From a46a74b87013182ada637b4fb878c2985f2caf76 Mon Sep 17 00:00:00 2001 From: Badr Ghazlane Date: Mon, 17 Jan 2022 00:36:05 +0100 Subject: [PATCH] feat: add projects --- .../projects/project1/audit/readme.md | 60 + .../projects/project1/readme.md | 116 ++ .../projects/project1/titanic.jpg | Bin 0 -> 72419 bytes .../projects/project2/BBC News Test.csv | 736 ++++++++ .../projects/project2/BBC News Train.csv | 1491 +++++++++++++++++ .../projects/project2/audit/readme.md | 109 ++ .../projects/project2/readme.md | 180 ++ .../projects/project3/audit/readme.md | 131 ++ .../projects/project3/readme.md | 156 ++ .../projects/project4/Time_series_split.png | Bin 0 -> 62022 bytes .../projects/project4/audit/readme.md | 133 ++ .../project4/blocking_time_series_split.png | Bin 0 -> 69650 bytes .../projects/project4/metric_plot.png | Bin 0 -> 57234 bytes .../projects/project4/readme.md | 214 +++ .../projects/project5/audit/readme.md | 86 + .../projects/project5/data_description.png | Bin 0 -> 366826 bytes .../projects/project5/readme.md | 112 ++ .../projects/project5/readme_data.md | 46 + 18 files changed, 3570 insertions(+) create mode 100644 one_exercise_per_file/projects/project1/audit/readme.md create mode 100644 one_exercise_per_file/projects/project1/readme.md create mode 100644 one_exercise_per_file/projects/project1/titanic.jpg create mode 100644 one_exercise_per_file/projects/project2/BBC News Test.csv create mode 100644 one_exercise_per_file/projects/project2/BBC News Train.csv create mode 100644 one_exercise_per_file/projects/project2/audit/readme.md create mode 100644 one_exercise_per_file/projects/project2/readme.md create mode 100644 one_exercise_per_file/projects/project3/audit/readme.md create mode 100644 one_exercise_per_file/projects/project3/readme.md create mode 100644 one_exercise_per_file/projects/project4/Time_series_split.png create mode 100644 one_exercise_per_file/projects/project4/audit/readme.md create mode 100644 one_exercise_per_file/projects/project4/blocking_time_series_split.png create mode 100644 one_exercise_per_file/projects/project4/metric_plot.png create mode 100644 one_exercise_per_file/projects/project4/readme.md create mode 100644 one_exercise_per_file/projects/project5/audit/readme.md create mode 100644 one_exercise_per_file/projects/project5/data_description.png create mode 100644 one_exercise_per_file/projects/project5/readme.md create mode 100644 one_exercise_per_file/projects/project5/readme_data.md diff --git a/one_exercise_per_file/projects/project1/audit/readme.md b/one_exercise_per_file/projects/project1/audit/readme.md new file mode 100644 index 0000000..fa1781f --- /dev/null +++ b/one_exercise_per_file/projects/project1/audit/readme.md @@ -0,0 +1,60 @@ +# Project01 - First Kaggle: Titanic - audit + +### Preliminary + +``` +project +│ README.md +│ environment.yml +│ username.txt +│ +└───data +│ │ train.csv +│ | test.csv +| | gender_submission.csv +│ +└───notebook +│ │ EDA.ipynb +| +|───scripts +│ + +``` + +###### Does the structure of the project is as below ? + + +###### Does the readme file give an introduction of the project, show the username, describe the feature engineering and show the best score the on the leaderboard ? + +###### Does the environment contain all libraries used and their versions that are necessary to run the code ? + + + +### Feature engineering + + +###### Does the notebook can be executed without any arror ? + +###### Does the notebook explain the feature engineering that contributed to improve the accuracy ? + +### Scripts + +###### Can you train the best model on the train data with feature engineering without any error ? + +###### Can you predict on the test set using the best model without any error ? + +###### Is the score you get **on the test set** with the best model is close to what is expected ? + + +### Final score + +###### Is the accuracy associated with the username in `username.txt` is higher than 79% ? The best submission score can be accessed from the user profile. + + +### Examples + +Here are two very good submissions explained and detailed: + +- https://www.kaggle.com/konstantinmasich/titanic-0-82-0-83 +- https://www.kaggle.com/sreevishnudamodaran/ultimate-eda-fe-neural-network-model-top-2 + diff --git a/one_exercise_per_file/projects/project1/readme.md b/one_exercise_per_file/projects/project1/readme.md new file mode 100644 index 0000000..a04e50d --- /dev/null +++ b/one_exercise_per_file/projects/project1/readme.md @@ -0,0 +1,116 @@ +# Your first Kaggle: Titanic + +## Introduction + +The goal of this **1 week** project is to get the highest possible score on a Data Science competition. More precisely you will have to predict who survived the Titanic crash. + +![alt text][titanic] + +[titanic]: titanic.jpg "Titanic" + +### Kaggle + +Kaggle is an online community of data scientists and machine learning practitioners. Kaggle allows users to find and publish data sets, explore and build models in a web-based data-science environment, work with other data scientists and machine learning engineers, and enter competitions to solve data science challenges. It’s a crowd-sourced platform to attract, nurture, train and challenge data scientists from all around the world to solve data science, machine learning and predictive analytics problems. + +### Titanic - Machine Learning from Disaster + +One of the first Kaggle competition I did was: Titanic - Machine Learning from Disaster. This is a not-to-be-missed Kaggle competition. + +You can see more [here](https://www.kaggle.com/c/titanic) + +The sinking of the Titanic is one of the most infamous shipwrecks in history. On April 15, 1912, during her maiden voyage, the widely considered “unsinkable” RMS Titanic sank after colliding with an iceberg. Unfortunately, there were not enough lifeboats for everyone onboard, resulting in the death of 1502 out of 2224 passengers and crew. + +While there was some element of luck involved in surviving, it seems some groups of people were more likely to survive than others. + + +In this challenge, you have to build a predictive model that answers the question: **“what sorts of people were more likely to survive?”** using passenger data (ie name, age, gender, socio-economic class, etc). **You will have to submit your prediction on Kaggle**. + +## Preliminary + +The way the Kaggle platform works is explained in the challenge overview page. If you need more details, I suggest this [resource](https://towardsdatascience.com/getting-started-with-kaggle-f9138b35ae18) that gives detailed explanations. + +- Create a username following this structure: username_01EDU_ location_MM_YYYY. Submit the description profile and push it on GitHub the first day of the week. Do not touch this file anymore. + +- It is possible to have different personal accounts merged in a team for one single competition. + +## Deliverables + +```console +project +│ README.md +│ environment.yml +│ username.txt +│ +└───data +│ │ train.csv +│ | test.csv +| | gender_submission.csv +│ +└───notebook +│ │ EDA.ipynb +| +|───scripts +│ + +``` + +- `README.md` introduction of the project, shows the username, describes the features engineering and the best score on the **leaderboard**. Note the score on the test set using the exact same pipeline that led to the best score on the leaderboard. + +- `environment.yml` contains all libraries required to run the code. + +- `username.txt` contains the username, the last modified date of the file **has to correspond to the first day of the project**. + +- `EDA.ipynb` contains the exploratory data analysis. This file should contain all steps of data analysis that contributed or not to improve the accuracy. It has to be commented so that the reviewer can understand the analysis and run it without any problem. + +- `scripts` contains python file(s) that perform(s) the feature engineering, the model's training and prediction on the test set. It could also be one single Jupyter Notebook. It has to be commented to help the reviewers understand the approach and run the code without any bugs. +- **Submit your predictions on the Kaggle's competition platform**. Check your ranking and score in the leaderboard. + +### Scores + +In order to validate the project you will have to score at least **79% accuracy on the Leaderboard**: + +- 79% accuracy is the minimum score to validate the project. + +Scores indication: + +- 79% difficult - minimum required +- 81% very difficult: smart feature engineering needed +- More than 83%: excellent that corresponds to the top 2% on Kaggle +- More than 85%: cheating + +#### Cheating + +It is impossible to get 100%. Who would have predicted that Rose wouldn't let [Jack on the door](https://www.insider.com/jack-and-rose-werent-on-a-door-in-titanic-2019-7) ? + +All people having 100% of accuracy on the Leaderboard cheated, there's no point to compare with them or to cheat. The Kaggle community estimates that having more than 85% is almost considered as cheated submissions as they are element of luck involved in the surviving. + +**You can't used external data sets than the ones provided in that competition.