From 43944447d93fa1540028fd7f7866c574b8137244 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Javier=20Rodr=C3=ADguez=20Chatruc?= Date: Mon, 5 Oct 2020 13:07:46 -0300 Subject: [PATCH] Added README toy example that can be run --- README.md | 468 +++++++++++++++++++++++++++++++++++++--- img/stock_positions.png | Bin 0 -> 34231 bytes img/total_capital.png | Bin 0 -> 41917 bytes 3 files changed, 441 insertions(+), 27 deletions(-) create mode 100644 img/stock_positions.png create mode 100644 img/total_capital.png diff --git a/README.md b/README.md index 9cfdf2f..39dfdab 100644 --- a/README.md +++ b/README.md @@ -52,51 +52,465 @@ $> make test ## Usage -### Example: +### Sample backtest + +You can run this example by putting the code into a Jupyter Notebook/Lab file in this directory. -We'll run a backtest of a stock portfolio holding `$AAPL` and `$GOOG`, and simultaneously buying 10% OTM calls and puts on `$SPX` ([long strangle](https://www.investopedia.com/terms/s/strangle.asp)). -We'll allocate 97% of our capital to stocks and the rest to options, and do a rebalance every month. ```python -from backtester import Backtest, Type, Direction, Stock -from backtester.strategy import Strategy, StrategyLeg +import os +import sys + +BACKTESTER_DIR = os.path.realpath(os.path.join(os.getcwd(), '.', '.')) +TEST_DATA_DIR = os.path.join(BACKTESTER_DIR, 'backtester', 'test', 'test_data') +SAMPLE_STOCK_DATA = os.path.join(TEST_DATA_DIR, 'test_data_stocks.csv') +SAMPLE_OPTIONS_DATA = os.path.join(TEST_DATA_DIR, 'test_data_options.csv') + +sys.path.append(BACKTESTER_DIR) # Add backtester base dir to $PYTHONPATH +``` + + +```python +from backtester import Backtest, Stock, Type, Direction from backtester.datahandler import HistoricalOptionsData, TiingoData +from backtester.strategy import Strategy, StrategyLeg +``` -# Stocks data -stocks_data = TiingoData('stocks.csv') -stocks = [Stock(symbol='AAPL', percentage=0.5), Stock(symbol='GOOG', percentage=0.5)] +First we construct an options datahandler. -# Options data -options_data = HistoricalOptionsData('options.h5', key='/SPX') -schema = options_data.schema -# Long strangle -leg_1 = StrategyLeg('leg_1', schema, option_type=Type.PUT, direction=Direction.BUY) -leg_1.entry_filter = (schema.underlying == 'SPX') & (schema.dte >= 60) & (schema.underlying_last <= - 1.1 * schema.strike) -leg_1.exit_filter = (schema.dte <= 30) +```python +options_data = HistoricalOptionsData(SAMPLE_OPTIONS_DATA) +options_schema = options_data.schema +``` -leg_2 = StrategyLeg('leg_2', schema, option_type=Type.CALL, direction=Direction.BUY) -leg_2.entry_filter = (schema.underlying == 'SPX') & (schema.dte >= 60) & (schema.underlying_last >= - 0.9 * schema.strike) -leg_2.exit_filter = (schema.dte <= 30) +Next, we'll create a toy options strategy. It will simply buy a call and a put with `dte` between $80$ and $52$ and exit them a month later. -strategy = Strategy(schema) -strategy.add_legs([leg_1, leg_2]) -allocation = {'stocks': .97, 'options': .03} -initial_capital = 1_000_000 -bt = Backtest(allocation, initial_capital) +```python +sample_strategy = Strategy(options_schema) + +leg1 = StrategyLeg('leg_1', options_schema, option_type=Type.CALL, direction=Direction.BUY) +leg1.entry_filter = (options_schema.dte < 80) & (options_schema.dte > 52) + +leg1.exit_filter = (options_schema.dte <= 52) + +leg2 = StrategyLeg('leg_2', options_schema, option_type=Type.PUT, direction=Direction.BUY) +leg2.entry_filter = (options_schema.dte < 80) & (options_schema.dte > 52) + +leg2.exit_filter = (options_schema.dte <= 52) + +sample_strategy.add_legs([leg1, leg2]); +``` + +We do the same for stocks: create a datahandler together with a list of the stocks we want in our inventory and their corresponding weights. In this case, we will hold `VOO`, `TUR` and `RSX`, with $0.4$, $0.1$ and $0.5$ weights respectively. + + +```python +stocks_data = TiingoData(SAMPLE_STOCK_DATA) +stocks = [Stock('VOO', 0.4), Stock('TUR', 0.1), Stock('RSX', 0.5)] +``` + +We set our portfolio allocation, i.e. how much of our capital will be invested in stocks, options and cash. We'll allocate 50% of our capital to stocks and the rest to options. + + +```python +allocation = {'stocks': 0.5, 'options': 0.5, 'cash': 0.0} +``` + +Finally, we create the `Backtest` object. + + +```python +bt = Backtest(allocation, initial_capital=1_000_000) + bt.stocks = stocks bt.stocks_data = stocks_data -bt.options_data = options_data -bt.options_strategy = strategy +bt.options_strategy = sample_strategy +bt.options_data = options_data +``` + +And run the backtest with a rebalancing period of one month. + + +```python bt.run(rebalance_freq=1) +``` + + 0% [██████████████████████████████] 100% | ETA: 00:00:00 + Total time elapsed: 00:00:00 + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
leg_1leg_2totals
contractunderlyingexpirationtypestrikecostordercontractunderlyingexpirationtypestrikecostordercostqtydate
0SPX170317C00300000SPX2017-03-17call300195010.0Order.BTOSPX170317P00300000SPX2017-03-17put3005.0Order.BTO195015.02.02017-01-03
1SPX170317C00300000SPX2017-03-17call300-197060.0Order.STCSPX170317P00300000SPX2017-03-17put300-0.0Order.STC-197060.02.02017-02-01
2SPX170421C00500000SPX2017-04-21call500177260.0Order.BTOSPX170421P01375000SPX2017-04-21put137560.0Order.BTO177320.02.02017-02-01
3SPX170421C00500000SPX2017-04-21call500-188980.0Order.STCSPX170421P01375000SPX2017-04-21put1375-5.0Order.STC-188985.02.02017-03-01
4SPX170519C01000000SPX2017-05-19call1000138940.0Order.BTOSPX170519P01650000SPX2017-05-19put1650100.0Order.BTO139040.03.02017-03-01
5SPX170519C01000000SPX2017-05-19call1000-135290.0Order.STCSPX170519P01650000SPX2017-05-19put1650-20.0Order.STC-135310.03.02017-04-03
+
+ + + +The trade log (`bt.trade_log`) shows we executed 6 trades: we bought one call and one put on _2017-01-03_, _2017-02-01_ and _2017-03-01_, and exited those positions on _2017-02-01_, _2017-03-01_ and _2017-04-03_ respectively. + +The balance data structure shows how our positions evolved over time: +- We started with $1000000 on _2017-01-02_ +- `total capital` is the sum of `cash`, `stocks capital` and `options capital` +- `% change` shows the inter day change in `total capital` +- `accumulated return` gives the compounded return in `total capital` since the start of the backtest + + +```python +bt.balance.head() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
total capitalcashVOOTURRSXoptions qtycalls capitalputs capitalstocks qtyVOO qtyTUR qtyRSX qtyoptions capitalstocks capital% changeaccumulated return
2017-01-021.000000e+061000000.00000NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.00.000000NaNNaN
2017-01-039.990300e+05110117.40592199872.76332049993.281167249986.5495932.0389060.00.016186.01025.01758.013403.0389060.0499852.594080-0.0009700.999030
2017-01-041.004228e+06110117.40592201052.23885150072.862958251605.3339112.0391380.00.016186.01025.01758.013403.0391380.0502730.4357200.0052031.004228
2017-01-051.002706e+06110117.40592200897.55353549865.950301250564.6868502.0391260.00.016186.01025.01758.013403.0391260.0501328.190686-0.0015161.002706
2017-01-061.003201e+06110117.40592201680.64794549372.543196248830.2750812.0393200.00.016186.01025.01758.013403.0393200.0499883.4662220.0004941.003201
+
