From e8f6e517003fc23d480ab6bea7e0ecf619646749 Mon Sep 17 00:00:00 2001 From: Steven Date: Sat, 22 Jun 2024 14:27:49 -0700 Subject: [PATCH] Add results for various strategies against Slumbot --- .gitignore | 4 +- README.md | 54 ++++-- notebooks/abstraction_exploration.ipynb | 14 +- resources.md | 89 ++++++++++ ...strategy_4_cfr_abstraction_baseline.joblib | Bin 0 -> 49429 bytes ...mbot_strategy_4_cfr_abstraction_raw.joblib | Bin 0 -> 45830 bytes results/strategy0.png | Bin 0 -> 51306 bytes results/strategy1.png | Bin 0 -> 46822 bytes results/strategy2.png | Bin 0 -> 49108 bytes results/strategy3.png | Bin 0 -> 47165 bytes results/strategy4.png | Bin 0 -> 55851 bytes slumbot/visualize.ipynb | 165 +++++++++++++++++- 12 files changed, 302 insertions(+), 24 deletions(-) create mode 100644 resources.md create mode 100644 results/heuristics_slumbot_strategy_4_cfr_abstraction_baseline.joblib create mode 100644 results/heuristics_slumbot_strategy_4_cfr_abstraction_raw.joblib create mode 100644 results/strategy0.png create mode 100644 results/strategy1.png create mode 100644 results/strategy2.png create mode 100644 results/strategy3.png create mode 100644 results/strategy4.png diff --git a/.gitignore b/.gitignore index afb2bda..db7e67b 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,8 @@ +.vscode +old/ *.out # Local Files -animation/media +animation/media .DS_Store # Byte-compiled / optimized / DLL files diff --git a/README.md b/README.md index e11268a..c0f1a6d 100644 --- a/README.md +++ b/README.md @@ -51,16 +51,33 @@ Poker is an interesting game to work on because it is an imperfect information g - [ ] Implement depth-limited solving to improve the strategy in real-time - [ ] Implement Computer Vision + Deep Learning to recognize Poker cards, and so you can deploy this model in real life by mounting a camera to your head +## Important Files +- `poker_main.py` contains code for the GUI interface to the Poker game +- `environment.py` contains the game logic +- `aiplayer.py` contains logic to interface with AI +- `abstraction.py` contains logic for clustering cards based on equity +- `postflop_holdem.py` contains the logic for training Poker AI for **postflop** +- `preflop_hodlem.py` contains logic for trainining Poker AI for **preflop** ### Timeline 06-06-2022: Created a basic Poker Environment in PyGame to play in. Wrote classes for `Card`, `Deck`, `Player`, `PokerEnvironment`. Used bitmasks to quickly evaluate the strength of a hand. + 07-01-2022: Started learning about writing the AI. Explored different reinforcement learning algorithms, look into what papers have done. Realized that RL algorithms don't work at all in imperfect information games. It fails at the simplest game of Rock-Paper-Scissors because the policy it comes up with is deterministic, and easily exploitable. What we need to do is take a game theory approach, using the idea of Counterfactual Regret Minimization (CFR) to create a strategy that converges to the Nash Equilibrium. + 07-05-2022: Implementd regret-matching for Rock-Paper-Scissors + 07-15-2022: Wrote the vanilla CFR code for Kuhn Poker + 09-07-2022: Implemented abstractions to reduce the size of the Poker game to solve for. Implemented a simple clustering algorithm that uses these EHS to cluster various cards / scenarios together. Implemented basic monte-carlo method to calculate the EHS of a pair of cards at different stages of the game. This assumes a random uniform draw of opponent hands and random uniform rollout of community cards. + 09-20-2022: Used this project as a personal poker trainer (displaying the pot odds). Can help you refine your game, see the `learn_pot_odds.py` file. -09-30: Write CFR code as a library, since there is no universal support of CFR. I wish the researchers released those, but everyone seems to just do their own thing. It kind of seems like the early days of neural networks, when everyone would write their own backward pass for backpropagation, until Tensorflow and Pytorch came along. -06-15-2024: Started revisiting the project. Used simple equity to cluster, since computing equity distribution is too slow, my compute not beefy enough. + +09-30-2022: Write CFR code as a library, since there is no universal support of CFR. I wish the researchers released those, but everyone seems to just do their own thing. It kind of seems like the early days of neural networks, when everyone would write their own backward pass for backpropagation, until Tensorflow and Pytorch came along. + +06-15-2024: Started revisiting the project. Tried to train on the full poker game tree, but noticed that there were too many states to train on. + +06-18-2024: Used simple equity to cluster. + 06-17-2024: Split into preflop training and post-flop training. Started training over 1,000,000 different hands, with dataset generated in `src/dataset`. ### Dataset @@ -70,8 +87,14 @@ I generated 1,000,000 hands of poker data offline, which I used to train the AI. Poker has very high variance, which also makes it hard to benchmark. I've benchmarked against the [Slumbot](https://www.slumbot.com/), which was one of the best poker bots in the world in 2017. Measured across ~10,000 hands. API code in [slumbot_api.py](slumbot/slumbot_api.py). Visualizations generated from the [visualize.ipynb](slumbot/visualize.ipynb) notebook. First 3 strategies implement logic purely on heuristics. +### Strategy 0: All-in (-295.895 