** + +## The key points + +- **Feature engineering**: + Put yourself in the shoes of an investigator trying to understand what happened exactly in that boat during the crash. Do not hesitate to watch the movie to try to find as many insights as possible. Without a smart the feature engineering there's no way to validate the project ;-) + +- The leaderboard evaluates on test data for which you don't have the labels. It means that there's no point to over fit the train set. Check the over fitting on the train set by dividing the data and by cross-validating the accuracy. + +## Advice + +Don't try to build the perfect model the first day. Iterate a lot and test your assumptions: + +Iteration 1: + +- Predict all passengers die + +Iteration 2 + +- Fit a logistic regression with a basic feature engineering + +Iteration 3: + +- Perform an EDA. Make assumptions and check them. Example: What if first class passengers survived more. Check the assumption through EDA and create relevant features to help the model capture the information. + +- Run a gridsearch + +Iteration 4: + +- Good luck ! diff --git a/one_exercise_per_file/projects/project1/titanic.jpg b/one_exercise_per_file/projects/project1/titanic.jpg new file mode 100644 index 0000000000000000000000000000000000000000..b9b606a50e388291d9e76bea9848ea758aa47453 GIT binary patch literal 72419 zcmZs?by!AlNZ+ccs{qi@001=91$f#3L;^6-(eeL> z2nY!N_vZhn#r^;E5fI_yqdxffXc(B7*jU*3*x2}_#0117{}Czb`mZG+LS6sSe=X`B zMgP`nc+ihA?A=TxHB ziyUwCJ;O7oX`a7)W#gTiUeeq;Fr=hxVCxn2o7ONQGOes-aL)(z_w;E0%l!Yc{!bPF z8YUJt4(g#C82}9f#Tyq3^S@pUER>A@F-P%M(6z#%VDmung;9z$_0Ll&?w(`ov5Q)J za=Z+urg@{(jPtY(AjJ5eACLj$0GG^8Op9J7X5+>3`@b_}eyJ+vB`S;wCQo!RYG*io zGug_CZ{kRGpo2-!89F++cmH#t5vPa^WF|5}yH|9mcx5+z=Z<82oO%MtxIKy_kr?Je zcsw+8Z|?Ht>fRv3217cnfmv^&YYLy~CzS|31UQ7aM&E;?gXQ{#NtEYyf|d|=TC%bB zH|K?5b2E}B02Bs!0;Kl=bKZnqDtQ=+-Lrz)P9BT@5~Tau{EGX%{O z>OV$F$*#ADJqCeLa)fvf19O#WhPrFNfm(wuofl<5rEs@f?JQ{c>t|{NBnB=+J?f9; z=Oi1GmrsB>2{*wfzzcTR#lXk;#jo3-0SEKHhHDMZ{^v9Qjmkgd#H$x=mB;M0{@|t` ztKQ8*p{?OC62citbM77f^e=8IIh9 zM{`X+0cugxq=EPM-t4tu+>BY}Kd>B1#wWmkvnQh+T2{3TtPTKz{UQsyCx=E6jDsP} z&00h~jPLX^Jp|TXX>ZgA*qB@V?^t0Lm3sNFbrA1{7iWJV9(ymMv#xxJ&Yl3N)=vN} zl$5$dJzkGps0H{x@;@&8k2oc+&xa`=+-8AW7*Bvnxcd`eyigDvm50S~+A;C6r^_L% z%WmumknFw_g5=s0#!>yf6I~au01I)xHr;k&c>;_{ge;5nfTuQbewO})$vQfa{>xn8 zTKEu&@lrEPICU2>ipZKTI1#@(5u#&$35uyPj3Q1kkoyDrYeI6`&N`p%)pTii{t9dS zO0)8r7xEo4IvII*eE#Wg90SRB{iY1g(fMZ*wS^ZJS2EGJ8Wx9?k`L$a;OkwFH1zRu z2%|?5*2e{^doAWLeTb9Cl|C}1nqKz_Q2a-((>hw&>K12OJE5wg1NsDr`#-&)w}UWQ zrxCGw=zP$oI%w~I1j%mrUF9z8gcPe}R>s=XegaTE0p5&-c;D?k0p1p))_7#`hBBJU z4c>51{pO*9_o_yQr8E>_iqF$|&7Ir|$L+={XokxzgpfE-Gnz59@bN=_u-3#s&DE>tET>}RG? znhyH!$#6kpXmM!E=rC7{v)6ZL9&JEA zZy$=LOQUn`8>&a9yk+Ud5<+tk8R>4^CqRH^Z2HVUeJ>o>8L`F3B&wCS(PU8(5F#m3u^!{25uHhQwN=7ud zI~*DVnW~6IDjVw;BCeq#rYuIwl4Z+DRtTG==rlFWNyxq z24~52!#d|+y;AQ0FZZzkk=)=Ys?~W!g$ko)JfngV5cu34nv1J#G{Jeh}&WW-oego{!94J)m#E^I2%rmKauYEv%XUqOHN)kG!4=m<>J*J~t^U z=1Z}aYI*1deq~ZKaVvRK({Y*xFWe2~oET4^enoLN!ehx2{(Vl!KZA^WDwM>$$Im*i z3X`+E?c%bJGd!`1t2fx+dSh+ggd;|C-nhL@F#icaj}RIQ4Rh?|{Y~^bOZLq^{Y8rl zct@yvyvQU#9DjBUlb)H_g1@VAd5s{l4qN|Kw$?Du{THjVM?9pGYC)^(l4&qv%>5iDbf1wpf5vApXk$d zkn&qR<8ARfi&;!vC64y`kF-=CAn3Lm8yo5YFc-Yq~LY zme}+uDidL-3?zJ|#2lS{b_d>#qUMoV`eGA$N$$#Zahf#x*~+duG_6GWqLBDJh@bM( z>@8PT={amjrPKKAVYJ>a#$K1M=wg@`on}fEh^?FWqJXi0+ei5Z?s8mMu$ohBUNh1_ zSKxA4ICg#UJTSZ zT$dAUndai(zR(apqcXJx*-(t~)`CDDdx$W-5d$=FaVI@&2J(ADx zZ9d<9JY(aEqyw6;b}ZL2Nu=l1m%eCTDPF370f-(83MCqRm24P%Pa^aOo|zRG0i?c$ z&o_6-8_9NqWb|VGn1U8(Plxnv>2f?(FVBV|xw*NhBUcA3WV~ycj^hLNVHZO@1A`6{ zxuT8qs)DcgNc@;(|0!cm{GNODW+zWufoH@Z?GIPyU?&2^ps!&;|bir#>Rwqul7P18=aol$en>NK`WG$A3y9# z&(^~C#zUidglEY4Y|g=;xeWrr^s!K~=DbhU+glqNeo2srB2Q;QtHX}(Cvtlta<@SJ zXZKuBfHp?xX;uRBMZr!LaEgTQ%Q9xG7GY%w^Zsru?oSRcMsjr_l7`5D!dKK44(j&z zfHGQ|OXg&;vnye{OuhF;@!mWo^aR@crRUV^fgN57&YY_?G9#MlX3WA{!hi3;Xrv8# zDMz5f+8wQ!q#;H{-!BuRF@&ce)ua=W9^ zv+z2DUaWMJLH8&93st=))Y5s5qYOB1q7Vwnf=3~QYFq}U{6>TmKZqg|gPs5}_m<6J zHAG|*D_Bb!aloqxG7(I*J3r;_9rHfJXwvSV-`sonY?TVjJg=EE#f8xG#WM7>uOWB$ zuz|eT@Qa#sygp9p)ce%fep)n6yd~jG6Cq6G*++QMKGSNmm4V+q?Q6Y?mnv_Yz!%q$ zujp2MEsRDV8VaW_uaAT9gubKiOWiVp6Op|PjevCJE?!EH_G{26Ne+NAJF5G}wcjUI z9@MoXiNpw*C8?Nur8~pxzUi-A!M5G&1xc{3n3Qyk($0s3i^*C7<$7%ZW|3lt)Q}xg zYh0+K_-bGKH9JOjb?VU>>q0px?Xv@=5R&9xLRnbkFYou03kK2@e^d$ujZTNZhXEWT zPv4ZqfYHvc|LzTzE3Upz{}vyB4D_>JdSUox_xRSDcg;f|>So?yy^9W?V?av8WjHYL zE;Y(Z7s@dZl#`n4K62JfNh*Vg?Faaq&Ms#(mzzq69m-=nz76Mdi2PVLYfUNHK;{FWp|BO({Nhh@*F8^%yz73 z-1!{;36SMen$^I-KeI+D7^M#n*nnHJ;W_^QADt6?cUoiN`}$h<5>#%YBqCZ zHy6M_GYkVBa1D;pSJb!IpUi4_gZ_umN3fbskZ;JYu>8~X(KH|qaTZWHnk zh94(~+Ge;)727?2d%XG|malhS`~QonQ#0CtBbuD*GiUcBFd%LgB*cC=oLB{W`3#s} zf~5O8U^s3cS9NhmY6*rqW&6e$mron-5kTX2VcY}tQ|_7666n7vNVA@U5pvAYUogXC z>-XY3+4$KnXhXTxmjq1(F;Q*>ZaCTG{l)dgFr`A!nwvhew#8S{1B=w(1Bw(cLl_7Z zR1~BH%8f<;TH2Eh5pbHmv{|`88h8Ks6wOgbgK_vQ6t9rtxKNPEZ$YbKQhE)4Lv%Ph z$23*I9}VMkP*Btl=e>(C=IE-_Xa&h&0D9taN#MeCnfyCZHr_SLe(ih3gn##Gp z>J^E8`x}jp!;90I|LEMcKGi!FZx?JNVW&sL@^V8IEE3u9?A*NbDIk z&W;NdzJd8%ueG`W-NU`4a@MMJ4aFM76H zU&<-SM`Xs()y}VEgp?T7l>vWKisWkqw934M@n6yfSY{JFkD>EX72>d>lbb!sNp&2D z+`T7~*J3W2A)#DW)~ZK^_sgq#pS?Be*pFSF0D?)GL`AhaK5errLHBtKEaD1PCBXqm zy^ReM)0>r1tQWTG?|%A$K`XF6icW@R1N1^j zoF1#sivZX+N;Y(THJ6<)N%|3JbX4l?NrL9xLEISlQ_n>O?*hQH=q2Xm^8AS2peCyN ztd!&9tG*I;C2F}u9Hl@(;NiA2{z1r?ZOAF2a+ct41g*!m-g)SCbbIi!YZj#`xa;`1 z@ND$+OFl`hu|+RM-@+ez{TWIu4nIjbTxjm^@BH=>Qm_-2feq^6xdjin*%2Xf<`TL= zY*8i!htd=-9ZCsEpf7mP8O_t{L)5#n3>+cU3x|2@Vn2$eHdeRx_j^mUPvW^GkSlgd z2HgxEE4t@J@FAdR2(hlKv5;bwiWUjyy6ISwJa}}L+#sIY-p?JK{W682M0!XYBEg?R zU6zE4lhPzt3*9>JBPEMkXCO6g_Sg2^r5`=dlV7qEH!Zcs+sI49mTrLM#w46c=vP<1 z8lVo0-Oqx!nag%Jru) zmIKXuLz4FsJmrnmBF%dATU^AUv$wZaVf;dC;aFY&CYOiuOy&&+93s6V7uIENZ?4O)x$$Ijf>XXsk0=pNS|T+(vQ5675wv#} zK4bHD@qz(jE=FjCB79owb9tTHDCa*%#Wo?``8#?KzVx^LH5;BndRk_NwNqFs+!ZDP zx7Krj^Cll%-oHy+CbWEpivDO@5i&cT{h0^voa28Cn}NJ`>Fln{L3bwfjew&?%Nt@DK;baJL(v#bTjaKwG}w!YR+l^C?TmMP*@@l^VOooe zUj%IR**P?d2Fw5bvrA52@z+SBoPp$6YWZpdlJ}?JmHkiw!y3FP<_1CCW9K(K`~2A< zB!gW!8#``WVPd!&Jhej8Tt4?fKBV*`{aSOIjhJeYH}(8%e0U*r@l}2*sjavS-z!aA zjxab<9I5Y1XNc!F!}5MCs2zs$7?9F7rTz%iEqi^qkSvd(i#N7QC76C0*&4-mdgBiHD<^G1^IlqV-Na9?WMm7v zgI(g^7quoyufHbwimltAb2FT0mG6$nymN=kPVp79tHKPUf&yjx5lrc@TMRnD#clenLc%Do4w6a*k6H`LAA>!1|~^O8@(=Cm(-Xes@rBQxJcjb6L&z zH4#pQ(<^t5k2)e5KWyfaepBl6pRKSY)2feG8u)}$$!pL`npI?bR91gevtiekG>FCt zG#A&1IJg`k6LF;sE5Heh=xD-QT)lx0$ZXlhD0%d}@vDL+u`hQQr>X8H6Wz^Ll14Ah z99{M>=?jHJl32sBOvr5M5NIVz8L$F4{XZ}?jz57sD#InHn7(>DI0(^*sZz7crQ6kT z407hxsUqe9Fu`Hy+H%ro(h=wV3P#peY8Z_SZS>$#t3P-b`!Q%@DwsToWrJ}}q-ytt z4L~)NnXw7uo#uSYM{%tz$wYfFvs{uy|1(8-Y|_g-wEOx-ym`G`Qj()z_NkKe&h-Zl zR>Iu^MQA^#g5TFz(u@i=FM^bEj6ACGO!Kc&%g8zw0ajZq{UhQ0c4_)PZ?8LohRo=V z&tQKPFx`S?Jv2j6x^Q=TehU3Xy|4EY7nRV;`of(WgT-hB#mMr7#1X$YY{T5ud_Tz~ z)0>M#ysDdu`V_L7hIX1u>_LIaNBKXR+cVsLR5DFj_a0ZA4(6ei7Smli2j470ad6X=d;Z z7fGel*z{r?Ai7~O9SMZ}>=)JfnWTiUaWf4egX!vX8!qMDGB-4U!*~Eu6vvr76g1Ns zDr`-**yT*!uLJVXpLgA?&lh+-0lHvMfar(ZbQtV-3@D5D#|Lf%o4Vsm`n*FC0T6<+&EpC{OBME7%4W3qF; zpz!fZt>r$SeD=K3{@Fua%(Lzn%WKL%$!5DkMb@)o`XOM=&sA3Y4LcIO{%$NaW$eBD zi0>Yy&gEtrB%IUy*6W*7!CN8m4LWw~pA`Lc8E&TckE=eCTXxm-oWO-$@a#(B%gcAu zbPa{l&`a1gbStK;xHly0^l^DudmF|jK7=+3Upk}DRGag+Vxz;c3ceZ-nn`tX4Aow5q( z@Z*(JAUh`1+W(jaM*UNb5!7-mT!h5=q$j1>rJAEorei+dBb)Ww*?d6_aRw^mI6J)5 z(ih=zIAN@LcTohiG4e6G=JDm_{W*>MFzC7P)$jmo4bRm_+JTlNJm%zB`XIsh&;+b| zMriw4OC#g_^>z@9)XD^af++532~5e7@tKgRq_e9zxWm;!DMBzIF7#~wfVjxWB8Ve^cgz83zO0a(_l8b zIH0^+f#t+dz^%we_Y+p>R@#P+Ey^#)QirZJa^Y2Lxstt_6R6=06o0R0R48x?3u(ax zNnVf^)aat8TG%zTBt>7q{r5UcD%|t6?e8tK6K%7vA7C>zqzCy_S!jR#2wyf|B7y?D zMrX0<`|+gtFWi0NLxJehAOf2=N|@E$hWCuhk(B6`sYMuWv|t)rf#fRD-f2>;)Qu@x z_$_MlZ^iNFlWDf9FW!6^O5g|e2)jMo+`CwNZ(ScCH}_MspHp6hZPbcl%fIbx=(B6R zVH@*K@#6Xpxme=EhK(axpygNwnz{I}pJ=T*y;lTNpb{de2=`gci-}5c`Gg@{CMMHS z-{4yiOJ~*^|H?&@p6qKlr6Z1G!C8acI196d)j`SnF=}hUYvbky)?EVaH!8kmyll|d6QZD-S zon`U6@OZt*i~Wbk5E)(Pl5HK}FxN^*A@p)!($YkTad9Q0FfzOCybqg`hMgFXJrGYU z(e&~fPUe(=%1PUlsjln}ciO_mjdkJdvHSjd|T@I&TFy0y;LqirpBPWXd$n)L6MyEHc!+34RP{ z+y6G@|G})UzS+&y??{(7!?5v(&b@4hKSZ7P1(s&j#!B6}n7o56rT*m7xf8nmAzjR1 zCgRZ)dI^5UfWJDnY_#R9M6j!5H!rSV6Bzw0=Ne-k@i3mXBv76<$VR-30=l3H{k81% zr50>~sG!e+kJhQ~m7+$Pf0FR=?0#r?dEB0@#=qVTdW5V*6;Jp*h{QE8NE$|*{EeVo zlyYwY3bzvQ{*<@8j>LWG#UyrpetkYL{EpX000pR@z5zLl%dD|1Y<*ZL(g2zRW%Z-? zcQSZ8zLj~w39<`kCxrdq7E7`6i)F{$w+Sc?