc}!G6NXkqu@kTYK7v}gP#a<TUjA_5R<0hH
zwygBna+CP@Tg?}0q}`pWTVhqw(jdo|<vtUW>gT1%?Ojw9&$1TlGw)5Y<iEXBor}x$
z_JAk)o}EUHkcw=b>dUj1`OvJe-V%{5hxpT|)F9I~RvM?BD1hOQjH%2t8wS?YOV4~<
zhrp3ee@ev%z2wf;ZJpp9g~>ca;?)}B8CB<cU!FsJ9=MG;tRv9mXfDb(G{4#ucwBJT
zXiB1<W)iwK;oLs*2SLAPbG_PUS0$k?4rAv13Xciqqd8SDVpfuzk~s^UZB?YOl%@ya
zHPEgQek7Ju>B>3E6jT4)LNtVLydo$ix}za*k&9rWQCiOw;L=1t#C!30m666sn)7Qz
zfYzS}$P?XcJ=^6ye>hp^O^kr)UPpn1_lr=V(CS*sT1?@zDz2h4p~E2ATY3Pf(Tw3N
zPXj|B(sYyc<!lm#ka|V6j;#}vOPsNjiX3Pvsl`SMaGM?e%>*1Tt?+V5{nS!*TSbZ~
znwdtUQOhIni6L(j*g{xV>_n=Dd?M|ymnG4~(QrZ_avs*0NL9}nrcF7P5j+Ed#SZP5
zxdf)IUrw`OxsKXNmpJ(I60+LKSHJ=@L=i_?^6m<gcDGjl>v(8yExTkw2B6B(<|#@<
zfxg;D9_Z(AK7gv|FflbH7M;us(O>rsVbBx1z@9{gC)>cf=GSUzt>$9ul$$IUmX#C^
zlg=GDSR|Gw$HB{ih{xeKlc9y&K<k=@#Pyn>Y0)xYeVZQk<+%HgcP$0ldkooo?}D$1
zCXF_-qX+3;TO56s@D#Lkruj3G*qinh&C#^EWiS{<<5!^SxgJObiKdkJ=@XYdENMk<
zQAE2D9tb30Se!`7_%RprF<QZV^Vp`pYF$cWqdvQCXi<(`o}W1}rtsurPW6y2P`!O$
zWq3uL)f3|DbA_RCGoG4dCg^f0nZHr*La54N5ku?w8Z-DkaFKHSD8tGJ!ed~VA<_xS
zQn$l!?EP$b6H6~M;D1|FuU3b>BlFa@9oeI4-!CT_fv(kG(DJW&bu8wV{<(8acuzET
zQ`hVXXY7~V_^;my^Y6=5+hbqen>yZA@}Iq)WzNJ+$LkIr9uB7Ndo+bhJ$+HmXXCqG
zWlJmiK&>NV)sLURaN_gds>##n(g0}`dX$FI=l~3cNz{k~QS#=54-B)JX4E``LHF6n
zQ|nrZWe@Nt1h@(ehgXpHB?_525(PO(jc_|Zq9*l2G&Et9hDqVQHYPBi6=Kt#or=MB
zC7JuK-~nJgzzfvknQUECh~|vDmIOPZ|1A4x(9`;~t5B5T_Ts+BHcBTOy>zcAt74cE
zsSLG}9aCLjI1jG&2QFM_pfXv)VYUqxrdk7AFoY@x%Q>R8Z^;VYp~{EZdx&XE{Egi`
z40jV}fd*TML!(knFf5rcy<8h5^9>;oNPYRm$-3n(dBrwO2;1z|BpSf0a{|bt1>=Td
z2M-5;d5}zzHqHsMpsXZ<EqnmF(V|7#J!Nt4tyUh8*zC2Er64h!-L_Zs2B3E^s5fCf
zym^YL5ojCZTj{+?8!epq@KvQKau^?_>?Y*p0i-7EMT3G}j=_={JB^topZ~6JgI_cI
zo<0w1<<x3;z56-u%&`R)G|J3~bP0-=-e7eZ(`?{N0j%>BZ0m%EHvV|lSY+vjN$Gk4
zFa`lQkCkc^&%2B$q=)6z8L^XH+X$$aoz>mNJSO?iL~T0nonT<8FF=9wj`!pZPOU)p