BB/100) -#### Strategy 0: Always checking or calling the opponent's bet (-142.325 BB/100) +```python +incr = "b20000" +``` + +![Strategy 0](results/strategy0.png) +### Strategy 1: Always checking or calling the opponent's bet (-123.335 BB/100) This is the most naive implementation, where we always check or call the opponent's bet. We never fold. @@ -82,11 +105,11 @@ else: # opponent has bet, so simply call incr = "c" ``` -![Strategy 0](results/strategy0.png) +![Strategy 1](results/strategy1.png) -#### Strategy 1: Naive bet by equity (-77.36 BB/100) +### Strategy 2: Naive bet by equity (-112.045 BB/100) ```python equity = calculate_equity(hole_cards, board, n=5000) print(f"equity calculated: {equity} for hole cards: {hole_cards} and board: {board}") @@ -102,24 +125,25 @@ else: incr = "f" ``` -![Strategy 1](results/strategy1.png) +![Strategy 2](results/strategy2.png) -#### Strategy 2: More advanced equity +### Strategy 3: More advanced equity (-204.2917 BB/100) A more advanced heuristics that makes bets based on the current equity (see `slumbot/slumbot_api.py`). I actually played this "AI" against my dad and it had beaten him :P -#### Strategy 3: use CFR -CFR on very abstracted version of the game. Preflop and flop solved independently. +![Strategy 3](results/strategy3.png) +### Strategy 4: CFR (WORK-IN-PROGRESS) +CFR on very abstracted version of the game. Preflop and flop solved independently through `preflop_holdem.py` and `postflop_holdem.py`. Abstractions +computed in `src/abstraction.py`. + +Still need to implement kmeans clustering for post-flop, turn, and river. + + +![Strategy 4](results/strategy4.png) -## Important Files -- `poker_main.py` contains code for the GUI interface to the Poker game -- `environment.py` contains the game logic -- `aiplayer.py` contains logic to interface with AI -- `postflop_holdem.py` contains the logic for training Poker AI for **postflop** -- `preflop_hodlem.py` contains logic for trainining Poker AI for **preflop** ## High-Level overview of AI diff --git a/notebooks/abstraction_exploration.ipynb b/notebooks/abstraction_exploration.ipynb index cc089d3..d466a9f 100644 --- a/notebooks/abstraction_exploration.ipynb +++ b/notebooks/abstraction_exploration.ipynb @@ -389,6 +389,18 @@ "visualizer.fit(turn_equity_distributions) # Fit the data to the visualizer\n", "visualizer.show() # Finalize and render the figure" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I will proceed with 50 clusters for flop and turn, and 10 for river (river doesn't need equity distribution). It seems to be a good balance between speed and performance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { @@ -407,7 +419,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.12.3" }, "orig_nbformat": 4, "vscode": { diff --git a/resources.md b/resources.md new file mode 100644 index 0000000..3141932 --- /dev/null +++ b/resources.md @@ -0,0 +1,89 @@ +# Resources +A non-exhaustive list of repositories, articles and papers I have consulted to put together this project together. To be continually updated. + +Git Repositories +- https://github.com/ai-decision/decisionholdem + - Recently open-sourced solution, though it seems that it doesn't include the code for abstractions, nor depth-limited solving +- https://github.com/matthewkennedy5/Poker -> Really good writing +- https://github.com/fedden/poker_ai +- https://github.com/jneckar/skybet +- https://github.com/zanussbaum/pluribus (An attempt at implementing Pluribus) +- https://github.com/doas3140/PyStack (Python Implementation of DeepStack) +- These students tried to make a copy of Libratus: https://github.com/michalp21/coms4995-finalproj + https://github.com/tansey/pycfr (8 years old) -> implementation in CFR, not support nolimit texas holdem +- Pokerbot https://github.com/dickreuter/Poker +- Gym Environment https://github.com/dickreuter/neuron_poker + +Blogs +- https://int8.io/counterfactual-regret-minimization-for-poker-ai/ +- https://aipokertutorial.com/ + +Other: +- Really good [tutorial](https://aipokertutorial.com/) by a guy who played 10+ years online poker +- Poker Mathematics [Book](http://www.pokerbooks.lt/books/en/The_Mathematics_of_Poker.pdf) + +Paper links +- [An Introduction to CFR](http://modelai.gettysburg.edu/2013/cfr/cfr.pdf) (Neller, 2013) ESSENTIAL +- **Vanilla CFR** + - (CFR first introduced) [Regret Minimization in Games with Incomplete Information](https://poker.cs.ualberta.ca/publications/NIPS07-cfr.pdf) (Bowling, 2007) + - [Using CFR to Create Competitive Multiplayer Poker Agents](https://poker.cs.ualberta.ca/publications/AAMAS10.pdf) (Risk, 2010) +- [Efficient MCCFR in Games with Many Player Actions](https://proceedings.neurips.cc/paper/2012/file/3df1d4b96d8976ff5986393e8767f5b2-Paper.pdf) (Burch, 2012) +- **CFR-BR** (CFR-Best Response) + - [Finding Optimal Abstract Strategies in Extensive-Form Games](https://poker.cs.ualberta.ca/publications/AAAI12-cfrbr.pdf) (Burch, 2012) (IMPORTANT paper in finding) +- **Monte-Carlo CFR** (IMPORTANT) +- **CFR-D (Decomposition)** + - [Solving Imperfect Information Games Using Decomposition](https://poker.cs.ualberta.ca/publications/aaai2014-cfrd.pdf) (Burch, 2013) +- **CFR+** + - (Pseudocode) [Solving Large Imperfect Information Games Using CFR+](https://arxiv.org/pdf/1407.5042.pdf) (Tammelin, 2014) + - [Solving Heads-up Limit Texas Hold’em](https://poker.cs.ualberta.ca/publications/2015-ijcai-cfrplus.pdf) (Tammelin, 