&g@BA1LEd=rac%D6@UIU(g(>JqyJT< zFV&xJ>>08c{lh1Nw4r(7?;Mw>VmWDiCVIZU+H8oM?lCmRbPh+QR!($1$!hRD^y6j> zD=vCC?ZhrYqjUY&k(^F>#S89SIvsW_L_NC@djGxqjgRkj@+Z9E$2wgw%8n3Z#~1nb-iXck+FmWo_oTp@50%8=Kz{ZNUtq zw55e3la3b^n(UfICk>j0wDP?8{U&b=wVwUacfJi)w0~YI$-W)GA!4TM#Fvm1lr)-k zKB}l-B9PJG=rMJZ&ItMb1o-5C6N%xDYdE|Z+kBry`lgA7T*e=6as25QAE{wxx&UjY zQA;7M8?kkWdq4GbxsK3tJ5dJC=9fGz&a@f1$@bJZexL&C4~l6oz^(Sxn`qcWZjjn+ zIDzk8zq`)JWX8RfF&W$D4~5rIYndH?Cb+puwJjH1Tf1RBaZk1Cv`{XQmKmRVV9Cy} zRcv+Cw_z)SIGrYaXt%Lit>G*DrCwUyASGB0@fgB@Enk-Lap+!DtKtaLi~9A(UObu# zUOZp#=e6(s@!Nw|SH0lqM5@IJnWMVk)B4DhCMHB;y_j@7w=+_&UPSl zEW=~y!T|R+GzT3o2?be_3{u{p3&d97tMd0bh7%?nX#4KD$TX$DL~o&SZei!u)^#g#N$+Cas7FRXn6+RJw}0$ z(B%Xp#rQJTKcB*Fpx0o$3XE@Diym}!vTs8fH}21n!K=qFvFqP#nzJ}eD_yKQUw&Q*s?!pr_^4Do$f`hlBN9<)$k7lmZwpTRkM?LKb2_sh0C&dzX+l7+-Gm3e z4}ZxFlafyv9~U0N3mItfH6rOU*yiNqL}#HvXn$(%i}7SZg@cr?Wvtf{=u~WR@7odq zvF&6>)+t&LmaPd9HZJLlB2+fc$s{z(J#pC)o&RO; zB}@Of@LBBL$FaaGQy}xg`wCXqCKtsWmHzmTHv428ft_B-{3Yg9YlWX|SB;qtQ!bGz zl6&zZaRitJ7Ue$(V-hBi?t~Uz;A^VyM@nm^wgJW)HyYa`ID*v3_veFe<}!MB^Is5) zQ8S{73)-(~{en|3@ZK-BCyTK?0Z4X2cy~j`(lMQXZn5u{-z0^ycjZ?gjZGtKuxu~a zzP!t3PMX}l+fjQ@XoA5tYV5DgzI6^miuHt2^?j&k{DQLSR0a{!hEPfxu8HB1+lOhH4c9@ z=C0WSYN&~Ds^X=#YcxW(5|JD2hpI-~EJI3MKGIpot;F7C5=#cq6ebDkCbs-gi`8EF z0v8^}+xcEO*o8v+r#ulZF~5n@3%H}B2%epvCCMINoc7yA;VDe-TOyg-dXh#lGR*&u zXV9a0%!IIS1x{HnS{M~yB2BGaNwb$^ssQ)bcRPj}?CqR2iT6G<$*FWHr>VAL;Mg>! zZ%D^~c`4J({|IpwpwdL30zwM>bQQnECxCfF9M3+90=&)b$R z5uT}4;x{-_96bn-F7a(EoNZS<1=Dsm4%f|i^=ZO@v{U@M$AA58-aTLEGo;57LC_Wb z@$bI?A0iqD7OLN|(SR)-uV*PgMCR6463KKwYDYmr3V2`WP}2D;26caV1W)e96AG18 zI$rt5{$Gv6zEtk2p%NtKjPg)9DuddV61HusN?@OPpo za~No)eb`(h?@t0Nh^jK%g&}d1agF|@dxPVj=!@%+ z%H{iVdvyHRT^k5=>+T;yShrI`;enKf$tEPLp`IT2l%!zBj=yCG(1KsQj->(yyE%D%|H zI8ZH;v{F*3DRGW`;pf)0AIsAhdGPU>?Q}=j`jYC^* z-CWqy5#k3gY!wyj1kCg&_v)sKPi6n?$tHe){^p8L-q zXX>t7$(|QKy8j$`6^a`IeR&5WC}xIxHvL)U+4=tC9(;O_xTb}lW&q$ zqN5M(>yWQyP)DlP+*v*v6IQb|Sg_HT@RfnViVgp{Y_f4E z@Xe4pWawXP;deo-3-6e)-mM2y*JJqJWl==C(Vd)AQqymn_D~H!CJ3O99{x>K($Lmv zd#=KvU_fF0!k3v%&d0&X%IEvurjJ&IOy6Tp3YdQ5SvGtt5%&f+aPtj`MOQ!n3gKmTSlk{N% z$4H5v_%UXsAN+&mVFwNu=fAk@lzggGma`9fgP#Co@!?dOX`5WJhk^a@RHeHYg@TZ{ z?Z091KTzetud?`sNF=1?^ZPDIas0sy-`)@&eEdLyJ+ZOYrZvnqfyxIaNC_y2|C{Ay zem!N?E|ue)7F#LRpa9IRPGbYF+vl3=2DFN`ceJmX2kb(9BDmvO?E-?8CVpn;a(`q= zx};Q(IA`NLI9N&ez4uZhq`5}WPGO55&c}d^{ zmu@#MpTcP#nsWsHWK4K;_Aahcbtq>4`Td>}Cd(1IkCg1dZx(oxDr_5yu8L**L-k#| z;QKG)Y1;r0)CvlG!*KG(GpaM9Y+&LKystt%;nDMYKhcZFmiP1F0qHLUL2O*CFe)&8 z4PlIPn^`k!Yh#Uak5sw5W(G~&GQ0*Dwgz$BnFZb8KxWbPb_STN)0A91T<*XV3xRvF z(kzWjL2IraUbAy;!FA!0q#fxKLeh-0f)uc8iQ1C*32y^&4$s2OOE3&c8(XSuYRauV zMi=iSx3)=CXJxeyCE(u@HR$=^#qj}?_;3}4+JG;krFAI0xm$I%+0-?sfE^4F$X8>I z;mRI6o`VU8s2)UbxV>w_GCk2%bv9$MD2`2XyIA`H^-c39CY7M&HUZq{3BxfFY!H9? z(=t`ys}4JCbcj9SW&lF9@M2&po|3LeglJj*pkm;0Yk9xv&eGE9+o#-O6Ymy{jVwvg z{mHKVAgT(*-YbJCo^WgBioFdp0H@q1jct`tEKAw$+n-;AORm)yGTqyE*|zA5jfwMpZca&uUu=6NS=I*Dn#ixyq3!^;6MHOp zAeA+`Ped5-p5m7zD%(qL52~jyLzQovWc6HF=>$xHZaSztgWr-fa|C`$PUZBSVTRw4xV-yglJv~xy&iE! zDIeXpF^AO2c2vV);9JY@YfkO@Gwv1C(kO6Bf65CsEZJ1jC{Z&7CR$?IvT;06&j}Z6 z@ulB9WarHh%~e{?o)1ph{jA}rQ`6I@1mEx?;}~xpANoW@`lCJVIZZ9+ybJ`ffe1^A z-1&A=ZQwzeKOe*1Lh=Myxuk<+0kK9{=`BC^lgAH#i%*k#b_qvR2n9Z8TNF~2q`wF8 znQD}>c&NM`&3FuY?Q0bm{w~JO{yykWuypqq96Y}*$@1XAi}ba?m}DT?m}mQyFzt>@ zKSdbLUd$$kCnr+WEru&=a+V0-nwCRyFP@ha$9K1mXtFD{F7kc8*{ca^b`x9d9$(iU zfw+AYY7Ouq1_d zWVD*+$zcbF>1^Sb<$IE6!)7#MlZG^Q-WjQ7=ps#)hH6A*$$g`*guXyAT_pbKd3+wR zTXLUS$Z&OhkM)L+%uiSp>~(pW(De7ij_cBpJKHeU0iWa;1EiCEMn)31UmFvB1l^4{ z`#`!fxIbz4ujRX)NSzS(tL zG`I*18ay9T)ceQ-nN-Pf>Pt6XB_A3C@SSS+p?NCrQXRc2`B>t^0;P4Wy^K~1u>81M z@>l&N+%EJy6z6nfl*y@dFn^6;PTvvm)*9{>JN%yNTpt6c#by(GPMVW3?J z+NzSO&(Ot1H{M$;adm?;vaQzMf;!svjG)w)P9J|Y$$gs*1x=!({Wi#;tJ1)I4INX+ zf4G{uSo%u(Qi=Fbi|@QboWHfw1|&@YA9=CkN*2+nFDmbN2V{qE&4dtg@uze7jFfUs zHTe3=X&3EB@Go-A#M6vARZZDB#d6j8hzM3x*(%8F%-L953OD9n)EK<}j7R@)FVHGP zBp&L5G4BE#Qh4sllG?L?*&LsL%P`LIMyozP{Gd(kg@fbjSg1k@+1Sh|Ky&d^=e`uq zBC5D-D~^ae%Ywsx`86Ubdjrx-%xX69k0&c3$pfMCTgC-Kn^I+nZ}K5P5jjPmvb=?= zXJYy|^xe82bByPA3)?*PiZ)zBeSfgFdBj829m(3sG5{XJ8EMyND>7V>q6ghjyBcer&T{K^cZhGv3t z`7qkfVg2^XxYzKK;iTESyWN}&Ma4FHGEeC?xaZwBG+#;umbL4GNi_IqLj|>Ywq()O z6CeR|S|mlzBl#YNsFXFm^&FKhnMI&6alBh1a+S%;ls~(?hU_Q)vPysL810IkJOwGITtH&i#P9$bpr{fa1E zLU_Eb|N6*W{=jy-nQ*(hSHzZ@Qa#V(@Y!Vs=;d|Uw~reUr{-|VL-^j*lu)r%Se`35FP$*A-liO zkD@W@GH6_S3rFu}Fk|sj(bNwlM22bsfzaSO<^f+Y-~jMkNFr_gUFaee<&n^&eF}t$ zRB})Mi`BYbsYos__0G05%1bSroov6ABDW$h#Fj}atUq~gs1vOp)`(=*0!k$RU|pJQ zyz_#e9q&48W;oUOoocj-5>#D4w|;E|hcGNDwaVs14_y9eAUoQm_#`gM;%C@o@*4**sdSeB*Y(ny1p;(+$VFp#m(mdT+hJ z;RQTOl`CAYZxb&OJzm2{^(=g6+VHgfs_XPV{vUje90cUHxVfP$$X5Exci=ikC!35ydl!0>iHH8HfkOw{Gru)&z8O=KxC zws4fhs#R>%BmVA;I!)EiFx`^&`h43Xni8YBD|J3v2nOOjc>l)_aSq)yayJo8@!Chg z7C6)uU5)}G&H~)TVr~^a?Uwda$cm_qg5hA93O(w-SOI&`4p14K3VD6%SZWGB; zCJeK9P@4UA;{b`vF~o;(eNWa(mcF|L`9yU$qQERV$`|&hzr{q)e^&%{6hO#eW~IC! zM{MojuNxQ>gI=5=wlRN%G3vOBKGhsaI1u>}%5S*vso%vgeH^7KxM<)nVzbw?d8Gf~ z3It^m7U1e_8VRDsHm+~;Ouk;`pufnqa`g-=%1FQINO|jBC7euJD}3||UrPqqDr%k`on>q5y6Haq? zk6ittT1|@(WVC$jz1{!eTPHYRcog;Npz=Z#9_Q4@p-+o3*Kq!=)nM zO;`4LaryuWNd@})defEcyURRc>u&-J6@mS-^iKd{i&3gBX;xbG*)NGX&nn zsIiof2_>&Xt|L5v;Vx{FT3wOQggR|?{PaGk8zF4+BkqgxhfBvs2E^#(8r*)?cfg%eeKpW19RY)1e!A`j^la*Wu4yb?SOy%MVB7?rx!mntCQ~*p z;dL5>800GU1C(++6?$&Bor6N5jkq0U0h$X{YU2z$&NH%6FrwP+k|8UL3@=Fm@X7WCJeJ07sn26Xm!dxp90 zX&*s=H0~YkO)ON$v-5(G9u(Gj&&6msgZ9Fx^xhxHJbMsAXuyl+E0_*QK+3P)-S5X6 zcD9$AD5<6F3Bq#yd>=imOhOyC*S!Yn-&e^46cZ+ct<=d{bB2d^R8|M$yZBmnPvE?l z1gxBWX_pt*5__*F8!(U`kTD_7_0IAia`oROmKp9Lm4MhLN3k4I50 znAUC+oEMv$4qIYYoZ*q#kJeDi@^-2!`}uqr#dqp20XUToXcnHs?kwX)^C%W zH_c0Yd@wNheh}hus&=xBOG)$aeVFHZc8phX`e#B3%6NRyM)$X`(lF)JFfLn!!?^$8 z=V^Z2za+XT6(_6yfGk}ie@AWiM9OgD6gFR-z-~^D#8w9n-j6);Cp~g&8Bq%KFZ)gb z*zp?ut1)6C0v>-mpYKm`8c~$3V?= z__&-~Lueh1xwwEKCtm3p+*$^`SDv@J)P?<~`(qXWJj^aRB5UGYc2Y^-7OE(HM~(Hn+ToBwZnK6!E@#SFxjnQQNCV~|Ey{YoumvG;tOk%xs zM-ME72Ivm> z=8P5`Vh$@H>om>3zgU5y)N4G`>Zh~8b$SM>ds55$Lv*$E$Rv;L``p^n!>85|v6^8? zy`BZQCr0E5By2-03#r|J?v;{Q7KZ?oSqSOu(QI|dH?agAt_ZOaw}G5auqta&N3$Ap z?=*Rc{4l)9nRuww_IFNs{QV!p>4MEDi$aBeXX*LJ%h&V8g9TPlxW3MlaL4I`4^;?N zIt;1=NsjOjcGeiI=(4Ye4Fi|ReRk*L{OG)h zegr%P3m_n`N2AB#0B>`Q&oI*nsmzY_=Lq6D)G*oA z9XyEb0z1PPG0sLUhCq}~kVxj3%u{(GZhFDsBBKQ51TtwLiI7AH1fH%P{eZajnhS|eIw+m( z;p*QnrZ$HKjyNGEU=QSce-Ru0IJt!gL{1_{>qhsIV|!lTA2Z70=SGU#ad|GoK=ANEsS?b*yEp!bW;TJTkw+Sm|jtp;iZouwY<;e&*9&WE2{?VyCHWpv;J!AB`1iWC1H1gnc?@q}h7!4(V|q%8)_cW546$ z7ZYJ^y-{?pJ3LWO8Vx(|6Km}q!(+X<-x5y9feK4nMW!#^;XT~EekYJ-P~0Q^juuEZ zHn#F(#BM;Hr=L7b$^pS(I$*k~R6()#jB;3Q<~v0kvE~GBz~crh{-+;y)oH?jDu8&e z2NZr0c=}_@IohvC(Yo|rhSwnt;95_3nbLe306#8x;Jv_C2gl3VUWSM+qCxk;dOlW} zM+W*qGZIWp9~lJS$TZos{X&zw0mE=Ui{{l@LyLL+)`(?6f)9x11djOb7lF4dImS>o zRNhxApzrT;os14}H?Tf2zPv`5)l9as&?a4b$H%_Wf922OND|dDp#HEbJ4WIlZ8Kpo zN#z621DRZEtLyMCvDRcoz&)N;Yr$3v+7da_Q`%-l2N|+!Tjsnc+HVTepRByQ4gUZ= z6~11%-;rR!9fmBf32wMby+TCrUCvC*7B_WH@a&)T7Q!Y8~VY1_A+XrAnF7H2SRe zC3&DWDeQ*{LW0B})*BGVv_T#6N$w&DkU=q}LfFw04_PSs|rpOjs4kZsNS>}i!BagfwrS#a1Y=QaGj5qIy>sJ zXri4R_2={ka8eWvQhtjW)T9QDj?D+%U_7kbuZWc*NY`}0#h~E1zyxeXim?(mJgjCr zEF>_z$SaDOgi#6p6U7@w+@pJ2&y?-+u-IAxh`C-iKq_Wb$1ituJNH08+7I1=5Nv>z zF~&;vlt|pAt+mqN4rH&o#z@jhIItr{S+*)eq>wc&(4NxV6m7{-5s7!pkkgxmlJ^mbAVZ~SmQ z91l`Fe#<3t1Mace{QVXR0~Yb9y2xD9XhSBJ(nrJh88^MKPH(F4mH4d;3a0cD?yr3*E3zYZ`ScU&8omtVeWC*7;A5$6<`+^QwDT05fvZ%C2j1%Ba`f+R~RB#ch$ni?* zbwgZ`y_?VaMg^q&w#I^NO3wjSQef37gE1wKl&DL8q8q@cJPU^vZ6j2tLD&j(HNct_ zfs%dWO=kBXm#0!@Hb5?Ls!kvT`i+w-OP)n4KxHsS$H$SkcP}}{iLy~_D$?Eii}#ja z;qbg{4g~Yn0EIlq5ausyc#=eNnA&HR?R*J569BsNziPRSR8dFj)w$*+7~jQ?{n0Vn z8o9Wq5G8bQVo#d$z5~KhoJgMoG2`8jIgG@;jU}tl;b^v_z;gEP0#RwG0g8}ho3LQ) zg@HSc$n3;{%-mzE(Dk2Eo3reG(z#tNMU<)l!2&+%+_eo;%#Wz#dG~k7J~qdpW$w5n zT}e1O?wkJm`115{-bi#p%y456REtl*Z_B)e@zppNPJu?YRToKk9MY)7Mv-CM1ZwBF zvXjWPMS(nykTFJ1#C<~Q-~`nGbNjCy$&wsS@_wJY90%MOU9n^2y@T2ARI_p*sj-WZ z+Kc!bk$hq3=jFtPyLA5S(F$CBP<^1)8fq`}@m9RC2(fCv+7tlTfq8ew=61glKn zM&JXhc-WE*^B1`B!%7%cztCOA-ZT68`WCnW#X~V=SDVT<;F38*5vZAgH?#uMB$c?d z5;J=%%0NqH_)ummxZAqIHFp^-08tU75G{;Yr%eiga6XGp8r4}mN7Z<^;e?XJBBwqJRXEKU93NR=iB>n);4G6nTCeNzJb_;xsrg88mBxhuR5DQvwa zQ>OOhCP4kA=0_p~axfZH?CmUuHceH?mVy|YSc}^CnfVdlXo&>iNRWVQ2-H-CJ+>ro zatxkec4j5UJy6B_2yA;rDXQ#yuD<|nIQgeY4yQc-0I@yO z&(=1WUi+he<;nj5#04&qbWGC)h$1u}J!G$e{m12wCJz)UhzE%BgZEv`W*e)y<@X}Q&R|B?>NupxmsnxZ?5=awx7J&G- zIF=Q8Kp-y^_6x_Vy#ZC4qqRKBB~{esC^83U(i=^gDhcYr1*2IOTr?aUNp{*THP~4J ztKE2oHIZ{-1*R{|`CswI((Vf=VvkU^i{HD;!_NbpqRJOvDdF@#orVWJ?yo3_2o<;{ zqabNv?yv`G*n?uHnjOp#LjXmG&D6-F!raD^G_aE!f;ADTOx;DKd&#o_*(BQgD=gYk z^VCR#$U>d=KIz-_UN_h?ncocrYO}epQb?_M`CpgA_<6=2(ltmeguPsg6Q~U>08AKQ zHVw4+8!+TW!IIgP1ffza4V8xF>4+!A>BZXSNE_I|YcOUSr!*6)b!s#MCJ2ysx2|@A zJ{Z2q5)}~OhP-yC)7RySECo<|f-&iHh#E)NXpzi$98shZ^~5QTn-Vtq{{TD*q&8Ep zT&dFm&sF*TcHb4%CN`*xp{Gp*+>$&uRD@_`4^wP0ecUvy?5iJvdCSeg#ABR$Sv{nBr94 z;lb3$b93iC*V^2VA%=@+km=Bby*hsmTXI?X;$KjN#*n!