+ + +Evolution of our total capital over time: + + +```python +bt.balance['total capital'].plot(); +``` + + +![png](img/total_capital.png) + + +Evolution of our stock positions over time: + + +```python +bt.balance[[stock.symbol for stock in stocks]].plot(); +``` + + +![png](img/stock_positions.png) + + +More plots and statistics are available in the `backtester.statistics` module. + +### Other strategies + +The `Strategy` and `StrategyLeg` classes allow for more complex strategies; for instance, a [long strangle](https://www.investopedia.com/terms/s/strangle.asp) could be implemented like so: + + +```python +# Long strangle +leg_1 = StrategyLeg('leg_1', options_schema, option_type=Type.PUT, direction=Direction.BUY) +leg_1.entry_filter = (options_schema.underlying == 'SPX') & (options_schema.dte >= 60) & (options_schema.underlying_last <= 1.1 * options_schema.strike) +leg_1.exit_filter = (options_schema.dte <= 30) + +leg_2 = StrategyLeg('leg_2', options_schema, option_type=Type.CALL, direction=Direction.BUY) +leg_2.entry_filter = (options_schema.underlying == 'SPX') & (options_schema.dte >= 60) & (options_schema.underlying_last >= 0.9 * options_schema.strike) +leg_2.exit_filter = (options_schema.dte <= 30) + +strategy = Strategy(options_schema) +strategy.add_legs([leg_1, leg_2]); ``` You can explore more usage examples in the Jupyter [notebooks](backtester/examples/). + ## Recommended reading For complete novices in finance and economics, this [post](https://notamonadtutorial.com/how-to-earn-your-macroeconomics-and-finance-white-belt-as-a-software-developer-136e7454866f) gives a comprehensive introduction. diff --git a/img/stock_positions.png b/img/stock_positions.png new file mode 100644 index 0000000000000000000000000000000000000000..a65bd41a254ec728bbc71b9809b91d84a9699c8e GIT binary patch literal 34231 zcmeFYWmr^i_$`d2Gy+P4(jeWE(jX-zAl=>F3Q9Lf4=LR(4bmdr4bluSbjNx4{oiw) z_v`!Re0seQ$C*8|_kNx`*1gu6(2t7Jm}takaBy&#vN94XaBv9XaB$Dso+E>2lvP)r zfqxL4#bni0SEUQPF6xx%_Dt( z$=!u?>iXyyW&@KPFP?XT_4dxrs;MflKZ9rIrq2G33;*W3{_|(>s0=?_sI!A(kh3q% zFnD_2cl07Jq8n&et80vx*UzL}M*lEDCm5(V`QaNU}hjJ!Lc{f}WN$Y%FBhM2ekg zEJdE47B6gU@>pkP*Y%K-KO9L?+3i}$ibK|DBB^`2f~ww7=riMY+i{b96opQHE3PoT zl`5O2#?X#{8B1S(cJP`JN35OA>v}iLp)W=}#$-as3%`yv7Xow1gxlM>)M=WWkRIqL z=nm{9wjDm+4cV_{_%eM(I<@pVB-$hYmGnlWY3&Q5so3*p{}V4l9|p~e9{W~g?3U)K zpsMn;7oCp_&M{s#UUBxrKgZ12;W3U2)| zTtbUd!917HsGyvfl;FpCjfW9~S{s9k{3Z2Dal0l^V-k^FDVa!`;~Ji|Ap%lNQG0&;4$vh!3eitw$9ZRamO%jG$b#0v~t zYqKozD9{en*2keDgS&abWqV7&fCesMwl}(u-wuA7-B{U$--u-Tg>GHk&YzbOiN5kC zbA52hf8Nsbxv~t4o4Zc7?EE!L=QR75&W_i=)Q7hcgC6zt2JP0k*}Wf)re&W>jeECJ zry|q7G*;t+ZJ*#$spFPNWTk5HAu39>g>Xs~bgf<(5b=NSdSry&0I>+9?@QWx%4|tVFg5fVUJP>Va;@OC zR98Z{-S=Ovf?Ual_Hs%-}Ty!$?XduTR0 z)R67Ycj4)~6kA%By}L^nTK>7QZ3W7|UhL#<64H3}^42(zp0Ht?!z!2qsbFNl#K_OhO@cX}2_;8Tr{`ev4M{|@r3GC2 zzlm|RpTUE>ex}~T?+4#zpB}ipE*UA+FO_SOs~k6_UfXhl+u86+#p~Eq=;B^1&-c;V72l=y^q51VParOmdeZw1HX12?EW}^mElJVR|ad9+qu7d z-ug)HRe;y`hSPzZAFs^dMz}&-RUO`*rQh{{EZUffp~rpLbGCrI<-UFG+>Hsw=Rv$i zL-CY_ZJyibUJ5^O{&mC|$bgdf9>lTFL&Gftzc)FOb9;TCDYtswn*QVKrHwv*H`02? z^{NQs$YB%y_eEqL@ZrnU>e_+c7wjAk7T6zM_``+;!+%eVP(So+e-qIYGnwP~yyBZS z?Y@%V3GG>aMW`hewdZz}f`wSYITk_BD9`^Q{D_ta$+ zEz+F>1s9Ve_<;$D12`*ZG*zzFq4taKp-0)X+kbmjkKOJK9XtMOWuC8<>xjPO6J+)Y zn=)>_5qEF4Ssg<9_HZc-cN|G#;kikJANXvrU)feDG_sGw3ZFk0Q97o%!_IG4(gh1e z(mZowW`IZyAA+?o>p0sRm3wt(kGt~g>*#oNi0=hzr=&fu&KYe`0DOAzaJT0U)8DQj zSp61f^$F+R#Y*MM21^!uksJM$}$uWg2b&1!6x! z(T$G1zDdob$Q{lPk#^UlytU9`W-g&i46mf{Y?0PbHCbe)2e@s8q0_LNWcD>lxvd54ZNiDd7;SuoCp2`%_R2 zYX!@GY(-)4r($Mpm)OaD{962!x8|f_(89S!LqxC2#)hX#5Q_qeJs~NU4GM+W&V3J8 z`wfSrdB&6_5qHYZ!)%n-X?bVkFe65W9yOJ)^;JtakWnC@YF+DEqCB*d2I0cSW?zub z%?IQPaSIV+aH;2A_iTqUX@{9^$mmFuEzQXOA>j{vb}On{Nx_B04WX>};$DkR!qqxv zV6JEt8?>%4U}Wxc+>r-$C2p~r$k>u$Q^ODYbo7t!jpE2L9gdejJ4jtwwuIp7D*9tg zXlOms``rt8+V`-FRl&RG`*^g55VjY&4bIMdE3(c8cWUsb`ZPzqP_UJ}Aa8!|H*0{a z7aA4G)0gADw)ETF)PW+Z_o(Sb!H%@JSRTHNK00B8`goXYw$8stk1>1?t8;e9ECSFi z%ar5iyUyu2Qkl`?a_s^; ze(UeEIaB#B~dQ7N65_)K?+F_~k{{&qUNxyYxCD~a8*u0YSeCJj2V_c5K zcp=j-)0)K{YP%CbOPT2>25q)CE+!NkfgQo_{0&T}7>rdO^z$>wa|-F$OXl5DC|puGq`isX^fL z97cp+jX3tXd%y0=_-RR;@*X|q{TF$*_q2r6co=cEm^r4^ge~M4%VHQvNQA9=;P(!s zT+~^a0V_hymke$?Y;iTM9u@DH)E^!s!r0yKQ;+R*`TO?AuSRSi-Fnn-7uf@rce~%+ ze@vgiMsgxUpIp8-7lSbe$tT9iv5*|ymOn0C7Pf5**Q$jDR6rEhh|DpsR=6~GnLed+ znxF6RLng3$9yiu&{f@}L>x*dHeS;N%@Ws)(V9&tYa?uJTSg6dnX@88A&&o5-c!IT@ zuLh4^*g|?E#Led}JHNRt2q z&tXJ_+LjB(Cv-As!gdqJAb9_Gu~khsf-b*d;i+V$Y|;LfOIr2ca|~m>n-;#OeOgPR zGG;ij2?sJq>ewG|ooqb_{`RpS;0V(F-908bb)#!^efv;APFHVtuqHp!w=Q4jV^Eb@pE7FSV)+2)Cr9!xZ0k+%&i)%wMY#j4v)1Q zLJBO@DqZiDvo{r@o{F(vuq&f4C`*seu}_zCIk$qhZ&9>4umW9ZawTkvH9J)$7mZOrdW+u_}iBf&}^BKY>$U75W9;Ihk*%?RO&MnCF!x*3=4AO=d6K zoQD^TQD{=8Uo)TT=bkS$jE!4HND8AViXhAwO7Bl){RzwYcmk1=ou0(;v3`-bM&(H6 zxFLLB|J73p*NEZ?jkfub)eoowEZkgJgbxbGa~7|_{u5JxpSuKWaYs;{9fnh<-V&^* ze59X|1ep?$Z%8Kc41@=vV8&wCfhg=aYv&v^J`nVYuf~~~ZR=zjQ-59&WZGB!enjgr z=vX~AVq)oa?T!UGy|&T|=n1XD=YTW?86J>VnlNtd_ob+|v?8ARCdB)~@hMI_8wl3; zz3NHRZk{PjJoj%we8h{6#r)2uj?wA6q0H5Of%ZU0PF3wgL_?rItt?l&?x6|>tv}_z z7-ygh&&*gVI^37Pa|xfY?ooKfyy0D(WwlPNlMe#$n0D!7^kqWh)fS|Af@5uS(Bf)D z#PSYCC81IFb3-7>$e~$adE}cIBB(8^0`}Q?Duih040rQHzpzA{GDlGOYf?^Nx^m}a z4P!_B?QEDt0eMcddKJ=RwM#k*m~ejnzbfL{46b~JTSi!!L~GMtVaRVUUfTl`oZR&-wM`@!u_g8=$0^oCeLEm z}#b|NhI(7z; zT*b{O6bYRxW_&PtwEZ8o|7F^592Jn~HgeDHwk9H-hB7@SpIG~i?siXs(KH~{`$5d- zo*xV$DsJc82*q0!0I)n~y$%U&cu1Gu{Mv4T3pqc3S9bB>9m1sFJ4)ieOh+(wTT*da zL6?_y$0d04ylU#La)cC`k_aA5wjhfT!{oCz*a`m-ur@s=IUpek!+jQN3RDbMnZI{4>U5@SAI31nl7bg=s(n`-#kH*BwfDt|BX z015~3nIatslOWd(`p>Wa(p^pe*1=Kx_`cK9d{y|Q&<;gZ_n;#7Wu~(CWhOiROZNS( z1vhW(f|2dTO&`>tlWqh4ql1!FZFEbYedWbIQt5$)wwi^_@u4Ba6+H=%bzAd2d*^)E zDN)|F13UPKjg3p_J8+l(#;WJ>b+QJ}9E>Bo3k5D00rsZ(G?%(~lyU21*4kZKwj*-G;Z zD=JMVx_n5<&zI4sV}OCJVXpThTX^u;{(`Ze4FkJUIAC%}dxLa3rov!@N2lyF=Faw# z!2Pr01Q#U*Yu;Lw^hc`3$8saKRRNgTVjsEtd#j74KQJ4v4^syXF{p@yH~u1B{AM;4 z1x3xN`hKxnU{>KUq87LNRW+zs00@|0I|=~E5HrV%vJ-=1h@r=d0aViKh@3?fhb$ zF^0GA=G<^<&Gx6)XmZINJ4{jfntSHpIA5c6D9HC8wP0UnNL9b|{E7^SRWVq*w96)% zixgGwc(ol0M{2(E<*F}rgH8U~WIRLL$t|E^L|$`~fSLVvBhZ1u9Ui$MSj|`H*wxz7 z_mYevogi?iTx+hRRD+w_Dw){i7l$Dz{nsN40_8SMZR*SXavAE824fr zL1$iQ*AN3%h|sr9SWd~EyZwkXR3YsM;w_A{F1>wTRolJ;bxzH$4B09E(al>**K$S` z@m-QoP7XyrzOik%{XV;hF&lfi;9|KQSGy6uwM%qBawUH!{giD#N9w&Y{@<74przxd zyoc+t`1x-h>L@RC^~JWL{6yQF!;nZgU=#(0r`?P^^FsPOJi|_0PPqGVHW!pZqLcMZ zw-RIpW&F}ysdX@3hqAW6pWq4`zCq4Q(u;DP-0@{ZJRE+oA`^((0I>K|1puWB-$I*p zMp!0V3R1IO_=gmDmn0MvFpJc}N-Ek?$H!I5oAwxkuqm)QkO*`-78{)#w==vwwju6p zgcyr16AJPv9N&wJ8SPq*rSK&U|0c8F{Ud09UodenRqZ{lo{$_V@w}}yWHslz300%% z%fM&QE7Yec0kAe;NxXIXzJg(g2wdmvHKt_eyY*3Da_aIW1A3%+3efv0k8Z5-Awtms zjrt2EBUY(WK3!e`;jeJ7_v3Z&_zTc4tNPa7ZT(_l?a*HFP73mW#9R0|KzavVxT#gs zQdI|2)A-GUQO;Y9_dMuf0k-3!zoPiyRUJ|1EbzHsQIUk_NaflZGnImQNAbFD#`xr= z`@LlAM#*hezNLi7Z35^k_zW;c3FAU)!02!fyFc`Hf2)%@U~IM{1c+j2+wwc*tkOB)~| zK?7VmR48FR558L<0K~$v$T{Lb*%Y8zm*W+)!Bpt|aMTg>}WtT(6m&sijZs{&l=&$DKYf2pol ziqN?qLZ4z=&c@|D1j!$cf<jUC?*WpzQVgKJ}^>JnP9k65|n~A!}i@$I?~YTTkrln z8#^%aPq?^61$3gg=$i~YrFrPc+pzJm2H&QEmFaJG>|jclaabc!yE~%Ol#ZG|cW>ZY z_uoTx`Sg}%rLlHI4)Y}ht8X$8BucUkpZwK2%{SpY3edhn%k&x-M&@WKB<5afx#WN7(=l%n)_%9=I=UNlF&UXK#EZ}e2Tr`1vR$8Q89DO zcx6Ic#gDD7xK(N7FjEu!8y6)=txhKFA^F?{ax zqIv;nw%3(M3S0`gpsm1EUn4d;pRssnKxw?1At%-q=1_Zo$u1F!-krD02j_E97ak@e zn+d9X*BkK-{-Js!ds8KIEuNg=ub7QyD-E9#n@PVdJvWLU4UoO8taNEZDEAC5_*s{B22J#OF zB>C~VwWZI7er?MQ2k0wZt{ck@ri&VYf^ofEk*jV(n~2H28W!>|uo|mvj}4N36koc( zjLC4fJIwERrh>Vm&n1*(-SFAvg7>0%eok|v%YFD7Kg01An3y^rC-Ej1&!vOzHVQO@ zFk!W&`IcOFx0!{!?5N7EeYt7fA1b7R9x%6C9;SrP>(Ly?Cf7GPMY28#Z{X31DVNA4QNfNo3BbDCpm z9{3b58(_~YVcxJV{JH7lt7bD6)`EXG6nMJFL_h(d`gMf)TTb{Vz*oPb1e^3J1a6x_ zP@fL6;`m&W^_x{ikp;sR(JO1~6p3x{TQkPxDzf&H8pZ+Kt%@QF?5uG{Q3R|RSiM?I z$LyHd+TFKrRoGs=Gz1+_?K6NG7^>P?Ki!+%J;_o~gP*rleOc8GAB{sjQzYmi&=2$d z_jCECvGuo(p5ojO4b{`6=EBx(R<-53aF%AK6=OCNdutNHP>ElMP0(KtH&EF;m2~If zck&s6DYvlpOmA2#LBT|*d2qg%TQkIgFCyQPjA&Vy6*ttyd#>E0l?Nke*cLnYGg@E& ziv$QyQqG)o_JX=>#t7WMF(qf+qhbJl2@0=tx!w*-SucQAh%Sr)HQgaD8sXUhg6-jh_ zs6@Y%u|!ERz$N&7$zu_Mwu;yp3F!$seAxDqs3fo(^g90ss(9EhvRf>aog3a|>UuNo z<=qLw^YccsTle-wtTsnAd7_z_qMgL0P5m{@nVORV-m#ktZF~h%>0Md6Lr0+^gP5KC zAqiev+LKM%oHU;Js}JsLPjt*I`>b?S2fGvEMJ!d7Iu^~*fO+ZT0c3LJQX~K2_%a#o zqP?MWd7RV&KFdX{+@*A7-(Q$+pt0cNF|5#wjK`!4rSzH;nE%-l!#&N!GV76C^te}dHYTyK`=#cRa8(Kw&>)|Wh>Aqq%5r|#28T)9TW8$#!pa z64Iy>ac`c_XlCbwcu%=dl7x?){E*#BZVhEb2ffuT3T1Sq}rkfXPx_s zaG;`-2CIeuO$-2MvyFoH6ycPU|SPi!waKyEnM$K7a~sHZ@{z+>gm?R9^UcX;FTv>ru?S?%z9@HrXXA=JbI>mdg)+8Vy~!DYAy+ zO$2|cO{NZhFO1auSW7F)vFUDREnS72;xHRi*0p#4+Y4Y_IbrVVCIEOcb`7j9op%^= zrZl~AY z!^Zaz2{20&Yc&EV3J+cP;{MB6TgF>#Hh(ZuGd#nN;;^+`*GC-5-S~hAbXc9>uMwwR zB3c0BLX=RNSAVc9{s8LkRquH>kKOBs>t3Dc;xEt;Du%|56FqDRkl@vK#^7^O!N36- zih|vtACr0u7I(54csngF+^dVMKevJT%N)fkUH?l-IwJM<>GOUt&!jyXHe#ZZRz89Z zI(N||r?VLe=D%2ZVfoKm@V1>; z(|+~fugyg5WDZj_3css2@w5v6V#Kl5u>G$Pl62jO&d<*ai$92pKEtC^G#QAadBR#f z;RMdJhQZ2OT5|`c*wldwfq=d}%HT-qAUO^7xnU@h5}BVa)Ag%wWr$s#BInx-pn(iY z0q*qRGT!ba{({$yR5KzkFG1fG6G&3cKZK1%pNac>;Q{(p$z|$8{lno5K*YEJ5%>PX zjS$vvZzY6U4$Kn+)tU}St$-HhM<(aS$2THkug>*MTFyxOEFFC~WyiQAO&*yzFn-nF zK6_ChK;+dG$tC=t4_Jq|a8{`M&^j__?uhiY`b_0PxrmB4Y$=(MQRb6Ib}v6cI$;YE z&;S=-ooxg>&4_xCoz{ZCH0s)NJ6+foSC=ABfY49FsHli>w-;GnA9e2ry>&viv#4MU zP={n>>1Wj3KPb=IFHxD2mF8h1t}@O$@<42#F0#H3qqqxsqWP>q$p9o!xba@+wniRmxM{OB>i>#>#IvXDpz{0tMPBRD#> zI6W37{n2(ib&e50`jnV@1#}%C$YlU_F1NRVfRZFE%mJXyje1+4@ja8$cdUr|iU$-z z(7;DrY4c{*Q=B=z7eLw;*o~1np9J#_j`~F}&WD1G4j_8v$EgI^vr@7>sz=b!sOfm$ zlY94mUlih+Rt9t?