2015) +- **RBP** Regret-Based Pruning + - RBP is particularly useful in large games where many actions are suboptimal, but where it is not known beforehand which actions those are + - [Regret-Based Pruning in Extensive-Form Games](https://www.cs.cmu.edu/~noamb/papers/15-NIPS-Regret-Based.pdf) (Brown, 2015) +- Warm Start CFR + - [Strategy-Based Warm Starting for Regret Minimization in Games](https://www.cs.cmu.edu/~noamb/papers/16-AAAI-Strategy-Based.pdf) (Brown, 2015) +- **DCFR** (Discounted CFR) + - [Solving Imperfect-Information Games via Discounted Regret Minimization](https://arxiv.org/abs/1809.04040) (Brown, 2018) +- **ICFR** (instant CFR) + - [Efficient CFR for Imperfect Information Games with Instant Updates](https://realworld-sdm.github.io/paper/27.pdf) (Li, 2019) +- **Deep CFR** + - [Deep Counterfactual Regret Minimization](https://arxiv.org/abs/1811.00164) (Brown, 2018) + - [Combining Deep Reinforcement Learning and Search for Imperfect-Information Games](https://arxiv.org/abs/2007.13544) (Brown, 2020) + + +Other ideas +- **Depth-Limited Solving** (IMPORTANT): This is a key technique that allows us to train a top tier Poker AI on our local computer, by improving a blueprint strategy. + - [Depth-Limited Solving for Imperfect-Information Games](https://arxiv.org/pdf/1805.08195.pdf) (Brown, 2018) +- **Abstractions** (IMPORTANT): See [[Game Abstraction]]. Abstractions are absolutely necessary, since Texas Hold'Em is too big to solve directly + - [A heads-up no-limit Texas Hold’em poker player: Discretized betting models and automatically generated equilibrium-finding programs](https://www.cs.cmu.edu/~sandholm/tartanian.AAMAS08.pdf) + - [Action Translation in Extensive-Form Games with Large Action Spaces: Axioms, Paradoxes, and the Pseudo-Harmonic Mapping](https://www.cs.cmu.edu/~sandholm/reverse%20mapping.ijcai13.pdf) (Sandholm, 2013) + - [Evaluating State-Space Abstractions in Extensive-Form Games](https://poker.cs.ualberta.ca/publications/AAMAS13-abstraction.pdf) (Burch, 2013) + - [Potential-Aware Imperfect-Recall Abstraction with Earth Mover’s Distance in Imperfect-Information Games](https://www.cs.cmu.edu/~sandholm/potential-aware_imperfect-recall.aaai14.pdf) (Sandholm, 2014) + - [Abstraction for Solving Large Incomplete-Information Games](https://www.cs.cmu.edu/~sandholm/game%20abstraction.aaai15SMT.pdf) (Sandholm, 2015) + - [Hierarchical Abstraction, Distributed Equilibrium Computation, and Post-Processing, with Application to a Champion No-Limit Texas Hold’em Agent](https://www.cs.cmu.edu/~noamb/papers/15-AAMAS-Tartanian7.pdf) (Brown, 2015) +- Subgame Solving: This seems to be impossible to do on a local computer + - [Safe and Nested Subgame Solving for Imperfect-Information Games](https://arxiv.org/abs/1705.02955) (Brown, 2017) +- Measuring the Size of Poker + - [Measuring the Size of Large No-Limit Poker Games](https://arxiv.org/pdf/1302.7008.pdf) (Johnson, 2013) +- Evaluating the Performance of a Poker Agent + - [A TOOL FOR THE DIRECT ASSESSMENT OF POKER DECISIONS](https://poker.cs.ualberta.ca/publications/divat-icgaj.pdf) (Billings, 2006) + - [Strategy Evaluation in Extensive Games with Importance Sampling](https://poker.cs.ualberta.ca/publications/ICML08.pdf) (Bowling, 2008) + +Poker Equity: https://www.pokernews.com/strategy/talking-poker-equity-21291.htm#:~:text=When%20you%20play%20poker%2C%20'Equity,at%20that%20moment%20is%20%2490. + +Other Links (Web Pages + Videos) +- https://poker.cs.ualberta.ca/resources.html, this is really good https://poker.cs.ualberta.ca/general_information.html for general information +- Poker Database: https://poker.cs.ualberta.ca/irc_poker_database.html +- [The State of Techniques for Solving Large Imperfect-Information Games, Including Poker](https://www.youtube.com/watch?v=QgCxCeoW5JI&ab_channel=MicrosoftResearch) by Sandholm, really solid overview about abstractions of the game +- [Superhuman AI for heads-up no-limit poker: Libratus beats top professionals](https://www.youtube.com/watch?v=2dX0lwaQRX0&t=2591s&ab_channel=NoamBrown) by Noam Brown + - [AI for Imperfect-Information Games: Beating Top Humans in No-Limit Poker](https://www.youtube.com/watch?v=McV4a6umbAY&ab_channel=MicrosoftResearch) by Noam Brown at Microsoft Research + +Poker Agents Papers +- Slumbot "250,000 core hours and 2 TB of RAM to compute its strategy" +- [Polaris](https://www.ifaamas.org/Proceedings/aamas09/pdf/06_Demos/d_11.pdf) (2008) +- [Baby Tartanian 8](https://www.cs.cmu.edu/~sandholm/BabyTartanian8.ijcai16demo.pdf) (2016) "2 million core hours and 18 TB of RAM to compute its strategy" +- [DeepStack](https://static1.squarespace.com/static/58a75073e6f2e1c1d5b36630/t/58b7a3dce3df28761dd25e54/1488430045412/DeepStack.pdf) (2017) +- [Libratus](https://www.cs.cmu.edu/~noamb/papers/17-IJCAI-Libratus.pdf) (2017) + 1. Blueprint Strategy (Full-Game Strategy) using MCCFR + 2. Subgame Solving with CFR+ + 3. Adapt to opponent +- [Pluribus](https://www.cs.cmu.edu/~noamb/papers/19-Science-Superhuman.pdf), video [here](https://www.youtube.com/watch?v=u90TbxK7VEA&ab_channel=TwoMinutePapers) (2019) diff --git a/results/heuristics_slumbot_strategy_4_cfr_abstraction_baseline.joblib b/results/heuristics_slumbot_strategy_4_cfr_abstraction_baseline.joblib new file mode 100644 index 0000000000000000000000000000000000000000..c3b28795088edbdd43ee053290b37f15cbaf6c49 GIT binary patch literal 49429 zcma(41(X%nx9)%A?