|TG7t^*JA_mGvSIBx*#MX zWOy}B%jj;@kz-{77v>gY`$r3D6D2zRsEO~KJxE)<}J&|Y1rZi z0;g7WDz`JhY63-o6T7XNB(DDes=cj<(9;$J6F67Zm5BD8z*#cHu-L0eGt8`=!PHCK zZwq(=ablbt#kUL#U*NpUqVL-SzCC;~E-;{5(6*|=ZR_;Fyk0WDX2=&@sc}&xyu*>w3 zqC;&HAWX+O1pf2if)Gr~gpjN<++?{Lg{^*JM41~YFlKB9r9enEBpgnuts_KkD2ddN zJ?AK*R@!y0vUWPO>S1CEs?6h&(q#NI`tY##BbkxdBIv)-WPS$ z&T=`gaP~o#AgdUNs2QLV27p91>i{u;Ksy-&95&Vs#Dl@jKC8Yd7hzmK^5y6}M~G2r zGNRC8EJd{l-?)<+mq|UD$J7MH*UZjYRW!4Kdpd!GF}1G@q~CZ9EhggR$!2s%1yOX$ zIABe*$9U~Qzjy$A+6U@_9D|F5g>f38=BPlH-L4>uAcH$t?dJ-%VRe#r*G}Yc3RbBUJK>L4bBUK>*xe%L3_h4>|JLP_uzvPsF$%_+Dj2;;S1^JKN?6$ID+@D6swf z7t$zD&sD&C)o;Cz@P-wuuQQjZV3^vSLP>!=kfn{FK$1P-#K*jrQ?0Ogk~_!nCuP*3 zmXqB~o4K|ec>NZWr7Ejclmn$mP2zNby1mdr45wx>EM&$$uh6e^ux!n&L0>oNb~U)C zz_pTDg>5MM7-=?gtQFvP*H+L*;7)=;{a8J5U9NUO;h1VAa?L)@Xtx-$w#dCW)g(w7 zgAlhn*w{6UfO$knyfsL;3I>Q!;)#^HksM zvWc#yg{UYQ6)LM!c3^}Cr>JRis$E^oB{5Q=T5adLUj^6ZYh4p?yWJCwIC9s#NCp+x zPC7|jFexfz>(Ew(A81~z)n;{66!nDEHJFfEOE0_6$MknYoE*BPNi#O_o-5U3I$gMy zhSP4`LY+R1QOg{o541g3rAg{CH73d_t4fVj6V-y_wNVPws`V+FMxzZiDIxWp6P@MN z2(WPjZ6q1;;Sg7n=?blDLjl#dT0F-Pq|Tr)ku&w3Of-bX=c3eRpe1>Eam|V zys0Q^K#o9_UG8PifH)xG#Sv-Q4=vH|(9$n*P02fMP07E*miS*+j@F3%T}5UA1W>9KnsIdYUxC9! zS%tgxDu6_rNkFhru`EBg%fRz!hMEtz0i2YouqU_`8o zM6WS~2RWyb-%yiG5H1(AWq4M)Qf@$o@njHok=l#F?}B&6!&b{SORE|jCIB<%7PumR z>vP)y*3PQ>wK0>qxwns(o$*2FvLr2FfQLl{^I{loq%#RqcsueS zfY!0E|?dT&gsZ4bkUKPp?oUYE}vsnvgx#R7$X<>1J~9vgIs6Az1;Wiu@5| z2b6EsJ4uKgT~FFK0Zx}Y6pLbY!$eJG(wWW>RLlkq7ZIhW^_EN}O|9-#xdmDV0kxpr zTdB%RF~DXD%pQAl*w_$3kjg~JAc+SW#c?Y!r@UhI{H!G1?UsX3>9u<|f}O(HJwVB)H!T9i|SF29=Y$bMBEgCj=gr z=8h`1wn0Gmkj=N783Xs><=hf7ja1-Uw1Jt75vF$2Vo2pJ1_!`lFLuFbV@9@G3cOaK zRnXu7#X^vptV#i~fMc>?f{^=RBQD`JlP=UF*m?c zf*c0L9YT99<@_g+-P5cMA&}}5-!eqr6^Xgn6Mp>?+Z~c`FrCg+Yuv!GGdB`6t7 z>@GK$qHQBZaFNVq$QGF(06UiC#F2f>19EiS8N@CC4r&25)g#ghCZ=AZ%qs~XTmTB0 zj|Ejb40G|$0)~DNwqZZ+4dT38g>do;G;<$}U+0f0S-`Zny?RPb%HVm0`hSXaWknUV z_Q4Gom!U-RJA#M6a>g(5Y({FXXgaq}=Qw{S$gQ8`R3eiP0&m_DSzeFQh+si8VoYiT zh8*l}M&!#{!hVD+86fMwCE@y!0ura9s0f1r<_z67l0n=tASk>sSpk@`-&%LkP@)yS zTZM%Ieb!r>GM_Cb7!2s5$*=@8wx@_H>$ReUaAO}`g8kQH2R;Eh%PNlQtLH>B?yBKP1sX)gP zKB~lYT|Zcx$bLgm=e&@1lQY>nW9%%inV`jpUm|?~*Acidp-ZDE#xL2uHYDD8n~7L} z%ex3}&tQ@-Ix7qTcOjAwnxmIWWc7}VQlWPg=`kXD!nE4Trkm;z9a@<(2*)?1G3N`1 zePG$jCn(k20OD4PIDWFDSa;oD^v8xRBFgnCmFy>2rJkFkFcVCK1^UM#n-v6udHcLz z!gQg)mdrHwX356TB|9subj~)b?4zEM$1Mjoj24apa3i*>$e20Phz?Hg0B(D)B8qI zPghc)&}H>QJv9!mQ7M4wP|%oqWd@>HCzY#T37BE=4$AUO4*7sgYGOz9y%j7)N-qvz zkpQ0|`Bh%cUpkeSucuuoSJl=^y&6gujdfiGtST@%71gy7P|l?@jsE}(hcxm5F&xgL zVc>MxCcS#~94e6q=m0)TOP%OGcq-I-4C>{Wnu`z|v)Njvpbo9b(Q-78ba!yL=2B^- z*)TS1zaD;Tg@~Z)V}EL!!nbxF2uEjJ;EH~2%Z);w{i;3c%Ug4g3x3DLGM#ieo$>c#r}&`1DM4&$<`J}i}Z_%yWXPZ z!3s*8zFV*r7M%5&ifB+m3+o-CNoiq>Y-SdnAjY`m8%vJ!v~f=&qn(}1zZ(up&aEI3 zKGDVV)vCO+Q{nlVL#hZA(^{^rQ!1_27iwaV)k{@Inw^zg4fvYxKMg}S)R&&N9C#_XV$Z3Yb|Q5$Lw8wRDPqWWk#n>#YCp& zkQ9}dt*2(H9}lBSxWzrST~95tkKL@99midb#g{&%c9xE)JHJh!Uqjpv)mv~cXEL)0 zsPyPEr6lUgIHVS%Gg2X{HAY}aYbjfTW*=W2N|7Tl8uub)7d&afBgg%h$W~gfPe_SC zZhJs64(_3VcUcMyF&CIPDfF8`fE}9(FOpeAar8vs6HJR%QgH7hIC{aBS=QNw~63bqVa4n3172+OEfwfK^~ zdMl|$ku3}e4WLzPz>q+upui$Qi^d)UwM#Iqe$uQeusVokAaj%o$T@&mfMz*>ebIr+ z>6IN26S)8?Tu*lQ`AEZCMa3-D8wDKCv=9LflBU68OTmx;FeF&ajRxg} zNYXH&+oZb@7a=B{KWc0l#DW5|lNu0_*=Q0%H*c;aYnq{ens^h0AY7pskuVm4I%C>k zV#>BNGE0UBvlfBpad{X4g)*7(4U43zbiOInLILcynUWbIKqZ&;OsSi+ESunt6oV?8 zSQ%W%apy!dC#v=<&F8oXqVNAPf_6H zoyOdV-{JeeJRrZ4aA!1X{R?s|N7HWZQL*RU;Up`9gwZ;sXmoR{A9(6i5^rrH=d^oW zkO#bDN`hF#oKCZa(c}ojhM-vlNr)0APSYc9QMem{c(V5(3}{oQz)--O4e!j8`ALgK zyhbQgBUKGC3c9}o0aoMPoA&gH(Ft8sWhqain1XNW$ zfl}@gvrUx(DJ;d{dY+KPb(CJryd$24axhe~)nkbo`7F*`+0{_49))zNOF{d}H7Qf7 zKGjPvQ>tgCy<&x{*M_D_=tHSUYkBrjc5L-NQ$AT|@)v%!b~S;N=6AFi1TRyq?3;=l zsHa|&sjHj&r>t2Ty$Z`lg#wREii#;cI*iLz=(Rtz158yUraAa7k-%ZGB(kext1<-I z2_*0`BJH1)-76St;#mcza}9KmJuI&3^eZu(N?9zj)vj_!HI|~)TPsMoQIez-)2imB zR-;u~omVu~TBG&1HP)Ry6uMUpgDxEbD*8MTlTDu!PKh3m-fh$0>V6X zBr2|t`#I0lY{^twIee@f-D>rVMIW_Q%hYrfRn?6%MyNflI?= zIsxpQ&|{ds_tyLuR;DtLaj44e1jry>czB;h+}BQWwUaD^IMiO2Qi9j4a=DDdRLs(L zFHOdzeN_u}i&s@dS!r!h4|2CfSDfvmoZJDJHUXW?>0m@mu4N9GYXNAf0P?p#VIjl) zs8B}C3fXqeA*9JbtyandTdJlOyNRsoqOV;PPPjotmUdTW?Yj%o6)CeL#XTfh*1fb7 zY`5=RcVe)i#NFE7B6yqWa(kg?^WM=!ri3N~b%onW)IfltS<#Y18;WfW26Q1EiZp99 zmsBIcVylRvW2*)^r~RM%Vr->%s?-v)vNb-bt1_vk>gwX8(RHZA)N&h2kTipW~8JVY!%5- zAZkTGiK9`*Hh+zbrL}9h);sAjeNLJQ<9S>E0R2ElT$Gw3Hr6}_sMnG^b_#S zJ2#P-az2tLgoF*FR-m(8<=_0m4+i}ob9G2+bXbN&d(g|$aBG4ne_L1sN!SUf%&?_N zR0RtQx@Qc_nvELqHW8aaw2nLkru;2Ja)y(nZLj7P#cyOel&wmLO0;Ud54I;;o5=NV zmk%E8I!U3bxN2!l>-DlgG+3}=rgXgrw7fc69h0)tIl0XD&XAVuE5)*q=#eL7uHydy zqm6kcvCC5eqtXMeu8JLU^z#IRN|D)W(_K1(^{iJ%R2i|9{{WHUK@{58ldMPni+J$_ z>!ckKj*Y|<`*+mxpQ5nIdkdjWsU=+J4W?a@TA{5}=~|g*%xkKNUoS-IDk!k($8FTf zBel+{{y=K9zMUG!TLBji%jNsKxhA&+;4WF?eW!}ew?MdJ5wAT=tzWa$s=0iqbwc!7 zqoU4dN;Lr#r73|@yA@$gl#|k>(m2Po_1ESDTNo%cI@WzuUbkUcli>%ALvg=eTIXx@WSiA*3wyh8b zX9mO)dp(nK1bow^foLQxxNJ5Z`cx)G`Cq%o#Rr1)%PEpd)Xxp;fUTKamTs*oQC6Be zrj~k$t5{Qb9c>c&CqY0Jai0^>y&=*SsbVPN%LZ2Ul!34@w+-YN@3PTL7lgvG^y*QO z+REZD%h+DFpQl!0O)RceGU-mVL>7KRzN)4A{TQsO_R7Hc_PrcR#^tZP(x6lzz0v?0{a z&S)-IR+5Z{bpR9tZC3JFzwkHWGUD-g`GEz|A;#Rmp5VKfE}Ui+z*D0q%U=WzIqics zb5BqTbk|OX%k_*Otw|cqQj))_4KqsGPiwV+qy8C$r-c-{^5;y7m(zw>^_A0SPdh#7 zf-i1#v=K3Az1GV8CxRji2qTc+ zMTyS)X==S#&1Ew6G-UGV#8O&r*~MlRR6RV(R7|doCYV-Ap|z6N81*=R@w{yc`NenT z>kN$Gj;=d4BJS2q-+Qd57lm~<0N&PHTlY!d-m4j!=`LNEPG718YHA^?I9It}dc9`S zSR%31&{|1=S$%6Tj;C={lRUJMI`0$YxelltAdR`}3megTt5wYESY1Rur0l(l%YENu zs7a6*2Y_IlddAjmp>mwVb$wd8Qw(098nXhL_RzCCvLcu+1Pie?0RcDc%UM`KvIkR` z1fU{QP{7nc5=537bcljTBmkg&vB|q8J^0jOHQ5CcAy7lCIAYsS)^?^L37haNS;cck93-bil&y5XtfTp zo81b`j^RjBS}2q5-C75{qy{zB8g5jE#e!O&O!Dp#)zh~jLop8_v=C919s_ns&;`Rz zlOe6DXWh^mVkJ~&{igM42!^3%a-kNYfV!Ebi2@0@3k9yTre_)hiPT*nj%qm{YBjXa zR$1B5165UmQ(_H68le#cghXnr#0G6<=0x0UC{0F_o8GtJ9s zW>&d6baiC%2td@u*F$rXGVzfdl1l`Z@7?xUz8lg??NupKT|ufP8g#`%g{R!63W|#m z;Z$69fEq%{7ve=WmpehaV=(2=2B+_2rc0%jTCGMPg=ImY)^;goR|_ZH zcqUaZxZMNTDS!^4U7nT@7zH<&I)Ecm>5p*O4=MWK-30?&Vg#l5k4qVhuu&hhLFP@( zfih&6zd67LhVLHx(K*g_qu-L+`zfxiN}~-BDg?6&6+|Xrl1bDqZx-1=87n-801Dql zve_aQ#nv9r3yGnD7_g-bCun0!f7%NSh5)ba*8|Ha)AGMXkRf0w>BKU`19N zjS(6~5OW+nsB(W+@@6M-<8x4N&3mU5+Moq}OqfmZjsit6q}X?T)F6N2pysCHmpbvm8L9_9A}_6^4>oku2>5wx>1X81}$(xB=o zQj-%+LWV}DhBW9b3X;rE`4>iE-q8Btu6VFBeRzv_!b31Pm$m~*4dH!mtoVQE!O|c@ z9KKmQN~PO1!+OPHRgqbhs#Ru^8JSt&_N4EQbN>L%IvKQyHQGjz2IBg5WQ}hSoZgDW zx#AdSUwqcem*|VeE7V@IHXgkj?JNyyzTie6 zQiUXr-jG=X{O_V1b2X+(0?mg><7ne~x_{|7pOBO1Z?E*MbHAYH5_44l07&KOGE+em z{@Bz_K|1VcQ*Z+Y(zg<4Tv!kP0JxnQ)(UM8Goi?CZDG%A*z8q)i->D8KE&y9WTj8g z_Kgh=c(n>uD=%2Osda{}7^F>QBA#BTN_}-QT(z|gQ8*TVn~Kz2=3y#1z?PQfh&R;y zvS5f3ZE2K0q&h@82C_=obkFo+Qt*01nG}+xGFLH8>$27il}$xI(iACzuFFvhrlhEv zgO-B6d!xV0=$fIUqfcla(^>|$f(Y*h@JAgM`n?y3ES|fZ6ZfCBmTRFt!gxdE>D0~f zYKxq&m8F^lW^&ZU8nu*Fu8-C`)HNEQO-#jE%If!py4b(+Omix|lrS>JzbD8@aQ^^n z4FuQ;5hF{ibnp!z7uAAC`$T%)dBUIn0B7Ed)6`EFVnPDc{@ufnIR%c0N*c&I6ZNKU z05EZuulZk2Rc$|q=*I&vNe0{;-#bp65uT63F~n5F0ygb<@loklM>-uzwbE+MPNC4W zC}$n|vIS6Gn5A09J1HluXfCm5w?m_POZ=X#NU4VnV4s*lA_QD-eiw_BikM6QZ~db+ zv_5;Q4v%pThR{}5MXqWBu4+@_l?nju4@8PVX+DGR(kSG?)!7AkPk;H9c`c>^2G?tR z#NITz+U9ga9Rj7JncCuG%h6GA&YW~wn05Y-_Y6~W_Ui3g)ElfRn9LQXKdz<}fW?rs zD0*b~aX5eSnwWOeW7-~WTp&fwx$I;JylNI&N1@wNUQS*b?XQ}z_Ob21hi56}Xr~S- zl*>}8ldcTCR-;KNQ!J(n z0BA9iYBsMy@ZBNVHE|#f;6#{imb4i>Aj{lW1BpC$9iIu_+G=9(?H~+1ch3mn z#t7h~p57=WO-Yd9iUB>7PMeAAvlUePwBi=9rKDKXp-4aqs<-+TLekopx`dthSOdgu zBbhu(&+*J_rL-D3dGhe^Nb!$vEYzBku2Pa3T~TUuOzHbIEVEQ3RE=hu7A!@YqnI;? zGoUFnhdQgx=U@F7dJ`SOG)x^P@Yro8-|-)V-*i4R`bcJ(iyE}hopNbq-A~?Dr0%dw z2sIH9tV9xq@IzbBSVrnxZJ{G$^}eW&N@5FOHKVw9PtjfUE7~^`&Wg11*^mVlshX*( zoeE(VmS|?GR0gdQ!$xGSLa22U3PU8WIau5WMc{*7S&kr(!Kt|!KrzGuB=cJ+;xX8# zlE*Y1PJ{mdQ{m*J#OrZdw6c}kJ1Lp1)a9LDK{aU9sFw*snNXE0)e_(WS&R??8QD*x z8(OUjcz0)L%|kJds@$$HFT=x`(PO$(!*h8`DVjNkJ!M+dRp?iJ zO!+}dldxqfbcHlln}ZI4VnT@OVQSE<=TU7KfC&x)A@X85#Gh4;sC!6xsU~d%>OTk_ z44~P^t@ez;Lzl`{aMjq=XG#gzbrkx_sdthoplItPMBf`L*BC(Fu829F*1)tAY{tf8 zbLz7SeQf5b5GRhCY85HW62J;+cPp!$C}XU``=r}*bB_C30I&n!g5sAQT;hHAtych{ zPwe$;J87>@tpul*MUJ^DRCKFQRE7XhMHLxJ%ZC6JBOKcGaYGWybgA|TGVk>xP9HMW zO_XvMy~i+%NE7wZYBFEZ+ECOrS&mx0Mjv_#=M|h#qbp5jl|U)8G?1E)Xb>ZfRP?)x zgK~k^Gz$-s*`2Pu7Uui_Ye@vlNg{u6&|8n9tIlR=HC(sZL8q#k)2$`X-&UnojXEq~lo6Lr`2JEl>LKkkgb2OPuzQzlahhi>K@}ph zy+c*VrcvoKr&a~aD=T${h*b_4NhMUNQ|S7?5mE1X$UuNKo6OryBIQxWQ|g+=v=@V{ zO^%<>s`ieB{*Xr{lmPJjhuSEz3R#+GCr>%76|GLIQ2RAn?u?)*uB<6l2S^QYe6?Vc}wRjO1qAzZMg zw93*D`CrG}KA^-D|i(c)1= zH&)`EC#O?Vuv*UTO}ge9)T1Vs(yBtmR}34lS1u#}0Que<5MKAze3A%*89)cJHiI|r z36#Ic4LHk8c*#Z1bcobuCY>2I3rM8XtF>wCFLSS$AX8vwLiXtNFHq3dR51Wwmi{S^ z$A?|b8qcPhY^yR~Oe48%3^3xAJ9&mGUv`(0A~T}ooKkTYwSE&x?xj;PGa!2kpuB#42|Vd>Ov4UMF7 zyDg*>5Q3p;tV^y32;i$SoJx`pybA1AHLh`VtLqS8B!