@sed*e(}$=R2dM8pLEoCoQSkJGn19qMUAzm~ZsQlAV^fKX^R>d;>0G21dqz8tpePv4R7eVQpz3oN|j9 zMQ-OtlEGD_@!D@CYTLbmC~`V&$Q=G!$2#-6*JEy`L&;H-0mg$MaT77a>g-R|**GZ< zAwW~(X+Q9!Pbm2@tKi0nj1ZJV86nxD$@rEb*_)VO?$X+A-g1s9@(J57gu8i-tTK0K z>O@ri`o%0`l?M21qCIFsp2bq0CGmfzj*DF#VWj19d`lDfXD(*W71(m3xmBG*3$LNNS;Yyyuv?%FF#$&e#^VqK z;`MPq+A}#CdE9MO?Z@;b!NlESjR}=uM4QnQ>c4-hE6~Sdm$jCO4KmQ^>{^DGH@8Of ziGG2)b?#;q?z)si*D#?2cGq#!uF$c#1r$S`!~_E}fhX-(voESoGr4($a)S8h4R1T; z#G?G}rp7A&e#pJzVAS}K0+-M&5UD7httRt8ay+*U7s0s>C>42w?O-|f^c+B9(N;clfS_W4x%1C6CWm2}(HK1))psD^h;;!s@VH|J-n z^xufXv)!B7Z^GDrEeU<*NGmR((bAA^s`~0;OjT5GNjq9S_~q};xdA<6@6H0dCS#}O zJ_(M{vIW@mXd$3r!8VGWwjtrZCkY^Z@jZ;60qH^7ypCf(sl9XOV3FGBHKgM{cqCX8kHp!AF@A#sPXv@Cicji>zP9H9k$W{<+}dFz7sW~9gpl)Z6MEv!4A^*^`JIx=or+uwr) zTOcSt?H|7zQ+?I?#q2j$E!D2+m8GwVimJ!CB$bg%4c_wH3gVG{1BeJ9OpTz^xH?zJ zpJ@XyQDh$$)od@~Ei4vI0k-E8n4$lXV3f&++FIkkn4TKhR|M!-U}-WY z=TA7X_Mfdt%aHu!7u0z$XUb}faE!Q|c{Xz=r>0SL?%pmX=W3^KOV8B3dK`Ckf=)V- zuX@o6qZpkZ?9fI(7P+vHwzTsf5>ZeGL+vME7s9yhVZCg^7o7U2WYFm&_IL{i7(|%c zy3nx+pkte7F5mP_m*s6$xM$~0s4aVW7i_tV`d@bXaK6-%1z5XFkHV`5>`DxZu}yPa?fTJ^n-ZWiAt-cd>I8sn2ijD(U!AX#nntXp z-Mp#$!u>n!(}DLZSdGteMY4|v`Ubdo*M)ZR(MANVlP({4T9253fEM9tLG#4_QgzH! zYvHExywI%)o1LGcE-vOr5&=##+s+Y>(%e3m;*{l?JL~(^*7{>@AB@)BM3ywtk^$pg%~n=~rH8|c-S=?ZxV?h4)hMdm4l-=DC(P+FKYiV?HupL~nlP&OTD(mJIjFBm3JTS%;)fWdt`uyJyS-2TF& z7k>P$_jtI>Gpe-eYn!#D50<=m!44>{+&Uf%DNP5Wi~Gox=! zoc&b=4lbG`o%)4NP1W=Bt4zNfV>l`2O*XWxjG*-xqE@}?#g$VweT>8dV3#zZiiM=A z!DJ@5h$-%Q%V2GRuKRpC!4#q{=ZwJUU;{gPU(v^5<8hdg`D8>QujwNaQ-Lj>5cOeA+stgCeB`0ekt%$`EnFN?O}hbbuZ3eKW`5@ z+AQQfh3T))$ak#<1k=gK1HZk;3%H_rVzd#y5~_|}!c>E?w8m$IeGz%9*5(Fje6ms4 zM(@XoB6luuo{MT%Xs+Dx0CKUvIvV((;5NLxoreW602yBymFdv&u>IXULoz=vW%N-v z>n5o|*=_35?XXOK!ouTh`-xSR&w;YE3gU8{dFaW9Rt94> zTcGd@cHS}sT#$VM3ComAST}(_4p7-$oK>}t@LuEDNJbubrc*$s!a5H`MNH_C8&CrK z0`IdJW_y)(hB6ttpREbH(1KCx`8^CFRo^SSuQ~RC5rD>t@c`E^OA-6Y96z#om&6X1 z{PQ<|B*{)qsyOX#f_j^M{oUM|Oa=etn!t98jzWx%L8xHXj?0sEkJ)r{=KyOz9{abZ z$~fI^dk%eqjt^0OwNq+_cTidTBQsEw`<#D=lI>dh?IHnxK`$VLH#Phpzu-SSuc|PC z;V&66(f{07NLuCJBP6Eq{&ob6U8PqMPqqmjJ3#<7LdtaI?!qG>UL{}a9g_v^FuH*vPH+jGsuf%+ zhzA*^vAtOMhMGLcINH4A$w^p>qdTTmnxN-LqYb;mJjWL4uGF@N)#;I_VxGgH>_7a> z$am)>Jn72Z=vDW=v<3MtJ2rQEF?(MD{D0MvnH`n-i;4#bmoK#H6N;JBWO;dkTe9eC zE&6iy7J_sC9Z}qyPm^I_M+_fcBy4ag)N;ekG{? zu)~k>{d@9Zon6BPb3hwm#b#tlt^M&Qy`3ld?sw z8J-5jt1Wo^_|Ow*IYms}IHd@%_+6v`(-|*pu}v`u2SKrOu>y!V!15MXTtWrBN>x)O z{LHyEb8c91fBvw&x^9|!Xv;M#{ON7{^~@aiIqFzD12RGnK!?BrwZoJM>D|W75s7~? zJ7Td(R=_4NL`cG)#!g**>EgC1HC?;Z!g(>^tcHjzPM;ckXKkbl8z<$)7C@oSgRfqm zUyQsEdk$xVP}=qC&HE?2=8m&h8Yb8vO=&kQD=@IQsHzsgF`8BX&~eT<|fN!OH875w~pQ$xohtB`^0vJ77T^lK2Jq*ATG#2j zJ%G?9e?WP-7yCcwL9YCF%G#}|BL=Vnz(4S|m+0&c%~P+y5m@-BLEmtU;3l+~5_~T| zj6#9ETO8QMR4{G1#RIeG-hmV4@c!qvL`Vm!9NNegKX3~Hi*J0w}3{&4w36F;CZLG(lZw$?a9ia*WPTM61C|Eb4{hppS(JY?kSjHQ%v zLfeBS*tG61Z=SsE`vLiu-SI?XRb1H?jF%ys`C}f)5XDY|k8FFcg!AP55HbFEbe(yM zqKFTaKi&{4;mK~~k4dC@a4f7_*4Lp(^^fGwr%Uoff!KfkEMgT*uXs}~&(c0UI z;XwvM41TdOF7Ait3wJN-Z*qO~CjRu=mNDrm4_?znto^clsiOV#U7P(N5U3%3N)uf5 zJW{j!(Qy%ZY-wkj@?L+Xgv{bIOc>>?xg@Q&s4W<8!?-1w!haK@0!4%>i<76Gf|S+3~H+iOnW z^on&)Mu_S8)~g3@f1&8Ms@U@>Q5IoSL7s5Z!|&kk1yiSMkmB`e%%$H*v?mM~mR4XL z%@HV+Ugd-)ess#5F>N4pm{U;0pL3j7_~riGW*&hoX(?pF?6=W4_D(8(yzEh{#Lub37pmh@e$;X7p#QjO&b+KtLCQ>R7Pv`m}N_=JNC2P8J?J`z_SL_PKA(R?}P&iZdq=X{opwb)I z9u`QAja|QRYr~h$EsAkKnk#zk*d0du#d;&@sc|A)(_7}1Ow8iRFR{4!?1GD^MjhuP z2+ywP9L+wdd-@%l>D?Bh1?u&=w+pB2=Az%;%eINcKRP_VUNC&b=)DW49cNlu-OlAc zw<*MOn?o~DI^##Gn2`TE5iw-cZ8UAnO$5ZH50$kdyfDF$c^><|Q$?i>cc$32@YL6t z_SUBB)34K@VnWLa%@Dl;g9c)OfZlSxQYkdu#3<*Ag;;^drUP1h$z6{AIkM)SFMWo+ z>(w!erXRUKa$~9wEln)ogmAWvcb#v`_n7SSzh2P&nuRFtX~af;g-khz_3j`~L7`J; zcd56mQJSy5^;=1|wdvjtWqu@s(HRb}7ew*Io}%ooIy6{MPmU|L6Uybhb7f?vz+~uA zMw2#F1AXJ)!xIs9KN*hn(P#-GoTDgbRc|RrFUpwf_SSy?6#{tyQS{O` zuyO}%>y8^4+j?n7eDY)pgYI?hX6ips^fbFpBK`6s7&mUsDJD%j3&8r>RgzvIH~GwB z?M8fHi=)O-#Eqav4T?wP*K1G@l#UZ1<7!ppTxS%DAlWnY$xDiZUr>Y&2j4-NL6)E= z+OFTftm|I*upZX>$xMOXa6AN_O948GpvRw^GxN3)&vjv7e%h^?d`AKG@)LjV$-|$| zub7rTaK-kT+KX7)i^LM}4dFL2<2Nz!+4i>l$!vSw7jVysbIOXVRFfy%z175)W-V@0 zjy*;!>)N8PY_eS`3m9%qvDk%qs+AOVb=)GRP?JOn#(3|HKW>N&`jCd^?XaAzm=eb^ zsOyd^8o%V5u~%oH@{Tt@r;b1-o38&%S26K7Iol2_He2!U))j>=uhe`?Y85T9D*Uq8 z#rvkRG5pkgSHySZ(&f_@_OQ&QrH9nv!o~Z=51;I<412GP%K43P`Iio(TX8Wq8^3z2 zl0+bPx%C$_PGP<%Ci#u{8`R>9RXSWH*hLMRi;j#Jq_OXagKnL%^=dJZh4nRx_`^9( z=7_AV?%NVx?iv$agiPNt3C5+?xE3-7G_tR;w!tb2X>(udm@TaQS4?@8*J@OE_PlNn zBh~oj*y8^FsIAx*`?c7iNTqn0(-lGqC(_I)I3#CVCpcfcjFCv%F! zU-o6E3|g+Jv}Y`2Yr32K(iuGdIv6lx_!~5Y(cO8LfP_W0g08F)1%a*Ic8+%2jJd+? zRd&f)=3er_=Fay~NVf&;+xi@kykgiwfe z((TOOb`<>zI2n&kg4Af6TcsG3(med9GEP`ihMi{OGpii6-%69I_4YXT!6xxrS}QAZ z7HbAw&nhZao{zz(RfyV3F^{jOb+k7X>aum~-_$3cc|gp9UJ39AkVSVTr11}VkTs^M zY_2XhfPI|ky-DVomZto%R>PV)JCC!wQ@t>`Jk=l?T)dUa*&9z}6e@q{xlrrtXUwKZ zIpvz>RHCKyeWdeaX5brPfxPc-VT+Ah1iA-!DW!jS{J$}~8uHA1pH-pA@1>AD=&Tk@ zo9n1lq3ikp0bOF8^h2eAEO)jhagFi_Lk;6QPcxd_V1j>_!LsI)inc4-zXzi7DHUuL zY>7V`3B}dJC#Ad{N$yU5(<~f|%~f1HHc4Di{!U8QIpQXfKBZKuYUTs@37r8C<{9Ar znmE&(9pvpquHm0YW=GLVgqnEQuEoI+CjzPux)`j^Yp$ucd*&rPRAsJ!v`}9RJx*L z>DhV0>};AgRk&RGM%p+@7IY*#ITko;>|gT$UNub!TX5_YGC8VzHW05E;pSCNxX1{a z*K0WEtMw&cSXnUCW6Z6tWB;9abEMcAK2^H?ZC5;n)A+e!nq|c)TS+nG@I}ALf_{l@ zMV;cHNp<7(!P9S+&282qG10ZsIV!&MO2hj$gox7O>MH(Zs3&70<)W~k29rkM;wUa% z{6Uk{xE*`e1Ov6ooG#CsJ*-y6PLoM@#Oq$N-g7HEg;8P!*H&DoTQQEj3kx``#(RII zl1V7OR6--6z+~5Kww;uQhu6=vyQPD^BA3Lij{*79hzgy23T3FEQc2pqHT}->2mK%c zf0m8-Lg!1i74h3Pi+@wtC9`TI^P3!sX)h|e4&yF-fy(^=zE$w@*WZY82j{`fVAx3wC~l#hchd6aYQmbjeJ7X? zQFxhig1WCcem5>N}%j&Iap4 z5!2t+=a0{;XXpi)+57%btfY}!5p=uP>H99qg)^HU2FqSiVU>W6*+`uB!j$DtxQ$TL zV?#I{ryB3KITZ>iW&9}qLi`1d)Pi$Ka=SvTBLMTBOR2~cD|c+_r-dvmKYobms=^P~ zm^_)L<3{}5e2BJUGp_o{Ah&c>$}+oky|FW^iy~wKCuD-~>Bp5TygC^}(|vzv&?alt zT71w%Ku>!iu__sZOvqnrs4+E7h-_PY4F3s7b4$(cMXzFaAM*_*yqcwFu2ueQklStD zWyRydRX2B>5mQ=xK=E42(u&N3tK`1eO&(e>w-sIKXdP30 zBO{HIPtRtUoRnLT;M_l()7o}P8Lw`MMbn>kB&jaPvSX<*3Tg|(Z0qVr<&Nzt6>tar z#(Dj=+5NUX+f@KdR9dNWR`{w-IV$tp%D*TWCJvhWS&+{l7Af)p{Mf1{Bsv6~h|Jr!eygHS;f>OCxMi9FA^zW90DWuf0R+}^(E?RMtwSS|lyDG8f>_Rd zUT%^B*@EnZk0GGtxQmpSc8>2YWq4e6PfnM&kDA)0eXehJ)24Sw_4bMRD`bnJFrlgO z(qOIH7J&7lL2?^6j5~ROh-?E68-F{l9sa|}*(!!7;DkGZ6Iu|`%_+d`P4a1PWAwP^ zFX49XY_qd8vac!IVIPW$|8ToJ&&+XIHD!IpnL2rp5d*oODOm{*_j-NW z)%3tR8_7Au%gG9hMkZgq)XcX}Nc-T@i72v3@se`a6%Bdmf;LvF>q0ajve~n>8GUju zh%G$Pem%Di6GSYSZ>VU0aFkAl*7&aetN&f-OBTIRa&y|YI05jR{`6Lps$K)l(c@e* z?25lw;PDZ*pnj;HRBAM!VD}5Io*^_+ypUa1M#g~MaNx4J5(n4oPf~Zc0X*s;6-gW> zp_^e1wbrZW2EU`RtY5PmRCf0EzGR!No+@1~x68b~cg(XM=&%1-Vm1Q3_UOM{9@9*{ zP04LM&2To8%5*!g{aL_w{$1<)XCI%cUIGuA9`DW61#v5jcQ{Ua+W%0<_Ot`7EV0k8 z=ZqTW65`jC{XP{tajGV)ymUCJR@qQ+Ez0IDOhs-lCJ|7d*wIih-ZmUbt68w&-~0s+ zao2Ws3 z3-N4+S}1$|@JF=+h+&<()FgQb_M8O_qa=^2w70%1^Eo8;@KAus6yva1*|#kCBVT^q zg4Owa&L@Mb{h{s@XE~Ya!Vmx$+$@Pi0D>PT5j-?8KSmQQcmcbo`{z zgKzAMRd)l82gD+-yUPs85fa7Bkv`(jFn~^rh2*F3zyy876ji3xbyGd z69@1Rx}_aB8_Mz&mA_jKRE_yj%()#s^ZT8oI7b51p>#3Pn)u%9w2QcGNhPo4R^O3J;*9%EDRt*(%?ZkXP?kKV(7-jlHB zxL10;?s_4cCyTj+CfNjI#%Zs3fB9lMqvF=vm{WU3ge6#);qdU5pnE2^&opUb^W$qA zWok3VSDg6V^4xVuFERQyDi>VFBj6#81}*vc=2$oP62?-LY?4Mn`#b}N4Rk?{eEUlR zT+%DDjndu%;5gnNo;_5yzh#YWz8RCiZX_Wh+fHA-iTPdM2HL%3XY=s*+qvo6F4Nv|Ot7+OV$v zz%Gt;=*P~`E_qX8Qc6xssoEx~OE&HvZ*`%&Q;+}#*~O>=HSSoo>7bgrdY%JcDa`-z zmXVcpM#=w1b?_3&B1Ut*c&kQ(LTlyC;C<&5?`0k|Hm(<5Zp5{L|)x4@OOw z->Ss&A@pxBBEX#**zYWgZIvR-8);T~IKnA--zGtx_@?eB_+vKu#0bs?-NesP9# zmROO}J%5_wlbN)wJI`4gm9DPd+K8=-6>Goe`WOy-20$}o%fvD0H1|rlUFHtIGVQHr zrDZkY*90znd^<0CnZB(vG9Mni%rA2|<8u?vLKD^CHVsSCRWMJif3fqlopdmrDdv)R zTfl-NYY?`u@U;7>h`6{or~J0<=ixaLA;^Jb9r9gWXA`|8Ni#ko6~^dh`x6}s#@MN89r>&<@k(Ve`g#nq4d*%D$C#y>t|{()#+2oe~QROAFBV`YpyuZh&~y+5B2uQc}_0 zZUsK*@9*Cro=;6rL;a>{9Ou~khIEql-tV!RDAXA<`Hz?V!L4m0-(eQ3!!wec__ffV z!guudvr1ki&(4lT*zNtG*-_TSK`sZHPu~SAq%i5m``3t?G(=5Sab_m7Ykm2l?6E=I zPEz=Qt|Uqb1mZg=j$M<*9mRJ555;4VXMPLNP^1k51H*1m`|b&;9d;7jVZC}v1xDiH zes((BE+p?--fH$wwzPf5+~Bl^J161B#>Zhm9c^=n3qx|O z1JTt;PQY9lbgNl4iCcFZbky)ib>?5bdV6glRw&huzJ)k$$*C@h3$9BQvQbzIB%dB- z+vJ&dC-!};|8rY;j;Lc!@Je8er>=}z(nG#eZch>|?_2_3yYS6Snf@aA`|5w)A-_+3 z{NHc?