(XgmY1|ze3U_zcV8Pwp-GT*ocXxLU76Jr!=l^`?@6@ilJ9)== z@9FV5b1tt{t7`A=3d@B+`y4Nm^UMb4=!X*o7 zl;?iLdZx7eKjQIImr|4^pzK!~8&#+c!l)-I3-d@s`pYHNJw?V2qFi@Gwd-Qre=z2n zDjHq=Hv?{{?4gfUH{G-h(FQ7v`WF-#J1;8wcw9{1=hB?0^BzBHA5gmFh$#9W#6GNw zn>mJi_1MfO4(Y*Yt9Z`W^>+gS4*%%Yq*VJ*u(~u*-mcat}bBP zPqFR$xOwNkiCbSp`Ohx9J}T`WSc+2Z)HnVt0L zMvuhwttiVYT()kd)TnOhvSf@Z(Cseq= zDSWPE`s`ARBl%zKqGHoqQJ%??abWG3dUM+XN-<*t#hDe4&24-&nUy$s>YFg#akpAr>rYH;~3PT z%%dlbuX9qO`(tNoH}CiL+g%)@%)I@7*(?@q6oujJCb#ThTSdix^W)DRN+b4k`KOyA zBY$T_#*=D_j1JWmEhTMI)8$7Ezi3=7r5PXsjq~*vQTmB_M5X$Q7rjIdmSLnJ-37^d zyHPM|53nk0a)w13QJO0{i32G-;Y z(HVw+!EBZupzjLaZD}ZL!FwzpufO}e4M$VfkS1;E_LTvC0ZT3Nm`;T?F*foxG%6Cs z<*hl8s5);*i$+sc>a8DDUMuzC#7L~4z(5}F?tCfgLu6Q)(Tk5Aqw5((#s)sdJc?0~ zld{G%?tjeX>mfyHkBIk&#YEV8R3xNHRigZSBMV92pS)JeU3XbaWZb-=XvsB~$ZTLt zK010p$1h^%50|7r75P(cE&t;z3Zb9C!PNicbz74@xrv6daUQkV!mX4=WxG69@|j`j zRVqr8etai%hkuq^8`$uf;;(#mh2>7$LXFH9NqJdLBpS)(Zf2{DsV5W}(TIYOi^dVy zrJ>Xs6WKl^Dx)MlAbPOZM&E;qjF^-er8g=vwysxXJlLS<;98f}s}+6S?sAlN<7v{H z3XhY2C{4FgjDbYdzS}7#z^+}Q?S3(wrF~@Kb-9F!9FidXMcL}JqVH9g!B-R+@hS7z z&-rM6Q#gN$_B;@=c_hdF<&u+!>AMeWQk`Yo=BRaH*NoDnE1{=9ojG(yUJjkjX6)u2 zVdQ7ts64PyIeB$CMd3L`#uCbcu=2CYJPy8BYHa22PSaSCvpTqb{@3t4S7T(QjZvKu zj4oPCxr*if(*GnbmpCvb70Y-eJ96fY*8eCP$piHKKj_P26CZ5HY~^c72lK*83b`5J zBI8+<{h6ZeyfVF8U6-5wKRDW1IjDPy3`>V^QfhRZuc#o5o#j%F$m8#sO4m|m#GI|j zxJk5VjtH|r6k?P%L|qq(YhaPlp9+tzG)^>ERAYb*L`DSK6{GeC0~DvWEE5@ju?!<6 ztBOm-$LV743^AOtKPj67!RXrzo=p>#Xt!^wI5I`7p+|>F;>A2M%EuRa{LVz3;1a}O z9EeiFi!N){B#TL zybbT{jNn|X?5wTnM6T`Rt>Y}J?cA*8%&6sDYv816>eOrEJZs9&qh|aRYUu?~;L zOm5=bZtWy&#m@u#>EFtU-o_c&$_dk&pBpWm9BueH)7q(_$(uVzn(#BOsWYg#6Rw5R zsFky=jkB~pKU{`V8InKQqsbGEKiwV|`Pj`OXabE~%ZQ>~%X zwTbhihEt<9KRaqWzt?xpG~lOML#I+5XIw3QKGk$i)^xJga$44OVpnrA)Npc?aJt#g zU&Wln#hm58@N+MRlRBF-HH(uyixWAavpfMmofA6y<2d!>I8$RggR?su)AJKIgY#E< z=lAr^AL*P-nVj-jopo8A#o3*2zc^2G@iQ!!bEdd6r??ZWg!87L^CQ1=;ui`N<>u#A zPJW{0b;{&%wpn4FoX(z{&ZGb*#4pZ_Uz|n({1nOV?8@xq$>2QB!r<5P()fSvQ{-~~ z_p>3lb2-3?9N@gq?F`N9EGgh@&dycr&+3HA=2QxB3g!O4p9cAyUHP46d7T`2oxq$< zyqwM-xtzN>`5Ezx^XwPrQ+B6b4(CXAXIu{FM>hQgF6EPA+~1SCdIs@63*`M{ zOyeyUg9_sYQ77I>dFXb@7bW9c!D9$_Q0(KWIl}X^flr=oeAEo$%g~n1E<=dk@!B$u z@fMrI2d_mQR%Ya&NrEk6#tw0AyNI$)RM_JZXRo5CyIrag8KL-|P=dAGfEcicYx77+ zT9nH-8gp&!*@%>vMb?XA{&{hAt4PbjjTb~~R{PP3Zx%+Ib&66f@}t8tr9+mxRO6y= ztrU+b3&Oe;D%(PZ$2?{Wu|^DHBa%Q3cHW+eAx}j7qFHvk-LzbJ2TYB6Qba| z{FqJ}cBdbQSiMn)iVY04jdl--dU4|enX(d7=3yCOpbAGX!5Pt*JKg<+%NlBpNGBC_ zf>yUhhO45+H8)CePSG&1Xue+ifqT!2lZ@OFN;BvwC_%eRoQ;R9<-bTo#Q<2q3XELz zy|Pc-VmFKvoKqv;enkhk=ws|b8Mgf(H{OW&yCS2bFSIRBQ#Bn z`b!iUQ>istQ@f1M=fT%S=UXm$*()P5WsTY5u#^oXT}`z8rU=h=w)gR#%`tXgP*mH; zP#!A}tF?5=6;*Wc(UWKJFl$-(r%UI*65m64Q%FC-(rJD? z8mu(KK=Gr$I5I%Y=_5+?a_Q4kQK+$E!5Eita}{~CBdt6~ET88`WrpuN#N{@l#O9vw z-sSS1JN;z0NDlFNBqQ^L_SotYljtq4o6b}WG4{j1Imu;}el03~5-C5r{P|f?Ss$n&kc_tcRsWTq+DptFmFXmZ3!NS&eF01me+tZo_d4wiS{ZoAYuJ4<*!v@+wc4PB%J=57KTa$5+g?TIP$z0aM zSk5j-e(GX-Ys;~P-KX&v1}Mv*)oJ&Aj`(esI7hT?flIA*ingqGsY0}3qp&Cnp9Rgg zxEv>{%~5^5PXy=uPlv(%MY#bk@rjI{BNZ7%M=3I{5*fFttv+779_O-fvZ8L2MDK|% zHK!}`ILjq8pDQx+R36?d*6$Dr;en6g`<3oxr74M;_7QD)a7Xs@qcW?1PFcx;;vTCv z{-$Co7x>x7!a+(yGfG6Fj&PlBMmM7RLxtCFHjOXRE(m-3s?5WN%1z_5zlz^FiC9p+ zqnOZ6H0dCYK$vcRr1?#0sovsOu5uC!pU3baxGamVQ1K6`F`Os}ujz5Vm)K6N@sV!* zdx*N!8jWoyNly+FS%-@*>`+xMKN@uPCjytBi)*XE(uOhoQ)t1Ott=n&)?rYO6H{mc z`8XCC=819tLGoFu=s#P8o#qmqLvx%HHjx8ok#UaYE@t7exKX#@KCAcWzE@V0exuSbq zg7KM!ho36m^WbC#?~mNgd5-dq6^q7*!v374!iYUWQD!c>ePMC9sAvqYi;1ytyP#-U zMAWBA=u~1*QkObe6m84ul8kmiNJF<4CB>N1A{K-GT3l42@tFc52Xjn=BzZ)Pe10s> zue4DiQ7gANOON>_#8pNyO48#wwHb4Xa(P8K2%y4f#3(IDPe2N0dkVv#0>htTX=UF1 zP>+``)!ryF8og3v40x+(8x><-yF4Y0Ltl>%^f0Wf7q!LSi={B?iD>Xx+lIH-P9#ny6d@ri>Da`6oMrg0;Y8X9;$$?DGN#Mul#0S}N@k>XBTIj!!dQ_)kx_~$ z4flK{MCF!Mfl;J?{34EVL#^xvX$S_rpIlhq4_v}G$_%T`$K*wrtr4}>xJoib*2A#c z#Wb_#~TFk&)tRkrRd6@_UMF^Q7&95gqK4cSV=mXeoc(Cc`pdvWuIW`AH?q`-M7J1h zna70yr5#`g^9BwT-G_-by!VVSMAJr!QoJ)8j1s#>yBzAN=-Y4N2Hn;$K&rvwnLnL| ztIXIpNKqf!Z5r}#Vll@%=J+paF>es8T_$?WVWpRtXb7)!qt0YSAy$Za%SD2vq6KNQ z)#4c3r6Le+Q1NMri1xd9!H3&@KHPrYD8A4*22I+maXX7DJG|H}l{k_|; zOC85WTl!uMY%}NutWAI@qCLEomlJ=ne8-UQnquUOU4C?X3rD$*ZLYvX*6Ib zyR*At_}Vdy=OYGbj_EGF*j8t2)o=-i(F zQH==xs^Z7%N=nxUiuR6pT>jteDyOoaK0*^Mq{sGBqHzgvzL-n;l8Rc>WIW>;8HsjQ z5Ot|F_R;NbX>plR@)C6>+Rez7i0aYgNO6&i;eYtky^PAPR2KQTBI86=MOnB?;{(x= zdSV_;I*}&i0zFEzv>;?<(2X>H$yzd(b$MGy(Rk?5K-}~(yOz>L4Mii^)>tHJB6>9y zzp{dLbQ@Az)T}F#QdY30*v^`x*YM*t%N+~Vsl7-$qbUOzM~OUaypfD-*dqTdpmcmu zag%Ld$)y^0z4I$7&B@(2P7>v(>^$72vC*E?Si&8&CT+P}|0A}dWf5I2Mp9&4r_2Z) zS&>nkvaDgmWat*sWnm~qNyCe?G>*(Dr$hVElpaUHqWoDD&CDt$rW4cCibbhK@kB1! zlPX%C%H=psYNr=ZGKiN%Eg4{PHgS^3()x^iI+GuB1C$!6X_u59<7xL63jZSdW*4g& zbZTZ{1GHuoqcS~C(bt&bOG8oC3aYWHJ_%iB@xdG-iYUTv42Hj<96J;;z8_cPDh-`n zJm-3i$n48g20g)*Pa-w$uqvZaE=4Vv8o%w{RGiac_W2H^)~ zJLb4lnyV<@JW*o4*h@59|Mp*C$3^1$?_%a=5q^^>x>4jLT|!ili*CK!rTR8SA*uaD ztucZ$$rcf2huFo)?IwtPFb@JI{+q?)Rc1UMqp18?5rwkO^q5NzqxmF7lPQZwS*OWj z+&DkpknV$e5FeH^l+l;;4c!J!6(gpIOKj(%Q6k-FQEr4-3z=C)a27NjUeb3cLm3Xs zs7;wsl%*NBS(*`^iE=W>VP@+#P^=yx2KE=xNw@cN8QWKpN8>(9d(*h>uOci=?;=Y7 zCKC1#U3!YD-QCp69#Ap5o3O~rEVWUNGk}q~tD@bsJ4j?$*+kOY%wbp)he11c7IRrf zWTMMZhtxPkT8-g*G3XFh)rqoCZAFdtE=@>}__)wosYix(N_WusQ3sbojAB@A1bR4- zyp^ck^51Nw!ie2Q(GyZ*J>BLr$7s5xg@-M~Dk5V8X=$!EA(v2}L%RVid>fY#jg{780OK83-l(F>t4fLnR1tToiVoF9l=3dI z$|*`#*5wwd@f(q~yF%k(c|?Q)5J7Z+P!V0MtWq$gkwUsG|M^|Ne*X~9zPpSdGV+8_ zyE(9fvO%<4`pKoj2Srg{iBd1cu=gVLN0-?|7im(9=(jIo3w_g&dK{pMaf|_q#L{e; zqKd^t?J^j6)ACKrZGP_8c!=)q>b!MW-J}Ogd z1ZR%rz9xNH+C8wcXH*0f6Th*=w|op?-p4*HEni4wyI7S`%NHe}A_})>F?gdCA+^Rf zz$4OeH1-Hgr*sWibR)f@>ChvMSex37Zjx5bBwl88v35q6I4a8@*Ck{;MKfUu6)6*n zKOkNLQ7OL5UD6=zV-({V16-!