%jyR<;1Soj^jaJYE|cP?uAv z02hp=O}{>iULLj?jRDOh@sau2Rq-B@(xh`m=~K)j^|bQ;0DDvbrD+1>)2U7zl&;jv zYF!SB5#4dW34*Nlu(`#i#ohPfk%`38ZeRc-X#Url(djy^){?EsB(+vIP^`MDGZ<(R zLH$wMu_x5C4h74-0A79gfnfhihE>%fR4kJs z_hgv8v>UAq8Ji}?bxZMno>Hq#_2v-urPb*NV!d0_MJG_G$`t9+DX1C>mJzE23o}Go zHJ$HnKV+DwM1kQ2E1CA2L>*%=S)7`+4_5NE+_If6HIfZAr}u-axnyY@>H~V=p(y|R=>48w^{vdXQQlkKs4&LIk=rKNnE9-9Tf5+*sinwIJRi#6XX%P zgR^q*pQ@tFdqm2WhF5xl=d2(RrXxs38iP!oeP+i_kJdNV_M~YVM*M!ZRn$Ajzut)) z=d@}h2&Ch(RGC>Pwc7WNp2<~#Zp_4!iWRj6@@>d)@J;G8+tz=y?;Q4kY35R^WvSC( zv}-LXO4LYXSEsE>s5H8e)e+g4F)GNu>fsRfWCWc?X@^@~w%GYCfw?X~z2n&`iT$O# zM^=&ISom^}kA^oKLC^)4;TjCepAz=9nX1h1)s}WF=RrD|uEdQ|a&7>Rg|Mo1OBfi? zAbFv79gaDjH%za!oXhpKs%C18z!chvT4=_j>s4b?vo~6rDS}j}s9Ats$i5dOG*f69 zcO1D0Am6)+e^kOtjOOF@y|!7p{WZ)V@vVK}D$S$yR1JU@0y5+$BJfF>j`@NN!#9bJnqE)Clx1us*%BPSMT3%G3)Zh4N)6~`m^+0=&fhS z)MZub-!kQ7fOQ0-l{w6I77Po90wPHo)Ty4-%0^eZU@v5$?DnVY06Ex$Vm^KZc=%y& z$5R?8C^~PdWj&Xu23+66xZj*#du`o>o{%_-z`FYhWaX0xq(2GBGj&ubh*;>|sE($uo0c0WRwg z6=9=-CVIA!I%IaFlAr(qf@F!7Du4n>ErDywveBZq;dwe0w4ig>6bw`<9RxZcl3hlF zRf0CATQThbS%;a$HRu$D&qYqlP(-8=C)%K?V#XLtc_dm(lKtr@cmn@n?`qL)QDGyecd zQORkX#TvR=m}DnW$>tS?rFNuPRb`zF)+ERZaf7FNMAYc_IlzG8*#7{~4*>A7`X}IM zF_pmwKuP6o`?w?L`Yc6LO`Ur7tSJgDQkJK#*EEy|EGiWt)|?Vlh(W4w+8sF8Qfuk6 z{xCJz0p~Ze8n_vAv%9u^XUBrYbhT2BW2kpjtfe~IRa8=XOwLdvhhPH+swu-rJz_Aj zxlZ;I9{TLg=0Ln1e%zsAtA}kf*>wK^I&O)^dKzkIA8w;fD^jL(AzId}N$V>+Yo=7X z00;!ZWjc!&Rk}SV)-~BExWOX*nT{6GW2=XDY0d|)hO2O%%IZ|gqc=#XtrRr==+M0| z$h9Pu%!1kj30~J|5x55)T9-`VaJZhv3F51aSUNJv6PruyE$X(r3yP@Q*AWx9lEqfc zH42ro^twiRwW+0@Ql%uS%qa$S12*KSQnJcQ%_@sBxZ8`TM-t}NcSdKCV(mZ@0En?X zIfXFU+6efpq#Zc-Uu3O3&o=2DZq-G0(e}balIUt38G&^akdiN=q5Je#x}X~3%=vxQbv*4AQU32|ebB<1(&7LsJvOMzYQ~(3fKp{hh(w)f-Cs^S+Nf+P(NOd9q0QQ_b?2TVD!`OjSjPVChbl!$-p$%0=AU>!Dj;f_2 zwWL!f;9@d{J%E~c3N16VMug3vYj0V)7rPHP#5|5Z!txCF9jNYp@!2H%&RClQHFkg| z8@k8ik7Z8>Par*81GzM7^@--V&cqpj_hp-3_)+7iy=_56>Y^R`qftO|fufmZRsbe6B|yua#kH0e6s2}q;`j)q)_VD?z+VLRq7ZO zI-ui8Gv$tzs%XJO~ zT@chYl+^}&B zUA&iSXH}>rEgyU|7a#sw$JsX0cxqF zjW8*bP&98esgV&F+3;=a#bD!M5jNLT%nK~T65ztf)XvlN({!&2ZmObHPzzJ2uAzV` zN|3==P0~fgg9WdAXstoDnCfRj2%hwY)im53*jALfOH@_ORvK0FYgsEojXEom)fSqP zbPK{iM^#y9kJ2hyiS*9;(w>lVM?iqy<)N^f;W8<0kpzq=ih{C_oDH(Tuv4NB2Y zoT|VhLQ)SY#S@Ks+GTN2>snb2r$u=;qF zN;o1Y_dtPgNf8=}orr?Xz3<^}fXZ7dBdR)KJ4d5|(cDu8oid40fM!%RRElcmVS2=* zLWA!r9l*eKwA%4Zk(h!&-rA!bW>Wozr)2ehhE!J4XpqK`uMCh)CsnR0%P{P)D^MTS zC14gHVJ*c_b2GKTjM;oaBkB=#b#xKRoq)alCc5jjwP@j*<) zY(WS{s=6(V6*0I+iE#u1fKVSohn>R@2~B8|@npvh{|l zyVC>}u9O{Vf?}cTTw0lJKr@2CP95=fd&jQ1dh=+)n!Uy?GejQe38(m<~X(7lGJll`z>}FHICR> zCfWqB?TgreE-rS#fXu+ps`bglcmSCPv!uZ>I}wHaLw7&Yg9}nL_rY9ddPT!PeL0Gb-)ExK zqJcs7rZoEcP8`owNE(4EFZG2%h=qP@akzp~~UwmSj$h7d|IV`6>NG{}-9z+F?hn6zVEO5x0b!-tYvFsC>>TYoia(te+1(!EM_L#;Ya z^niT~#HV6<(WN6=voB`q!AupFULO-sQ*T%$+r@`1Wax?bFkEt&9_Q6B$33giH6Ko0 z=_Eo@>x;EE2)^^wrX7*0YI3$J9O?ITx-j)C1~fe8cILnxb{asBB>K2&WcDl~+MN{@ zKWjh+9Y7_30h!uR>Q>acO01Bj4xqzJGyu@cq19><(hi!5u|V7_Al~Pa4tv`5MlvZ< zTPTIs9h6kncRi-lt<1r8VgiU!OsP?gGH1WW-(+VEOy5u8OEc}KG!~^bWeZVsGz~%} zXGdA6Q`M#!kyV%$nUNWbOQFYKdfjOmS!kaX4ms`1Jy}&=qJ=`lDpI79TmVazK-Er= z2i_Kd1Vykk>2+>30VJL`@&;iGvbY8is`4Jy^OXBE>u3`&l&GYe?pBy$M4ipNF`?kQ zd!Y?z5C_!*JMAYr{`P9WeXCSo`y>wR3`#IL1)LmQl697FLqxd%sX$i0v$oI9VY@|7 zzC;s&h*meZqDbILC0NlHFPCO8p_s!oC?thdF6{tWRaKeHKvgVA0GvX1KKlNS6U(nAW(3Sr{cmM55QqkQB?B~}zqZGcdA8nqh(fxiV{ z18qG}5aQq|cqyu7G&Jk$H71DD)#!)oHGaOmT~}8fnCmrPMAhx4{rtQlXMH1e2S4Ei zoLIWBB4KnKMR2%r6@|lyt#um_3zzRt(JP8kUKN)^Ql7Hemo)ms)<423fJ#oQqJk~8 z#Efz=Y}&w%5!+EJ1)Kz}yb*N62|&nnBTMYsTs;P%x2jW(c1x{0{v4 z@I9%8d77%|Hoyv@~qcJ}S<9<2=X(nY2~ z%kcB5^^@A+xibPCKpwnt>ag@f+dlSOQ&6_SV|ahIR{sDSO-Y-ScTo~&vPDVq3^s@Z z8V(!%O0K>Jp7%_2tJ*$Zr3#BoKC_^JQ%<2xg9R*v$2~lx@|#^cE@{j{s*h`%mSC?w ztL+YvlcK0?gKMV3H0g#NS{5)*Yf_&m2O5adTRsaoV}yY3e9=GK8!Q;I)2G8aDzFWTnXY&G|fh+T(4{v zrfXKxf|{CxMAR^2=RH0CKZxlXjxBKN@>#leyp4^!uDxGJaJp}dGEo}_pJ z4-mD#r07(s)>LUbh_-^?W#&1*XxAvIANKf+WD3S|<7h=W0{KRC#mr0$gkeHro2>_(^n+raTv`Z?ZQK z>vc-~q)_V09Xh1a?Q8eqEJmLZjd&{kA=eLy49R)RGrVicC!F$G>)|M5Jy|o(JZIGp zfOOx2=wGz1eX7fKhKJe01??2-`p{oc>=Ib2f*6SeM8!KFo!voTZL-YH(>|q4JqjVC zt(o2kj$P|1p6Rw;dnNRP*_F6o)t*xkF=?E3*;}$R>jHRA@yTE~XJ$Ecn|Y;j{X3&0 zP-vCarB_i~YYV8rJL%PJi5uddRDg2p={)&&CX6YN3AXoE_4;*?>k~?5dZ_!r%R{Z5 zP5oIPcN%)XcoV2p<)(4At{_u(VBGs_5zoal;aQp|v%fA04A)Nb+NPRR38tKf6wB(+ zI@n?eJyWK zt#XQ|sL+)biKk849bTe6MOuAgr97=TfY$=yn2Q+F+MYMOcr8w#!r^NTr*C#kah{*i zlr-s8raG`2Tcu92rlNYpWmF1(L$|8$f`lPh_#?w&V14zglvqyJIbxA z?Gbq+eAjz;cSw&P0gWAh0DxfQQ|Oz_`%t23=uEDL)lH2-S=pfwtwqwn(~8v(TE|S& zJ%k}33^cmdI$Y@&wY8bsfVK6xT58Z^z%d5bx!V4+Qk*B+kf!0y6{@SQQlp&>tsPfZ zfUoy@gQPOcB2J;GHj3_jMrCO&Hn`VNeQrF^GY;0eb^g7_1z?`r!j+7kR^4B{);6s< zcc9w4az#dOv@}F!5m-Wv2NS5&Gyec9y)Ak49iCx7tEZ+x!_(PRtL*{#DCQ)VH#dt# zz}uX6?s`JArWS97Z@=wZQ}&^n(5N!>VUW=bGVERY%Ila?9%ZW%qMbHg*V)0O0a8vm z?h{ivd6}4-3q(f?`Q2(1Kx_uuBTK64TyHg`kwwbWC0)9zgd)#fdVGH&YN+lNqn}NAT?z z%jZ8;bo^h6<@B%LQ0wa=fB>b|SD{z#_R>vCRfMA$DC;1CCm5b+;x6+r4%-_Yv?KXX zZ6imbx^Op-%W>&q4<32J0K5?P7U1tD4brkNiA6RLJr+h8%cx#LpG*V8-Zk|HVQCVSjz#&PCD}A;#A6AdwaBh z926>K9)GQ-f8Q7DHGfc=$*?x809prXtRhrj3l47MhTL`X{ob;SH1htv+k(C5kFvb( zbfRTbu5(569a`0-p@AOvOZ`qAl%G9R1Xl4xzveah`4sq3nlDdsm6*TKC5Ywg@fNT)t!sA&~ zxsHs&On>Iy7L}tDhcuvx%5?8k+%wtzYJ)8EMHe(PMwzQ#nn&3eRbf;Xnnc)A4i~Lr z0?zo-{7V{LW7*3v5ALvwUz~iSRi2$EJ}<2A!B*rlEb*XBlu$OkM$(}7OF+CtjBhSz zS>{&5qrS;)9wIr>XdIoaYmo$-5n~c*0rKPB`a;g!FlTFM81dLTNL^;i4W*at( z+=v|X)D2TvOc=~SlO4%?{{XYlln%P&XA3A?kJ+nBBUc%9sxwA1#6;y*KD$t57Zic zc8+47T6(ZS_d{EKrf~YraAE2rHq)n!U&#YZnSPv=cLuLXYEm_ks#99D&3b714N5_j z)TWLkqcUnxm`xk`&pgCm^FRHap`vzmEQ ztP?D0kP+QZmpOwD#6$pama?dGOWY$Y5gNPwrftGBOgSKcFE%`_Zhh%owsM&2iKH7t zF{l~p1*{7Ks=*l=m{kQyrpj7mkr-)fh&S%GpOg(CY@?LT1?s-;n;LaG!dx*GN8SC^ zRn`>J1rKEcG3#o}kW;I&$(x_Xx9|J~1NM#5tD8DBX-ib=HRuMU#+@4OO+I~I+Phe= z+sNS`li$r*a)y69shNmSSdv1jq5{lJDkunwCKVI~Q2+o0U|Jvn{i-HP`MBjm!Gl9} zeMl>%e(S3=N_Id58bqTLEWnv0$-w1_5xnoNzfnAq2RccVlVZ?piN=1+O*za!==>%PKYeHinNq^bgafUTlpIf{_$_a6pxygXN5ZJ)dN9L-MVux zBxwPOeU76{FiUDHs7#UXlA;VBdgp%=Z{3$9=3sSQ#eA1Vz`47c+DMm<+99+Fem~1dh_HN|U9fK-3HpA&mnf zRCgpL7_|?(rZUK#twn*;*np%Lm9xtYDW_j)bvB@*OcGYlB?N9%^5rzNhSw{gf;4G| z>oo#37AHo6qyRO@GNo&Kd*S?rVj?$E>H*rv5kX`FM-dRYQK$|mD>|sE_hQux*?NaW zGA-3o0X4|7@2g#13vOh+MNj~n%x@do;KqXG&Uh{)1!%?Rqyr^Xt<7tQ1Z&;0YcmUtmuqoyTkk5n30spa zpzuXjqaNPKzMlKgl?e>Wt)*Zw3UsJr15y1@S`=!HM#4>wqUM4Du{$JWByosHXE;(e z>j%7B@{9otjkiV#7XDQ(Zz5^Qi3VY=3dkaUyyP1UEQ?4s`up`yYqm%=R44kjiJdC& zbb!(UG~5r>GC_a{gEAA^kC`+_1h!VaFndbGNV2-A(*{JEZF$mWAOOQmuw$K_DG_-YkA6p#Swjhpn@0h=L80LYlU?xHI_ut;3#%kry^($BzU+bz; zasD@~vQegQG<09HrmX7Lom^n4J+e2@cX2)Q;i8VpY$aFGWrmrXX^4+{`lj)xX#H*N zd^YnV#V*>TX3aZwW#dTItRU^*R-Gr^+f3hi+NxTi z5hiA1SV1y|1PDRNW)y3YI;oUfA=1Qx8?=oP2I-;iX8^D^=FQqs3mp}Q6XR&YpbAE= zvrlI(G>6P3Rgjr97ltD7Y_=NDSO>goH+&;BZ6s|Hc` zRA`RK07vzA`?_>iP?K4f-<^klH77-5ndy)<5~xxFJ!X!vPxZAbQ~)y4K)QO(Bs4TLVYO&?8VH0d6? zrFw;ks#zN_nj9fDq7!;$!_*CScNWF6vZyFQGjx()+?~6-Lt6F zG&Ht(>*5UVuQRh|@cU@BJSU?0+Lc*of(1J0h1qGRR@oIDThs+ZuTe;=)PyCZmRgTE z$yT)*Z3X7!9ygtQ?Hm?{GNa5hh~a3`Ri_R1F`i0J&VJ4vQHmE{-8HR9Ek|X3t!b@R z8W^!U>9~bt0kb=#XcuK|;?^6)#+tyM;x4r}2UjmyU@fWVuXgKclJ*&zMf*-`Fr7nM zlGMypTG_15ZIv@LXd<$+9K=+kQlWpmq`}!8gVRoP`dX2wC{t<8sX2QrXp$V_ZD9lf zaGo$u3^g3#mhpSIn?M)T@wY3h4v2eHUL4C~I}@g(8yE1&T0J zl_b41FRf)+xSoq{Ft)8q)(+0xrUb+b#GS^wtaP#Bi(JN25=3^dZawE+6^}zW23s=q z5``T76#G4Gb!$`^jZu@$Qbkp#!m<>^u5qea>XY|x5TjZ2o+Q(z9`~`wFcG8-z|GFl zq+a?Y^m|8J0!F4!jkMiuD*lhz%Gr*$Et9KNIDILy zinPp-YAqqj!*r$!jvc*yVAnngh&guc5jHy$v7Hv2cU*A?s$_=fZ+luksyqkuLK%XH z*;nr8*L|YK*H$oS=7atnu&B zWZ$6G^Azg31$t{bs%l@n zRh7_=U0l-y5F1f978y>^Va9K?kO=;?Tg3wBNd#KfqN1N&8At!rJfK5fl<7jeU9!*!JR@^EuGS46qsf0C}G-Cq=3MUKoV7>QZNprGN~3s zs18#rl=G~ll`u-O9gk(yql=De#7sz;5I{JDPO8PdeN?OQTCQr6%uQa^Sg?3t^58%q zFbo7hAQ%yWh>Le1l4cU`M2IFpBE*OU0zreZ0D`702qSQDW0InHDGCjwum?aPS)l0! zgEFfhc1T8L1jz`*4#|od#g&QFcO#w$SMPr9hf)EpD+ZWn6vnV%th*}QOp%JtEzi{v z4g`bZg+iIVx3}jJ^1(&a5S7u0sG`%$60FvR(hRbLEJzwuknOS6q&AysAQ6ZN9{s|$ zvz3=>P_SS`F=3}rEHvpPvhJa^b{N^Aqun^I?uFjMhGK+ixH6%;B$%1(wS+K>i;m)O zO8#9CK*cJ6rHG2kXfa_~(G(IfN`OQ)yT`A`7s(P@qhgiK*AQYTNM5gy=&oUC<=iQH zb?GTy%)>PHQJq2tFjyqPSt(G%BD1ci22Psa*4m9yTE|U>yp@pPbsi~G0;_~a27)_= zro*jfXh7`LjZUhsWA2`tQzVLVTTY{3xbAn@>EWdKq|{@WVl*Co=sZ7y)CE{m4qQz& zG}*;Y(Z9CAENwQ40egkUM3S zLb^)^+gg#1%b-UsZFIU-0MuT66mlA+Oiq{}GRP-TwV)f4V3;5o0~J<)a2=yOZNU{P z(KZpyHC8O7xr0KSNggThJ zRB}tO1&;d8vo1?Bc7Z2RA&tNyRHD{2WIVY-Wh$nljE;UQ4VM@9itZ#&J4KA#OxtTg zn`U<*D^_cxsbi#dzU*n1cvvkFBeN3BAX`~J@nMC)))O_|b13WzfJb9dSt|n4V^D)2 zSV7ca07(GZ0x!u`$+x~J^fQd12rC!TKI!5$`^rNR{cDh1USv*%D@CElPW^rCu1FKN z;>+rK>4hLHYAmF!DzbXCFxr*mXmvUsP%$tytLYL0&xQR_X3KjnBD^snRWJ%Xih4B#(m`D#6mrPrr}M>FB>q$ZsG2J202x&+N}D5S0UNT&X}baMGbt?c zZXMqTAfRJQh*~~QGuwS)Yh!iuTjO4A{5m%ncy|u%JoiI8kSleS?ts+Q?Q62 zB|=kS)xf6+6;W56fJrLAp9BhGqxF>)WNAHNN@=B4u1qTEraL65P_YIGzAWWz0i^L# zm}t~*@4-n|pVubHA{!0_J+^Raq(;)pWfhp=PKE0+mp@NGY@}?0j&rSXx`K zRP4i-)m7y9Q&c2Tm+Wd_1QlIMx07)!fcQ)S+!Y=8^nsr95TSR+&Cs&cDShIGL<_aBz45n060+hLde~qG|8q& zcv5tq)sY-pZg%Cx0F+$TPNtQr@_OR#7`SF~A)TMJY6c~wmjJOOg2WiG;B4KkqM2gn zbqahwqcWhEAylfX3Yt~^@ByWnR7;k1u}X!5g>c|db4P2>!4w~t$!