_gZ6U#F}jA3%w1l)y)RLaZ*-Lio7C(0OX0Oc7{RqzAxOQ>NxhfMAp-q^dZIb zivs4m;_3z<6?R@zEIORCtzm%jq;)9Ye1bJE}u-#fcu{Wsz+@k*ZF+5=Xjp)#59ZI31mn}@iA9}i(`}yK9OX*Q1K`97NT`d62~h8l@j+CVo@8Xd&uIA4L(}Bgl%yT zFRy4YRLsmw(bun9(m6v4NX1)g3}hd^x5PHYqxf8C$n)qJD>U4nat;gJyIl$}2wj5G zv$pPlxK^aRd-pCKUh56-iQ`Yk;tgG0D+)%O;SVq*QvL%J`G)_rlXTE%zW56=_r-!p z2(e;SGf}Y3v&^LWwEgsqM%}>4sf7G{2eB%4$-BA!S>Fx$AKys#sgx1{PbmXgv8?Oz z?L_6juXTNA44w;5;SYlwSLCK~2w2pc<>Z8t)>N?rj&*&)R3RihZaBj!mtFmMCn2m7 z*gme~u>G9B1kKqvU6ti=)~un?!?uOp&l(id_E8HR=x9~8nuZLenb<1jM^ueUb59Z2)7O=s09Nka#yPrmyRQ@Oit`qqz<6q!7 zy9*a0XZ^6V9O^+k-K$3WHLAGtGr#h(vT?UY0okSVzOP>~A&2tmFGycSEB1dZCags% zwgsxCMhla{(CiDkH5W_aXBoNglxrreisL(ASq`LTmdAY0~f9j+;g<@pL9qpa+_{guSe^k9n!2|1A?tuLLEN}IMzE( zw$KrD)}_UoX&V4Sk~si3UIY5ck${dpmRbL4xBFD~ANR-s^wCpl;qookptU>lC!2NA zHX*Rj(PSXu;7Rb={+~8fHg2Ak{;H%N)#udI;tAO<$CJzj6Np=Bf z_cMmKA7sYF#-7M;Pdeqv2X8ZjOaEESQsY!wS*dk62lZGWj#pU{8<8Y!5dCGqWU%;n z8n=lL4?#a!;-I6Umsbs#mdwn|dbeqboZ#KQ#3G$?yA zn}49!*UnoJO-feEm)K*8Z<#mJz)KDyCGmkZQHi8-o2WD7IqvcCkU<8Rf{Yq3LVH;P z*1n3Ol5yL*Ul$KgmiLaHfd+Q%fiGX)V)2B-Hr3IY8R_Bf#(RSJf4dC0Qlct#@0D>S z?^4{Cf;o!kGe0`q+lfw@QeKI`TTVlfAYOc@-2x!Q4O7rki5hSRgDut+B30`s92v>) zehDkDtyLkrj{4{^aeD)Kequ*DXyjk^Jy7hYnk+`Zn-*fal&{SNuCf5Kp}Ds*hz4`O z*(nT8SrX_JPEJZHT#T31!H-uZaa5Vtsa(B%kAAp~Y{Yn$y;Y%M5Q3%9ZPGOoHcb95 zNGoF%HY053Kk|+T0f*iW4M3&}ApvJ6US){PCv$jO+E(I}E4;j+!323ul5Zh2*wFC& zi)HA~u>KfYeqUgtFU#J%LPB6s%PXqQ8h-np+51?b4zozRwQ)<26pq>8y+MnP;O4F7 zRaWg>Idjk+T+K|Qid?-6h9q3Skr(`gu#J=~Qbad?<5;$-_kD2AeIvTGrsm<%(dC%# zr^k4kywT4QC1pj=+Rk>I!ugLdzfYIxxHb-BZSG-v*|ssjN)zvcB51_5+?|ip$QEU$-4(Ks`DUG+ ze?RQ(;%w-N6~xVLL|f9Tu%O_nxEO~27UensIZ!ABctnKm7vjYOwtnkJDe8N497&F0 zu`UOj&BvW=XG*w}IdP>1xl0O8WZ=G#_%0)(czIxZcs2l61`;7@flkrX(lU#q?865& zbMp-E=Ip6Pk32xT11vgD>00I^*<1lS?Vp|Cqn=Cuog9T1xU@4XuL`x9>B{Y-lQWuo z(>$cOsECI#Zr#=91Qrvc;XCVRy3vAnH+c9-N_`ZxqLeudgjSxPq7?aMWx3ZKzGdG5 zO0PxZs@MM(W&I>jGC3%87l5}t<_607*+ki=^fKwQq3=cewh#H)*_Eu} zrlCkA);AB8w*Mcwqw+L3Zv&seEG*LYv$XxMMW-=|hPL!duz2%-hV|jLz`cEdv4B<@ zo0<*?Q!OtoamWjiqme4@mqV(5M&79ZFF>;-{@eXeXraYap?9vt3ih5A{*TMZmB>DF ze1EL@^CxZlnD{sIyZ1MX`|r0udGPo}rB68|hOazoflQvt7*3cOZG9vDcEJ>On&2ev&Z>nYWZenpPco;pD?XrX~UE)4Z}=P z?e%J-VkyICjl>W}Qig-gXiMfHQKOsb*m8L~sA9t^q~^!79MSoKew{wXvP4^YP>b3A zPKDNkPQV*HPhP_HvMf5?AnS}Cb5lf_!Hn|ez&hVYpPp-@1k=z%FuDsxFTT4_Nw|8L zu1!u`m$eg&DIZ^o4t!o)_J@FtPq3(Qs))5i#}4DRfJqEmbaP;}Ru)mZWRzo3{{ZhQ zxv?w{chw#Pr`HCxcj(nWSk?Mb>uu;086qtl{NwQz&#z@ftcxnTmr_M3CPSqAYdRJB zwW8#kuKIMlFKeN5y@x?0BrCc=#pq0}L@Oie$(5)9mlaMVzA+L5Jp7)*EV@t+>QgIB-R;<+aUh<3Q*8)mw+bzzV zo#5w&Z&ORmo6*KAu@rd*HZ=y>yoLKT3)%i99cIC`I=tEN!-KH*X@_mF#&WES+aOd1 z;rVhX=ZC{`@k;#0{imM)Qu=tI>rFbJY&oLBq0t|)X`=LAKT@l2b520Qp&wH@!_Z>e zZ@Ttg0;UA1_yI>*nhEm_AM5`9s2=j&y(uKUMVsxFo;H|8tBW7%M>Bti`xPe~EHLXk6&bpg z&yC^ua0bw(#kYGP5Fjc;m}=I%8!5*c$s1ZMpEz0Qqh|9BV{fk&d2vIOW*ytxR>iBT z%;5p9IBZ|Up6}LQqDF61C8uJefBBFB3tUsmvVRg1a^fuXS)W}Ir`mqy&eO+;#wvrn z`e2xqK;C-YxO}_LxRxL6iy-tVH-;+<80?doo@i~!M&9bFJv=Tb469`L!JL>Aw<|SE zQT=N1J5Tqz^itDGzHKHf^VQ(gtVKR*>Hrep8c{9_NzTeFjAn2k-~De4#e6%riHsYx z(aK8+{{3w0MyeAy;tX5ZEb+znyelv2l8{^Y%S0G>B|IHu=#Qrgt2>>fwduc-tYTa_5R< zj%I>jGmCrkCiqjZnOU%zu=QiF+GQ3#dvFOC;MXp=b35)w^UYpwO9?F{?N5%zewfnQ zLKS1eSovnDzWoPvgVXnY^_9Fb`L^*oU-AUT$ga zjdsq=bn|h{;w*+Qe_Y(%It>K>cDsQRA+)l|ZP-k$^@PhGlGay?mV?>q9hKvH4 zw|)^iH+z~MDY1pCOgm_UO%2IRK0~WVaBuM692yp(TEzUj7NBYWqI$1Clm&8~y}Us$ zxG7Mx)VOM1f??>jg^bL?^q3h(P28aGiSN@-PqYU!XW-$eqoWX;yE($X$sjEZIL6xS zj<^M|)Leg)qWBmsMk{ic^05-7$|cI4N0g7lDOJKLeFJh-!zsHK66RUs6gn1v*T=ke zd8AUdLi^P?aJ=XaHO0J{SsucK!~ga{J;Au^HCKnCpn%P?d6IFixH|ZeoRmmv&b$65 za{qgSDgxmZ6@$J?3||z|-Q;0*mlvb3+A?KXonZ=F71^=7d0H#L3WJ%A?WFL?P! zaH^uP?txb8nc3107e^^+ntiqtd?Bu#G;S_4`MQ?=6#~JwN6ZpYl<2D%dgm>_g>v+k zQ7EMP)yUh^5uJ#WKykK`!F*rS%u%cLog`B$m)gGD+q$CK8TX(0x+MZEd*bheE!5O$ zRq{_Wnl%736bm9EhW@(xPEL4+G+GS#?Zsf9td2`{4b;f%{X&@N$YWv3?uGoa6XMxW zka0Z$o!bxsp_Dj0MqYLajLu1pW+;}iTM!eMq*nOrARw?cO_cs>8T+Owh`_i{j^e~0 zd>U*eSNoB$wnFF15T6gq;v;-+)iY%%3x1rdmp{I7kDxreLd~9eaVA zDbIFuJJahM9`9CGSW2V=d&@AU_bVyfifZ;UQmHz{FgGA$p<(UiBt-cEwj5@Ugq$KM z1Kg%tfW<-98gJSUCb&$O#59B?F1S_5xf%qwu4-xT*J{cK&9vrLR2uF zgvD4>?6<5U2Dl~{LDgRF1?3)9wzmQ4O%@CW5QA=xpby=B7f4tqQ!{3vOrh&SCU#O1*#T-K(TNk;GS(2N;iZz_EudQP_RC zMC{({TuE_bN6ff=i=|+zsKRE?oc&yNVK|tYt!mY@SrAa+_+z^nb2y}V zRsQ&kwRK8~PtIyD&Axw7eUQ-QUN<0^Rp6+Vm^^>5-t|g4)6}z#%Sng+JB8;TjKd`Y z&>Nj|d{c*IsdVFIUd>#p&KHo&N=c-rdSkZDcx&}_LF{+nJcbbw-=AjZp(;jlY7o{+r&?`YU;Bar9Yy1OXO^pP~9qj<>{x# zt(zWDEw3UT`m6m80WN)AqJEB(V69(28U)7v@tint5b>S4C;n+%j>!-M$F`E5)q|eK zl<4nUT5@bLxjg_-0RbcDve_!y^7R>^tj*d0Y60MoS%cN-4ET)@Vwm8>Ef}q@+rYwf zeMgWF6}Ox{7O35;^u!*%s(BB%$~gC6-ocb0>T3p9)L`|H^Mjms z4}kPVPwIAR=gM33*4xf4wO=2$4&H$#%-2eE%F2=>M*2iZ{MD-NYl>*n*7>zYr;5UeFRLj_U zW9?QdGF&-G{E3Z#vxwZ?=IkV(H)k?3v%<1rPH6)K&kE5SdLS1PTxLt;-Dp8pGm7jj z5!Iw~1;Nw1k0W}DXeqIcd!S>XCKcs{DiV{)TRMiSKZa$GSfea2mj(9g4xpRrFKU0~ z83R+Fho4Pbn102gowwE*={7aqWC(Ud`8f@xdCmI|x{wR-x)eg65g_fuN(byJMwW~X z_?(Ty`oeYljQck!grT*4Fsepf)~FL73ctH599|Fex7@n&A#a!aj9{|tA~SLz<^enH zr=(o+Nbn_*T5nAMRUQu^Q#m$_n?967;TC#z7my_}?Y_*?-AZ-FwA8!_N#Zyj@8^7Ed%BPOSrVs-)m<{ z5TSFOH5&BgTcu-`W7`m`L6yt)4?!AzlU=6a2V?&6VPoT=dayGC1&o@ub+B5U;im7C zE#JZZoa!4M`UNk=FJ~dD9mD6!0u@J6gu2fkELbh6=>%$$}fxStsf=BGZ+A^#=oPdk8)9Q?WE@0RH(Cq|rLAcQ`rK|o9g zoQ|80(AM$_@?fsfGi{4vl3}To*U;f&x0$c1hO3UQK6(y~I6#bXbl7b0k7Une@EzPP z8%Nq0vxt{(l4VCvnRl{Zz0brQ67OwLyWG&a ze|DyALG1H^B>0vJhhz(8oC%~jX>S}tr?=sTDM*Ry7nvoX3nO#*3fX(ia_#tR;Z`M= zAqK{VUDWeQJY8CUO(zVO&dSL7CEz8XNSO91X?uh&_2%ui1Z zaYA!XjeaOJz4k~lp|eWNDH9YnRC^!&r5w8!I)9Bze*>QXG0avNw_O>yDEk^Xu})ti z9KSnIHuPgv*#f(&^7MWQa8PXjzd}xuoYq)2$ zDPZJvECpyhb(0n1FAJjjp3@G?VD)jveNMw29}9} z^S)PRw#dVzIxY=Z*)^sHS5W#zAKjl(0M+c+Er|5ezv8wU@@8q{YYl4`?(lN*Uw_Z+ zuWG8Ron@g^1^Eq8E;3OmKs|l)#4PE4|9(V4l9f?=D3IELZhpVNvATn}BNp^5YbY zpdz}z^KjV*>i1;G7ZEXys9V38aUb}k82sA{a>ZTT@wAy`%dX1j>+AK!6Lz|g1Ct1YKOc32%<{o?2M5;lt6l(_*yI73h(jE}R?i|%c5{JfN zF6GsA)@+Tzw-sNxJ{IQ>h;&?KDbdnB563#QQ*m-D;!0Sc{0p6TnHum(si<4BYid@R zqQ;zaKStKFlQ*p?MCIat{6ejpFrQw{5r68hB11e6IjEhhw%|5|b?Esf-UfI5)Wa@s z^*Uh3^thPaPOA`UWduQ#*bmK7dkTi;~Noh(?< z8~9U&+c%-bQ+lEE_Dv=F){cuKe}bi>5E`LP8o8sg=IG(1yws9c7&*W`Rfr#NPLIAD z%L`(H<&W!S0sctNySkSA^(AiGtB-W-EMBgxphjof%roDLD0q$JKM;GrqE`W!HH4-C z(1lSVec0>`2x;cvObsj-z zOI^D0Y{ehz+jrPWUeorwsUNC17PlAJMhW8xtFK~Tzz)H5 z$zOK!I99_$B-IiDxqHnf!jldjsD$*LU;&k|wx~}DCk$ZR#hUjr?7v(t_(l26+DkhI zc~;Sxj_b{j(7#>w@eSuT)ZGr!nOtYcOjpoH*TPCCETx_jK#7LSc7GD|QiosK?{O%1 z53CKtoMYXhSCS@Z^amp*9+ogh?;LY&VCOcOYCM&7aj6!wx=*qM%P}3SCu=V4hI_dn ziRl6Y07`pM3xN6yERUgAj;p4|YGu8OyiB&J2EPcV4LWXn4QXw|(_QwZN_sYZa!aqL zC^EiPTrgFgfcGCjz!DUoUpo9puR5Nzs4b4}sur>KQi7}neAPg))3L5w$oX#6Ovv++ zy}gkBv5x^Ot=G~eC@eA8cMcgp)4jfO>-DeDxDRX6{dXacY2QTLA~3$97cbbAlH=Rh z7+I&0*&#*$pvCog>&o`rZXL`81w)Fgl0k47Y|18!en>$!Ad>QUf)(rx6#L~wSuO}{ z?5zginBcO^-JJ%f{E(jGO$0+)s^S{!_buf7JIBV!o2#M%8&fzJnugM|_j}Vpj7Ibt z>gpr3rcd%?1zXgh2b&`)rq*R|-ds{epwVcA2TlR(Mt{M}4-0I2N-0PZJoi)z^` zth+Wh#iVoEuab&)la_b(<-Bhy@{ZXB@GxKPl?;CO{^GkoWjcRBM3IgwtL}PrsF01l zuCNkc-=@^ zxN~IAE|77MDU=5*+kcB=GomM}DgoX41E?z1leqd;_sWWkId?*kIQW}4R6wY5M55@S zW{SK6$4W0Ne7546k@59Tv`3Wi+)eG#8}c~m2Qe^T${c*%<$V9O7^S(Bs@S%M-@>=ssO*4 z600}oH*V+}!fw6W2={F~q)@s^-t8A1$4jz@z#NNE$r_8YnQrs`#sQdePE0w2wBgOp za3wd`2E_=!u&};*K1!PfFJ4di@7jPqhVo+;K0RtaDtRKt@E8bU5Kp@)2{@z;&}g~1 zxJsX#G6a!3Mmsn_Jb~i$!Xn3=EvAcS(Y2XK}%?{AmMY@IciV^cJS6{*;|2 zLRd>F->k`0Z6kD!ftqImFH$0nu|?d(Hi@j?UI=-uJ7L3ijR!Sv&ds zcnluO**aSdw#9qFKD|Y~^SgM(vloLIqN*N9QbVes6(3p*oViKTNc24+G#*0dYCyfp zkHBj{&IxM`0fzmHY#m@#-~i)ff$KDp^EzhEoMAz zUQ&Lr(Z$kh@2Dlx`PQySY|ga6WzsNmIRLFJ`?rGQKT9wA7?L`dgry|11iT`yk~cI8 zU7zEeDagM?{`NnmkNW>tPyJ7Qnn+f0)zgu+HWySF<^Pv9hkD zy|JRX*<7f7KanhO850S#sU)0Fl9B6(_@j%#Q1c8)y?8JGLR#)p-HoA{>Mc+(G zNde$5<0yanz0(2#NlCqDem4(Q(ufPS1d{3iTu9@P!pU=SNl91Y#+VE^A6})h{YGT` zeLp|HV|3mbS&_!8sAvO(b3l=W{+c057Hk0kudKXhY;3%qY^d{Y*4=4Qvg`Bw2iD;4 z4}mgLaTI6(5MUAr6E#Y)bV8{E%LeM|(f*qgK#<5qwk_C(FKqu}50b`r=P;#k2`M1$ zQ405$^S=1<&n@J6sDNdI7FiFL8+z=YfLLlBUE+HBW5-*Hc>{O_6xs@OSWDOO3y4)J@!9WIH!w zl61!aD#@u1Ru8yyd=ve*=c*C_NQ%(~dKdEFsDa* zsz)qusyjBgN8%|8p_UI$nB)L-*ve+M<%(}c`^(AQefRoc8z%%b56*S()E;jm&pUtt zjf{+nva^{%e6Ir$7Z%6{1$gIV$=bDMpVjzXS$ZpZJk~H^79=?sfF4ya4w;>x`)bwxn#Pzxvl7i?%ouo zr#fh^t}KNgcR#H`4XVm+O&2DB!p^IgWd*IPn3Jw@!j#?tQDb73jvW-%`+?D`1I!rAmqUwbR)y8+X0wj;q8tScOL+x;GbQo zwrc%qbAF6lt>(c?@R^G=zL3(i42w?<{53MEP&cl=bwefWm(r zD9^`1w@n!>zX^EKfUbY*?5OEmSp!nbG#<=Gxf;h^^-S4-YR9kX@0v=|Z?Un;GG-U< zT8?O{s;Vw54Y#z&kgd}Ko?%fB_*MJ&&sP%{OmSuaOsm^=HJWGLLBEdrjY8%q9ia0u zFf`=s*4>re`zk8#weZ-=Z_GI8VA2VU>kKH8@IV$jj=)-1L|mmSZ)19O&iDW4d z%c}qdYypX-2q_*6oY^J3v*={6QugcSWSuH^w&yD{UK}3>0d>9n@mgUJ2vR@L?DBzy zpcLlX6hwrO_7u-W2~z5_)6|XAIZ}-qWMgG{bnt@N1V7AyKbD)ot*aacQeAr9Fif=t z)}0-OotuIKr89=4SF=Y#uNIagiBPbx;!7f84=LAx@>Dk^G4XzkCYzHe)L-4UYc}kh zG}Yu)2zn2S!AbtAK>s}ol-&U#>zX#BWaTlC>f-zP;UJ?r+9=}I16p1Cp{-s&c#E=w?VrA5bWp1#KhFwbzZRo z&k{KX&xt9WnRyZd7{zk@Zq(c7)Kzm=qCS7Ze*;t*3s|SBfO+j>GF7k+TIVE7ylhUU zuwr(f{~EEL5#gO=9F3=dwa$@S)xe`^-h<`=E8h|29s%^oWCa>X+*m_h`C@7&i8W1|<3tXZ$y$e? z{SnpW!;_nAbF->pEjv*eZMpb6z(dJH0$gHg?