@%#`AM3ehu}xX$|iN-Gv-5Yb7OK}6EMtT`pi{gcb` z7*3fr`O3B%F}asUVQ$$?yR}&rO{a;GI*THsZ#G3MNgreu`AI>4i3>@`t8^UCGT-_* z%NmT!EO=^iaXE^J42xhV@3V6I^{l+zBW@lLiw?R}J*Ft(abc0Mm9mv5MAVa_Ked)V zATq3nk@B3%j0C3?<)H5<`nEYLzK~iJVxFQFZ~`ptG(}Mf{i~UQH+)o@sMMG;PSJuf zV!+6M(}4=3*C<6BXi~w)xb8}4^l&*xnxKmxE7B_smr+#Hzw;URDW@2bTb!e;QD*Tf zi%U8pE89a9C4;a5QqXsj{;x{{LzJYfn7Ch5{6-YeKy+v>;xrX0^zWVqwreF`wRIWY zPSJx7Vt!{owzgNgx2s>-$zPQkD?2KR+R3kW6lGN?8^CzRj5dn0Fq?6P6~v+49q7Q6 zUFqQwk~wU6BOWU-I5R7^mp&SaE8ESTJ0)A}ZjE7WY${thXrNN8I;Os;^Qb z3QdemJrx-Th|=^D{pj(6Xj3;4j3`P=F^`>GOjMpNHZnC)D@#i+{CPExU#9+T<&5kgWnpT<`i)Z;eS zww}##z@pG>-RdEt+fbL3gB00NuNm2>PT5$}y8pkh9<~fyT0-Wqs0+)mZrgpM*ieSe zc8WFs$y$uuqZD=I0h>+aQJmWyk&3rGl15EV#4R|)<9v342!J}1#2y&N6F+af$Orf7 zn*cWOQiw2J6q_cl!HC%+m5)y|m1cunGeid(ha!4N-vR$YoT;j?@yZZIW6)JZo96ft zZ?00q)|Y}srenEde8l6<7-aB*v-c6H?ag)kKQvZav5~0WP&BSD4#UiPVlU6k zKU9>Zoi*{WCOK($zOG15W9w_tM@A`KTR62`M%Pf(rH;#FnxtfSTY>ekDf=)~0lFQk zA{xOe`o5~_GN8JmL_VU`RBB~iiLOB$dKkq>4I8DrqcpsaqUGJR3z0FOTBBtJMaJGr zivFqWM@nB>oyb^OPEpme|K?z6l^y33;t91weN3*Xv?5m-wxr9wVv3BlM8@W#imDb8 zFAIvakg%}GPm{g$^*GAKWaK)Gn5=Iw6OH7G?r|}B*-qmu(M_6IJEJfQG8PdT*6x>T zN^K}_yvmGhEN7JFG`UQ-9i)$`HOez@HSUMeiv!}(f^JdhmWy-c@q;u8=ky4N#^}mH zG8S-08tW)e2l!$M}8t>WlKc~TZqy`#wns`&Bat$ z$hV+^P`|&}@8f7crAEg-iZ=EXr~8W3yeIn(5>sjN7Zr)2G_@_M?N1M5Xm3TgsW4_z zJD)k`&k!GHiQ#knB1`|Ar?S;hl>2*onu|TFOL(Hb@$|IgvFgfUT~OWS6~`-7v zu30r)ye8W!t1KGbu7Rb-E1rs9s0~67W~)l$msQ19Uo?Zp3kr)+MZ~5OqEl&6oVUtG zUzE3u((?>&v?p>{{YeJ6%5&M3IgCmSpNfe-Q9FVt31v-usg-$Lqpy*Rkv-P1FXwrZ zjlHBH*b-w>O+~F3z5q?W@y7I+L7JG&HVU#xBRaDgt(eWY!^IfAh=$R3BYRMsXginh zF_Ty1Vcx*!*|6c%{-j%II1R1gGZWQhj=#BbkEv8xZT66gMurxf!?^Sft0;5`5jng| zXQImxGn`0FbUu{GN#DlweN8u`I!*q8l+gCuxBuh#cSV=Kx@ojvsx?|MoAHSS1z{WA zPCpg}{}#Rf5-snF?~oJP|LL;(h9bjijmGy>)|vr~yjK-nzT!v8%SuyR6U$)yEtie7 z>v-Me0V^2(LPUBgE`deeDLeASC0B4=M*%L-==DPt#vP(2zINlDD)snrR;iJT$T&q5 z3L=~lP4r*!2po4_B)KTga50aFaZ>e0NPho*KZ$g9+2A?bDA#X-m&UuENYna@q`l9V^_->@XA%i$P`rpFT1 z{24^WBM6M?MwVX6qBM6laWSjQ+Z=8bkuoDAWjlWnpR>EPrkfF(=qsO04fu>&L7I$_ zCy*LLGb)PA`zknJVp0`y8N;!i#shJmBfo;@!=oQ%2Y6DF@sLE~wBO}yq~w$ghrOij zIp_tRiCg;bQ~ZxKob1teM1Kytag;k4_JG)WgtDV9mcBov)L6buQQxJaq%X46*tu90 zap#Gqzl&w_Mec>-C~0bHM?$|v;yzdugkdXGVboc!Xb(hKBZ{pSv(}1wl(k|7l~#%* z@W@AvhDrxD68Bq+1n_Iyf3u>E$~JTsPdm9(AocjsO{tNgha#g`7e&@BO9w@9eicy| zK3_W#qP z^*BWu3T8nK`Wi=uD|$rVY2(Ga38EQMFdq#lv*E3sbxXwnhh~U6GexG^;>#?T1EdLf z&UVdlvDBFHyUL0&{8Arx#<^+FiHeM?lN1?6iHzIS&Ya>$)~QMjYrK*s9#+rgE{zqCOAC=Q7HNq!Uv?PIOPc%KLIGe;}baF+ver}# zk1i_45Fy`x{Xe?ARrKGTT>Hu;_&!zxbDhrCssAM5ae# z0xVz-BMQUsV9iNByHO<~k4>cexCD!K1=H3w`=Qi`v|iDx-Qw0Zaeu4JI-(gn#g*+M z-wu(0GUH8SMdP4JBXPu^Qw>!X3hLArDeAaUmRgD?LB1NINOhM#$}94?TTW?j%DxsB z35&aoE~;p2F_(@N6s@M6QQT3~w30Z;ykD89A<-|s$Wr5BT~!!e>nmE&z>fjcdK@GT z*~H~#Jw+a0xj<{ukap8at!#2rMRl6FG$J)7vY_TQ#qw%mKWpyHZamK;YC_EXq9K=W zOfRG;Y6+K9Y{`gH;ydk1ldkl~8u!kj3XiwBl^R2GDLR)_%<~bT|LRtt@r@`P73&g- zT?xd@#A0YXkud(hIT%M}laq+7KJLa_?hRN{ua4B*@}N6y`8& zwnMBXEqBY9#)&YtaJ%~zaG6(FQ9u!we56MhDh{(5tB68n6|Eo@7uXW!bAkDx3q6dj zEUh7{KL|b8u$yo%jY~PAo$P@}NXCnpS43x}3yFT_bJ@>wjiao-B1f-!PEnr<<9R_v zQ>it)ik(y#<+!$(T z@J2a*TIubRE;G+4^4PggsmI&BN;CQxPh_k;peX5nx3M*8y<2JaJ>oP`^=)G8RzxC9VITO?l17k^9=eI|-b)5HOoHdVBlBF;b#QlrykMe%5C zJ&ZgwF(Og>Y`mCDlOW{vl{II|$P>gO2unp_Uu3D_4e*s7X_?3(BRFM-4P}&Ma>GV8 zdQj#ujc$dQ?RV$|mmm+zSjXj;nl4^2o7E<_i5Mj_?T!;&9VH465`Xu1NjprDk$t!# zV=7T=DvYv&6&V}pYm^(U$aptGk#U!He+&_khPreo9YnVzJ}mW!K@;N46gbUWiC4^cC&<31}jii}khgx|)v?Y_`>-Z&A!Ud@0kY~72IB2I6Y zrF|5osVS<|atW-g$QV&kk+G?g8>OP`8N{PqB`O}lcgjw}+uAPAt0-DtT|}~vucyevx;>!m6eEA4TQ*og*@#ABZWB?v zxk%nZI4woawl3}4D7xKBe5b5&J5jW?uy%%Zo7hZc#(SdOjCZ`LC{16Fm84S?C@xSj zi*6PLAzMFH7-i@?fT1i(L}UbXQ?#nFh{pc)A_~Et&f|V~^y5gCs_jyTy*F~PO|u{r z*ign8nrv$*CU93XK_1RauxjEGrzr=K(SX{=Wkoek;usF0afm~B&T%PHUXk%zIYl!n zh( zlbv)+%E)O;ii0J@^x|SPX*qVyh&WeK@i}7r0+E$>;uhYC`DTa}ye9*B3uNF;=+T5n z{1s*MSmXyL+Edt#CXt3<1v6j>D?PxPcW~w7*o`FY=?K#Q;+cO%DpF$~eLs~FKe!H? zvK=cZpG^FgT%=1Q0#b=@a4w}-oI(_V8I-l~k&jyAGErn0%uqLJ+>oK_W);12h_-Y) z>!Sxvtle7XHEJeRwA07Mgh~g-b1BFRV0B*+dVt72(8bb-{gu8QB#QSFd1!a3j|fJ3 z3^LKgm_THttD(p!!(;G}TWho`uBbpU(Y2^cnIej+aeJ5|^Z@;z95TaxuXfUc_x+ z1Fw{HY@U&Y9el^66Ce|`q0D$mw3WvFsVGffkFXt-e*8@wWL^~>C;4jV(UR2T>O`f+{7H(8sg#ADAP$aqNlO}v zzOCRP6-Iu#b)m;pPElmOQ*?&o+>et``ab!V?`ZbxGbY_aoG5exJZT3^p&Ed zTuk4{F3-85$Xst;u6%z4QQseH68pRQ8V(CGZgZ*a+0*lII=N^Kp&@Z%(U+I$@eF=M z%BZviWnWVG(IBPLE9pc4wcj8`W)Xs@U3w7?8Zm&ejoNgX{5VAIIsbNEj|HqW8#ihS zJWC`}L7yZd5Mm^C*}xsFb4=HJ`KXvn6#TddOSJNgIC?`AzAIwtza6CiRI$q=%4$&N z(fz*CrS!OPQ&hMnViASA?MIPYN{wxdH-g*kl|8<$v=)8WF;tE#A`NL1PK1$x6X7wA z^a_J^eA--)HuMIG%^tx>xp8s$gvESm?@3pJao%qijC35#aN;#hwvvisv~J` zPN#8^=V&8+qqCOIAyu0Heol$}4_dMcEUU4m-SnA^k-#ly75*_P_{%u^^HdnN~sYu>hRBkM; z^C>itm*8t&hhw1}-18BiXi5#2yLA+8qK9#xmt}|+A`730^O&O)b41|)@NMr7oAV*3 z2oc~iiS$)2mtnaT)gj$RG=?Zbem`avP@1iv2vJzvXF z9$8^H19)uguJj}4YAnamsqV*e3-<+zV zL}d|=;U85LHFAn^0U`_!aWl@Jag4~AL&Yu*;W`eX5v8c2EG0x`q6Q3gg;kw#L?+V5 zOf-SW2v$K+I5x~98e3% zN`tV3*I{^SYx5Q@N@^tM^=b?y8cl6OJ{J=5298GAQn2qY9=UkO1~Ab#m=a!u3MckO zaQQ@;eHF5=M-Lga0E3n#s?NtriI*;^_&_sG@hLgxfmq8&?@c~A7xDS_hIAa9neFmp zvZ5wasF>=<8`54A#Dz&B4pG;MF0<&iW11gHrYn8qW8ZM4B}R*P<3(%+xDD^e_%YEx z9X(dHU+Fg8$J|j$M-CPBhluQhh0|TEhlD;X?b$QIMd^a6TloWQ-#L}qjmhO>aWbnIoL_XzC2Hmq)6m2N600t)+a zj){zLMD1Wrc|X#VJ}D`(77_n&36qIVGL%Q@0!pJ66c#xwyeMgV2F*$1CtQNjpIT!H zP0FzmZMkw|I1)j8DlcacG1H52T=_Gi5}CwZYX2ZII%QUrDVuobqaJe@r&!CS zQhv;*>}(Pd7TUt1#A10OmwO2n1y3s0rxZ_8kmeD$xrDV05Vfqx%ypElBvwQ8%A#L& zmjpyxs)X0XzEY;g;sJ;nXV!VUOFMS13Z$DZzDI}J;XO#v$Fnnl#h zA>Dm2eJM*wCl=RL$T^HG`3MZW-w^DKm9m%P3fg8;>Kn1=%T1`!R5_)MNQ6$ z!c?p!HIANEbo!Ji1Bp(GSI5N|A1O{Ky>Lb>fH_xPY_N)qVJqudT3VO2b1Gxc4b?