zIXzt$2$g`P5~FAkj;SvE96{<!cC5Na-HmcV3M3UR5guO}W2mx}o>_@BQ;v;c$=>At
z10J)zX(cY1d-cDtylc*+4W2Z~%rkLFse&H$vs?{h@5|hIN}fUQo^kC>=ePvv&N$ic
zxx_=%G=^Lp&CcS__7-6#iok8yljUuMho8rbbM8j%?h2!;_02unxE~<<-H)I9dN;gG
zG23H1ozxR1sm2E6HeQw{;r)2Q5s5BHhI{y22XjpI-BsNovB%^a#KIi`<x5wnjsTF%
zxQWx!Jh5ver+By`O7Rv30%nklfQh{I6dzmfx-)4RL1Z<5H~5e=a1d7Au&4SYIcR@6
zUusoy!D${~Z05mv7{#&H{E*%|k3p|^jX@ltk;owRXXoVf{e~(N^l(Ts2IEe7?AS%I
zU7!UcxkkaWK&t8Vu1ZhY#Osxj_|PB;1gadVmdxmZsbUNY%4I3xKuBiL4&jrg^}Iss
z2IN=kH+VU?T^kb=I|Gb_RpR6fNL|V+ys@-Ksd|KHa>v4fv5Oa~QCBEYaxmhs$c|fP
zwBfpi)DD<D{#(8{ebuoF<bZ|(JgX_2TgX=Hyx?b1rbc>@-x8**0Pc*+1i@mUqc}NT
z4&L5W<?R*Kg)3t*B1iagOu5t_fm8we;f>(mtR`44!Rf*bv6o_&BMqDB;X2TyDaX%f
zXlMuoAywWTsTfpu$w^*GD<)u#pwQZ4ioAZnLge&KGKNnzS1e^>y=0W7Qwm6LR#>^e
zf__{F5=hzV%rbkE#uq#Iszwug^F|m`qMReUPN_$1ES=jRqz0FWj``+h1(X~ZdCarC
zWj*|>muTO&p-qDOIr@haaVot_DaUim>^v=xerKxr*wJiKiwgSGU6I&T%o+D;*N2pE
zG2ZQvTH;a*P3q9m)|zehw}(Jm`S6H-gNWQMElbHghpYEcu4O({ni!ErraENO+8%DC
zgIqkx3h+wltR3)5aZy;UfQwT39s4y<Z%4Ccd4-z(YftNVWlEsnc_8WC@)rT+t?#e5
zS1zk0KKk_508&@IrT5qRhX>B86YrmnElxDhpOIZ4@+Ov*TU_S*W}#PNS}c8<T5%L4
zYh|LrB8$MO_9=2x9!Wk`oSJy1$WHr~X^4k;N~e)dT6T(YK<Mmnt(3T=9puJB4msd*
zyfj=x8S$ZhwoFFJwXCEKXL?xiUoAjHPPUxhLIn_FAz4<K8JMB>vexjaj+d_GLWg1C
z{bFi?-mLT#2r)AVsk0GOCK&-!YNi@m*9Z-sup~La03th@U2?aK<k1pM?uy>VOWi2*
z0cQ`27ixRE;9hq*!oxwTQsQxvPrxC`bYh3bbOKYZReOZMKKc)^Mn+rAI7EZwQ@39g
z_wXop;8whRO_=n#QWM#JY?}Ftr>ka2$~Wb&3}4-^69R@d9^~?&g;FLC$i?6)S{xzL
z^s?=h5yk?LSQ3eJG)zkqyAQM|O6?F6KuB}MN10^?0>ZiG?G*C-l<mj<gwk=?A2yO-
z$ripO%kJOJP*JM7^^xj9=4F47-LmXu4wCiR_#LCMhQ#1Rs}&=B4^JG3DL?y@<Pk7t
z2Fkd{ZbYO%naEzhGeOh1viX~+gjc(uV6ls~W!#}L`Q2FZ#T*9lgh$@B-In?xIg7I;
zC+C;_?%weoD~%KeZrxVAvMnP(N}u^DYZtZFB5dPD9hbU)svX|DW2`6KoY-@?qLf>!