+=#?BiW!`(rg4 zNF=KVF3BbZGKaAQv#IxGO#8-jR;c4hyAIsWnD@(%dbXCfrdrO*B4uhn+7g#lSq^hm zZ6c)|IXdOp)tZx13RyrEnx>|!B~<0WhHDHA#Z`0L{{R#;m?XKe5wC|0N_AePj5%MJ z>L3}B_CAYU!0J?>t|(DN4qfEZH2`L#RYB5FFIKAAMpOVHOuH*c%sE|-!PBV)^%{J* zkK}lT&lvZ#_E{1CD2*33^o8_@V_^o=)HEt?aXZ4H|eK?hwA&D@Jl7owF`g9MG&-u%%9srAd~uhakUL5C>sXGT*CFP;(FXegj8V ze_&h#1LiK0BHInDBS5r%xl~=0n|&;JMyT0uZG3K{fU3odhK{DC`uf$1Bvf`LmaMgE zXujxNu}LC{(yE{0{R{_gq0{}efduKT!7+I=x^U@?X>2x|M}gk^_bNQUOgPJ*v~`tx zVe5OedbL`)B+jwY@}ii^QyHaJ_hi5Il?Z*`q;wxu)Q||Ui|ptdPQ9N^0$1u?ARnEh zo`ZX!aW80`R+wP*s{=_WJ82YEks683Q6#8SJyxfQFRQY^wS%d2A3_oy+D#^OHIsnUHU;NV|j6A`_}-YUJiNuRA=oeG(n%5wsRO?9(|oe;US`%N=Yip0Pjx~jC? z(rx`gmK{>% zvox~d%aHXeyBbYMl~GcWq$_4nD21s{QPkw&?l^oy%_B&*OPXH*L=9(Kg8=y|Yq2!p z`N@bmZbi@AbZ_=oO|tqbX6Yzp%vLm3h%B{o=AAsPBH)(Qm|AMV<`Gbq)u;?}h7OY} zS&lbrXElf*mlz-Gr;h--UloaUJwt3xmjrD*{T6SeJvGd_GYa)UE-M$10dlEHNR=nI zO#)3gQV=5;FnX1+7)u&$ymQ}gQwuH|q%lF+YC7C4w*0>9IYXst7P7n4sLsh+r&wx( z)}>uRsT67@8e3DkFlHK*u*15FblL!sAPqjV!Bgwjd+Y|J{{U*DzqG17g)~&?M5L#y z1}W14Q8hh!gn)xguq+k@zyP!1>4=#mU(HahUP%O9S8=YMQm6>2MIN9KDrllY>g`%l zwGOeJ;GcP#4la{}7(gEUP*tYqI2_&@eHC{d>4hS+ie;#VrbvcB%2TbUSSeAVef4!B z4!U*gDffW@@LWmIaG2x$_kqDRgCk>8&1EvxSQa4x)Er)za04k)RzcENRHF{kFjfQ* z4jB?X`#jV-ozf$ik5h;QB3$b~2>5q?{8p;9y84D`mUOc&r7GG<8kFv)4b;Wd*z*>} zLLg#MD(6{(t1~jw1!<{bRTQ&1R0NQLotel`0d{6LB;uk?yj3U{Bu6Vq9LSiF-Xy^| zC@QoTN2|kFvxN-$0cRi8G!(Fk{>_sw;B^7(|G`k^q#zPKhIn)da#J%AGo;U^bZ4 zy5xzFldP?vylDmjGC;-3sNG7oP8AzcoqD?=fpyYjwxa2)bf0-{F-mwP@deeR=4gdt z11o@FI_lEHy+f)zAMGli3{Glyl?51zTSY8HLr7mXB!v_R#6=Tz%u<1VgdH4I%4Kwb z2?wloMAX$4Q~=diwJS}8QgR3ftcZ1D@bLWwaF5 zD#@(KWFvKq{g9|ps)3|wUdA*%<0%ksQkn>GGPAiJm1ZfzC)r#jUb9iA=AkHM1xIBT zTgHK@FQvgGn-sy50{;MS1#WPNGYiwdNR^%=QVIV6dvNWf{{ZUTp71fR049tT%fvhf zFEXcCs}4}Wi*E!Qi4)}_*yuipA!lt-vK=7@k@FrtBfpgY00V6?@~U&@{{UprTea3N zvuPXHpmo(32S@?5f;%9XA_#(RhcG1fa9NI$Q!MKw5Tm>iyps|Q?efMd^ySjG;obvP zAM|y{JNyrwygadot8vk9>l%$qgE7_Em{ZA&9bWZ{!4m>yc9lEe2za!j1*Ty?!+Hx< z%q=Hl;TNzr2ee0NE++1aV^Jk9t{8hx0XCg7;b2rV{Q=AXCX-sks)jcTMxuqTLkI@) z3dE@ZTZw5lBhT1H)tyL4j)m8aVx2}^%Plq_3;V|Eg^SPSr1`CIpnG8q;O1DHR zuANH-*II@UOiTa_63hgmtd;~3xEP&q_S= zHU?%O#mI~^tZe+kd*|GxxDgg9%)dl60%f%*og$M&mI?-<%GV`*)Mf<6lfDSlX6^_( zQ($2ySEG%nieS`OBoK`yK`W@B3{*({V;~is#s$?HB>CUPF^!NHf7qLcYHy`kT+?ML z?n5hRA}P~wNN&i31i+98CWFCf;qDciXl|4oB+kM{`bm?g z7@>q=Vyp_4AR98C(wPwiNIQWTAVI&~NR3puhX-9iDAc9Lv zAqLVyR=)~hW3t+fipdU1iCIuuPk=YLn_x+8=WlwV0&YF>Tug~1h`1V{i|-q9i60s7 z#b@HB<|P^OwgdtsT#*2g69)FUKOYf`2Ik7_hfgG0007AfJkGvd)i7v{?Q@~%<7x%-SOo?=3y<=SY{Q?A8T2#;-JlDHN}%yWpJD<(^UF5i!OwXN-sHdF(g%-u>b8dwA?Qk(!?WA5tI zT{2c00|D;l_&Qf1g4%lhz)a3e3GesZg`f7VS^D4byuz(U*3{Q8MN_iX9b-;uLTNQ> z5EMWz-S@U(<10%=giPN0?a4N#Lnd`Iq~70WJcpgnaoI>!u-bqvw;8z(&Lhe_LZ5D{uP-X@A%gc7pw|DtTCspsulz%T~2W=-WN{ULUh8c|#XV6qi}Ab`@xQi1^h$Oinea4kBfia=dgAAs_Y z%e&)>KzC57lOhhvXGt>#H-ivJkukNVBw})fBZ*G%&K5~l1%2*p6k7ABm9ek}LDXW~ z;jC#U$xk3|l3bZxz%dpl{{W=V<}kQ$*$}qrjJ-m2%nd`3fH#06Vc|j;DCVmT zKP+68am`0gD(Xiy(3qFtra~9QVqb!RrAcXcj8vWogE^wESa*z3E(1k*M-Hg!{88o#xO3-~FOv8v-_2kl@>pD_vsw~7hQV;4LS5@h#8 zz#w_V3!gB2F+iO{w?P+9WgbswO!$=s-ZHRlvAwpzH0IMpr?j``l!khYu_R1xLDg-i zRG7H~xE@CcsS^Y(lwH}?Emk`=*d5^WKP~Pyzm5?AtvQKMs?ppaKmyUf#%_7@AV3j? zIiOsLO$6~zaQw+s8hbsxTA+dorkgN{)u@2FM`WE&z>=7qMXz+5+lPwODmkLuRj&=> ztxQNTtPuzcR0E@`WA0Qy;UG$yib>E)sB$rt_-4PncOEN4YY;W$v^*;@s*Of0O+`v- z)apHGVNru<)m>TH%{8g^aYtJMD3eXK)ogQ}Mjsh%CjHy(YfkG}sB-2fmg_^(N{X#j zD2H05GU!_>y7UT8Q!~}AGEQQp1k0DG+E$tpNL1?SYR5*MNCo6Xopn4nF*6%k8>%*9 zIBCP*1y7&j%waUZW15r|nY9*0rPk|oa+Ikv8UTHxT}p_Q!n%;JrI=y_o(ccNypLMRSN{9z$jY?osVk$nWb-KFva05?0e?M*t zgU$IM(di9Ma7v`3Iy2O2DOF)yr5UIZ4NEfBsK~u(ZnB|vxco3Jml@N6jjn%=lCDq(1K#fsZ)fEaFheWZn4jRalBTYQCLh9GhLYEuO zw_8N7XuSm`X;Y>gDxqbhq1d}CX=X}5txAYinlX4dO)72b+#Rg(8aJoiDchH?ko47Xm%w7lFe#JlL~}P!IV;JA-beTT7vADsj==PK4NX%ZN$$VZ!okM z0rJF^RZoXgDrv16bbj#$qf(Mo%T{4T)>a0gH0nD-(WG6F0Y;N5R6SVG1M>%FpE!_T|sBeRMBmw zTKJb6YnzzcS+Rn7qIFPPx0k*v2h$!Wtre-Zuha<(08&wVswr-+sG4+xGKzpZ5Snq+ zqffL$yyy8o6A-bz<^*|nFE6W-)JY`jl5ZBdZvCYFXC0i44V9NM7g}tmMyMBqtg6$k zd1_{*K+b8{hYEVVCrNOCfX?JAtxjb_QLLTG@*a}5(#YqT(mePg4vJ-2m>QK(C~`?C zz(556Hf9oZkQY-iPzan%)kGYi%yCr=lXJb5X8@qo!&X&BG)gelOROP_0H%G!(qVzB zR51W9qil3TvN$$4{W+{frQoZ+E$qgrLtCw)Lra#5iddaw=}?Abqu)qb23SK8%=orB z*-K2%hn|aIphISDA4QUWjy{xV5mDNj!3JG4hS(K=U0{NBUL*o>wm^_3Mf^D=f?ysh z;r*CZ6WgL8g7%$6w6H3$4yH(gk*`=}3RwuoV_k*?=ia;%vOAKr%KH|s!5CDa1xN@@ zL8P-&da9C&+E}Wo(!ek^6hZ9jLB+E6b-8$Ws}!BYTmrM)Yof13g0WMonp9G{Sy?JB zv><^7RDwp|Lygo(s@%;dQX{!$s7np?vL!x>IW&THwW_f?09s+HbzszMs-P^IsuB@P zs*(u+)PmO&Xpyf37a3+R39cj1N2Z1P%4`)>m0cysYPBgC0Z2L;nJ**(BwVQ&&dRKF zgJ9p?{L|bV*3FWZ(C5%!nUI2~Ce{Vd6yENII@-4qoq53Ntf=*;b}c zocJoPN<7X9LYR@HYN~}k|S$y{HhVURTPF& zq{ttu9mIHx$<#I=pLT6|WD(6XGEp)epbvHXI|94F0NG5F-U+zeE(eM*c203dV@EGc zfJHvPOcf?7Rgy?v+JeeqY5>L=fzrwrnmbO7PuWp{7C_-k0NjDuHn8`AxYBO~k>#WTqSH`JDYTAJ&pp?`D5E+MSQPM=H zXI(nP6b#H%)l@d^5PSXeQQGL2%H&8dO_YZLOlflJEX=_|&X9&))?U!CCkL1t?35b_ zS!y7V42dvdZYBY=te*)Jw2U;HNL8BfxH4zF3I0cyc)>y(!9loq=GcHrFy#J2hpdCv zC5ZQxj?vr+!y3SMN_9duE7c!18V;a-BzVovucyl$Aj^Mig_z16MLfP;qxJlU%K+_W zQ)!Tu%-CGSbC@4f`@WcVQ;@X5^oW(C4jtdfOCP>HIg|mLH!}> zf4Vg!f9TvgJO2RS+@C4$z;ti@KmoZ~F+yrg?7ZyOXaWR(@Roip?|i|F#`x>pS_0;n z9sU0R!d9yh`k;~^0>B@XppPRwjB;7c{;92v%q9~f7XnX&kN*I+emwke(AYW&_ss`e zF@FC5aI35E)|n$stR&os-&2#cnFQ=D20~oN4OX^QX5Rf28i9deE^cJb-QPX0oDmqukQlY{Z&mG+%-jof(949H}UT9xW2nBA+jbr)|Y{`dML`2(^Xce5d)Q0 z2#D1iNi`0or>a3@s0N*S#8Nz({acQAIKb5VgLSopivT41omQ8n0;ZM8`eC zBT?thO39uvSO!NV>1WK;QpsAKN|hkfWYUC~){pj|w9{QLP==|YQohqfX3jUT*3quy z_$4-}%O0s3OvRE=vNH)~(Mf6m6zD~Srj*g4OS)7H%+5$w2&Qrdo7{NEA0MI+<01h1 zcwJa@Yorrap^^hOu}~Uxkt#?l4wN$QTD46&09rI^)Y9w-U3rRiQx6SmxAUK`z6ix> zByHrYxRboJy+#3Em^B)bI;)a&)D&t|465w+*pq5@%9#w;~)d+ zs{4c1bf=gdbrR1sbampB7NlvfTzd9Ok4URjMLfIlz-kG77%j`+ z&&Nw0?dXp%y!rSP{{R%}DRD?1t3`TAT+^pUoKkA&$fA~6c%64%u9`E|6c&YW>}gdx zSuv5AcMQh%JV?`?P%og?Y>Cx@jW5gjLZOolQk^O_DZ>>&v~pQGtcy=e7V4?hN>v%_ zEil5OiZxNC*{YYLiIBESnq+e%$vxW-Ei^`5HU{2MhtjH)>DM%ssE)3kAi7gBAs4F& zLYPOW)z*rVL)5GvNOW2h7*tx-mBqP;GkzZZ5eGCnEuh&?Gf<4PQ>-hXkMT;?T8@^X zPPS(|POT+JFRdui{{RWgRHxNYrt2$~tx>oWiwN2o;XxnR$d#nVc<7qarI zBT%O0Mv7qQB^IhCmZmA9$(bSKHm=htw>N8jb>|-USPQITeAF{_0TjUyP%DTn8ktf_ zQqYb-EX=A-s8gh=BH2&ocNbP$LNfqRGL=)Q0TEMJ4wI-Bh;vMq8}AJd zXb$9%T@EBF?7mC|aSSFUf|CFeVs!|ZLbMO%@1b!{| zT0VjBx^bB62v9PW0=rbDO;(|SO<9RR5uB+ga}-TLgb`5orQ5i$`~- zoTNCOR*O?QN(CV_>8i{Sb(I-rlV%AFuGJBBDM3o1d(>{Rl|q|^SUh}xuT{FM+mhV9 z@=bd<$UoXB3Pzr;u#{TMDj4Ym=oyMtG@a_T7wf6grqzI9N-;V`jR285Tw8wb@1ndb z+;!(=PtuMUg1u6e1JgAhtE<);y=5}phc!r6eP}@>fW~0l9CYZgbxkK&3j^v9<8M_? z`2`%;<^KTrpPn9ABI#nG*>a~19EzVW&OpR8fL1ErcKt(yLDY@6QoLoP7(o9S5BZ<1y*Yd4|$czB}qN21`!dYS61kNudM|sTOec- zBH{)11^~Q~`#ackz=~Y>`?6@M?p1wki3e2jjjgl+VYvWJu1VE>P@b;QeN#n23OT%^ zlu>;kyfhomnNcL9DeVmkrfN2#-JLcWcMyBkx#q$bav2T#M0^P6%f=4Jl=xu!u;|~x z0eKfwOoZv(f`;sv0BR)2HYa%il1T(X2Tm2#@450t)?WH0>+qH!N|*paw#Cil02pd5 zw8i_5A*ZhyL@I8VtH8)2Rym1o&=xZU$XM9G2K~k;FkKjR^-5+qa}@wnZ91E^4FuSc zI<#02dmuMxlQxPB?O7Ih2u;JANfB*8mDT}}8%fek*cK820$}bY%X?aT-B_t}&y!7q^<{5L)YB$#<@k8~*@lmOt>8 z-?$UyiXpowIiS_bYB3;N^--osxC~Zi{oYf#0tvO#CI!B#bf|?9+W!DZpDPwN_z3X9 z7DkuxRh+oZmf!S@sz0Qv3(wiOb-(#$Py1l~J~+qG)}$}T?5`3IeQocO^KQC1N0EcS zi8GG417Ckt%plIGfthBo*ZcPFgYm`5(&}Xm8LjGvTZS+b6FvIo{Jr@4VvRGdrCVz> z+whQjEDhykM&=E{=QD6E;e-~My42c(_S~sbq9g!FzVbQRz`&n9@VAQ?)i#^&+R<3? zZW&HNN^B6Vh^P*yw4T(RH@FdVXpK1MP!&jr5M4Lg2fsDCtC-W82pe~*^N|1@!L(XI z5N1r+%v(vD+(b6lG;p`wWMlc=JTfZJr4ikG3Q!FdS^x$XYr~QWI(opQn*};>klxI? zCjH)N`QgNDm^5gLOR7R?9e$c}OLdG^9Eee+7f5YuNE(cSqcuuxoy~Z8p9$d{r{2lT zdvbw2>rYm(e4QfB0xY5}N_5cXsM5^Tg-Vpa!XBnws@|1fv(pI9%Ue*F=F(#sh;V3< zELFW%8TzIAJ)bG4>2)TRMC(C-jZ}3>QM6JOf-i5a2r9in zsHz49U3Hvn8bQ#(neO^VgTXb8{72?FBSCHA}NJ0;yFgwM?rsY)GqB zRpd=1gG`KKT}=G5?q^ZtgmrCniTBM)w-snzVyO=zUZAEcQ3TnYiz-t}h^lE*rX&d! zK~xyXXlA&H9p*ngxGim~7BjyOuiJFr1>&@V*FpkQs??jRIi#mDTna|GhO3tnDm^-i z&}q}XHa&B@B}~EBk;~V;E<_P;dv_}C1;&wT3W$eFs-CWq%u$zHQ!2?+=6dC*L$7GT z)Idb&waRCQ!`WOI6} zQ!hfFSeip?sw+||L1ub&5TXo8;$v%RaAtn`qda*J6?xJwG}TbJN`i};G^qnkg#~I# zKII9oQkt@!(o=P+QRb{*?MhGlhkEORjH*a zDy)lEpIi2HIlR(6YIN%6DKouFT6%{}y)Af7SGcz$;PVoHfdIg?O~TMf0OoA-m6@PM zkUJ1dNIK*O(k2+KBRX!#b#iu46l2h~p5$|wx8K!rOZXoo=14hYT4MJh5DJ95C{jeM zki-tmwvn+Xda3{itRwB{s*{O~pr&$&%E5{gf7V?9p3oqvM$|!82JED%Q>x<#c0%8p zJbmo1v<&PbUnIHnPOG1=*Q>5vFq|WA&M3cYtvKHJ&5A9DWRF+)@ffCZR^=L4+ zg;sWrJB`JPf9F;O94!q5(xXcabdA4r>#Zf zAs|Q_gEQ~FbLx^E5+|Cn%Wx%nh8b5`Wfd9g8DDmzGaXe3AhWs9zpO%!cMKpgmze{A zS-QtL)`&dHUcUsTDjA4S1PIrmZV7E9&EU$8+K~EGo~S*p%EIQ2d_9Dx5?%o|j{g9n zyWyM>Y4wFn6HKq&)giz!6&*E-ARz(KE4>QIn;BMHjSrhCszsy@M0g8*ESFXJV2HMp z2kCL*slm}n1D?wjIVEvn|7str|YS7vo}% z7T8Vq=ia#(g34|z4IF=?AC3zPn&6^tQXxz(nbQDljG>rFv}!S_ly;6i0Az?fdHDEn z;<-I+5M zPtSe1UzQn>!pKclox(M2u(!NBiHm?