(tv7T%j1WyB>iy75T7B0URVNgr^%Mo123 zZ_epkwkau(XWuuX{ddvxtIKU7W9Vl^&KL3hhp=`=PSS#*^~`q*C8mZIr^C2}CW=UH zacT`qXLFB?9o)u2tRRU$vuI*m;9&~Feb!Qn_3a6!k@K>5d9Z5 z_NXGmZZQsakOra2F1I$2$7&VlYQq6>fpay0C>qD??n9Rn-04cZmTK_!*#Q?6l#Y&ek~me9no0jiMN$T@;5Di&2Ng$~igkr*yNqALpZA1t6{k~XDxjm%53T%Y(Nbw$8h>mqQj#X7NqWi}Q)U$8JAmyzPk)oT@O8vwi1H?c6By6OzCtTp}1|nG#@s6@) zlqF(vV+vbh^kJ`JFzBEz;tw01sFIIEtj{BWH9s3I_KgzRMv6||{fI=mi2;my+>~fs z$1AR~0?P=&C|B643;ecg>|pP01%{1c1hU8`ta;jRqDpUMGR{&-lh0k8~61{aWHcb(aQ2Y3N~uWzficNnB66tqgC}Wn)(|R3D;F>~0vo zF4kb{()9f|nfj<~8<$_r$0XYW&cUzj?mYG-A6SL)j(wTnBLSQEg5x-ZjR?k2&+Jw} zCfZq#W>nPgR(ZH#v`We#0qS9>wA~UGgJ1RyKtL{hSJSpTk z!g?;tfuY=wm0Y=D6<%%o{;Du?a#-_|8Ygoq3JIkkNk&mGy-TVLij2FN6h+G7$CqqM zjWjtFO(X4|S?r*j_4xmTFj>|32HgfRIsaep{tsKr8q!jU#0y?&595g;QN_AwE^mo` z;jOnQw)i{7zp*A;c^w*Q8R{~P^TrXG8MGy@=G#%k=3IU>=lypas_+6e)+JFihfzF& zF}%@+iu*L_2a|XwE=}iBfZa{S^?{qJdD8%`q}^_nWdWpCLOOg~Hjz zat_>Fj$T-33yY|*)Ud`0L#wQG7-7*)HezxFKlVmcIy{og#>k2ya;`iUk{W+A(P@io#77!VuxgQTm z^K)!lve^|Ainu%<8;Lry_vP5})$FOUB$=XOoZY9~t!+NKQud1TVo@1JDZl`hw&D&} z;_UvB+9e(%-}Nzu9e?HH1AA{wB09nCxk2Amti>Y{H@Oibd&J`{&<6tY`;jR?sYfJ6 zwszLz66rf%lUg~I8ZU^9Aw13#Xku9HE^70z@Mi2rCbn)9$NL#)qZKzQIltWv{SRvM zE6Q$|z^?!v$@pu*JIapH%_9xJG*qGXv5zbKUeV&M=)fuQ*un2EMv|Y3`UKO0DiPJ7 zVhoXyh;N%4-~@-ks1jY#D9)*ogL7)+;XEHBEx|#L$KkIRR!rfk7{n>=5l)1qA_$A9 z4N?}FG9xD4ZbE#q#^m@--TZqe&M&za{Qh=+(zRl zx4S8v=J$PLAipDCf8!FK#`7U7xBCIVdTixS2S!x-uB7ixRyvq@jjA*;veCpiLbQk9 zk33G$&G?;p!*G12F}YES7s`uwE>+$uGH&pzv|-%}(RUcX8pYu+Ku?KYF;O+5bVOqy z5x=2rqpSjvv4O})K}8+fd1T?2xDVj1*~;?JE*V$(jsZ@w$SJJPc*uex@E8Ok8rRkp zR&lA7crm7;TM2G=f}i5WcQMMxHqP1@j@c_8!zkNBTE|BgoiP0+?gVEn9IxpjJVdv6 z&Wv@89hwupnm&JVAdQ>!SVa1jVJC9l&+}kK=a3q!?T-;GGc!-Rah&7Oms=l_`)aIW zKa4m;6Sx_feEdygqdv81sTl3!AlsOb<8|_)OWMB82cG7qd#v+o3a9{uqJjs2e5)wEXbI`Wfh>Yv6LRhL)v-RdCJALo#B?& z;v{(NBAviVFd}grmsb}nUGE3!XE^lzld zsM=6bOh&F;Q;e)3?lG^?mnd{q(Ue7YDJv3|cDYzZ(F4++WyEdxUQUD$6h&$LUwmdL zyO`tk6vbx_yN(_#<0j02ZxG>`>~*Ttn@=?@ppI8w2RB>UllE+qM$#CJE+VU zNEElD7~WnSZY#dCS4;R7Y$Q*h=)VZhm*U)MUAm=KR4|Q;_e)u5npo|3`}N1iWWIv8 zBt6eiHd{{8_whtSfBN%nbR}QLjr{cJ!Xi)7V|OZ18|)X;6#P16zbUVxtPBjJtRJHo zztY#JliaPfCgaj8J(5n8%pj8UecfXysYibr8&&DijlDAdX7%Obi}&U4_J`VpUBv4S81EWmCt2>L`23I(ws~_6V5Z`SjxIF^3;@KK6@~n zMOI|ZfAXc+=uNbf-ZqxpFMhX>Xg+XdF7o3Vp=jqgNdS!r}8 zFUTbrf3aL!)oYekoy&Ka@;0Lw>3tQ}#D*%#l*VAzV%%dvwOQnQHrCio?KQrQJPa<@ z1QVP1)?&mXy~gKJHa>e^@rK*Rn=27t5{K|kyv4iDurvXmu*Mc@qwo?ePgx#5J}>c! zZNGuoMBSNk4wHM#;1}n2d|TSZ)@33xZur(WhU+kP?bLY5_=g6MdGp8OBW4$$5FV-c zjNinEx)I1XiVM8?lTbDY9)VRDG5E;0vNNpNqdOIaxCD!`@c9Cxn;E(KCM4z8R{U7BQnumJ}Qm=e8wBG`N-eR?>4o41n0_^v*Uv= zyF6#_jmnhmw~y@$ilV_%XhOv&sK*C=2}bElH2b`Ga99*Q>XLV#A|v>IMUnT4<$J{T zjiSanmqF_lHCf}PR*_+?(gX{|i}`L8VX~qP6I?p1QnZ6n#%vH*w!5s@rYH)jMaBuv znngvZSPa8hOA9L6?GTq(#vFzkvc+ZHRz<%to<+tIYNJ9ISh-n@rkn9#lOm(bTt(|= zi`aAAs3%c+F3YI?yQ04qiQbFFpFS#5wtJ?yJXMUGC^{2OpDub#5n-o^+~dT%v7#ND z6M~95RJ?*QzGxfW_K+IW#wdD0-&)X&bQe*lQR4A#3T9koAtmV}RKdi!N#d4?6V*!_+ zjc5dur}7bl*{a!=usQiyl~IbmQRs1o;XPsuQ#y$S86Sua!5jM8@So_`fhmizYj;@b zIBFYksgG!E?BPfq;+R#tBwk%4y&w`@{x`#DQh|yMFz=jr!MFM?r$m@zE{l#RI(S@s zrEKQ`QSOi^zFTx6jRX~8I1k-?D(*ut){=*#e0Q_UA6pa|Ybc9BnuB&m8Xk>NFpaV= zJ|cWk8px;11)^48MFXNQpTz*8M9}q{i11zHdoPN-b1DBuQ8>zsfDej1)=}#*;fm5) zysC@?q@zf;ToW&dJnUbNI7OL<{Yw-jZmTQ^&u*w}8#g80`F~^oCdC;lrqSdIv$ded zp_{_~?S)3Z=mU{`rWkQ}<%YU1uJId-eWuLe^XT|v5u0BvjU_J>wSOtj!+T!g_7_Df zTmMX{vHzZ;pA2d=q@D4V@iJ1olVed6EIP_-_$TKjH!S4UZ2v-s{res1c{K-eEY?6F zUd_+Pm^VA?0E+5$vzu7`MPlUkr>DhRemj= zzj7)0R?(6yI<`fjXJ+B>&lN2FL7E_+c#%gO$SuC)64T%g-;0Z76dU*|If?K5S$rHK zG6MLGz_4@xjrZ`&KnlKw4)gJps277qUJBS zmFHnsmobzXR8inn&j>4vYaMH@P3Mnh0NB4Wf=2&C@Rg; zRzk~zBJMFiGM-jC9)6w_x#6^rh$oa<6VPAc2A@^Iy>l)l&nq&5Us5!minv!q)_;Wk zpOuBbqsaJqOVMd4d);OGRYkcen++SUiQ+dzZ<-9Jb`fi+%DgYnxRhqzE*C^bhWAEZ zcvI;z23R&;tRCkQae^Xa>Lf*TXS!UTp(rvp?H*fOxsRwzWX$iSC?`8@oFq!gc9$C= znhp^)Mv8Hy9frD`8m4I5Kv8C}ILCO48QG#+jPj0qQ;Nt~LA0Zj_|(DWM|(xan~sVm zwE&jeV!9szq{g{vidr#w9EdN7HLknjT#a2^-2PtjuW7yf*yhU5ZX`_G95Dr5?|>QOgON%2~7MGm%YcE3nj9 z$OChhwG`%b#yl?UoOU~<$Of=>KN-(sIPL!NQIWn@c9e-~a;P)%2sI`Bli@ou(Xx$V z_&QO-$DlPzW03wN3bj;x;x6p_Lrn2SeMvWyj-*LcBID&EMQLH{V)35aI1!$ZUY_p~ znJE5Tah=0ekh9i)yvuo_Kc|YgKE}^dx^uRe&0$?gk8bp}L2bO{^ORb&d5)sC^j$Q? zkF`9eB`1r>R0L-Lqd&u6rQ7tiE?o{vhsojcPF)^FS9r*9*tPR3>wd486QZ;@E9B-dPUTV%UZ?RsK-WxCM~{IT;!n7X3g1I zh7p?dG<>7UVxE)*dt8c;T7@x&c2ih*5VBELj|FXF86|l9GO_ygKE89FC-YPo^LbqQ zQ)^V^Ie*EO8=2XN_t1;76I`$DS~%wL=*LQJRV%oI_qpCG8^o_HJRirxB9BSzf$@|* zh~T@_0oIE##qloh9} zH#h3R5>eXsm?k8(GNTn0_F(@YxS?_wCK(S!R@m^)*U(V4V1 z2W}zrhGwF?th70Ej2-Lp&p1UN$GGgJqW1(pnod!Alj{x30GWATZGd#7jaX?5YUlAr z3J2{VfHI>F?Tl(n?y-$D8ZSYk7jG_)6x1eQ>x_InW%J+)xAp~BG;*~_&#Sn*UQy8w;(SMuwX+|SNoRI)X-PD^ix~T>I85z! zQll}cVHGEvD?Q)Lr6p+)>b6vwF}a1J*{tPaI}s5U!bql^%KGZFzWrcjM=7(V+1Cog zu46sj9DjzkRasRy*jl`8Oqy3D_c4^nSf5W(?L02Ki8AMQDMq^uq(K;#OJzq2h+O$a z9J(2+h~^X*Vc^Jcad))nIz(I;Dw_Dp3Xl#Q=+bSlqEVDp87A@-7IBM-e~O6k%x2VP zK~I<{HmfgONSvi{Sm;c88LF~^h^*9z8=&YdS7gLzJR^J-MaeUWp%6QhxDB;nOJ+av z(>N++@qO8qT2j& z`4al`tD^k_VPihOj@IS3#NzyRZ$#u*{6G1-i(#q#lg{mDRJQlDNJ-?egkQBM^2e8v zyG8$9BJB>bY_<4vl_Sm_E^>Ag zOS*{E16-EWQS_~z%ZK`kj4=%q8BZH3+R#XJXzEg^ilW06MPn#i)g^j0Mb~|Ftgh5! zb`7OXYr1?UDoB&oR9ITSmLj9za7EpQiPIxQ`~EHw`zQ)KRI~*z`buM?Ha%7jb{Wm} zrtBpCfu`(+G4eM>$D6xkZlTCn-b7JJXija;_F`@`k=KW%iCOM;uH#VzF(s@x9ol7M zL`AKmiukd_-{C}0+BJ?Mwnq~s6N=_Z#N|XTc@ryIpF+$@ChGWTkWHzvB0y0oNbrm3 zoKq~!EPiGYO|!aD+>DAgX7D3q8l@+pr9W3wxn;Q-#jx=rFs~7ZieZ`ju(Da%Ro08z z3@pfKl0%V^i&|@91m;q@gVh_4SbY*mMVVpUyrH~k5bbP$HH^|OoruMCtV=Csq!*32 z-XNr7BaA&n#s)U*Kz=bTpG%Y?ii|1+6&aWEC@M<2vVgcs>j)3@q}AzH0N{2OPtjq>G@qCD)CQHZ^o_gtKKA+o#_0YpY4QjamOl!lF&dgoMT=r?xwtfqA{`?lDxwStZMO%dDo8^^ zvsLxNY|;v`2WyFp$SyT3ORKChrnHSjv!IL6NF|NB?fv>Z9_O4T+dt38`}6&N&-eE| z-*e74|E0nytu3Dp!