zQ?KvMP!#)xQ0XH+!PhA&f!BtK8e-q<$NI$3FOxwnid*!(WC1}@p|bMfuYeI}2!$7Z
z?Y7-!m2wpt15F}aSF1AAcJbl59JGb7P5+e7A<ek{K(K&q;6ZSQ$P_A;<n__xmp`=E
zyXM0z1!=?OfBj0IHns`22pN0&sxCyndmaS(X7S3_6VgRqk@~!G<E!n@o_5@L`MhT|
z=UJVYQdb@$+`GB>k?-$smC*`6cTQ?yn^+?PJ=86FR%kM+TxX;x(j!5<Ithx##Y5@J
zL3oJ}mzWs<Dk-nh*`CUzhw`uE{z^(;29j6sAy2U6Oj)A^ku#mdD}aUED}`Iad^B!;
z3MEb^5flWXDHl7;AEr<?EnUPg+L)0hp0aC6s&rgxh9Nj8;EHNPBJaFx2%4?giL1a;
zkg4CzI0glP(15ZEF2Y0nfk+2aRmXW2$NF+{=X3*sL@69i-QNDvZOy33FwKEq65$1C
zwjfjQCTNz?S5}l_JsUI{MYbwCm%GI|9zV@QP6=ZOBM|Eh1(+nPHxS*hIdmn!tt6!-
zwZWNFW%W|v<SgQ)s@8;HwW2zJkR0kqFR&Sh`G*C8KSMf3B5kK=wgIZ9X4%Pa@Ryi#
zNum_2q>LWMmQnpE6aEvUf2x=hZJjr`ydWt9{*MZ-J)X(^@jo-nk)h1D5k`uw&M9m}
zZkw80Y-XY4$R)?6k{QWL$nCUdZizH3tR*?6M(g5~YL;ruNKy$C4HMcVC+Ga0-@l*d
z^ZGoW*Yo;3uh-{&B|(sV=8D=(@en5yK|6<rz}&k}OH+VZUjr@(Tc8|0Ra3VI0!ucF
zEqx6$ez#2-adI`xrP14Bp~GQ4U1j^TMzNoE*u7@3lc+D|=M^{7e5gImFp45zU0?fw
z!p)PYv+Bv({8Dj6MfY}Zw9qV=kW81gw;ucF_6^@KlM}~<?8o8#Ov^lgDzj?@s72b>
zz4!sBr=?LcRvr=9VekV-DfcX7YDZX>`4V`WD>^j{L1K?Ka;cQ9dg7Ic6=6WTtDbem
zK34Gerl}m4Y?IkQUZURS)VuyCt)QR=C~g$me>{Krj^8c(O6C2gdjLnv)_6K9IXWL^
zo^|xgZQNi&^A7&yKdW#fbBC*M)%jX#{}A%eJ@n!8c_B4v334ql6e;<|0rE<B{y|&c
z%U3R1oezV&b-J#*sgw86l;jPx?}a)_uLPHaHv05B%*V&AdriO}&PtBciKGoLD)28R
zsU;+Xc57%k_D7KAlU{~wgMEoV4QfuJ`;|mUHBh9F*IhI#R%L7BJ>3{U&UXG90KIqC
zz1hyM?>gvec3G9~j(^<#KZxt1_b-ZyeNq%?;3wcC>{&5|$gkr2jrINpuvt7{#*i8H
zJ!V9nru<aoRL{|TtZ1|TG!8|Ym0;M#nH=cEb6K&+VYfg^#jkHgCdI2n+s_IBDOu<)
z<jT!b61{z->PAq>1Le9@2dw`)TULKw4i=xs9~iw-=bcE_+<?Jb{)0-w+t^FhP4b-G
z)SSMd8raM1R$zyn%W814ay6JE=gZ0-m|5ht+G}HbAqWnAiJ3AMk0`h=0=hd~nWRnY
zytDjxTc%Bv0bYjg;&yAjliV_Cu#u1rs*k}KbL|5CS9BY4Z#LnObsm_qym@@XzoSzI
zo2`rfj4o2QHU$rh&aiioLYm$w`~3)8_95b4yl6diD3+xgSJ|9ux1HPGaiIHXt@Xa*
z4uLLo7cX+eHMm4U5*^4#`3Jd3pt9Pb(r&rCqA7#FkO-o&s8z~7(AX%1s1-ipl%HR^
zpiE8NLIP3*tJ__ZY>$Vicpew4Uqzi22&ac~^r)w1SE+qTu2ekjth20c=}DmJr1<;a