`Y}p}+BzudEAlrk zhT{)GR~-b`5dxq#Q!cR9I`qhav?7TdnL@aNCcAs;F)D?HZ5aCjJwn@d@0i{p!`LL~>UVxKtW>^?GkeRyUEn zcD6BQYNJg>EEr@J9zIsLKlI2I7JEgr_1AQZUj`)si^jjThm+j4{1(uOF-^EM!R2c2Hx;H&DRz*Hr@tWYh0exvx8 z$DAdKL_8}iQ*1Y|G%Pt=IXlYQoZ@!V%w-+MlkElqA2B%YmYSJc%RHqLm* zk{>DLHdW8-CGA!LzXXx0JvQ8?vwrdLDxF|5AP1lj0#b1?pOvp&+D27Rw(XlkpIAWu zsz)Hozy*M&4^$(-tdtRtT0r3YO**7;_E?4j=m+g!(fN+?Ra(<+E-aE>zZh&0cZw$=~-i@Z}90m!u-g{Z&XVTnm+uM&2 z3bw1qeJ(AGEQBlK-^>0v1d1QUAD^y~Ggp^fV>mC#5#q2H_A#N8iUsoX=SKooEk=^F zzDZ~MC5q&0uQ&@Fr$3}twF$#M3=C`r$r%pVgJvQiWPlIX+kSebZ@yLY7h`em(CE1&c~;2X1IKyiM{ENgl9hVMnn@eKH)f#mjeMSX>4y(`K;j4*e%gvI zDb4y5ri!;gIY8!|b2Q-_Y+PS=R_zJ0&#c;~gy z@0SK}4_lasnnU29vJWx)q*f4Fn1HHV((ioN?awZqT8{fNiz7~qhXl-mG$!WNxVP1M zJ?hb&y}YyYgDtk?1I75oADZ6Y$uGm%ISoed#D4mQ>ihiY&6P`s_cki86n5t&TJ=2> z&3-8TR7|R$_o^e+V=Ae;S8%eYEvsoZTO=>sap*>HUP9l4kf08j?$9AL^z?gtLV`SM zudS|5R4A#hN!t0PJq6S8#?^iob%HYOUuZNaOQxZrA;V2<>{ZSr@W2Kv{`B+-9*+m0%E-os zIu8XsUAO7zzz3^a!Am7FwoljYwsr_Tby`bGO-=Rn^(}gQH$Nwb zr5NoJ@#v0UKmaJPE1H_jKu0H88w|J-2QN?(14<5Rr+8f(sfkaKp}^*a`OxRKs!Cxa z(~+TJJ!#dU20+-iwpKbdH6%CanenJU7tQO~BjJ zG5deW&!Z**yR$M)j11fCH{|2;b|jj0UqGSgj~^eLX>v3+G~7z)P0`{46iR1+EzQ`6nf~-X!#ej1Y;4mX;O(!(y_s6)P)_fY*VCDR&V^E=K%=8ASw@Y?22Z5w*1i zNl7>3-n?;s@nVAb?qc*meOH0&P`S)VLsC*wg9B93kE#=Hnr+%DDFXK&8J3s$P?(Qg zb5lYlcrhFo*mz9-Y5C6|k{4TkS8KCi0zV)8;q|js>vy#$KU?8`y^;2_=j~;e1G&-S e|NU6;mxXhB`CpvkTfzUnpsuX*xcZUptN#aG&l+3+ literal 0 HcmV?d00001 diff --git a/img/total_capital.png b/img/total_capital.png new file mode 100644 index 0000000000000000000000000000000000000000..dd700926259d91121cb223d07da870df9454c787 GIT binary patch literal 41917 zcmbTdbySq!8$CLtASogs9YaYA(ujb>P|8S%bcb{dEhy3@gMg$0g9u2sbc;xLw{$lW z_l%$KZ{7Rfz3aLbDl_lAbKY~F+#ur zpZx^?V7tn~H1WV6Up(_r@H@VflCCQRLO_Q8!5Ex*a|vD)b(4ST_QKK9&BMgS0%C9C z=49vSW@lr{h_G;RwQ+P1eXpQ!t`np8*FNEaVKA&F|1Bc{dg8LBxr1r+<@J)=V^zBooQ>NAeU7nbG|0VO(NyL zlC}EW@8}T+gH*_fe4mHcN6+h5dTC<*G2$?yUgQ3JKYXH?23&AevERWN~yV(+@nLq|F;EvQ)2#afgcDpp?CgUw-W9HqbLn;DSJA5k*# zVKPw${dGA1_T~23Nlf43>l+tByLT`C!qIQQ+0g4jsSZWl(NBJ*z}#*&%Aobv<^TEC zZfaWW&5eG*zpa0|iT?Tz5BKTp*Nl7e~<8B<5rPTOJk!~O{RZHM&{=N&spc6|j%PS4McaUI{;RZ>tgQy*BS?)L2v!X}hxGCba)~DkS4o;u5gX14vzj8fP za+Y+M9l{Sb=^wDeN|`UFg?;n00cW6OKuvv&1rarDdNxa)J3c3eKDzHi5>}Q?{7uKT z;t&X3&*BXCZAV6M@dGobr`*Uo2ZCtg9uwcfhY{1c=tp+{WEeUB%Z;>F#CyRx8N-|$ z=EjRQI}KVsJSytr)@}ZUQ~xV!NK?#Q9Xz%%0=-?jw>XOzzDm&@bpG#&ty~^Q8ViLP zT=j@nXAw<#r#Nktl2EcIlHb(++gCDY$rzTvvf?D7@x}`IYtN9xf4h!?;|{IHB927@ zO{gS2r`RA(By-i6GNj~J|N9tGGNfi-i6Am<%|lum}S5Ih71~jqG{|O)=s%`7(ZO89{&icztpC zA(E56R@htHudZk&Y!i1<;4x)K$ss}bl^@z0l<;R6lI6nhF3%{vc87an0b9(h{(Y$Q z+HdhsRKEb>o6A4-is*e%%p#_xT0!3 zZ|=2Yz$5XJ>-c@*|qFz0unTP1myPzob>c7f32g zjhnK}FS>ZEk1M4^yDxzSKe8{Rq@t6kOyl#hK$XD|4umRA!?NbPOl%+cI-+@{1hC!; zVciTfs^7Tf8ql7LtWP9uA5{1Gsn;6rGriXw?El7abGgV*k+AqOJlkpLNy=m*3V#)) zQ5&TbGYQidz6)WbefHqM1CI6^`JWXuHavlbAqi{|mf|qGcUX|Naq>vqxL-PQU>7;b zo-Lm1@GWc)2^v#9DKgtD^H6YV?bTi@O?70=Uy+D`mgq%60+dvfn8O@s$Yho7xNIx@ z`kFNn?8F^bEGzwui!)uH6CH3kR7kOXMI~cyPL4F{{Je4N?TLL?1Vfyz3K750m_>c$ zCuSZWE0JOoM&Ztv-yfLT`FSoHCvz*%FlYQV-@kptwh(eaHN?%Z{k?$aesv~{9y+&{O_l6K1n0x6>Zta<+6^;|h$_><7~UZV6m1Cd~p z`C@9)3}*>hyj)@%5x7nS-4&e9ISz5<&M&+~9t=*`|F zYuig=;52&^e-S@L`XOH$TZ6X!=u>O9T3g_R1!~&&imEG#qR1cr+n2pty7JeC8)#d@ z7<53ToVc0KM3rlYDEcy`cHfz0#KVj>dii|IVa%HqE{U?s=IGA#<^eH`#xo|C1lKO`5nxFF?Cg~^9L2#pAMDCLfS*AQsCw~WdF7(pqyqs zn6@@{^Z_~6o2^UC>pzNCd)=q(2%I}yRAcmiy)W}EG$>P4y*5_R9LqK~@-_Al(}o0TzLF7@@A_&z2~>US6(I8A?5d$-^lI zzs)?kvlo;%8h%9XJfqo^mgB6rLy}hKr2=bZjpTmolrgMKNQtQe?xrSuyHe9skZ7W_owUN|E zH=oRY&7|kM_f47mW40j3bUotkT_I+a6nm%A;za3`w{PB(5k;Ss(8A`O?f?Tow$ME6 zV=cia-c3yknlfpLZeV+#*`+m;YMZ4FcjpPZ8_F)aMui)gh2eX69(PoCH&bB1^Y+bI znd@1HD|<;XZEJmq&%XanulweM4^R)aH#!CP@rb29Fx3?9A8$Z3>2r1XTQ>0bEsH~ zAlYhBtCiq?c(+ZY!5_03uU>!|mC!y;p6-23-m%(J?QX<=eN+}wT=F7mK$Na^{sc=3 zp}EwFx!~3g@V@$CkEeHCgK=+5Rt=#9CWk<8}J|{-QR`;&bDK=+qVDK3J5TCjD41h zexj6w6Z)RiqWvzX@8PW+^g6+E_w*V|v2g249WxwfhcMzaLdK$>X_@=#zs8nn0$D-0 z41-1@oKHcgWBZrCS{A5TGhx8w)71k;mZ?6k3Z8sn#3vXp;%L|76>|Ad6^xdhbjWxyqzUwb7c>h zDoMSjqs3wGKPb5W2`3Q`ZZ3@K8K2y2e$serwF8qX2|wYgCWoR0{Kus4>!JsX#n4U( z6RGI}Nr&^%H0@;acPb@@9s5{un94BBmb|QiLmzS1E+O92IM`&be_L;_N$u+8%kU+> z&r*dK*W9w997&6NBGTf43;V3JJGgXr>zdhC6Li{3D<#+0L8U4i0^k26XWN()5NzDu`}oNq?{xF^nFXUXIo zBtc7*OsN@#4W@iiC2XC)TV>Z$iz}T_&L7Xxgu{9fR-w zxfH;AGRh2dnLDQ0Td%ERqJqsgO8a1%m1S%gFfy6PlLW6i9}F_%UPzq{vU}*%J;Bsw zBP<_k>x!BVC>C``ihwwkUNnCX|3hx+0RFFfhij5d$-TGA6p{ zuWMo%F!kO@kv8D$wYCI45mVtxl0nw`X&NHysz`EXnHkit*gh67S4tSfX|W;+?*asMe4VD$)?Ryjzo-XxHvp>4*s`)s_1j$NJxVgb;w)y0^W}wQ zJ0OQ)2Vdo&i*CHRrj~>9@CJ3{a)O`1Sqm1H@mKu4u1t{^H+5pt&T0IcN#H$4$L(T>i;4B<`mR*30LP}?~JLOBi~4EQ3%vA!T)^3 zMOPAPu?pKK4h~%xe?_)7p2W4jAA6>nC>iJLrZgSpc9`Dlz749`9J9Tg&ovZAZ`P8( ze=cI3Y1VzdjuWfq!oPOE+KvtK(MbnZcFjTPt*}E+VRlogec2r7g8`YlSg@g$kT%Ng zWT5-z6=FL)L&ff_$IJp$UT}-qpraq2$FD7Y0 z9j2-);-0xrUZ{#wk~>uK0Kc4k(AuYF6^ZU&tix%q(z1vgh1Q(LG7O7h#2_PmJgS)! z6T|{R`odsaS^ojVxx;r`7YgHvoJxxF9v}3WSyP2u;Jpjb^(VKdr#bpDXo&D|JXmae zTuy=;NbG+aCsQXOs+W-uMK!4P7C{w=V^&G-f9S<@(8yA9(PPBx|LtPq?=4i^W7fX< zxbm(yU7-KPd5!yLd~s=d2p`_TkI3Vfx*RH?*4~U4C|n*!tnLqn+*LN9XCg9rU;v%?jjNw-sKA_5@7jBa z$@}cqz<^!17|wIpU?KFgLJQ61`dE==qNnSA!={L_T*zI;-rmKw_Q9`WkbU=A(?PQr z39fbRr78p#-Ky39a?}06RM!mVFcT`mBOlUeRsjJWPfqsEL(zvEI|`FktbcWLlz&dg zL&XQ5GSito?cj6=P6v&kI(aSV_j0s99qFRX$ zi*2$TDeLWci}>pC8WP4U-}90qI#ihMxx$^T`ZxE^W47PR^v!=Zk~A8u`O>~Z^#@a6 zYwhsky-y1tI=4Bh-;xeOJY||DVz&n7CbpFO1WE4Q`RscV&d{ucIYw08YW-~|rd_-0 z-afVt;`Xy#(R9U!?X9MR-Dyzes{F_avc*P%b%&CrrW0*EOklStB}qPGTY<HgXti;lZ+W^i;mTM~vp&fD5>(f#ck`cGez?zucZ*i+x%j9DZnLDL1iHvS}f- zwov-oN(agJv&BZR#eBHvqFTMvSn=~MfrQp&*@Y61bV`1q4aKrG&fX+V+BKjnCl~l))y6+a1Js_ZT%7sw83)vz#*2ipxO_N>XD!emqJu ze3Z={!ODtUtWIl3g^buiTKiLWls^%)ff6-p5@Q&~jM8*r&()Ib`;qmmZlV>R8-? z%~dY5=&tu+5t}>Y_1|d|(S)bW?cH67*Ra(eyy_IZNYr6#Z8vQNR@)w41kC6}*9e_v z9yyxw5*m^g=jNAF78ca2@vkMNt|EuWqsm8r$?6`9!w6fOYyn)UiBaZqS!GbtXOj(b zH*1nUUMtvc3lR)b30m>sng?|YgKqZZFdphKjMH1~{kTP3KJ2h?jYgp)e=k19bVXCh z*7S2j>%caXM{t0H!EXwGhiVkiNT^5%nhS4~WKTuy*YL{@EdfwNN;_W4#Pefj zSaN&Sr?$fPBdQ>}{Om&9Mj*K@!MZuMBh^eyIHS|GLnJ#a9?<}FCoDFpKW{gyJFeT9 z%Ghl6!sCcTh6~@r#ab>J9Uknqom(l*S2`_Q*+lhI^%ab2@2aQ3Vqcf(MUKF#B-}U1 z>3y~YAWh@rRPdptzP@Fy}x?65fc@+tPc)!vqiXJa%#xf*b)+i?LG&2`| zKdXJ~`#Q}X+x;IS_gi`6`KrBR?S%Dwk|E0sH4@S#*wK`~)GNA|i>W^-9VmSry>Try zjy*aWdbZTX{u#SFoTsA5Z~L|9<$mY>R#~4cDR$k#FD@!->XxoJ_Wc$DzWLmo^p?11 zkMSXACsmD6e|H-h`X2w~#>K_myFBbOGcm!KyV~*CpLXqANU} zl!duCUTu3oCEM#Rf5ek;Oe0rbSPvS064H%TI>3|fuHDqSt^EKQ$(4o@P02eCYQ ztY8y|-dpQKIVJu#Z$7EAiKeN8dzg57R-@2|r6`)vb_pk> zkuca)uAAuJc|T(cdLn5TZkARpM=glip?DMGb83#oUax&@I<^abxhbd>h9u0v-zAIdi04Gtx zoS~YHk|c(>$MnP@D&BTX^f5%ZferIZq2DShE^1AF+8#anX>aOD4=H}_sxrIEIk#(2 zRzS3ynywH&kdZ&~))@NsMIyz(*g{){&kxP8>)!H=DI#C~x7bGY{sg#LXG@I*@|S-l zc}rBRTwnH=Mn}`tT)d{lYrkXmV!Z0nP2&t)Y-TY{!|=;zy4M4T8V%k)#H*MBYgER& z(Zn^byc46V&F2ErcEkj1LuOtfr-+P^eEoi9rkZre+L6#~rOdC5^v%{}p#JH(GF)@7 zF;c8L_HuG)yHz{nq9t44C>9KmP~t6XIUTEY9NWUx93Hv^vtp{TE7}A}x7_Y(8j7%| z^DYIccg_wH8zcFA7YIDh7DAlY`k6#&iJvmxdC5(2UNYGEP&#C2oqN3`2pe+%ep5!R z{W||H0RdA5UslGz7-QqzR?}+P+9~9r*MlQkhaI=Yw4tV{PIjliZ|Un??8rFPn~o)> zN~&L;b*NyN&2j!Zzb2`OROQ5g%?6*rGjy;R6MMq_jD``bOj*olR29IF9o;F|S@R!ktQnd@=& z7TcO=p>3Z`!)on>O-G${`1$#l4Uq$vq(eo3;V+!7_|t7WdKmA8lPErWW^$^qn>Xjf zE;Uk8(XDlGn7(^%HWo@yBMdE<8-HVCh++&q4y5k9GKy$YTU zEz8iRN@cguhsT8Cq7NEu{Pb3UZ+9&rR7NCFwI`}bRythLtUcWJ-%21n2Ma??O+Su& zSLD{1Yv=AG&>|9KI_{*5Wa)6x2@+O9oP;eIfRc`p)D(n#13{dyF$;{8+?%gXjH2yNc)FSd=acnpRU+Z1KMQ9-3ElK!k7$aK#|eBcE}|H6-2itxg$&n|ez zv&D$BsJSzuJ;|77{ue`Q+uQBCSF^hdVeIKm1blUnn9jh)i~PoSJ(jIzF;c;b41VPA z80WigSYang@HH zO{Hua^hqSf>6qt%mKg6doIB5)K=1xko=mq2##zp!$lhf>Z04Fsv&!DKT=5Fe{)0L0 zh27e>dRJIGbPBdb!SX|It6H)?lDxC^1HHiKR1y||5(FF2g?sFM#B=y!QTqNvGV87) z+_>a3InEmsml`$%OToxuWm6Sx(JSn#I#pp7OxiE%NTj8ohNyi<_%u%CC!$bRxVuEO z@Ft}Mt~nznJ9`e+${qI)dx{e}Di1K0uc1arqW#Q1d#O&ByL z>^%NZMQ;7hnE_3F#B~D404x(AS@5z#j+fBw@%guIpEoYv5|4l#0c&7v-+xK0V@0Vi z+58s6SSY+NP!l?^LuUbfAxV*7c5j^-W3dn_10jPoFn>0(7hKn9_uff}{gv{Gq}6tG zbsMpz^jT$N*Qw>DT-VP7DnzlcS(6S$7ey78gN4!Hub*jd^fpfx4wV8PS|M#W4KM)} z4643&807aK0StZZS%~y>c~#a{UycwbqV|=Kz&Q4;I2eh6cU!Z9JTeo2zohSfMNVQY zR?`LiAaeW=j>_iOb0vs=K^p_01<&Skd!7(L9y&Rj-q*2wr}VXrcs9X7$|W1aZIJWuufJ8XgKJLALDUemnK>JVQks&E`a@WEY}@GyB* zd0CPco2aEW{*M-bYY?yjY0+W+EnCwzOg|hfxB-cdYr~o0BHrF_cz3KBBCM91CYvN;RQ1hyQV+9B6jP$@ey&|FTW4S9iyB|(Ev!hFB;rf2TR@P~5S+eU_5+lR# ztW~6`-R)S<+v&`p>(ujUhea<@Qt&@!