*d5g>o5G+g*a3QixpR$GVvV%|%BX~1;Cg+r$ zCt?U-XY30f`fI;u@0dNfd6E{-KAOge&)IpR7vNnblAjz9) zfB+zwAXhyspwb}#ZE}a;z>Vh97xLx4_$_ZE$rqn`o^vHunFB_b)2iyqSTK-c(hA%V zE)0@)Ia}HV%^-J>9iqb*#Vs(j$=V1mgB5e zkBInhjU-yb)82_!Cg$D$0K(>F)=U5{U}y_zx9hPMyb|7KF(LvWPa7Z>umeya$!kuL z?xK*ufH~es3O139-C3A+iRHjwinPfjL@Z%g-l!TAb-{$A#VBa9OL%Knqj18v}JJC zdA^b_+1LL7)7l;T_~8|EWsK3}n@b=t0Ziu`ytcw1{;l8}-abA;Ml#X^KrQ06R3}m8 zWRlZSBo~H7)Qt5DNn=ouL7CLLOBQCn zzOV=cXkv9JxrgPnNAdLh?Y9&fIVVH6aR4mHjR*@$`J%}?*N!G-Y zaF!R69wujDp;`ljM`Xl$qj3z*RfB1(nASjbUaFf@6&+EkQZt$B6&9hY7PvJTf~3+V z+1BZ|5C|Dtmw1_r$1Nj-A$ew^XKQ=1sm=v;mujry%B2KaE>5EWtbqWrVQ>Tz;Y_vA z*4h*gmdQ6q(z|*7)0BM2mjs0a2s}Ai<`{08|GK;J_qY|L2thSbb zLWQSVl`HH^2PnYy81`@`nLjBoHsj|yBMuT|3GSc5xyxs%^(2*K4x>}00R=%+>d{|2 zOjlN5dfKQ3L~jkTwwr_OW;XUM+_bsfm~;v7RV&A+Dh)_wH615X(tuToM zUa4XjD%1P!oH}AGbvxUU3mI*!Nkp&2X%q?tS!!s9t2F6Tw34-H^-R^+)LK<~(^&*A zo~#i~sEA{nNrA1n@*_y@*;#ZzpL{u|c*b#6U#w;|*+nou&rMAProjaf)VgH_I+RIZ z)M=Isr3x=v^%)sXf0RephdXJ_9EiEU)72%G6yX&ISk)}_nv=>nl}!$n71+6ALMv&V zI)jh`(GMi%5gX>#c-p`suok@X{!?5_FsxZkDo*-{6-_F6IHrn6SN3`@ODRrthbk1g zs5C1vVk#z-j@fY*xCUgM<}R2-*`j&r>7oY_&&(_R<2a(~?^)`)5l9A51L(NYr5zfr z6{M8Iz-@7)2sxus5Cqs4iO&>{{NOy;v|q=o9xKnfO{b&NrX*2bfuhhy2Q5yFKal|>6> z7Y7W)pBs5vcydh62suZVzW%B?e4Rt?qbVr_^=?B*Wflt~tYjzxh>&}m8pe|{WhK`) zvX2hP)M|!3=u>npHeN++f}mqaCN~Glbh6t|Hc24IFLy$#Nt3c^ z)=?VJ5>PIp0H^^_u-ZZvSf2jK81CV6ItU=~^3ihZ<{I0F6)qV}2M6x~QWzR_0zBCE zTIFpp!r+xKMm5(tnFC&T9!nJ<0nBveVy&rUO0h9eQvuSMHDrYbLf)Ez1d#dyX=21! zkaG)xr0=K+u5=Tx0ipV-3y3o!`+Jp1l+CCB>RFR!1fAw*NlSRf;1JPfx&Vhyy?A*mZenv= zo$jr;Zf{cn!kuuTN?U2k|kORD>}po6fL$J?s)w5qdpbd3ts=;ig+Q1yrhT?#aeLWrwcx0WKC zevQ>*Hl*Um;m3RIIdJ7ABr{ky#@W5Focmn_QUM<5Xn1jWP(a-;dUKY_a_};n|gZ!mxBk zN^CW!6s}s31?bIchcl&VkXa3C$dwqERb+xaCr8z!*0I^N;94VN!h8XR#>LZdE^J$z zo_tJsg_M4aW@@k$sfId6x?s6#XK%b}p(&%cX}YmeR03Ec#P^$xZ8#5iAY)$WojJnf zI}GQUYkS8JqEm)+Q!v!cM5c7IRAR_d=}$*k!9izaT}rNFMy3logknDzL9WW@dVSPp z8mR=erV2xfaBB336)9Jw+L#S=>e7;=2Ggi6s5T*NBoXf%Ihd+1lE(w$lxWpx0EqA^ zn}|>Z2^Azv>f~hX2|7;mT0@pGirzD7>Ref&dH8Y0%^g z$S@|`TpTPsI_crCV9KpI!arg;jbA;@yl@$b7FvS^kaejZ<>&T+5d)T)kY@Uff-E9P zX5tY6z@XI1wApcY*ej96eOj3ySS$c6s3b`;VMMX!Op{^A0Fh51j%lK$UHy3ot4K}?oaU4b!PjbKuL90sDvQ^gHY&iyOu&{NNG{6Nmc_< z(gYAMxcVw!f^{~$eNQAhCZiZt+n6Qx8-ND?0H4ban|ew}Xlak(eVJ;4Z6;^>l+%8C zbl7qMU=4r*!dwsGTXK{9pUO$+n5W)AB`1DTBj7PEnqUpn3r!nf0shTO#PZ}&?dS2s z0RI4QsY)cYBj&TBp7d&-T7yX6cqBA;2ppk@L_#ED_C zu@fM~i`;3}Ym5SATc|mP@d&jzdz-;NWOMP7KQo6xKiXI$L>J+82kLx7enLMyE(re9 zLz;Cyi(mRj@Zj7=q?i8ydvNK6kU!kqpO5|=b1)RarM$^cuU9M1mLHYn{X(hiyZ-?C zbHDaj0sL{&YZ@*m%kr_8xz-?grl{tdkSsUtP^3PhT0Az`#u=EMFW^4OWv$)^iXg1! z-BNi&sXrn;d@)k#jH&>^eC9k62MKoCi0>Zra`9n?1{Z$RJ#$;5)opGOQBA-e5?22J zFm2#*j;k_V!EU8gKFyR`s6djDBKgpwf5rMXnu@P-_}XF&%cKC4z}sdV4JkrJGY4fGCB~Bn>wL zNz>l{07PP=0FSb@%XE7@#Ut$u`GTUKyw6 zT;u-$SsHB$w>6!pKouFuj>4K$^y#Stx)Y~M9S8#=6HrOkx?%M;n@7v0@O?izATK|= z>Ga^E!m^ba$5b7h$W;op3s}ySD!|%Jfry_b9HFxF1HRrR4r8N5`;*yxn-&YHQIOxQ z>JS2^`nuCi3`Oa=ZA1|UNWeU?qU4#|i^Shf^Kjc(W&Qa zDW^_>WUEh9nnzVeaE`3#P!~-UnStuufB~ooAQ00^nLT69yi9Lx_wGvTTn1dQt2kSb zM7pkpVxMzHuxI3suL@L~7I9D~`7<`Uj1g%*eOnB^!Re=ZSqPd3DVj4q^-83>8O6t-z0Kgdp zPKSmDM43^8Ezhc;>*+rARtJl_Du;$tR8$L<%Pyr&P#&@+Ji!aB?$4}|uiU0acF_;* zGwUPqx8XCb4Y59#T+70pDO{+minU1lLL#fTYL#e7by!z%O=}?#Q(G>PSBY~ZgKa0g zU-?bV7tH|or8BIePg-4$rDk5XNF9)MR8?kLi*OhQ3uaU@qg4-<3m^{frzMuC1NTpw z9$$-$FmYkDl<6B>5ng=K+}`7K8dqdp;kX~ROx25B%ag& zAR{Ww$WpK%*Z@L9TG9pP;9Q?)zg1<%3DZtXmFY8uRi{cxAQW;=z(X@tbOKOfs|B0<839v6Cj1{vO0ho3DhDa60@jb#WS)%F~t3C_|s*ki{;l7!~0fzJ3bUT zFhC5Qda41coahB;ty(n}Lj~;a`nuIio^zTr2e9{#?g(4N!D$~@^h+jbPrKEa9K-Hy zBT-$v1X|;Bj@2S#D_|}qX2)sLiImL%M8wGd02NN6*pJn2$riXaH&bJVRBs8g3U0mQ z#Wlm|p@7U{{{W~D=gfezrbL_f#}Wt1eaCtUyaETl^{C+;9?TJ?Db$5lh8b#2CbF?b zH4a(dRZyp?H4okCElks3%mBHuou_!#!Z-z(nRZw0eLnu|tHy4&sAQQScAA1%NP!rK#ZI(R>S@+BRMhI({FYi(CDm~RkadQD(;66^ZT7X7b>-j!%0f6vlij_Q ze;epsHk!?lsP%)2H5AjYmkPA>!sYXIbJ?nOot2YSJkC&xL3;t4tEk$jRq9*;#0l3) zjxz)9lT-(b(>>GqIxNQ#;f+g5oTKGmTDeB6RcW&-v_ey1m`aSsX;d|USus7Q$7>Ag zbpxTyEgR*y-elXpHQcU!R=K1YaPhI_s)Fzba;h@Tu8DYJGqoQebkUH# zLedXX7}SAJLLN&@8jZck5^dl!3*UQNie-)Rn`lf9{Y)%=Z!q#yAiXv$i=4`@SP7JJ znlk`8ku?{scOgS3*{Psa>EYTk<`J&BO!spOEms`SL5So0s!l7Gs-dUgV#{qH4M1iZ`}J8L zlo^D?RQC)8Zmo`lq|64AS4)NK7qaBFHK>7!ii1)OE66IIuw01)VXwG8Az5&wGMh|K zcfGe=sYO++YCtDREu@h)Iz++n3}F7T-wlFCYhD_Jy!VSPzg9Nu0K5W0KNDbl;CT(O z#=rncKxCN!A*C8eW^vE?-|!f`qEwfG1PE3cQA`2%lm2$0^$Kw2_oTZw3n^62NBGAh zYg9j)gKQCZGy#W&`;hXv+`UR{-D@zh&=sB4#DMT1-9ZIN3c}^2TZdW1zcnW5>bo@C zmAPsieG(M&$u_51)QJ~bZ35O(SQtCQ{v#WyR&$4Gm-nWNHCjz+hP%-}L8y@+I`|rZ z5P5?n5JBERBfD&BYuHB)^9w7RP#D+2YySX9vHs{(ikeT^xOZlD{{VAxe2I@8vCrt@ zI-w4YRpO6m%V$OAiJEa@>_P4T{WPB}bmZ<<6HTYJlrNf%GrdRu0GjLgARfLLgf!~n ztU2RGk3Z!NXnxCrH|Dd;R=mNn_)iWIRy72WMTj8mZ?Pwr%fc~ZU*!RKjZeP>HpmmW zpAR3DV)8jbQL`YTCj?{2{EzOzb#wiwaR6BxE5d3SRSb1@3WbtDD#Sz+yc-F;b2FLU zSk^iB=$O)77F^4kw8Io?h@^FHQJF(4$?D%p0IO*yLr85i2Tm#U>C^x?0~Zq(?nK8H zlX5)JDu#F_S^!XFm;%5L0k9hkHLYo|^s<@bQkt)FHPv?OBdxQu4$%ZKc15VcKyeOK z%C5CKw5YO0+ogv;!Z7RD>#ASu^yW1=S%BSG)uwE8mx+(n*8|_fpwloMtEeOPh=SmFK|Xupvbm~Cr$N(+`sASC6 zQU#+dWzv0>qFzCRGw-|64>*;nAPnq^bhxG~0X=0i6$K@IP}KV-rkI1EkWQRxYpFfm zonwcPl$dZ5R5Ki6vDU3wn^>e8YIT9Sw2DE9W(TXLbSVD-7CSc5R1;~jqFMm^6RHwU z;dX}(t<}`1gqlM_RCV`3Zqg%68I?W+uI4Tzwa)?HHR9fC!G_yTGP{z^Rw^h8orb6% zLozD$v7kPuU=Zm#OO{ZenP4XX`c#-rXA8t}w*_JDBPbS`j%ofPwLh$_P`f)+?X_`P zoz#I)vuk!TNQYuYLE2Vvd`1c{9g!Xp-N6ZUKxa3Mk8jz~0k7sl9QyefVGaT&I~ZMuJ$82dq$_a|JXOB$$FKC;~>7nHw8Upl}i* zJys{Vjt7d7bN)>|-tu72z3?5Fi08eqMw5-^J^ht3qd>H;g#b$(D1b@1`6wC-u{&+z z#YCJ4$~3+I0KVi|oJlhZ+bP0oGNGg@jch5Bpy+C#l8B4|4BB9XjY8x|I9uwp64%AA z+&`X5!yOVP>0jvDsyjxauArtvMy0-!+(elY4atmZ860zNvpS*DE%;U$Ds>i9QB{31 zMJB4yIe=WXx9pXjrX*vRi-FrL4vul^x)@WKWDX*B)dG!j2@)9%i0XouP}=?YH4wB3 zD%!%z$yo<8O&2;{**jl&zkZw+hYF2p4TC-fDVwnesu9amIGFB`Bv0Xc%=IbOY3$6A z999?5dAvuGYL#^`BS^6$t&yq#CSU+2e3k~IbB67jFWj?1Y04Z(PE*kudiPPTKvo5H z!2zeN3j!`@-P(5nG{7WMJkOAA_xUY1i^&o z57yst#XjImFWkP%aAkH19*JoHO?nh=b`xH`B(bq1=@ym}Bwvw(Gp*)h>#C;pguov_ ztt)W^g+p4QG>2D73exI=v$HT21wx<)V$%$*s&#<}34R@b7Xf2){TZJG>UEtkVs!Tq zwK-l5P*dv}ve30fF+-_p&s4HF>p`PJu3oYrZGB?q$qtIa9kd4GhPI|=vCf@l04IJ> zHotP}IJiTe2MugKs^s)>Mp}Z@OBbb9t!mkN)K-?iy35p;$*Sh*w2;KrsY!cm;u5Vy z<(jWGURkZiUOG;WA*6Q&uPXxvYm0b#URE!Ra6vkfmkp*F>M1ldKWa4+X*Oc2AbHfa zD9~C;{{VGOsfFrS(BbN}y@E+FBHD4hTrN#oM413@zmyItf|Xpn8A=1Q0iAPp@Q3RPsk`#{d8xHu@}K&G~YP=1D(QWVz~XOw$>xwKOESUavY`O4~xa zWvXb`c7$T{1ud$P`#b z;Q%N0iIT=iB$>blScy&RM2^ZLHNCK1UX`|1z7EToCrT1cI@C(jIaVA~t}x~9b3D86E+ zG`D;k?X}?iFqoD<4u1&kO));81Du zyUj+Y45W4rz61^a4;YRN?oqFJw92ddGNpkaPQYosw}N>_6_htmqSV)y8>VSz>BZWi z@;3NL!Dnnm&}DwmmpNJ`wGOjrBS^Usr1FRwfwY@JZNBkR;?;kvKdOg5W0E55TRw0jb`y?+f972%Vi=Q$-04M4(*A-aZ8nE>h z4U5A2`asWTFKw@={ucGWeVUFp4MWrhi@xcaHR>3O3Gq|^0EwgKFgc$v8a??U{{W0? z^wFa2?;301T|^HpMlj&g()n9iEvz!GZWpZ}Gyqk;Enn?g!;5Y{w5} zF(ps=(fQ#9m^-a)sUjgj{&)v5{8h50J%SB>8(iF)hQLW?YbXIm=E|xS zM!*0CfWQiG_ES2_NBT^IUcuV4XBdbeoP=mGx63ke!lD z2@L?7FLCae6XA#&=-PPu_7o&dtfL^n6yV=cI`3vD9C6GC?CL zjyIIg5K2jgEnJoTbxIgOTslCke~haqd!~mS$j~3$ZW&Qp`@k1&u_Vph+ib z#*tc!M9g!Qo2jVn6LjclnWhxT?G&jhRFFqx>E1PJQbAAwUeIl2ppf859{koq<93^? zY_}07W?phug;zTpaC4deZ`@^tfzi5`#Cv(db+GId=ykEjNdG zBrQZ5bfFAaUNP3ERJQK|K^EgXcydprQkZp{H}~#RIh=@x>nLP_DoAlq7Es1jlv2&D z66#=RdTdlcdSSa*<+li2Gq$s>uAY+B(Cf%KdcA##D)Twf#!5v007v8@!qp6;h}0`h z!4%#`da48^S%IqVT%KyMG13e*A+;XfP}n|To2@l-<&xH&cQ)_}#*RtQmirRZ0R>8G zpJ`b~J%_1Qy<}vi1+-M9O!dq(jUbm!hgM7hR2k&oNQ?N{U~NGXSVxK1$MBatQms~+ zl$g6}?E_Y|fFN3{)C{WzNi8ZPP#}}g4rp#%zzsK^YZJ2<=E_OeXjasC3(%HoijCD4 z(V59=H`5f-ic_e;h;2zwr8;_4>8LC*&uu|k^z)H6EjErik1p`EIlWz-lv?2H{CD`Q zrgJlv3QcPD14@BRP|dB0V9Z*jAf25m+GLg$Ep=ta;a09=G|X`^vRJ0l21kqSdwbbt zvpioZ1TR=`V|e*?Ncf9)V|c2<-4DLxuBxauGN}IFOtGC&1`d^L!O|h3(_(J`%ovOy zzVZUr7~&w16zEh*x}O*dE#-0R&kh6~2dYUf<7Hx$sKJon@{I<2=HpCS01YyBfhJ;q zo2=!|z3<)kMXOqZ{;Lz>(H9o5{6{Psi!>Ugvpcn2%V%hnCsv(-8}1`xEJgRXJI)cE zlM72}RIw>4*}8Ed`GMSTCux!dU4SYq2?VGqbw=qtR<=`l)Fi4fB*j7XgXKK1G995# zh}0oISNmh;F?n~CdH94elRSt&FHwOFI~8T^8m3>0)Cv+|R62sHl-ZV{4C_(Q2dWO6 zEmx=z4Js8$7(;0Zk}u56M(E4t!^fKK49jde`2JvzUkq$%Izq_ywq%uJGgX^YO)CvV z7oddS^-!{wGDl{ZBn#;P5&_jsGS(eQw*LHKP@>o7cMlIPDOTcDc7^$^{{ZV8J2Uo5 z45u<>Mfjyy0L%{M4IS`2Z9Vt^T+(EDBg)b>l?39Wo7DI$f8rzX!H0vzS5|fbPL~#w z3eIP|sQkTt7TS}=LqxPmgxGf_dkxD-TW``IBT=}E=`{5Hn}@=$)<5Qw!{#t%IHi|5EY$JoJJP1qmbPS4sAi=x zQmWCYK#6)_if%v<3xi?5EM|QQ4tT0s3xRTcJ}^9n5aQx4Oz_b=D4S@U;;yR95SpkBsx2z08rST&4lg^z zfj)WJR<=+}Z@4CXQMt6|=JH7l-7N&l>I4ByrCn?YlHh=7g;M~AsIF#05DCNCUD@)v zmW^l9IsMf>jis(!re>afX_`r~=$)?d}qK zvRijw`%8aFq={7`ZxcTPK@%HT^1(WwgO}OcoFZ#Z^Bb!ij}t|x9+F0v45Fe6!p2lp zMpHtdKdh}xqX`8f*c&;SUt_!|;B!k%js_9xW=WPH%M!;*b!#kS=~aqqvTUfTpjZF| zV)lT2_oR?XB#(W`*Wrz!YQfOV$O|%%SzxdikrF4wi}J@X;sB^=lO%oC;Z9l{01}5n znsZq4Qs03m>G@-GDi7MR)TZ%rQ09QKH|{jZ{8)Y%(P-wf%}umjr%U{rY90tbAIfd= zz?Vg&54t!c8I;`&latz^A_x%(Lq}wjrKAG{tOCMRI>;hs%wRZ9{^Um@poWRRzrwEK z93_FhEgW!xX{{Y%H4CAtYgsmKvz_7pTvZ4<*VydIWk>`cK5XQGW9|82@ zp4tv`vdH(%I;lv8KXd|+G>W%6iT8CGa1Xph=~4-?oFTZTz|6u-YZ2$o6R?kymBYGz z`l#oYipt6oE!cfy;K&L!`Gz9cHsUksOpaw=!@0NX1oB^S;x!JgzJ??Kb(%mDV(!Hi z2YWLrfh3S5<6DI=(p)VZ7C>Jx0wVC&zuty}AJzsR0vUl8u~J6HZX{Y87WyH3%)tus zjY^cpr=(k2HkNZ;ds_;M)Xg&G4$4a>CRW=7a*++tY6qIk=9!XA`AX$X;YW|~cLLIS z;;kcaOVfK3KdW)E6C&{Hg3c}XP&|?6-GVcB;jm9WzrfTGvAc0mhiA~+2TSK;4kp{(3)2QM| zEMyhP!