zm6Ls&MqVEJ1Mj}6?C@Sc-IoOij+l-+K8Bt*=e6nXiJwgVME<w)^Z~si)~I-F-g>XF
z>GPj|<=wR!fw)+zj5k(YdbK@^{(IK<d|pREU1&nJna<OA7u8KnS~ulfZ`P?>A*nsT
zW2<ULusdJ5mEHHoPs)JLOZTTclfzG?E-m42kC3fqYlRV6jIco78P|sw8xIT5S@jfW
z#;z>iyzz$TclxyuLq3vfnqIJc)wyuUwz91k282bUa@E9QzonAfvA@q(HXKwqJ>8Vx
z1$pzZo*tfLFUqWVZ7Z3dOS_2+A6$C75ZQwI*=8_zbDPn)dsM{*8_HYPqLsIQ#iQgt
zXJiM9NiPoXFQJRch3z4+4|)Uih0~sLipTlpTcdY`UG9yxt6_p1G}?XJV*!8IVts}i
zLDlKy`0H}THg?lhjTS*L=0|0&YWdd5k*3&$Ygu*HLyj+&TMpKrs!)5pUTFObw!ZBr
z#t#1s+SjrD!)W)LCDT!CS#Ri#$3?1UeR*^;d5vzo4_k7ed?EEqpYddRlcoh9YCI<y
zuQe%gGCW6KU}bMRM}{T*rQ_5Tf4i(m-Ey$fqxr&2#eAmz97i@8wfH0KCRn<#zTxD(
zGhkfC+jHoOZEjlVivzU=*Hg1=!<H*i4riN#mU6{gCa!SgCO?l3d>S9BUfZ!_W8G!c
zc*y4!+L7!xqX9xS@aE>zB3f1`KUT6b2bNq6Grt}hzc%&5(Gd3N@LJ{GPw@CH1%rr^
zG_hxGI9NH6P~S2*m-5cyiIK0Jf#dMLg;~m;i^5#tyzlhV^^#|65eAjYk~8z3<NMpv
z4v%cS-8}r+xvw4L_LjISSKVadd&w*N!B{pn2&HqB`z>me<4`{v+J>kf@k-+lKXp+l
z{p}b-&rTf*r&PpDd*qw4R_I|QQaz{#MB~;3sQu(E4^2+ZivI&5b2>9uLzes79YOE*
zI(GfHp2tsHkXwsiK04Nv-iN$Fz3{GlVDHu}Pk%4C`yD&4n!qN`lKlX)P49{GR9@GA
zfN92=u~q6W;FOyw5V;~T=_cCH>O6H%+ADrYL8*{DRLX&lR4!=ynQ!}F8I2=fytaw$
zW*BHQub<@ULhC^V1e-u?>yvgAy%g8!LnIEFdnvALZc3t?=tf3w9Kmp&elVo6L4xUC
z8f=L@?N~cOHZmmid|$p5G7!(6LGlBX$(hQ?(6-D};NRL}#>V^%kD3<FINNjgg1um^
zmoDS|c8mdMqFGU)4Yuvnwt{lwEp+DJFzC>u$+TZs8GQD|Y8T1QaBUbO-K5c^u`viT
z`_<PE_mu}L122`|h&Hevh#;+b2v3AuZnQ-_cPdRyNt_0YUo?nzdUPL(cOnh10}4K7
z!QWTG*o&zT?yZS})TJOyRsVU=_`!8&InVCUQ<tT;p8g#Dl(T}O#T&sfcPxjwKW_lb
z2;SMq#7XE#SuW@vj|RFi{7XoFtW@evMnu3Mc_Oz|ExTlE+=4rCBZMZ|y3^kahKSIL
z%&*bM_>dB@l8t~e@C)42Y^nlkp#s3t8vO)|LGG#y$(g7cU{XgoS<N~9OcItw8D)K|
z*#S7)T#UzMxVL$g>>)niJ41pw&yoNLGZ=13T>+C1X0afB`{Pc+q)ZN`=8&f|`1&9y
z{NN#o<xnAba~(vTzkRRhXLA<FQB7Q6J~ud_GrJ+yqcS{jQ{a`gxQqH&j)TUwf6|)(
z=zjjzyD-G6N%jI;0k2=Fde8pgtwpfS7aaV>rU&0gjDbzUkF!<6+0d53Lw@B7!aO_f
zk#U2O=x*%5>l2IDuRLM6rui8%v>gXgoi*4#|90lhzXxoGsdKcq78(MkiE014^M}=`