=on4^s%18(T&5SLX3K-i1`UIBE~STvI1 zyVoCHZirf&S!!@2QDwJn+XHUadbscu;?B<0u3UVal0~b&a!4bFlQUS!%)aum; zV~EJ`cn#G5TX{b&%rOPaGK-#_mlqR)dl4UV-Mg$5BJ%xIA5EWqNRCr={*+3RRW!rI zm-ZUFz=6QGS=6(k)W*=+D|Tx`!c#l$@ovganU1gLc`NL4enjP7{o?`&5w>)r*pnj7 zmR|>R-doVHCBz^NhyS+=M^Z(rK+o+qa`AdJK+d;mwk*Z1@c?P7#*cggdblEmJ{FiZ zf^|eYmYhT2S}${Ky_nNX-27CbD08eLq5ii4Eb4G4kTmoDlBt^I(fH7Q1c4g`3rVihq;3~8Oqu0-r#h1FcFa&DB8Esj zIQOEOu8-hshp$(TG+?gIN3WOW5j>VWQyt!u^daG=tuI-#Uc0~+{7hLNnqu=>yne*w zQD#+rsS$(MKX&nh_keW<5mGotbnvk8#tcs`>kZz$Ns_zIEO*h^PusX=Z=+7Q?>+4K zk);>+YJ>}xy!IvGujAy^xxZtpq-pq0Q?%yt$= zPO;`W+n}(Q4o&xBw3ixL)rbX;#J?gsx2LlyVE}>Oo3~Hd>(UeE^wZUe?b!YX2*g|( z9ZT8bWFi-|L)I37Z&9 zGsXm}|32r-w7b1a-21>q>e&1xeMSEC4hiGZYb~oZlPNH9I?{7keIb8~G_ zchvlJf-d!GuOMu($dz^a{GBr(imI2MhyYCtA4AIbaiuTXL|RPc7%wN{G#%5RoaGsU zSGaj%bOQQOd%-Fov#tK-23Rimh(~j$1i**bK-2a6B6IC^QOwu}kPx~Tp7s(qQUi9x zp%!03&OY%DLb;0N{cxOyjWj$kP4U;)q1T;gtkvjdhQ{eM!|=Ts%=acf;;gk%;+?<0 zkNJ#8=WTanDeKp4QTk>lOmM2nw3hm{Wkf(`RKvlz=<4Qdia*1HsNVkC;{Sy(L7d3p z6JU;b04~$X8GVSIM>@MVnrj1TYV~jkGSoTS)~NBwg;_-Q1u;R^cAfJ4IKw}*&O$B$y=)&7`j-%7vx0?}hqg-RV{0oHX&OCP=&N%XKw--67&A|DvxArJ ze{9<2V?M5bXMUZTQ;(gK)Rf71rS}?GG6satpI>9cUw!7sLplKS=+s4Ef8VOetHRs6 zZ$z$LX2|<6`-s~=$b)tNT>!xRohBp4XU8;$KWDhrP6`Qg&00_O8?wv8quK*PGGQoD z!#6zNEV!(YqaK2=TAE6LOxb{Dgr3ByD{MB*?hcNT(z^u zt({s2IStoYXRm38W0e5kURD*d5B@!dk!l9Kb~`Q$M-~i!Fg4139!MJ*ZU!q{K?2@B zAcqBvtL5bg!f5-33Sk{7)5p zPa5bzHUw+{;q@}ZY-^Rji*`d?GC>MEChgD1Ev(ylU9=_DhtEl{Aw{$)+^f<#4uml{ zP5c}`?rQMncLjLTMNRSWwm0v;qn(6=t|K7II|&IJ!`bqXriLCK)+@1)kx-||!EM{F zaXUPaG3d1LaK8mp=&aWwMH^gJ6GvzH^DV@K-_Dq#+$3Z}PwGA0XdzB>?h_)@aU+qq zbPh9PK{u-eV@o$@Z4O5j68j5#lGj_GA2<2P)x@nXTa>b*reKGAvypcq@Sv%b6}PPt=;lw;PFZqG|l<9^SCckD`!Pbwiy7|u{t zD^wBrG`v&#`jVC+(KOsBCP5qqnJ=ay4O=xtrjz_j)O!)9?2M4=-HXTPl9-%Ct^5Zm zN5<(miFOyX-CB3%6QAPN#klIiV8m$SVdS*@|>I{mW?-Q}m z{pvQnW#uT+v&at#Sa7TnYp8e3o(&)I<%WZ&}Rl*xl1anP&pp!m67$dL>8 zpR+DdD%Fdc_cSq(W=AU^zVU*VC{0ihXgQpmeDWs~vuxB;KHaAHUFI977S5NPjhZ?S zbbhJoJ z_yxH@)I}bXF#wrNv6p9+D_kkoAoS$9pF-4Z-k;H`$B;opR@99dOM zX7Bv3N6TjEe2$`mvxzCJd#yU-QS*X91XVKU82rN;d0YbhJDOJM#U2eS7Wb`x8TyF1AL&Jy7mItI*LCf)+! zvk1kR89Oe74w4aX4+ktO$)t>G--wM#m`VCTvLWs|Csk+p znxKwXa8^tr>nEKG&wYA=CIAw=h^J)K+u*2X(y_)WKETyjcb1SLb=nwY2Bc2qN%h#V z7)r!ALsEtlCB7k0E(5nC^sMwloX(BM*h@J8m?WS|Juy*s zEd?s5&3xi+horD35wxv zBA&G9X3ED61V9Ue?l1%!j$@vxd^X~eKtj-|TL>r+>p(0g4Dca7%>%n6&x-_GWO+CH z9;|`egT1WA!jV!HmktQVbTx0kkg67{AcTyU^*R^0C@mqJwf}-9N)cWu2rE32)yT+7lxnk)rcY)2^t9N68jimrA2tQBcM zY75&x=f6Ha?q)TTi&R?x>|nXi_wn)E4CXEXHOYo{pmz|m$2DgE{9Jh>hO4g-D$I$X zb8$!7>6&I|Q(DH9IWak{GL>+h{VE9~D|}hIygKA|obp$>OsScOnxV=pjuv!YKT0Df zVaW!T+(EkS6lTF@F#Tlxj<38rx>*e%s%w{}i^CqI=!XU@1^u9{h!d*icF~bel+7B5 znXVxMU54R>ldNH;{&$kTK9<-;=cOHDH6GtY2lM_UutYXc$vGj~Vz%qmw4}FY@lejS zb^`NUjvHl^Fp6A>*gLrMB&ALhYW&o<8_nIS#s&I!oA=Jh*#5M#8r6tdd-n@0gxB}mZy}n$Snb_htv=WANrdjEr{O@Ri}SNko7yRWAT;dkf2b=PDtx)< zmm4vha}Ynwo@h|#ny{@(mh$uFtDzxB${VIXI2hNYDIyaN1+{}SsKm$LZyewm=+$+b zKbi$6o+C$d!0l>)@A%wuS^YEPH-TalkR!Mg!y`gsh~p8RF4fqt}!r!W4LPfGuwInULiRvSMd&_T9%g?HmOWMjH6#V+g@c8F%ooZ@jo0Viw^F7@Q>0UMlAeaPQ0L;d!y6nB`~Oy!bGTH>MpJ#= z!_@*p+c*M~qjK>)`c@;gAOvd=Grm*ZhezcmJV1@&@mLs=IP>1$@2XU?@KY2co~Vl@ zE?XdR2%@}TcTvl-iuz6%d&EYvMc$mh8bBxRhOzH=blC`rsaC(yshv!GF{Us4VpbiV z;at0x%$z$+v?;Q?{eA+~`I`N!HtWg=jrQX>%`0`}(W$Lp(pDrNCXkdL(&7}mP}ZkX zIT@1fZK+W1FaBLxv#wltn{qLBRr9b5-@}a;cJIY{f3P=w1=j6dW#k}3N(A0GMq5}Q z8VCXd3^y02GHtGr+lEQRro5!BZ|w^XHUmdRxfSqa*I{4KHAdc_JeXZz%RSY)4xn{p<)sNbI9-=sL;(mPegNg!!$H zwKQp&nX|JHy1tan?LAZ972#93-JU8PzT4<4uxS>J!lEe`x4mV)qx@jo=i_WPscarI z&;SmG#1$tWSKAv^fjvE)M%=~Lm%@ZL=Jx4A!x$39VGWW#BDZTcjY+76Jpuxg*AW4p zyqsfn#yp~a?YE*SZ>K+Vn~dz={Nx@r1%@ZAu3hmQ)03Nn5$xA%u~!E*Qmp;eX+Jvt zw2}8*M_;Hb+q-CFo2&Nkh`W!=B8oEP6!yPY+Sj@HEt2@nF$!em7t;j}T0H&tkj zQ%H{iFMue;{kH}{ z|8|!1nZ(RljO}K2y*mOZA*xNj$PKA@XFE7nwvG9g|20y@8vsIty~P1%Q0DHacgn^6 zLWZL%_-@0;n8rNEC*36c`HAbJ-%gb@h$Q@1eCp@Spq>J_@|%u*O=i1YKtMckMgk~X zd-eA-+U;dLUN4AL_oxddw1#E&RkOaJZMa%0JKMX&M5C#Vk9~>k)+K%^zq((QzYFbr z^>NWt^|xaG(8lv^1^Gu_Ln`rQek5nzYZo5g+nz^-_Ms)5ptcKH7TETts=x|B#8BN9 zT#ZRMTHUxYB4>K)p2N#)I?B*~TswJ4-^=#Pc?IygC#rDE*k$MBv9zbv`HlBMzL}L4 ziCHOrDB)m>pR#NWH&H~IZ{L5&BPLD%M6%iBW^^<&{5R0{VutH+bhC+F9+ULVFK5ed zZJf?`lWgaYXSh;Vz32m2Czycw3xxeedir^FA6c6~$qdk-gT8C{Olj3!5E~W-mmgj) z{iJ#~fURzHl2O$2mL4bbUfPIEVVIQd%KR-kU-to`WQOl3kQ z{Vu1A4qP&}<>qhT3o6=uvpGw?>v=#vxJ?wbDy$=HV>9z!zFReHz>B67nv=(DQzvT;g(YXBXXW4;Xx0GqDnR8rFq5}ktMLk17N^M= z)nh&^)5#AGggfXZ-pjc&g|9Ro9xax_^B|%qecj+9mW*BIy1=a?jTk;3dg+P9hbQXg zjDd*2(DR;_zq&8B!28ToPAI*_NXnlK0D|a>$>?I3o{A{`>H>5U{D6j{R#Z~f+dj?pi*+Q)fU2stEKe_1K8`mGM?kVEfoM_adkuewhnbl;03vUVnnPS zPJw5Z;&Wou`4a&gDZi8|xo(0^qp@a;sphju*qN+_!t4vkI|G++wECdBqp3_o;dd$9 zXLSD(pe8L2P;-!rvPfzi7W~VqMxR??j$;}a;O9pFFL^fl#3^AN+j)^oUaG%C24+l) zJgbVeg;vMoQNu($U7d~_oq%F$XYp{*T0R_kr(X0@sV{+a7CkVDGJUguEs7m#0Ie8o zq>i8X7BYcqw4LVFV64UtE0Nd)Q&~h?!Pxw1)`7 z^GP=n1bQG2$U-#z${eo{x&5&&11EH5pqBVJvwq_1&((aKP5l41@lLl11>mtWftd5H zeft~_@b@WIoqMo-Z1!}CUx#diw!)0*^UJmI$^h-E)~ERPd8O12E@@-|7p!KgztmB& zLjJ+hP~}nJFK&)Iw9^*`SO>0D*@NolD%#GmMh{w`lYi_yWqJ8$W@^;Wsh*ZN|4tpF zbzxSHMOImqJ3T&xn+#7q^&AbKJnwySy%n(S_fMQRejfCl<;ANP1fVsU<}J(+S!Ey0 zMf_E%^J3=t82^q2toCx{G}`P9XK)PY)cX8<6K&~UD_7??D5zA%0SfBu-M*HA%DN92 zXPN$oY2ynB2Z70gW*fo9ui~L3BM*SqU8X4yYXzts_jc-s(?02kHrWkwRT>4GP)+-N zyH)oboFN=9I1da5;W-gSO{G;ALvWiKc-rOtt!xpmNP*l=jG@Em&8{e@`yab+viTm2 zs^vu=iQDMFN1}RyzL-%R3BR<>8?%>T?qVS`su6(qGEXQh6jLvh-$xJXXpHIQe7$4w zqWaJ{CeM+PCQU+xP&8%USoja0H!73k*VlP>U2?xeubC$jRJhfmB|y2ZsgluNH^TTC zHmJnTNv<}(IQ&r9qjoGldBr)2334`h8g0Uv+T=K0f^(V^S3UeR4Yjf8g|T$Vo^kt(u;7~E=^~Vc=TCuJZRrPTM4-f@*{w`VZ8(U7~DPSdmTHBCJpr>(U%n4*guxQ zd<=~8m~w}7?o0&x*qX~!1d7A79xX*M#xB!13={v1#OUKd0t8;7hx~))lbkVJjHXm+ z?cpUfEXA=A=z0jI(17EryjglOT!P533%}d6FWc-~`@1$a{*&|R4{p5o<62hP<=-g8 zVF%S|3gWO$v~VbU3QQoz%w4Y$PaDdKn51g&`$QpFwK_l5Jsr(Hh}WE(3@WvICkIW> zJXDfjQ_VTFoI5#44aMFW5!u1~tFM)j$F|Ef0Fk9g2^ z0qa80OwtqqFith0V;fbjn2m|p&<*+MRP}PY28wRr$pu9hJC|jtz?6a9>o~3LZX3_n zebADy#c(KRHO6xXF_W)W6AguCsIt)|$HeW$!0Q<5OY=fS*>Jwoy6_6u#-GYoay8Erh+9nOdGM#IG zEdi@?HF5LW&YS)6JYvYPEvyE!?Dpo8Q3 zmSY^MlXw#y4kky1BzRoTh`?7o>*NRJzsV>i4j=jByJ(5}(>vGCX*t!OZqI>8;(orMK3H0LcL!xr$`<&;qpW~UYB6kb7sO!aYC1NmqvO+2xlVqk zmqcKC2`9>z9=7Nn@wWxZ3FdlOH;yJhDDBIuJsh5U_CPlD!5=JBlx1y5IO^46X;L9| z71uaSd3V-%B9dSG3*=jhAWS}eKQE+dz~%pF0fZtZ0?64JlNPn=qkTPPo-nqJ9@B`0 z^gLZcXz{b%gAq-FE&ri#&B%32L~}7%TWUi!MCA9y?awM`g-B*-ja%&SpNyv9SBn6c z3ukL4kOg9=^xO3r6?%mHG{=+DaUUP-oPQU}C&w~uok2MXg^{yci}w_h0y02}JNMlB z?<GQF;{}5n;YA2_FE1uL281QGfX&Ni#WY0w1{}ZB_orPMCJKQUy0B zKCa2h99wbM4`q_O^)1{bu9k`aO4V_*?Gr+Pm90bOIUd;-q#rQWeoPr zbOuiY|I&M=PZdUP6stvaoHt{JgN62{JnJ`{xcL)|yFgyY-M8Mpv<1mGM1YAi5_gPJ<0O5^(}BVJX-8;xJjjMZ@_Qp*Rha zqAB=rAr!4owphZ!IDAVrDXGn`y3ONlXPzW5-<}T3!!7dNds)lk5k`KiK3YSnKuugu zyE_e~aK8%6S_jS=)fbE*gh1nuenJ9#j~R}A4>QQb>k-&2Vehg^(Cz0h3cOMuf=$fT*NT7k@U7 z90IJl<{dLInw|!QaLL2tS_$i;XL}RD1VFRNBQW5>ggOAD7%zLg!*2>@fP&pZ5X`KB zf(+-jhY(xHgnx{9tIJ_ao|zWzMrfZ0ia z_nz$0{#QfhZRNqmp9Yx;;V8ES8m=t#es-+N0uB@i&Ct`RR2+Bbfp4EV0&Fi+5OxnB z>WUyc^TLDEg(V!M`=h2#J@WlHlZOZF_|B;QIbc!_u;ta#2(u5M=L`d%6yjYRGbXGa zhUEoG!2rgp5JLvqZ>g&Qd(NrfHcx6BA{$ix=T{JyQD*EQvw1Kk^<7*(ozD_ z-JJrGzqx(i?|kQ+>m2@guICcgT64`g<{0<5$35l>ChP%^agh>=k?eD2ITNC!YBU!H z?Mve=gz^B%oPdrVJmn-ouzViM9h7g$BTeY_lU0gk^9ZX zmcYy=ANs>g>S4!))f%e?NW!B034d=2)R4aEDL#i^IfvHM%s0ThKMMjOQo5^TPa5c1 zN*rf37C!%0W_)j&_3a$Q7a=gVO?ZWrKeez}jC(*Q+U5yID5Y#D-&vk84DuZ?l0ZoT zlolI%%0zUrRJB%?LA0=$L`h6jB3_w3S4kr_TdVeFn}1G#i!o+aiLp?<1ep8VI4GsS zZ-D36(qRuEh_Z6hQV0PF2~rs4V%Pc{Okr9G272yl_x2@4+LyORu8=8io)WWr`EbA! zr7<$A-l_{KTS!FCK4=WaR}JR^x){obzmvxA6cA!jcmcIk#?Td$~q*h_zEDgAyC=Xfh-%ZAi4qyu!!7PZrdMxComZ3OMp24&5 z2i^flc!K$#byJ%>j;7xh!B?6a^lCi0dx0pXx*+_p?DHyKr5iW4;t6ih7xHD=bQE~{ z#HElK_b1h#erT@!wEeX`@B)wpyJ#~=5Q&_-Z+?7aibf!3XmRaPTkHXQ;oQcy9TdxR zD%;^@Ecl8~Q&z}nr*V2oYjYIf?<~fnRr^IJ&o^#wXD+uD&_{E>;zgQ7yz%;w#H*An zoFiQXbc+6@$W##w>&Lt$hGXs6)#I=S-*@(6c`PqRclklBqGQB@W_M*F+~Zi@!a(Po zKTFxabC*%(kOB74o(?*T0(3z5Hewd+Z~Pe(-q9F$<{j;k(;AV_oH?+M7sp2^ZAOsxTqgq9(_aIwHhN9ttt08 z)OR_Ux8J@n^el?t07QGN#xq>qNO_7ayB@$}$)YAg+4liG0xl8NVFQ2A%z>iN%kgjX2!-r9|HGS9t@$mW*cA!`+_4 z3?^S|xlhk-_=E1Vt@^*;9x^e_Z|(KNjb9ZN{y*A2#I{<_tIL*;d#HOVhhG5Q-%&qH z*;4bxLg(eBK!)F)hxh&UV$YbOSk(HusrU8lV)yOEVvKpF4>2+_visfN&GPTx{SSRF z8r=`-H;;aD4VGe*LUS;QgOw+Md z*UcVeAOP4~oOuMgFh&-!Af#lCo@=(cJJ5B_@xrm^b*2U+;Mj!=87%u)S150PUHX7+ z2k2P+bo$0&=T|l;kb5Xw1XitminV0cg#P*e?e&;y^%J{W;kbL{i`C=6Ns5I~vfI|L zC#l7V`dsmxA1>m?