%D9$h7G+0)ok}}o=pmmub5CGotv(bNu**IuUzQ z{26+?q})bXY<9;JkkGv zLrjiR)lM;Rhgg;={NX%Ayz9_po6>RkIc=6^WhsSh7hmlWtFy)5cZmZZh>gr#3!m(D zc#j{ScTfy+IYrwR%0$*@)RFvn`b%LTPv0oIpyUI|(2h^G?7TxNn-l1A$xT7*{b=^D z2PelGmwmj32Puu2ytu|+NyfvxO)oNm;mdpM&l~-3F0<0cb!DoDz88%+osrO}jaPi9gdmjZrr)$c_BSV!7!CF?l)h0=m^4wE@jsyI!eXiFk(=U|#chhc3e z>F7XPD!oH_c$rYbm)sEoH~=#E*o}N%YHO>a&BJ=j863rBmL^ad)@y^U9K@Fr&v#_6 zz+sYM&s2@<^sPWxL4Bs+S5ksmytsHVDiR z`WKS=-bj_NImA%LuNN=V`xlqJD^(^#aH>d5aVR8BStTy5u17V48&Jm5y1>t}h0jh= zwZUOHOKY=L#B33jzjD&o>y#RhMw=0vuC$jmM{^&kq(GNFv^~RbJoTnX+bD|O5uNGS z&p3~CCN+jER%$?_C2IS)k3**)DlMJYUV7fHrMl8v*DW_?xOgMPim>;1&(N5o*- zjLV&sO52OY9mGFci?gj9{97t5154w5lxmte+-alKk}G_X(PX;P7}&}crLdUGJ|MLx&1V9So3m8*n(fdnUTGn# zs$m(~EY0v=q;wv-E)*-l+SVj1ji)p|Oj7cwS)g*xeDO9vbl_QWBvIUB8NUWg-RW58 zE+e0nRzuUryI6=Ku{hfbwRubvl{#*$VRi>@v|Ww0@f z!M-KpcZ~B$I;-;7IfrRqC>i6K#h7!QUYE6`o{+`nM039#?PegKj@oY=3P?dW>ycZn z(ylnf?ayWF?sKW&;dSJ+NaO%8VmK5Ia}*er9BCfWek!v%iXprQ&yzB{i`pI{6s`>r z>%r3Meo7vFN2oOXBa}RHC>s#YX;H<&lL0|7B8E>gexj)3@Mt<-Y=KjpK0`TLQkbeZ z(jhHeX(^>)lN!NH8p?TP6p)NKI?9;E=tA;ig4-Ng8yV+upW9YThhg(=ro$GV&xtu1 zqBu_z7-v&?^L@f#yN|ovjIonL^-=E9E-UAtwW$I~MlLClAx3pmrFfU1W-1@$yZnC? z(qTmM{r2Py3+C%FLV4G2G**X^#^4~n%L@!yVy`19oi<|%sR09hbeWOQ->7olwF;8q z(?ZFknB^AHcALvA83`>_R`IgN!A8n1+@NU*^O~_HOWn`?4oExo*QQkF|EoVGFd-sgTKuq&fBwW*_@unFq%5Dc-1k9w z4_&?}X}>8&zb2UTZNV9jE3~5Lg-YRB>9VzyW;s~o= zD?K0+lz*k{dGVj*{Zh*fbeJJ!7&nhq%puL9X7@Wdt!glalQE~Y^RcFZPn5M!l{lFB zP{|KgF#mzl7EHQ+UsGo=sq8&X87cSwrJQC)IOPwR3Qb@G3*4bMABX%KW$qU?&<7qsLGEf2_dFHMp}fN5vj`$+Yekz$X2=8{l^Os1`6Dar zrJKEs^OhiQN%Zrl zGSy3(c*$%}Y3V6Hyd-rld6-ky=aia0Qp}&@_Q@$3{Q1!kpHrUt{=1)fnWb=MdE_FU zGRZ1exnnOI(n}9}g1RJwWU`k>>7`$KDW6`RW)K%giFd$5F7d1M8pJ>PTN(9Juf{Ap z2}&==(#dZ-8JAva*o$Wd%67I=)K>N)*`Ho=+DqN^vf4U+@ozon+nhZl{F1||Wpo4q(-zfC?&zAWKU@+UsfU$*9HH_z%aM;YfL2VA7Hvn+KM$tW)z zaj2u@ca@7S@{g;ub)o!{;osgu>E)!oG_{wI41^!~<#>J>ABCD1MoQ&^vbCT*D<}zt z>Fw@u~ucXZ@mqNugLb^xDvoP5jCU5e})DWp3D*kyX2Zzb-ywWaI7KGyPAgLZC zT|;DTu*3zU=CgUFWnQt)OTHN*3qvV?gh`nQc@!>%^U1YH35}9_h2>>InH4Qj(egW5 zvKE%jg`{F3!u|r1HwuRrlvf3Db%b<|l-`A9ZDDaPB5{RfU?K4+B)JR7;X?AZh-@n= z{i4M!TAmk`4bgHSNh&pyuxxTBtIW!ZEwWP9a*)p%WRHUkag-{K_}o!8WE9s7vff_$ z+DqvS($Yq(ZDgUf+|;*OS}CdTI%|BDT85{Vocd-TQ+qFyW#6$SlV*%kHdl zIarQ|%G6K^*K^i04<>ZXCkOTXL#2LR@eh-;A#`c`z}!+Xx9ra)=krVJ{8A{tq>hr6 zk#ajyZ1c8dr3o2`Q;%eJ!GP%_}I!uI~i&#Q!`6=W@(aH>|G_= zRo**`uL}k`%U36vnNd1ANsN=^O(O-;Ny~KD-cF+J)cD){7IolD*xc_* zAu#C;zjt>-b%x}GS8$vc-XGqYv*EJ-&WT?LGZ}n@-_(s@hW@&i4e2CPdbyKc4m(Oi zM~ShQ+v%~Ry*x}O+0)50JL#TY`a4Tm7jbu%?M^b(3AN>2Mme2XtjtemS6S^McU@$u zD`s{PahB5QCE7~tt#G07W*SQMLsqGtO`c?zI5%;2mxEqX*+;y5WVg56E-KxNO6j8F z5G@^}Wo1!ZY_e)wjNX`NhN;@+S5yuZk$Oesby3+8ElDM0PH{O`T&9(fh!V0WR*J>S z=;GpDQeKq!*Nr7*XbJHtA@7RQRl9gfJ{&6zV_Cd)F)38+UsK1(`Q)tau4a4c`XchI zFzS{x>@FmO3rpp~m{3G&7Lw*=SuG@1PR7XGV)CYt94sjH3yOasIU6P61^zA1M#Zn? zy|Z{D+)lt|j9!%6sZQ3-)xmX5MlwS33m zTyTqyZcvPIH!dq(z@+r7od24#l=KfN{)XamQyFw!sRXa-Fl@23&1GC`h-7fXTgr4& zQ}{w@(%##eGT&2{@?H5OzZu5CF1|3&qT?7H?d~c?;WZtPS>Q9*r54xa1ivjh@XMnh zSM3VPl*LFjn6d1RQbLi$APLHYQ-b8Xv0ffIlUu@q&@Y(w7P)0XptK8=sNAwFmz2mQ zb#lsHFB$4B+r4pYF3Fusb_U7^ZuplC`B&GwIO0X`no4Dt(&DoEDPQQa-nmL#^agM`_kkLOV(AF7m0H9PEY(Jta>! z8LwqKY1u}$wUvJD#I2q9c9m*fWk*-B>nM#n%Y}}Tuag|3Hwo-cOISZS zH9#f}lsbdt>p)pHOiB!sF2;L9WzA5@F+^StmdwLs<51~2Ouh_~5}ekaPfBz`=b$?K+4FG;>Pk#Y^?aRaGVUve}coJo`xiBhz&+-M}r z8c9^595WN|Ws<0@l9)|`vdgh-gpb+9&rLS?NqIkfo>R8vlrsLZ${)YxmeAbszx7+L zWXU9tU1fl)RB)B=j*`z>mRL!wm0Ucj=#9_S;C-baLE5);Y_v^l~qq^hzh`?WL%_q|FfjnXmAB_(mQ~I>B$WP=1Ad zRis8*DP|{6ttH+@`q;=8Ybj+bF1EPBRvy^M72RhR*^yZWWRY_E1;b57c*ubq^4*<$ zM!&dw$SDu$xyeg!>E$bHe5FfHEaxjuIi-ca%<>oUli~r=GESV!%Kb93 z+}OK}bdHfCvC_P_%q%WPOUTj~X&Wp56qnP*WpW8=Tmm1Ilx!vCX$g57CwtSUBjj?zf~ z$d*~0TnV9$37+v6^&%%Uj*sJ)Om8U3Z<>^3&)*=l2a|5nyO6Raf8AgWXTg-={M}CF zkIG2?%HRj3X){A+Gp>MTnn`BmOAAoM~%cvN?(#G*StR25Gqxe0!jNhW^DNWkP34Z18 zc0%D4$L-5{A#AcKo1DuKlTuTfWUU7h@s+*ak~yag^^w}%^1?^Lv&h-ZVx3tEWR}_b zB{Y-Vbd{6V@*}T|4429gm_1UqMu>m791N42!O}8R0`tg`AQ_WKss&4q5ZMt-(3Zb* z)A&A*tPhl&o-#RyG7h$-5`Sp>BUL1Y9k7V?dyE&z2PF(6I>HImw z!VrlLk<$63ZzRX98IEyzwauNFV0`S(%+Z89nULX5&s@N zx{NF|Kh|YsYB@O=Cl_l<<583di9f|5LpjD*m;}LeoZvIOg5D0aErJNz(r^X8>d|Cb zYAKOA;hrMt(@0G#8EM6lwx*TAX=S&Sd`c5vlI_}a^`gNfD=zZlhvoH=*{j$4J}ZiDBRWZFh?nSL^E8bp9;3!uZyu#A&cj^daR6W!!@cB!Dh*)mJH zEaK`c5A_d_&eG9E>@&+R8yRgUkv7uQ=HFlAj#m6i*I(myY5Db@DzD6q5QlIn9VQR+ zO4CT09*OmXWkjg>h06C}2@94Md1OJ5vdP)IzY40X)T&2EC zeDo1L(KjcQ$|sfZV~X`rCI4P!?0)6b9_8`^WyL(DAgR(;#S_MDR;KMz8thhrA&D{q z3LjMLpcbnHfEj#4@2(*pdo?Nv6$#j=tNJ zQ!LdC^1%h#=0Rcj$X*5=R@QOm#W>##u!565!}caWkjI3C^%=(vJNt;Z%!pGUk$Wqjw!0i)iZrCjI2< znu|S#^O$m434<1=6#iBr{sPZ>2Y!c{Ux!=x?f4YTZ_(ep3D3ZutIFb=it7#KHgt#5 z(D%AB^q$h5b1TU;xX&Sb!)C6eVK>LEbx!dH9L|6lEwc$VL#z z;3Jmwp7Jqoi0KTDgkLb4kN@N!%Ko3qH&RaCTc*s)OVhkLoq0Xo1YWLEFO7__l7e=U zluqW@Ne5fWU@Nz5q??T#w&ktx&Q2QIN{B7*27N=^wh~)w>24*Zt;8WMr9;~Ix%}!W z1P-s1ww%jFu==9Rx0LxQO)sfwV0>3L=nQdeIxCnojkXg?LXU(@33sHMReUohr-6Aa z_=>a>MsjX7!KAI6TV?pcA_xCg7IHPBVe1p6DNooJwz`*1kA|vTb{{Zpce&1U=txDI zN#0!N=dca>aTm&iNdY=T%Gk>)dzt4T`}9xa^<f_WiH3A# zX&@Eqb5PHw^0cXJX)0%W$@kteMgK6}TTbj!j~L)~OiXL0EyX_BOH6PedU+O(DFY?ZT2ii-+^8*1wPip}*-?XXO)be$Qy$lpqIDQk!t^ev zBWdf>qFoit&&wJT-$({Elu8X{L<6bOKt9&Tb&aG?Bbn1gRy39liIT069H=iX>PlF> ze-EUG>r$JgG>on#du!q0n)0g#;dWKITwXkj%hTfWwW5SpM9p;y$f^7?DM}(jBvpub zhe@SC$(CE121)85=@=+0bII303CxX?0;OlLoXjQDbK%55DIOx}LM3;+e2AB^@lrQl zUM0xz1o;*xljEdJIdP1WdGXRLLDD41);M_ZN>ZmH?yD&8D@tHR znIZC^xb!L|T?