&@tZYl7pX2?M+XC(JDlq{#$QAb0+3BgF(}MOG{J!)lsy7J?es; z6?=k5-6e)j4G^GIwuELimKCJxs=AFZqA5J#8EUpXG1Vng3}qUv zYzLBj{{W?Kt4YKcHp-TzEX*__0K^?psgwh-W+cI$)PhV~PS_yF$aMZZzmSYRiIE8( zwbm0bO#c9pG5-KmN7D`taM$RlihF%j9;}dCNbu?apQyzUPxPwH`F^Suvy|`I1RhIG zV0ccV(cL7U8NMzygb+>U6b}=i2lZq`T1cMz0xycr(XxS+PV3{usE~f`O~ek+K6Ctk zeiru#uv#gx;o7RYluJgHU-{GLI=j5~@4{TtMWJsF0NkMr!yx{p51N=i5J(?iEDX7$ zML;#iOOKkX&2)%rhDE0)!%U6MgAz%NukprywCLdrOKE?pm0?FZSfYbYm@uKqr$~02 z-lO5WPv#6;_z3OD1rm_(+s+%x)Hk7MQ91E)e zP8=NSfEh8b1KgBY&|rn!{{RwHEvlwnz+wXha12Lnb<(6tw2-m`%Cw^POEHzqc7!B4 zhM8y0Cqs(Tb7HxFFyjT@6!znh*hs>|jd;A73B{OhBTVGfhAfdMb0^zCrSP#lDvrKDcp}2<~ ziu#uhF=kRc9Z%M01=aBSs_OyPQnffq8QI@OsSNM&WI z1y~sb8yWJ#A4#tTr%v^xR4pKnqFXVUTk0B(S^^7)ujR_E~$# zKfZ7h-N(I_hPCrziAIegMy6o0B=$)H(n6LJK;%fC@xBC+1nPeNXaRhSCitdOg*RoR zTB9I6nt@7c9r`4do7+=(?`X$MWx@{QRUFqBS_tk))O9<)+}UsRRya8tO0g}_dZ|;% zuP0B5EBK)Nz8Hi9qMczHf{RXpAF_YVbw828Wie$liQRP>j=+zX@cb}0L~_ok^=puB z8{LRtOy#5l%u9}g=i!TYGx!kur|KD z`6?_h06MAEs;^+r<*4|6)~W8_40#5^PjXutK$j2`HM%yUn!jC7Q!!qrPGHth0E&!$ z%reDVZKAu>ozPs2@-t*Di)x#gkvgRlqfSFIiBSQVEl640Q7HmUfhT#1!4TQXP5h4~ zdC0j26P!CKRY6eHfNdn|N@cAvrP`ZRUHd^aC@KH&D_8TnQM4mSPKq#)`w5z(C(y1nyTVmehm} za6#wGR+;2)^XGzfDv>NV)((kcyC=3M>t)oUg4$L;v}5Jf>pwGzmaw#sFLH-HBXAw& zjFiN}(pC~SsG@toEF>QtCOeNZ9cUIU@+e8AthqwHLZtrygRogKa$s_n3KfVOkQ5!j z8)58ofC1nVlvvX4!;x~?>TMr(ssw5cnb1w{RCRK_n*c>fGESg$h%*rAiQAGFFf@tH z8`(Ech|(85Q30c>>$5D{MefT%Y3V-c(@;LCIut<*%3z3t#7CNrJ+Z7NXmMP-p3$dF z7T6|YpjG8^?C?CDqsB3ykQpu#K=b<~8c!~;fUL300~8=uTd&6f&+r|-kz->tCV|$ z467Q48mR@%{{V__b87>?KQ+*%$ADs_eGlO-{7dZ)pymUxP>9*OiwcW%K>3F#swNS2 z1qQ+if?!d?jLfEPe`uX`x41wXTCZfg&C1s+z+0|LN^*5rl>up1%N403R4r zCs7JS5h_Lkw@I`D2y=PmFh3~iUw^>AZPScsv(*i=|n z_k@l1G4%yDxI7+YME*RMY>duWSbPk^ug-A1r)Y=JRcB2_XAFO32tqYa?GS*(k+w9x zscTwT(&Bh&^&X2WDP}GXFanJnj}IY<%&ju90jcJt$&uJvR2_RU+AdbaMxsbu@5Vi( z2GMl!ofDaa21%$R#a3r{j$5!g>eT=c0BYK4hz18)PMHwQ%cWGTs}RLmS)WR%gDfI% zwfpLH9?u>r@Z(K?lSL|+Z1gJmYjC4xAU0BLn5+gK5S?Ci9M9b7#S{?AZfQ~Z^`1BeMySa$c^ zs`I(^ zkJTU;{ZMU;*|NcncK0D_$ucHS6#oEFODZOk^+;4dtK!#DAqDN=IpLLF+HH`5fYdjb zOXm75Ow@fOl~PnY7GqG0F(d#04Il-90AIaSDCZfRhNWDVYPQPoy*5;(9tH{X-tmr$ zY2`KnVs%jM%4}u3>1yy+<=yVu)&}vs97izlK*tLivO(Z)MEu%(;z!|u1OEUi(>gs0 zSN2$ZWAPuJD$`(_+K-qf>Cr$WkU#ujze7yV&kXFhU#d=GPw=Ld&~u+Eici#U>M%jT zD$4I+JC(>Qi3wDW_0hMKj4(4c#U!}4*@7NtgHju-r}@;D_V3b1*PqH3fyqYHcEleQ zJibmn*HQj;Iz#aT>4EX5BQ=H)^QKj zd0KGFlXkZ$VgCS#?colaIR5|?v)&MbE#5G&T;JM^h9BO1(`m;lFZj9h)_y~5Kdx~7 zsXq@**UjY!d5(}d5LTM^ofrAfuI^Y{tCL~?@J?S_JIddD@2fGbplbX zXHpyq8laJdK1mwb%6nMW$N?dltWM!g_aOdP`C)EpaosVn(PV{MApXeMSdsK5ei$zA zq6v+UiY+c4c`!a3pRKuIgG^aW!}lW`twG3lPJlc&i~$Z&rLd2deLLwMERFc8nD}Cv z3v^UKBFfDXSxfcwhLQkJ@QrLpCQu3{oGf;=R8CMB+Y505ra;}biwLxMqXgwAhQ!@3 zm*ce*GA&mM(WzD3E9tuGSpkZZE2vui_%{a3n4aZ8NQh0)&D7tlQ5>o@{voH)^TWf5 z-DQ0?kJ@|_57I{gN8EO1>J*lfJ*$voVG6eIH^72gNtySuBT1wS6wY^utbksH!m-e@ zE&+nWR4|xf$cUR@8C;#M&fk6$CJ)PJ%}c|n8g&kq&2k0gOb$8<`4 zBg?}ct>)SwfDQXvwGu_PfMo9gP9v)s5G}tRP>5lO7jgmVEj~encd&^60H68({3on< z**Ia@xij3FqnxI}t_xd88b~)XS%qm>7Z8s-c6Y*!YJt$}4j}&k3C*CwJ2TuuZkA2k z-PK@P0cPxolVD**q?iJ6V-rd){{TN>0mD_8$>fBYrUJ&BbN81205Ck`8rmFtK+lTE z;MsyB!7la5B59;}LAKrZ!$XPKAT13RDUP!%rHl1}$GWLSSxKAgsBlC*W>ZPJ$UfAOtpm@{#B7g4R1SpzVSUw>q`(W#h*nI1}Y zmnYdPS6rf&1z8F)7eZMyu~Q(GW>aDq$%W@@rOCf%oRQPa{CVnq_$dnWC5e z)Q~`q=sWg@EawwVoP56lJ(zmDefX7WK+uTONU<;iH9CWFvx4X3paT{-PhR&h8-0-Y9t2vxnZ)hF-(N@R= z9Kzhvl{2))uCpmsU$dc66rt^QwKG-JqCL$j;FAO>5_&ZaY{MuKzO&0qd8{mLEWM|h zQOa=?8&Ie`7*n_Xbo@R$VZc<<-al)kIgFi8hw`lc(M^YHlMYhA>D#?(T77rnj&p#! zM?HRtZOUvMeH3$4=>E=+HXw5z={NZq+iWP}DNF|c0Dee@9;9ZUU*%`>i%*mM5HLO; z)#<^2)3?7wK)%we8-)@~RB`7~htZFJ$H?G1uO2G@$-}OiaNus&?U3=krwGc4_|51MnC_vXiRP#yx_; zB>6?$cDxmYp9wopegM-X9J;25-U=T`svS3=t4tr%64$qBj;e>}reMP3mT>hMCB&Zf zxwY8y4cn4iqTB|c)mn)S*<>A~u9HQGP(Wd%#1p-=+Hji}2E8@*793NDH0mHO*4@5l z4awY`c7*J?E)6E1%y>7D&lUyYORW$B+0sDA$dtodIMJfGX@h*AQ<NV<=DO?vHP;IAdC!H9!9 z?aQB>`tQd;(cNclaP5&2ja7oKN0X7^-}J#2)EX68shwNstn!>$U-*(tbk> zZAX6RU%_X65jLinrN&1(j7RoT5B;q_%NN!R&`J)Z?B6nlnc{T+0B*7W07QOGi03fw zQ3`bijR*#<1J11YukSv;1d`3AJ-v325Ysh7Vq4;a@@c}!Vqg`I_KMV~pLK`E-$H#~ z5ady=si6o}xMF_Vjk*5(Sz~8aZLH#BDoyhA{{UzoFXe^gY{ab%bK^@VsZl~Ks7&*C zKab^xLw5S4IJj<8OGox;()orz_M;X@01#&4;+4#^jnx-zkbXB9k1iY&X|<;EO8Y&< z-L!To4G5|CXoy=(%ehcB)M@QhX=b#{3}U9kPHs${&Y#BxrNyqck;C7b`8d9v>4WiM z`^Gevx*{&K^+2DS-T!#Lxr>JW02D z*49=amay3uCDD}x>8zmt0A#YCm>Qt^7-<-D^AYHPKDg1P8!yrKUvi+@Y+nBW0JHSQ zh6z1_v(#}GsMTXbq!m&HWNOH=0CqIsU)?UQph?t5i8t7p4VSQXK$ESKdbT|Fi5$3<{f+5^N z^O4Kxjn8PP+?6EqSeio}nUUZ8C6kUpW~ug?h7OW5njz-RQ&kG>QEhr^)L5H}%LZ2B z`(!`TYg*TQ-$V)>GG#Ld$=tX+t{F%;V5&j(QT#Qp=s%P+|^9HU1O$X zD(YLfKKxV2^-t>4BXb3Zj`tr=;Bw=1tgMK?kVZP7oh3|i(98b-X&xeb{JCKEl9oe8 z{{Uo_O5|P@ztVNF`Ht>q5V-1y0j7v~ek7tnr}3Rr$~j?0!d8~kF(9Q5X$c>455y0k z5#{J%M2T9O#|>PD`L67|cm(Z+}vb{ec^pzUCreuqt~C#oU_52I$39cvO;p&=uEALsk_kO_(DsCa2j1v-Q;} z0;UkV9T?2!0z-A3#@_iSwdM)a`A_hgRgz)dfxm6F3+_NY z%jly8DYT^7*zOc~tw2BVMiyLm`ljUr<@=S-vvcbJBav`V{ki&JXa4|6fb3iE$wIzr zu)4b+C?n&4%K}{OK|}>Of)eA7Ru?dQ>5pC*QL6AigyBM&(QiLVeAE8`NmL400hZz0 zF$4Y$%5wPnoMOPa-AoBdtkxIHugVvgCl{&u!&jJz+V+4xxax|I8ikP1rf$<8M9nP7 zBWjCp)g;gF_2-7niGs71Wjc=)HOXogFTd+3KPUj=WIn>9R5w`jUmlIr-ro>G@7gd1 ziALN@67{kbP|1PIary7?5o``xg8QduruFft=1GtFqxTF9J5sC$=p{;yOII}bz&}&< z#pMTZtkf*y@69keHd~!PJxlz5eg~=tbzc($LaulZvkKXof{tBUwNe<0bdnV36icgqx6xC$DMHa}IyB!7!j;|!;k@>pV^?5q$^%txwHzIHdHJ~Btl4_){I z=rBTaT27BCY@Z&|>cW)+q=Ti@vNUpaETM;Z*z9Iw8Qt0$bnew?Yhv>&x!y9)%+W;& zGp3GSg(MuIY12hT5IG4Z$-H6pOPSL{>n&)$k5A zi{e0RUf1)}(4p#Sfq9<)0B6-K-63z;UoKyo{V}XP(3I*8c8iCkGyW`p)&BtKAC3z= z?5nAbN_&UtsXCvju^^Osip(}&yH{{cz&bR8?+`DA)TrDeO z0r6IK`EEX+3^WGne(OGKb{*#k`EHI1n=NmUs0YX|uIvz|)1>*T>)hT6(d^=*NKsVB z?I2&AwZESH%cz|t55?T=v6g1m7LSJU+^m(WTp`mss?x3jAWnhQQ>b+{;I%M-%+y<8 zom?;i0X`p8ETZQaut?^3worltg`V*vzTg7h9;X&6G{E)|niT?}&hY9jWvNMzAPH0T zA52r4HYkC3ycJPXqae-Ke?O?gvJGss3`2qqPK%G#bRIH&eQ^Ug6kiek%~O68QAL8V z@6^pP%neiY#DXs}s6DUN-usdRi7-Cuh~=dIe!MWQu(xF6NrY>vZih=82+>WpyClcN zK_4;a-wjeWM$9{Sq8^?R{vw~&{{RE46XGKIQ4A;kl}2Z#gzZTe<~~;XOnq=ByzH1T zvHO)yW2J33L~s89Q}S>=m;qaeP3mJpRL4m{-ii+yZ>{{f;>A%vC{!rAeq-pPOfy{q zjkf;){Yk*Vb=rS4`{^)cR9j{H;mwsBb;s$ofVY zD!Yk6)YIkU7u9%`cHQb9$Dc4UMb#a}7;Pqv2fq~sT9z8v9^y~nX9tnoN(pALKB&u( zBi`!Im`VIp;EQ8Y5Ql^E&#IL?l?J;yr-0S@5<^_5#-Cz|C-SydLO?0>MW z_^|`=z{M8sd=Ud&>H=1;6HnANt@~Pkeh}xgY4_%|wwt$w>OZ7sAEul}q7-81EyIW) zq#yS;DX?N91b5C6fUFxzBL4u==VCDLsPaRj&3T?jq_m0mTWQ%uT!GGS1dHwP$5FVJ zokGU^B}jmNs>?6asw3S-B(|BThV5IyX|KlvkZ2n=a}}(nvp99x;djb;5=2 zra&bno5+Pe=`*On7t*3hiNETPHy$`uQI~FOT_@(=+H3Sf%j5&V6vKlh^uDE4QguD4 zl`CQdvX)@LSy_T(HL}Rx@|;O#_uIdMZzaQAuk|HGw8&yK#^yqi;VUt?8)5Bfi?_LE zbw-1C_uUh(th+1@?Iu2iV1{t0wwctX7l_o0ul&+heshVL#M~;$OlVU70MZOMRvvm- zehP7A(Xt^;r+Hsg;_tqd`j5=wv$`c%qTVVMxbyzU*YeUZJz@UF`j0nLmZGT~ae#@Jy#f zyszM6_uzVw5~sx;3UvB1p!S}SALqgPBTtt90GRbaa7WjZpeS|tH8x> z`us4E!#al3*TDgAD}bn~y&vmsTS2 zWy8?op74=xcrsf1P7G2?>&uYef}t<~9#v`o0OD`RVmg|kRK)#{;V)l+G}sRg+8@A= z~zhza7w8{o5WsK<9kIcss>h>Z81@c5*+uc^+3}d>RzVfwco9ks$Vb!cSrWQ z-wFZw&z6Zt<6*8cnooTJF1op9>F(GZW!H zcu~kSlwq}9tRc{LWMZgKDZ502zaz1^i^qNv;&xhC&<)-8RR@PT+((!qKA)ZgBZ#aQGBFzZv(frXK^AJbtLtEkw2vVw0I=vR{K)X43}PHH+$b?)Wh}==v;2uVJ~Y?s2m;1sA1LE07A~h~#O`jD}X50+lmKQA)bHkje-n zVU8viwH7iTs=A$Q_HzSD z3}UdJDKBm;n|;3s$MkK@f!U##nFfEP@&SZS&Gy+*1ol*cb8K10;kNhcs8Gb4lBZwT zR}mvm+47}z7K6n2d`SgNfu0fylA2mnA=9QUi#;VrNJQKnKxa24#`YV5_he#*meY;YD*lcqwvlQ zF!ZG~kAde1wS9|mB0t`_LF4@=!;j;f!5);Q!BD|C9a1gq8;Sn_k;{LqxNnF4_knLo zQW_>489S*juEcNxM z=S+2M+^VJ)?vZIDA@8^H6}JKgs;;l-=bty~Xsqw2ig40Cxxt5geG{yp>MFLu1;0j2 z{{ZaK{{UF<)BgaR#e8iJC(HRx46C>ZBlKY61NA5${$ay^zTiGGhUB9Rsl(NAzeY|Y z`x$@rj}89$iul?InQBIfO zbcG-yPnYtP>@(f_Kvx-WWZXmuH1dbfKald+X9%$H!48q4H}p#QDuV03?J1l)rci&I zpUDDG`Z>TqFANar8XSEU935T?pNV@4&i<_oyLkTqN$}D2If8$d_*42ukkK}t7N+G> zR`v(P`B2LIc$W<)=k~BZm{007^;+A8JCs@;!MKp$FO)z0%ZJa*XGCFxq^QDI!#ZYB zY5NDy{{ZaSZ-*7(!~Xy_PveDreHojh7^8h;$&{IFlDQX)Ren}c@bqOY*NC_T}U9$C&DPsder`QpD( zrN_}hg?A5B#b0F{Y=s)~fFOnH^L!$ezqDyorqxY{YO!|Q&DfD{KAUD9Z|{nsf`d7A z=23Wmvu-_2T~f6*6(BeqPlp1)O{eWv7a)K{^OzXTQxih0XEX1;X=Nue&1w$|_GQND zT}Dl$6^hx82bowgvgT^lP{J(W2N%2&3SUzW`0WuIL65q7TKF~|B2?-7F5$@^?mWoB zoK_L`b4T4EQN*+5ci{t$dkx}M+g)7eTT%emnc`VG&H&g4Z0ocRLcnsu>AwR^MJojmFcEVe$T-1ws97GPnR<=Iat5Qf?K`%0otVJ85`1vB6-@=^$JsTeM|ZIr?P*e=5O`#*;XIe;+YgbT;mUvV24Oh+#ob6&5AvL(fc!P8En6s zaa@T%Oz4Yw{#dip7;tP7#u~g_rgGlI_<&X#Xsn2Z;#mX8kJiqx9Jw8~y@2$MB8j+H zjZkR&6yhWNUR?KT&v3$iV?LwkaKX|PKt}8vw6}z&YI_~x1b@BqhqxXg!$f?uN9cck zEOeD59|ry^t^JH~QMC-8$B6Lr^f}Nlv(hZpKj8S2@4+a(#`w~(bWEZ$kW`HC2xubU z>8YA^XzpM^=Y&5V*N8fKebd=Nt-7ksevVvS$t~0wB%k+7h6|m{E^H4W0AM~bx=DoY zt)lRj{{Za2#Qy+dhx*Hge|*IZWj-ZHDqsDWIG^lg{{YrpH~Z!%#na-7@e0c)><5ff z9gd`VaV{GlT;3Wn?HUr2>P>c`T2l5)#)rL6DE=*;;dAp`;-AmQ4jnBY&`3BcXJWek z$oR4MviT$B#CUlB0M49W>dZQierSFPqe4RB`x@eZ`#xNMnZ>wp{{YS6he|L+1MkIA z!Os4l((n6Eac}ZeW5UwMUA=+v7We5=j&a3!Z{Ty0^7&$Z zrAgm3qxg3><&Pyb{T8zZ@l8*Te}=#Qa};rSV|g;Irnun?