zz<#wj`ET_U<5KnVlCwP`Dupm(AnRPco&FV0Xn{IJ?*L|e;Of6V*tqjwg?uzq-~O0b
zhuUJO1>Yoe#m7Z=pC0=+t?S5hs}0S2>Reu~`K*M+-8vO`)4!H||3y6Xvq!!E)Rx<q
zoUHst-QkQL@1%uzThHx+GV<K6y;cW?Ta4O@J|0W&!o9P!jO+HDBPBh#_W%rh0TvF7
zY|g*{xh_#d`RnsBt;q@nW!uRQ?UXcZnO=E{%dPN*(2~uHMcfUqwYl}o-i5y0t%>DR
zYi@$by+=|rzeZLe*6AhvX$L4GEj$Eq^Lv%gx_$-_@fTRs6(#BYP(`BglzEIr)^+4m
z6;gr}gS6-b>pPdj^fG7%%-aao2r1p?J{P*!z@p$K&=*ZO`B3Sb4Ng~NRhqI45%3$j
z%SGwSkUE^E;S09cX(8pKEIJcZ8n0ELYQZyW1qEx4I0KBS`aI@|@c`{ox}U_e!&Mdw
zLWAQ^5JDCI_$yuAu>r__vzV$5x-UfJoT>$A8luG$7!jC_&`p3jgQRI2Z&k(?DhP5;
z5ERVE$?9k#U2xox30vY?1fo6dVMv@Fq-Uy@O+-p;k4ZJwe=|sm>^_&t1N|uPJp}!-
zs(Uzn)pIMg60abb{C~@m;o2x#sp6i~h9jR!p{M_mKAYl2gDw$*`YT@7&Kr(tGF#Gu
z<|*;eG$hv)o2TYN?|BFS<FQ5WglU{9aKePkuD&XqUTo5&3U$d07;h&dLjT%@9C7iH
zh~0%2`Jo|w1*!{A4=V9nCNKW*^DH>JwmX;&>x@Y1MXhUd$d7yA(zoJ;i=t0<U<XcT
z7blJ+Tyol`)%n2IY%IOiNE-alALrjTZ%y=L;;x#PiU{vP0^k4DIk;<wPq>$}Bub*4
z(Wt3Hbgl-o$%sM+mToXZb*%>P#0oB}2;^$Z?=b>Sid=8uHY7mMJaIb$!lnC?EmU&f
z?8>0Rva-PFPdvY#ZZP2Y1r4z;6QL!)X$EOP*ogpN{#ooF5M=d84dNtfo5ad22<lA>
z6r1oXCs<KYHBol@3??a)AKPjJs%$Wrhro%>4CzkHbOXO*3<nUQ5wv@c!vUAx1Xx{R
zh4YN-K*?_+0Jr`D8;%56DiLm{O|=-bc+H>{L##90m>eUsMZZx_BYcl8UNeeD=yeg9
zW1edOU-9r+SvkiUG;v`AwB<Q)TMhOahK$hJBg-8O`e-04Jqf<@eVx`Wv-F87H>Ult
z6zV&j=Z!uQZjc0Ee8M-)%Z~h!%eK@#!Q~s(p~c|<VUVsQn91+8?u;-EcIIlY59oGo
z)|sjS6Ninqj<(vD)jSgku#N31`wxHvi{9SgO?b@4nK$Ec5h8MhB63KhsvJ3ca4w4K
z2X61X(%W}6h#@;U>l;%xdU>?=dzHD)H8rSKX_V^H#Ee8|@W@op`lb+fq|yW3q!4i@
zqPii+(YF^Ppy2auwR4A<n4Ij5LwTc2G{kqJw4Vq#RRK&iSF;-=?I=V9Fz}s>+qu04
zeNAI5O2#f4VPb&VyFL*Vq8$jL)6HEeL;wkE-JH?D1W4Ui>Z^6pTrCuXwf3nM5d?kM
zFG%iVpt%65yi|oM21k4tSn)WxEb3v+Sx}BgbG<C!*69ceUT;P)FKl3HV`iBr_(R}s
z#PfLsTla*99LQ)b%RmfHfxGFFCcr0+ooEHPMD6b2x}1KZ<wnn!Ij1CuAp1`uW&oXt
x(21ULSCEmb{Y0y)^`aH34;7r;bR?$H9o>*)Fo9s98>%5@Y8-`V>G|Kg{{s+PpfUge

literal 0
HcmV?d00001