_o3vEg}1c4z{15%KGS?9ZSyH#0d7`j4U{FX7sh4Rf*MV2h+$?D zHX@no+j7bcV@@KXmbHFXm=MD+2D$=*Jn*m5shFLhTAd?!F&M3L?g|(v_thVSLHI&Y z1@ZLR+P_{r;3e6fpK4`wsms3#aZzV<%e=+sGcJ}e3 zU_-t%BfhjaIfmmNzndOJ4}%f-cbw2=XCVzyzEk60J)O(;uo$)dkbMW|-6>aX>Gm6p8XF&aTNoJW_|Cd zZ40;l$&!sfwVwMBNKO}e+2n`+D1z!7{BX}aDZyb4mBTHU7vF-$3N%1CULJ`& zC|4aFRx2q8-hAsQDEg?usj@b&R2KHmkOMj)BB=fN^SSq8Iu+!ImE| z2n?^s1DZSh=fs!}e_k6^-%zMW(x-QHcf&PAH7sBFd5U`zh(0G6AD^^mntvJ|w5q8& zQg~;_nTTWkNe6wkvvTYRZMDuw1MTK6adHII_kiqVc|Jb=Q(Ckl=)V^%EgxBOUP zQomvh8pDQtoXwRcc`IpJ`ql{wBgDik{jj;_edS4_afes`8sMzD`MDtK0#(|cI7mxB zA39(-7LVzwOnyz!_G+nq9lpr{5VK>$d|MkNno9H$#Qk)TAJMV$W7Wa?yfU*Z5cfqG zhtIa`i7_sPfIt6&yM*svdmvi5+o3*%uqzhp04?F8<&*V+sTvy{M8iTs3<=6lw09O4 zZ*OXetN6m{;!cpi>ky`;B7hO)nxA%MV=I*)|K8#m~DGTP1pI`XTvtKJi)mWA1t7rw2*mT&8R>*t$ za+5%vXRL7l(GAI zq6T7kt2r?*I?C>^$~xB_jV=!6|Mljjwf;?WUkPXYGPxVskQ7#=NOeExn|oz{@!R&M zU1D-#E)qLk9Xk!CXD@8r;yfTy}8`{Vi7%yFDYa^Fl^MsS@Nyg}@_O4?fxpQ^g)3`VO zxbi{v@3}r&X;iNf|Li{#;#GH>cJQ1EeanLpsTA2BPNN#&Z>wQ+`%1WUzb$5=*}plI zV>y~l5A)6|*q8~b{I2ukea3!Bl#RQ?q2Qhq?jD4f;meFKWV7g=Q>(C8C9n0 z`DQK;r+F-i4w_oXk0r^xVhCHq zYDcl7E61aYiurtjB5&S^Aw1!iZYWr&KIg$RI;636*Y`>R5W}$@kAPgF6#OOv5|K}5 zuOBPsV(z@@ciY`yhqNuku(P?R>%N*U5XXni)zo8pmXLYjMAIY^7yEo};QFLPJ3td& z6ey1Wn62+D8fpeF;9)x{&Gmc)$KMX9`G?`g z*^b7sl9IAq2T?D}26*NP65k2M6PBI89wkfvR*%gcEBMlXj%K6%B~+qB*+{~GVD63- zC%s>;eV2tRJ{KQluAz{iFComQXOntqDK0P#9#)G!#&^USF1Tb7##w?DY5z#3+rzYn7SogM(}>4 zi!bg2z-tw!XC6ta@&jHLpDFIEYi^k5E({LE2$!_^14VinIu-<`PDq>huBC~&QCc0& zCBesP^2Frr9&}P`(#%aK?W08>YF-zPO|RQ- z-X0{h(+Su92z3>4)$d;RLQCxl)1Dn$;pmLCjsoGP+~KD%`~|V+A-xZL3gTA-^CWPBlS{kG(xS~T>p5SeyZr~ml}r9W)dDAS zJAb>Bke*7~d%Al%lK1!x?&fL%Pa=0c842+P&Y_?9@CcfnN`nS_-Au-a*6hC9DO-1Xbr6x+NiAd2?Z;n99iFh- z%l`2!c;{)n>b)pTMtgSk<(o*1Pz8A!QZ3|SSh9v~Pe$(a!Q8K?Okd8ROls2Zk~ASF zS$`7RLyeh+79whIk!ab2w`%>Pzp}&b-8a1th9wA|3Q)?jG%ol#QY?Dh@;H<6{zS!= zL&g4y$`(@jgga?gsrr~vL@7PiiJA5#eKvTqqHV0&bZ6&!_I zfov|hXgvAs?$|*$BVx_f0XqsU`KCTP^MZyHMoS+-dLi|kbFDLLEdJBc>(Ln#6JmH# zv^YK(kAd^It?%zHN?oLLC2s~;s3izlbXpdUs>qmnDFG$_&g+x~U$l&hm zHKc6>9CEYYM{w8jSD1f=`hH3M=9GFdr1iF0=ZK`$iLT|Y%Z7C`uLyWwRmL@%!oH%O zb8MTbmMo%8_J>DfkL>I>FYTDoD#bA&F6Gah1m$W~Qo9PeYW|dvUc7$JxfRSv8roH0 zN+TF!oBU9t%%Xeyu^7894y*hAwsqlr!ve#UoRFscOpytE;RRPj;Y%zx>+M&5jo7Y{ zI1&W1!_dE-K-4hS*bL&EH3Q{Lnmp&uH1?~B9)#Vx2Rdw3@62(;7~HQ3O$`b)oeg<> zRJFH5?eS9)99Lm@@2QB7?C)J`lR>q#gkc}I_s(@bR*U_*Qp(mD+a#3FdTWpsa^RS{ zeBOhnsA}7xClc4Kc&-`u6uiD|G-s2`YT!YzvouW?ylpb z09?SaP)Su-6=c_X^IUnmpLKZ+F&9zV57X7vNJL>{DbTw|gS8C<(d_w8fEAmO^l?dR z_jb21I5)Bi2ykN5iU}RM`j<)5oCk-j~4cu#-CG=y{7rxR%#>qJ%vl` z+H00;Q&YwO{!9ivBpwT1kcTi?O6j~`=u+_-b1BWX)dUD!awLf^=6m>VdKiH%6wCsN zmxY*XjhUw9Qjl=c>;It0^C{Hmgwdc+RX3w$Lyd;p>yrmiJ1}$|L(B7Kk)ni7;U#0H zsBi1PR>W!Im)$y|n+2j~&izjFYMi64PH4#mU`Pp03RRLvSOZ#9mR#Vj?m7$ZVm&Gw zAF{rWAKvC0l2RKEBEO$Q4(!bCT%gNwI$uri zXW!CW-0f{H8A!o^GfyO+&7esDfy-rL+Lfbe`AdC<_ZU8~lM&R$l;OukdRXwV9e;k# z`**K%^aB?g+>k+pZf&}8uoZC-1kNfkUaL%;C!=U4d+pVFQr`|KbkK~;qTEJ;1@e8a z6aoz1O@A@Uoi?iZ&FeDv*14D}_E~V+SNc%DDg0&`MPEz+t5GUcxaQ~Fz@{Uq(MVx( z0_-G|J21?e7`QK2gl9%x7&$X(the5>>d@0^e7+IB)YZJX+4LHNpha$81o76Nu(YKi z?~Z4N7`g=OjKnV%EAVS=c7AN|4p~xvW&d9kr8}x41U83$@oT?@cWRMJn2lPYvP7iF zcl|Aq(om_JoxxiTkwvut{|t3ZcE#Yx7Qs#2z7!}bOtle!lZg*E$BU;POTX1DtoWAy z1a^{=o+YhQ0DDWCjXU|t%eBl-APStG$PM)1CjjGl6nf0h61&YRbU| zt*KoA2TN{k;Q*J>-h(-Scm7;g4E}BGeYYx2h-S9;B8#mbVXJ^QhC(BfaOv*n)6@lZ z7AOWO6PF=o&=aWA{wj!yLQB{twUauVc0s?bCNB4{`Cj7r=NkxyTRb`FRzxgG98)bz zp{F<;3cK7rqyh!#%}$T9xHlZ!@scw2UOKoaPq}e)`;*c#`V(gaOY2%#!0}>Cvnjqe z3sSki@DCQtS0ZTSYsOok^^D;v%7sZ_5&9##Row5Qxa+^kv&9YUQ$&tmmhDunE~H&? z5``^$*<~o*P^?ni%bW6~!-^Jy8kfWIP19xQBzP&Mv& zXtFTu6FWvKTLxi@6m8f3Ookr27dZBnAwGAqaCFkFd1YoUsFCXree>DSLuve@>2wy7 zrY9rYJQ5}NoVshJP`~qTYP&imHn9B?*3ZoudMQPCk(9obY-=y<(Q2t7wTFYO%Wkpu zF+iZ^`sA7?d}q_%h`CS)Y#9_b<>x4JVQyfNLBkXm5*=v*Gb(P_)0{W$8Ff+-@E8po zP`I$%+5lCq#0O5f4s)1724j759xHjQN_I6 zgZ9JuGp;)^J`Ww_6+C>e6eO0QSvAgXpjiCy;!qRG@7V`)KVO+RCpmY)yR`n|8BrKX zPr#?ME=PX44VLC8#<8DJC9U4+TtAO>sDH|J+(`O?nz$Nr za|tmNPTMUKeDUUC2S(D2(%^sQpv&>TRm`sAZS}*Bl)<&G1B$=n*v*;~?>q0}3AhiU zIVS3oS6d64ibUrR+WLN8G&gPbkfaJr%jEtVc`lvJHPzG|t{(cFyH<8 zp|ZRHB|PS$w^=ZxC}p54HCT)=gob};pLte)ipu?@ltK1*c6T;S{_@7A7}R2qTMfv2 zqmuLlpB@wy23_wd$7cOrY&_C+=Q)R{l3&ycqG7&B!xnTnR9t2?kJPPci zS{r0CRSR;y^$btN7jb0h=!FckwN?2erWJWB0^Y-rmR1GroOmMljz ztH%fqWEK<8mJ4CPX?%BbBJtGTs!_`&$%dPRAmzOkjdPcFz^YPG&Qc@H;X_#0 zOPKWEO-oq#;ZsJV!-DhC!0iydZbk*kR3E{?e~_&Rpd$=st9@aaIgGQ(Jen{2^k~SX zr>Ej2|Jg+z1})_S_| z{+}izs@^DdBJ%Ea)c>Oe7*xJ%L4$-!g-VMgVn&!aoI{ncx1Cd$G3jOcTUz|QDU$PP z5k~CX5HU=P1g7TEwk*hrb{_im6Fe=O8;a{o__kM(1>j<6{=9Tvk&fdgX17u0mW+M_ zBl-j1QyGwlH&+<6!Xr8Vi_M?tFBlVlce0~j={ zTSdU3U8ULy21ilk)K@Old(kKrvpZQ$ODMl`v;MN3n*U(^(yj<$QA%(;*<6xVO(X!w z&?Vt@zIwYKVed|kLZ<26_Q2DBX}ycBx;Ubjd$>|(EK8D_EI@(Yd-hZN<4i#R{>`!g z$bQUnT>A`S3h+UQei{$6tl2R)v0D3;cB{r(k0})|{k4l8*XGlJOR)|F@@A+3^X?M{ zE&vUta*B1uKaWCgryo|FsLD>C1vREbZ8fL0aZlfVHG%&Fr|=*Dz^Tmr^a9-lz5GuDM@AU_gJl%IVNqg)K_zCfM)Uj2H4T%g1-&kXWcX{2eW!LtvN zaA0y=YjVo;-Ts>#vFU?x=?sFx@jo)4MZ9|K+yD-~8tsr(^}A}v19XA!dftmq75oe` z6SJv(P;9o5WWuEp)FL_n#FypQ+2H9VwSxh_8R&2_UFh_)UY~d`;FI(XZ8oR{U(kc_ zuLg&4n8W*L;}Mp7R7EbYE~@S_4It=zcA)=XF9e`2*>W@u;s5;Pn8>+V>~q^L8mMS& z+4m#?00B-^4N%YN=zVajRNvpd|!X^oJU|vr63^=9I`Ys!3KgQ7M3STlkI2Vy=dys81Xsm7+@LNDXlME`9h^| z4W7L)Hdhe=&o;io9M{^_DkeThcO$}&!0V*{wurhUr*A% zfy!?IY;ON8#(#OK4jt;D`Lr|YLtTF;Qs#X5NkrU*%ytqt?DQja(^L2G^qR9D z2KajnpaY!AERTos2|Kmo50p}H^EEBgyV;N$smdHDwuGpB$*rm)LB^HGYVjb=ACgZ; ze+_rP|M62?Ld^SG1hV8*Tgq&u=1+sZ<*3bh5Kfzd4>qb8g*kEf4k}oE3rw)x*)$ya z-=@HY?Y`WI!vWcm$}T))@Q4O4MXM)6F5F#ISh*%$9A7PV^b6Z;My_t*JO!qSd74$0 zHEqfU@Eclgw%Z}v^h?0t>h;IQI$r=%G5Ak2j`f}u^YxPkU9&KF&~rtT?pZ0=E1J)M zQYa!vEP(vgIwdSJIlh`dZDiK6JsdNm;#{`3X_~}r&=d=7x`qh_X-M>X;+)hf)6M=x z%u?rAyymP;&u^E=)-O=yh|e%>i!Z&(lB-MpaYJNr8uClj!3Uzq-TD_u;1%H&*%r)5kU-(J{)Z5{|tyI4)(y`hFm+2nBLpH z=!V|SFCsB*-`y#HL5G$>(RjLxv zX+8&dS!)9W%@MojmRaf;+yndg?|sGI%3rV5P=N!$aj{mXJaC6TUY5VFCMa&)Bl>%F zf*ls8MR4$7It?4p8971#aFNaAa-der^!}k@&4bgsExcs#XK`aF9D5%!X4`g*sZu9G z)Xfjt?%R)PT=geE+@DPsXBoeLtfpBHs_vLswM1`0*U}ZsT5v^$q|6$vR?&MFA#2Tf zo1XGh6$FZhKr-j+E8ZEjj`6xN^bPm9s+wQM16xcGiy&^yT5>2T!J$)k) z(z7n|2#GSa&H|1@LK;9ngU|!E=iQzkbz2aB#I@}~r=73mZBt`TSbrf!BOIKZA8l}i zNE@Sxo!Y5^X9D~CWdbxTJIF-F1ZPTCNH%=rDNJ>Z*n zk2A&Gun%TtRN~5DJmB<272A9h2H2f%qO2KaV(VKzu!1{5GW1Kw9J-M&wDb2zPoX+SRM=8EC)99^`PD$c1(qdmF!!cQ3b+>0IINw+MX=j419GSHz~ zKotJe(o;S>MgqS`Usm+A)a=@mPPMtd;*-X=-%|CcfGs>?h0_%~wmcD5O<2KXa5M-l7?s1deI^>ehT8?0z@AB(r4Cfj(RTDXtHHL3g;20c^igud#(NWf zLIJIS0qalbWe?W1-Na^a9I$x;eau!0oIlOymo)H~T=XETDF-;~5qJ$v5D?k;I^l2h z?DRGRXcEl(=baUmkKJ0rcha@mGjeYkd!Ev$&^8i+6vi{%Q=K8aRVbWzERk}7Q|QUi zK9NbRE}P53Niv>A5Kr5t>D{Qoq|)3=`6m!Dh4P?Rk);-yOXUEvE^{yxV-}E`m=5-*L&_N$RD~8^cm{uQ=l|-fYa2*1 zFzgr*Wvl{DJ$6h0AlRcHB5}q`{s|VxXS3RTgY3T9yG4`}l*n9*?9XPU2NWPPZwuL&rSeS>6^0!4ZMPQCN{ig$rQl><(x1YdC5MICqg8Y~5&!A|FV$ zqvu9-d>zk|Za00gD4Sg!huu8(Z#xz3`!TQb)tI`0rO0#1uv%?_=?|3YY+Mz>`($%#dVu2o)8;vFRnV)rzhNU2ZG1;f(EB> z9@T&^y%%&!Ux8CJm4zdUS-^HUcX-?nFG&}KUxa|rXKO&H5bDq;3^$vtX(4(uEN^t* zhv9v-aYyf$AscT5Ri;&U=8Tk#k{^Py0ga=Gv}qv-;Z8prt_R6UC4=MK=#l&fzpejJ zFJb{RVakFB13;m?X7)qtScb|k+3CYPkpX^<`%Y~ezhrDWb>AW-#T2b&vKWnEu6 zwxPY3;v+$Rl~$hB`UISw6*^p3p4XE#HOcjar_NIf6Qm!;Yj7Gh!4~*z{RVp| z0UI7M2#sp!Bu&9G92>XfvdK}xS%)t#?6~iLE z7xf%6`6?{xd9vf^4W9uzN(&dqpCCa6WAAH>)h7I8s1YV#oDR4aKtoc%p=@_Zl|KmH z0}IZn9ZY3Wq_I?WWMI;kjD^DR0WtluSjlM25)>6paI7{SQiby25#=}XI*r8u^ug~< z|9T(^Zrp-tG;U?T-%kuGYfErp-LoFtXf)uMlY8-vgru1n;tA3JaobToplXy@!jQ~3 z2b@-cz^+#sjlUIJ!QD|lc-urAxc@eO=B?~hiu18!9`$=EM!z^bHq(Z5;n=?!c6LfN z3B;e+YgbK#vsXYxZuyXE@x$(9eUT4gcDB7eGMf(Yf5bV&sCw%e8Rbwp`&J4A(G;oz*qy`gFc zI-H0yzuR3rspoFBSTI7sHCP{onxyCY>@&utz7 zwaZFL?E>?ac6Jv)j!b@4*;-Ht=N1o$aK`quDCNB^xtPhwAXV1DN~N)s1aA02!~j&@ zw6cfI6dk_iD2xh|l#DVOrP-ccyyI)Rnkb{C8lKC#-r#Qy@1gdi7#6*t0AP^Zt_ca^ zzWp`%=m&vf+irSG;9ZHG59YI}OkXm^ z7k{Dn;gU*|_-x(OGBk-v%v3W-g74~LpaUq7avxwul zhc2fiLUD|GqA9scMLo}+@!2h4r7NHnPed#%=wo4F5xTIAzFQOSA7VB!UE3IMKQ?Tq zjt5E>W#Md!c=14KrFB;juCe&ve0HU)A|pyIwqFen3uCq$HH*?~bTu+DfnJ!y;Erw$ zgJ#?T?LQ+MXYE>VBVw?FUwzju;VvEYOS?IL`%HDbI`X|Gmw1j5OfpNibe;d%(vMhN z$jIV)!R6xNjEjx?-C*S>tRI+nGpl!Ud9Gt2HKuLWK<$!GUtnWdL;{%D*w{K zwp=XFE_j$S;#`m}4gBoMQ>{@oKRR7#jIS6^SzOw^6?zep*wxd>v+jKpabTfQm=~|O zY){HJi-=alm>tWUSf~;Q+J9~S0i6#KgVN*YGI7O>O?j;EZnAo z7z50TscbJ+_{WkuzC6gzBF)a4B04Od==mOZwD`r@8;d0}#_fHA`wj7@pH>`u{ch_^YE-Z@ik1+-@t z&sC&hIPg4g%Im(1PmoYNr!okYA^>sD!Q)w7koFx+%D zGg4=%T6BOCx=ax6Aqtb_!=5 zrO3;lC5nZe^w2;oYAP7R!@^_$ZJR_X7_U0$C=AN&m7oC9v$;6!xD0yIz)KHyeP*j= zsbcK29VMz#1b=Vw{Kn?hKs4y-Yc+L@8GYpg%Maz2AXj((P91K+7vJ(-6qfz0o%|!v zl7xj3b|P->W*cXn7zp*~m=_TT1Yt+JO1wSq6Q@9`FbnO{IrbL&*fm_nSYmpG8ai6q zu77W_Kb$ac!8-wtFSDxHF?w#fNr~)hX!zjRgv`xmH&_Ob*;^=kM#Dl;**1<9jPh~Z zD^loa1)NyQ{lRgOc^u>=9tyyQ2vtGGs?_9F)SR^GyfPi@sg(xu&cgb?WD zY8)ykA3tUS$~!g|6<)4s1qNKZPkN3Q2crWJf1T3(g3FY!o$$UddLr>_o3vWM0EmGB zs5AKR5<^XU{5KWrWFu)8gngedG^6VLt}Alk$!-8-JYc`$h`T(>j1=*~-J=k92Xzd~ zoVlTG&W-|&;ZOE%H%(}FZy)gMPN1gOG<4F3S*9~Jvb@iFz67}5Ga(mS6M@H%l?wk& z21~8ecsHeKBF&fDiHPz-^p$WP|83<)O4e#RZPllZaFGwB+SaJ(pYcKLc?4Lkf&N@E zRHT=c)qDX^nz3Xk5@`ndQ#{zxkrsc0UeerKG}_e6`E2CaC;MW_79zp+tX+t$mir7b zcXEGo>^1+4SXyotrnjn|C-?M#_1vqg33O`?fAqa!00$xss#W48RkN84%qsL`qvUGh3)PsxU*ScWlMTD+PHL?aJf29d7RAZ^MGL%|?(qwD zI6dt@rgb1>Zfd`%Tn-;{W|rK~r}d|UX zbyvtpCN>wI|$IvFGXDZYlaF9EOkh?M15^|HXucZlo1|?0vI6Tn$(h}9JwlrK6jy9NZHDK??cROdj~0E$7Nn#=j5?j$BGETIdS$3s5>BnYUVsJ*~=oCvgz znv<*kfYJxNPvOgtx6;58h_T=nT1TM-BfI0ATkdaCECl1P;fUG+nPT~PG+4<1u#%Xd zOBly2E-Xn@P}=kU2Pp*MpR!K?@$SOG76C|0u#qew=?dI{BmlDw@h3iiivL*Y32!CZA!@)EZvw2V;OSY7*1yCXMc~^_3nMM9*HY6v%ShG%?z6P@BxED?67@@ zUD$J$6_iH0j!!dmN5=QLRu$dsf`RFtz*r>U(92GYD*iM8?EgKNflNqR$h$kruGtyO z@9by;oTXx^22J|m z6$Ki1SMKY$Fz_S&#80A>%J<*t#0v{9?=Q1&4AzwhXG)kj- zwfwp)0Ena%FL2xUBh`;{6X{~^HxP~->=PLYG+6wd9FUbXq2(OdCn{EcucY(6S;>*z za!frgB=_8G>i#megjrkmnu~rVxOPbWGH7BM*OYM`R zRgr%O>2yGxWOWQre&#-P$Jahi+u8AO-g(Rm1t8;pbEu68akm|Q5|*tRPNyCv)+qhE zo$|kT3BiWbmJ@cA6N2hMos|_Xoau3^fQa_Kv7S)}d3(%aBYK)vD4MN~+DH!~<06=> zGB)7~s*M?6ScJiVo}gO}geb(T7zIMzYN-3(^BeY5Q*v&NyPtN(rD_i`!|?BJH}m5F z8NW8f%SryoAnB^Dr1%S{o_5v_(^1GK9VblCUqA%~>OLUWhVa*S@n0tYZq!jQX}IZ< zeiVui($uDY#xz$4)-a%sud|fmuCcRV+cBmj7JcF4B=%|)>U(q0bwcqS6|g3V9~rAD z8rTrDo&tQiQg6}?oB|FsLLtz>`5x|r@HH-yM9_8c0Aj7P_(&Wt;_kAs_Wa9)(T_Ch z=<%DgmaixObqHjh>m>hPuD~HMw+T3X0m|3bTDu@YN6!!S;VvbT!T=h-2X||;tv^7X zB>_Z$M1rezj0C;ayibzPj)6bMoi8VQuhemB_c?|Cve^8;o&;fo;@IR+`JsL&QX6CK zA4soBya|wx_}$*TaoOX21s#-%a7!M(1}jZ>;S^! zm=8~>`N|wtTJMLVKt}5R_cjt;)lm1cj{iZRf}V0KIHk?~a)=iUCBtu3P98h&nHtUK zAe6T5<3+>+a=(ON0U=XIf*7i~J~2iw3L%guVq&x{-Yz}6+r)f>7nOg6V7C#3GjP-1 z8%acA-D5y5K+^B|S_#g1Fu3QSEhDDf!k+xF)^59_j$gZ+Rg)g2LV{e=76do2h?c!H zOn3@3arny>2GhGvw?ZVT-#h`q@TIyhOl-cH$jxTI?;&%o&A}_3N(?VCGPYe#6g!$| z6B%7cv0v7i^`;MjNA|5ad}T|k+k6VpDbL=2XXg>P_4{9$PiB@Jb)WbH)h_r1C;9Pq z+V$}t4qFL>#y=4kV(zodAcrSe5YnmPj`olRNB){Ww>$>mPv-n=d#3 z3PC8jL6xb=>x>I8!uLQ1WFF;nAn1YUIrd3hnLWPhj0OYpqSlEX zKr7$NA&(#UO!U!7+y_x@X1|6=l}Z!P4mGi(w1dGM6<^i^PFvw69;8_5Zx7-gVPqN- zsId5!XM4nyRb(!(%=~GyHqaCSw)5pSn#7}Y98hkm^LbvytZA8C26kWRz9>-dT^cD?QkMPPfjz#dFzVQw%7>%R7!8jx<7m$E73wXJ=W}(J=Af>0|+iFb8Bj4SK|T z!h9j^<%WHkWfY*V%5ha~UvqLc=$4Vu-g8RhciC5-=z9jlTR6T4m)1(x{K&%o3nWRn z^Yvu-{)f$4R~GvYWhcV$jcj}r@4t7&NRZ)uLA@lUjrETIY&KPPFz))>6Iv}(+3C_9 zyYA{@ZBTOo-*;7^_bGKyM0vo4Ox$myXTXhsnxMa>NhbtcO=}LP_#cb6YNF{&9)vQD z$0rz!mx6iZ;M z{ReD;d;V=N{tJ}*t7TqRs{N%Y9C(k={XahlH#}S(rT2-}qgawI+K&Uy?^`qMbG;s~CLUt3xN5ETSpO^JsvkOkh^zZ&gxt(^WTH0Sm&5a=)P zYo7INGR!7Ay!oYDMaE0jV2u4MI|$73HC=nkzpVwA}Z=zA76i?9ulpns^Oy9*Gr?I8c4P2X0yM3w&zNYm?loJhJw9yfVdhAN?5u#?K5!p3aG%(|e(>3FGDzF06zeC-Q}Asu(kykg!_194N){ua z?#j7fr;XjeEu{ZokB<)#c7r08LFoyPYAiyVE5|eonu%&kotAGbAlHftte!s4QY8hF zUU?B+#hqw<)ShcKrU!M2yVdklHPHdxwYI4L!p6{mfLyva(T1Q?5#kTNUMF(WOZTs3 z@lTl_W%j3Soxj(u_g>z2rkg-Ar!v0-%#cOZxG-7MJui1}AVjYNel-ksMT zPn7u*9lLJ?Z}YeQl^40YTt#$w(|~>`_f_oA0uB$ZFAjSyTJL>C{;tJeR*GF$R_HgX z#@~?wS`j5n1Z=urGbSDBlWxY$c%8dwBnQWZ8zzm@0mv5i_9TVULwZ)3 zW~(Fr=2K_Ztw{NRkD&lzeE-WJPl4sXi0F4j zMvhFzRF`2#REGX7xZx;0ccbfmM{ln)sw6yDm!aF5kB$@zwAHpR+pm?zE$WwArKP2j zh@7HP#~7bBsLy!~^v})S(7k}Xv{hyJhgXNludUv3DAA^4_-mZ;sNF19=q3#; z=A>SdCWXWpY+sV9Q{Q9D^z?kMxO7j>`y691TIR0ip)v_rPisDMRs{Wd^s!c_5~Qu ze}&>#LK#2SOp0hX9qYegzMvw50JssT;U^ddlwptOoLz+FKrfLeHfU|++36p?BXtUe zK(-}|nD3KhboLhgiNWA_yl)U=y!yY9wK5{Um=Cq2T07?d-;C(Hfh0C}z^Ffspnd)3 z4ft~bN^yzChoAw347 zc$Owdw4cKK10-JUw!e*rvmW2n`U!{KUuXJ;FWxu09Sh&DlDO~Lov$!nv#Xzp08S?W zq8XJ)-X@N)@~E6GxnCMBCq&-+RtBBm%a-AZEE?}7OF;>6VyeM~h01g5X&C6Qx-z)8 z(kj#Y`TI{v9cV)WZFC{Y7kWQ#h1EOu2cqvwf5FuuQ<J0F)rq)M8U!I0kh#E(bm> zh7{qsngkN$X52fxm#w}wnCF>@!&F{DllpHj&c5S@qB0x-T*Tr^tUV7l(Er+Lb?i5dItl}~r-Ft6J zeDtDqU;3R`cai4{Y3qxmx&a@TUTp!Os~)K9@1T#EdDZ?_=ZpC>;&m>HwN%nR;RJ1R zQ}JFvch|vx7qf4A@0r-<>;=s2|I6w&`uBH&`@Xa%AIzhJ>-IB0w@s;{m<8q)A>qer z`Coxj;Hyaa7!cQb$V0g#o_9B;IJVW~?Ho!ohYZ+)UHMu-J%y@BlQv3HIjHl00x#77 zpY#L&KR)txphp74$-3L}qCa$lzpc5KVyG6dKyq~08$PuhUkv%Yqc zK!fjy)f`cJo4b1k=;x(s1DprFCTj=}5Z0e{C2Q9&SFE%;khu_s(DZ!UwJADxFaxIt zFNKGeb{hCyaOOR5(EO;axnunzlH=HFio0x>(i(=^GUED$b!I+GfmeiuN4o+w22@3*6fr#Kq7k$ke}-w1yR z_gB!kl|KRuHf?ry2Ti!lhNDThKSu(LEd3EOL`Y}HN{bzF9WNE&dMaKK_eVF-LHrf+ z>uJpqz=l?v8T>mJkYz?`x8>Raz3sq(H3O*MBCeSbK>RLI=4IqOdad8Gqj0=Fa$}0h zzpzwL13Ge~>h@4k=wOnog)9rnGLb-{FuKj-gkYS&#UiM%T=aU5KGB|_MgSQBU>@s3 zFt;F>UXw!O{!eXJ8V_~%_Qw*k79|>4%T@`MrDSPH?nJsv64?qN%itcejIs<05mA4VB#3EYp240=TaNV0~-gM!57CGk}yiUcwVqbev2hP$aM^35+^n8#}IlJI=U z>tv|Lg}e1m1i$vyig_pTyQ-DT2QyG`k6;k-B)}Qa_LzZmWNhs#Gsxh!@qJ-wL2%N> zqa@+Q=q)IYio=OtYRzPg))1hr%dLI}WM7ZQl4H zym`I9wB4}_wgyoESU|Y^lLr|9PI^}#1h_Kt#V!$`Or>JnAfFezWw_0dW5AHnq~7SE zxfV(LPT%l<#~V3payiM&xx4N+2Qa_^H>_*tSBIQMJ!I_A@T?pPgZ)}>Pj?V$zGi>- zD<`D(y!{EB&)fs&3*P3tz_Z$Ghwe`(uo1bXrBtN+(8 z>4JsLrHF0Q73#19DaIqu|HXfD4R>9$_!!0~mFxE?grAdz0o6b7&cjzYKBTR#V`1$Y znyMyufY=-tcm80mU(kOjKN4N6?d`K=EfTdl6e&OR3P*AHRU8@G9i>-RR(>blQCU1j z&Put*uCXy~$bfnvdS&UnXIR@<=9qhthwtW95hAH+*u4U)ZKN$8T}#|rBaT6={fYwJ zha3y5LXP3rnyJuPH_29}-0T1!}hFHBoQu+TM?mudI1Q z=Ic}hJ#50iPhZf0e)wEJc~T(lh( z78d3pk|WpH)_oyfZbW2rL}VfJnBUHtRi7F{boA~I*2UpO-Hiwr-!b&wt=ud8#U`B2 zWoYBPy=l^C_vpN%&sS3CaWxM=ebPg&!nMD1N6W?Kn6}Y)a=ButwzzqRoye1StuVwmFMmSJZhWh;MxYuMdZWvq9 zJ~+s&7bCmqd;4+8BQ^T$8!9w8(p6iiWrFZa#fNg_-OXd$ovEOoOz>Zs@8PEIKvrR| z01eJ&%eIs=NXHfgf-yrC$>Mr8g4db31m2P=1iBm!^N>BuW72# zkpo107iqFsk!n_u6mQ`#h^J-Y!+~?Ny>D1?gWgh)&Pk{*J!`YHwq_(niRj|-8baK< zrBSADQoMf%B0MXfO!2WSH6;TzVnW%axj_J1KeJ*D)RfN@RLWA2sp!KqJhVAC zDaZ3fz4yVt{d*b>h;xLB=mC>JCFM_ZFVGhc&EBC4wTzj5+Ij6m^ubFd7D1<;D!`<&TPEMTp z`S~Ul*h3J47dsD}^1$IR`Nk5wVWI+@)U8r4xf?;3Mb?dE*hhcF{%AAw2 z4?Y>jOyw5zYs^kg5~3w^!K*PM2_>|y+ASgy_3fMS>`;wJW@aWLN{^pC%Nflku!=E5 z3g>YudC|E6q@um2C$zQI;1ODxn}LDB-r2bUa3is}Cl3MxtrVZRg5u<^vv(?A!UW8C zNzalP3+i5s(EjF$%3KsepBgo-R=DTm1D1%>!ouQq3xz^K?(8m~ewnyy&mLwC4ULkL zl2n+Ho}M0xrg3p`X$j-x^s1>)(>!uRsJC+9-b_A{XYWU&72HO(Pnr}VsCr{GX%eox)DkaWY40U&Q9^~ca{gCr_R&3$Q@^ZO#X#F6M z#=7WJIdfTc+LT1*9T%6vU1vkVP=rQlY?{PAeabEtWbf$6SNLu*yxe2DBVcK~fW-lX zeQU+fjKp+UR+iVLdhMmOjEqrr!$}n{rj;?8`_aS}NrU85hZK(=*D*IwUMz)PZDP#b zWXttym`wxMG0-%vjLgiiuDoj;VzekU<)mY=$%ovldD?gH=EL99X!po~Gh@%|IyFrG zcz~sQ`v1LN}u5?|?E+}X~5Me|9bgs3vHB`WE ziF2t11>C1`^V;Xnvq83Ay-9OCVp_sxWo0Fxip}VAxm|9INj4yP`tGIpgVjCf>3Pz& zEhQo*hWC|uB|oZrxYR69q?_o-CKihu0;lD+JY_UHP`M9)LxBVW>+-!b-Q<&Id181e zS2_ApBvP809jrp{*s&wwG)^vPSNpU_`^<_8cARaKHgn9&$0t1_gL&p#KE~Nuj**cu z_3Ly$E%Kl4pLQ07IyyRVH~J3LhlU1mS=qn5CHJ@2v>0NcHgWklvU17KG^K zOBPs26|B3vRj~^eR4tIMYQmrKHMjvt}Z+>GSXA+clt+b@gXEl)2jENEI-hJ+LKF+2%`{PQocq+3wW9I?CZ=$0li& z_h&WQW~EfQxVXy4B2OcRxa95I_aqW4OfNe-yEaYdq1TZEwU%gOW8=~3EaDH-r?)iz z5#VH*_?{13U#HC!3Mg1JgYJcdhqGTXHWoj98f|1`q~bb^dh0w8?!ELwOjY&zTzqP7 z9fdv-Z&7sXQ%ti#zlGn*RWEPv92J_s@OyGPd&i?TbvkEhX=!L=F)cm4_->z) zexefB(vKF5wY50EoLQ*GCe@}^%8p~-z?zMUds1Lf5HpoV6IW3YsIIPVY;F#WkKdPa z@23nXq?oky`MD8?7$*$Qf)u%7`#Ir$Kmdw)#}2EZYCn_Lw|2hNf5wQ%<1@0dc)WyM zaj!S}{Wesa4(8{CB(_cY|**G{b z-rlN%_$|NLo?<4TMH!V^SZFw5#ST1nVVGlbydyyagACN>* zVBFe7$_y3TYTsC@<`r3WQIfBkK7YEiyIVq8d0$RW4k`c)a9Ud0*>J*fM7GloMM*A3m&yNbu$QfvTIoIuv-6 zuO$Y8qkz~5>|9!5AzBUGQlc2r^UFk+%7kkxB#5q8G zTni$qxmBt+AHGpCVye+*ZEaly9vRW~AS@y zyF^5I3=IvF&iL>nCZX5KSeSdJwTj@bG013k`|jPlP%91kVjtAy0H>iaIGnQj+Bo0m zL}kO?Ht*RU1uB&)eIw?jK{7iGauKh;wq;%9?g}=hAKQFX#g{5?oNpQo$ia+^49m^+ zHD^C7$=Zql?PP8G!Z|j10E<;SYZaSefaz zX-!hi&dt4CZTqHI-h1&DFbQD5>L^rDaPW(~ybBd!fn5$CvyIYYqmJI0D!_5iwxxTK zKkkc;k0-E-_+H9?;mCq+su=W_e6lm@3`O9k*T@cE`dnGUal1%UOgA&-Ye-!y#>-0u zf}h=jf;&-D)6@4s-y|ZIKBM!$K;Lr{`rAQ zGU)#MTZ(nCZhVsZsD-wt72st+`)t-0Clb`W6=^h@>*BcH#62$DV9fXtOfpll!6XIu zs@Mjjika?iZ%^%)T%q*2T)R7KTI>H^zH=BkzW81{K!Do=e>HPgWXtht(QwFx}QJ zs`Gy#Yg=ev+y|m{BH+^O7q@KY)l-cXA%qn;xmIJj}SY6fC)I^C(NPwdc zNlFqrc<7MKYKVsW56-6M=IDe3w)8LAi&F&F*85JP=f+Ve#vwgztt)>R+&ofB&%hWu zjHZ7HwM+440V@OE{@mHKj17?oI6!$yN=ru|A8BCXQA44?;{|`Q|8Tc#;N@Z?f#;9p znzv#?4-3a#=*}-M7x1CXYC(hm;a7BAT=3(^yOPwrdBHhIz~~RxmL?Am;UVD|OU4b> zfj#U(FU!}fJ|=|#1GwpTm?pJ^(f{H1X|}4_YA}pB2>p9~5Y2?RE#T;lw~(OKTFQ%p zw>_7>`(Bl>r>AFVSQsMds9M=0sb`O zgTb0TO4ulf#FagV^rA->NiWnc-RI^q|cloGLrb+E#J zW*xdv4;vF1$qm=N^EI}$=~`NfLPYB}@_xtq+9c8Bt&<=l6H}M)Xc6g;T)OX8nf&C0 zva(H6tc<;j3+aYS6#(Gb-Ys`rSXf@Z;$!a|=njH8QA8A?d}V13R0DmaJgxU<8quZp?{Q9QY%lT#x$Zk}_a@ku4Sea&t;xJa*n0p$#(HjT%7gY4#1$o6U~(JyV|2VthZf& d`d?mAMdZFnXZcv@??=I-r(>X9aMtp{e*sbV->v`v literal 0 HcmV?d00001