_EDHcH~6@P3pOC?wCKWp`1jSycRs%A2Axu!4A0km@2I%1h$}DPB%y z#>>+LIag6yRg{9dpkB9FnG`FfW29*bi7X-Ki_3K5+~N{aQYMyUhwn<^i_+4wtYj`L zQbyd%$X~{)<`i_8_Uh?8F-O$nI#-hW75{a4CFxq}-<-9g9Iq-htBZeiIhr8(1f_QQ9X;wE3}5l-`Y`WMk>t81FZd z%?+h)eaUTpzSWb-^<;E)*;^eCSCfg=#HWUAtSLQfN!ePmy@ph+A-}3h!)kK0viws? z@*1sc$=O=8jIAP4US1@~&;+TPAg-mwy}XQ$mxgh2zO3Ymms{odX%#Ov@zSlFxRjH1 zWhEe=Y|Af0^7D6*AM?o4AnBP~GUt|~AyPdrHV%=zA+kSI#)e9Cq>RcZZc$Ptzq~b} ze3ZNnmOW{tRvH;)^tO^+)-uROYFLX+dZ}tJqtnZ~^peZym0xP+lLFbKrn?;1zm0K` zx-OF2MLxL5PFHE{EMr~dsIyFVmeWr1%T5lblj2sAF0IV8mWyc#daUxsAy(w)R^pZx z?QHo6;+obn*hai;LDc?OL z%mb&GP}E&U>eo;=sqZdlv&$fVi4Tx$0kXxPe-qVzH+|(O!yTo%qkM3X{SMOJMWS6~ zt&`kzmagWoGUMms?Id5fd39Q2m@-s10*Vjge)(}-}dfB!QH?fRs9_Lki~VwY25eWjBx zX7(2GlD!^M+e2FB5uXB5I|{27_}A?Pq--I{Tu3$+M2}c`5{s>h^Y1bl%svqzo13wQs$dyh~u(P!4EH<5GS{M1*1(Ui+sQ_7(Q#$#HqaT0Y zRVPpm_{%td`Rpr)e5HY}{PdA&KL3UjK9cAsmwct2uPpPC3|{iUL$Z0u(;PA=hs2wp z-tv@go^mahEXjqPa!H!paw@k>3X%vPIp@uSIz`8*I(Sr0sg+Yw`A9);ncz#-108Ua zEjeU~qm<7eH?m0jta3^JeKVW1$R=UgY3ZVW6`5JyyU0ElspBH2oaCA#k9H&Hfnh0@VmoZg<6X{K#vYi%n}Z@nH$rC!SGp2`+W8bP@WJZW3kTd6@gju{`p zB(s2-YX%Qua1g!6xRSFtK~t{jr>RSSr39E%X{e^xLll#;4b#+gxN?;agDDHqQGBej z)WSdGwQM_1Ne4428&6O^OjPzmUC0gHCMoMko(xGzubI||j#3OsnyN&=xhabKG^O`^ zr6ixh&GQtiS<3vGN)hNhL%9y8|JzY_j<$`353qBt;=uwTYm|v_axj|ZxLum);E$JS;X2_fjnmX7k8DNW@a)q=ATG3k& zPBGMl@{XmIFE1A+N z8?2NbBs&`=pRIC-GS*rt$2L}ERyt%!P6e}SvVldkt@2PlIxC*8$_@sP$)x0uJTNF zghDJ}QfZE6cJ+pxn&iL`Gk7s625gyOrkUi;30~&3^03L<+>gcFnHVr-0yB2Ayh)~Q zFiUws8+y&hr6K2GQW{p7N5?gWI6^0Q#4%Q}RHBn&J}xGOQC8xE_e1C*A5N_cMNEXhBQvNc#43>QL_ zUwM^~u;i4$kikL9R&ZcQU)oaAL&}vbU^>jW(v)9VA$tdyIxk@Zz+Gl;wwr=D0EdRO>f^z z%G7hparkpqnGGg|({`3}>~ZDjG36V$A5>g-DGzrlm3Jsx;mvksH?-FOq#{0Mw{o5| z7bfmg25wMxu2&kbRVG7TFr`UTS7~{0wGvLMPdd9&S-3*E3e4ZpvJA&v!y%nG zq)AgoYB~lfDQbk4mxe1rqm+n=%1;ZUCTr<7Rp~TcSpp^%o}ua5e@oL*W}0?X;LKBV z4VuqPE(g$Nw(*#>2}-cF@e7pmoVhI&vZNSJzxrO~-F{^>n4A3KfF^U_8glbY?_PS_ z9#JwMQid|b2U4>@A?|ecc1q>8N?bE#VAJH}++5RI+IqvoCd$@Cr7x*6=}lv0YC|O) z4mMKigGtWyG%c*J6rpWC{AsBafUK64%`uj;Kz`P1%*y|ePQ&i1$+=Aju&Y0^XPYG2qoMHvjcCoA^jmF44< z@spIAv^}G@z=Y&v+CDIMAdf&C55rDw{BWp9n@Kq-zcKgvL}foSvNG5VG3g0|t@+F> zoTW_Vp=n7u8+wakUs3tUsSc{9+^V50s;RW9MH@G?UpK{*^t#P|k{@Lk?r&OdMbQ?@ z8t%tq?tZl-#g>~~2vU**cV;Cw#iXW;3t>hX+8pU!Mf%B&p9XPtm4S7XowXG&_E(dg zeyXk%%ycthjIXd<Ws>PlNyE9iIl;<7+3c*` zcTt>Ol{ivydnI>9<*4I-(qzgIW~6pf<}#!ZykPFeOp1UzxUziJpa19^1WbDOBRNg^ zM^nAu%IiPME*O+bXSk$MBCM5EZ~`*F*WRYDlt?)LQke@OualE$%k@Uf!?d0Lr2GT9 zzbHO$l^4+Sx+2$VORf*f+h6U7gl!~0&a8h+hNv7OM zTVpmfFi>~u0Z%N+!A;8;Fe!BoO($WZM{@f0-?oNy7}fOB0h?huX53nPE$_KseA+Bw0Z<7 zncz`wWfiGY9%Xr$@`nSBXG0}8P!|a19v$N%F52bt9S5q*9a*xB(`8<5}BJ znV0krcmFZdu3S}YctkxfDWA?O&n_zKDQ)R}w_l0bt(@PZG~B1;qV0<%<(aGH@j1$$ z+5dlZtBtI~>FyfUhsV%oaV@sx4v zN+>oADF}1m984>tm~k!)K2%mQt2ma|)U1N?wW9KtMH|p-mJgsb=_d=A4l`sA9W@dZ zKbWHb^~C?u0k$^6((#(Kg=759$>g(effF=kDGt5@&ah}b7RbnY^TU3(f`yUl>8NjaSJvTQU-8AE5JRj z>N2id6xZ??m*N9^T_{R4^rSa8Z9dGX&3W#H^vpFWgfn(1s`M?a_;a8yw3)#ZNoL5& zVw!%mP)4>=9=1_dwpF^rv)0PF_DZS_N+rtIjN3vg#gIPCFzErwl-Wq$ot0XhlnEV` z&yd6_CmX+wE~R*g(lc1O3vEM_+b)u3=1ne_GVVHLg!%MZ(VLJ{Sq~=Vx%#)hf37H> zNdDIp>s?CpPUS4=4~*ZV9N(?9r(^#XrTHf1oBp?)@mVh@70)N9&7|J6wLYYrhlWR# zho_XvClxPnJ^i1y(w6eaG3_|0|7UISQ%Pr!Dzjm;{zpOa85b$@7b|5KDt|3VPSfXT z>ONC>HeIowr1YMk#KDvC|4DDAY3UCmVdfHL6HEEdSN6?QhLNhll37YkR{k_YIS3|= zCpBbR2&7x4G+v?nvphLfU#028N+qWyg>TSu;W{N6to8reIsPnkU8^jI_H@`o`HjkR zW_;hL1no~wQz+|Env_U+i5oR*uM!36EoBw1_#v+81c)7|WE!As=&$sHGL(-Kn3;Aatd4hWnHzEo5*sRA;@T zT$0>ezs95o&dLf7S=W-Ta1k@WEjnVIlsg%f9lWrB(l%a@{6s-goQ})CtLl{!NxN@h2vI-tinq(F*L(H@j%>4-_^F7dP0`Ae`IIL4l{}OtnYM3S zm&st#tGt?a!ay!!Maat4Z6B#D=MvwiG>g_}DSr<6iDXvZZ7C1Z=4_eqj16rC2d>{$ zFsU@xv?*635)N~gqd6^iPJcUR`OZ>)^3d|~`Cs}1y`Vh2s&u@r6uP0b29vJRmine* zdRJc4WClCX(U)odmzDaLl&Ke$aA?V*W@Xbcp5FdPl(I*a)fU`ot9m%OcOzxG<4W;k z%2LR$|3z%P6`Y1|CzZTl(qvK*W{f_hm}6{bz4QAOTQI3LsSv!N*92OM!dpbE?r8FIrNOkDg2PSo5TH;RS7}VIU_`!i)%6HnP zfGNXBzjr9@wkxwpQLu{{ADIyZX1&FGG~K3SC3K{`3MQT0r>W3h#TLxq)|M1WZ&l9R z2U61B16tOG7j$fgca)t|Ws4z?2PW`^k(5NCma%UBLoh z*mww>q%>(VS0i$R(t5p;&{(P3LfH+N1=b}cr+CuSCdqBx=nZJ4d~T^sfLK<((>6J6VC5c^nZR_I(u_;#ZPQ+R zXRx7DU{XF(n*X+$-bo#k$2GGIxxfNumBOTJY{R5g9QP61NZG-fl3Ermt+a!H%1SLT zX<9{15pb?TaynEgxp!L?O>R|{v&?7-;j|s3?Nfr{CCcvd%3<0f>HP(*8N8UKOxtwY zOfntrHMD$DT`9!4iOfC8kT0ZM)s%PejOEv}HCx7+xpPUW8Ej@`Vcb1f#(E~1wkDJ{ zYbwubDZ5Fn>nZ0UrmkW-rq|arx}jo*m>FKoNT{t0CRK(vEKs_R@{o@8kdn+`vtD*O z99Z5AzDk}IxJ7b-Zm^E!f3xvfU{aJNJz?cIhIC=65)i?~vEeeE1Cyp% z+KO>!Oj|)quW9SX&3hV`JT0ZolQx@t%Fp~t1RRP|rjbs-1j>R8=@6+bf_34_1Ly>v4NO6KSxs_h9DNxBm+Q5)59P%;8Fez;TO#>)5K^+eC zG9tP3C7CvphEW>K5R)n}&6GRnEysB{af~&jUT}$>-Xkre!yNY@ZR4RPJMb!~>?Vx_ zlT61ah8$;_!IWlN9y(5Q=95E|NI&HlOo!oFlrpZ0n~QQNqp~Tr@-mfDfs{r6PxIpU z{rRb1G;KB2fi%|1=@co{MrlUM2N%*R^PnFKbh1(kQ`&(^rq|3cb5mAn#8OAV9PK?v z+hL~+1G8Rv7R_){H`KwxoKsp}p-gpJF{Mc-D3f3s96FYGac8_Gs_aa|b-J}~jBQv8;3mvLsWyJeh7+Zku8|0^%?=V3aF=DMaFW^T#? z;q0m(+js;fU1NWpASJoc`*M-80|NDbIwpP$RHH09R=F`o=>liQDU~KEuO}*|*L0LH zLxyNu3FtLg*)&M006F0N0Oi|a<^(yUP&+3+1UoCz9J&LmxAt|{}k`N08(n6!l<6ZR=3_bR>jDE5>$DdQ;D!js)f=BG;U zzm$@Xland!pJ;iLHfQJx)(mb5Kb|S|pDSl6kKR|RKU6#(DNn#mi(}=5EOi;aF)lCs zb5Hs3K-mwb&Ga^>WBy&``W>YRsV(HE!%QHGHX~G_9>f!r*F3Wf)misR`fWl%w!Zx#TpVl%_WE%B8YO5NTI}G6GDh zLHbCCXL+R(m}Gk6Ma!qO6|1OptDuyEq{>PJw5p^`BaLDk0kDm&wIrRar%VUix=L$U z%*jO3X3E3$H8q3~XiA5JIbV`lpmqaId%+C(MTePYKUY&U+?=DBviBBECATVBNt-t- z_erm~Gp4lSZsp~3YdYHV$on$mB~)UDC)8lZNABt_(o@>HF{BjqVNw0BHTAnw|MVx{Qr*I2e%}Xv#M=^TO(Kc;SiEJ6~F94UuJ(=`f$$*qr<3MykRM9mS2W1$NxQ6^ttd511Rp6EO?UKp5i|@Nl&Q z(_4&t9?Bv2aqwYGyB4c7V^`avl`7D$SaRt|@2VK32V{bz!b%sO*zX+UIWx@MGW2e% zp#)S{JlTB>cJBuVIE8WWoBbs+*CaFKBOPW)JyOby5tapBTaszJ!495tv<)?tR9x%` zFsUFnU?`;zTwJ8gT&y$)D==+s={UMX$xoXZVmdC4)Y58{(j2ajP?o}%!OGp?N?V51 z@2yPjm7IQ%;<_p8J1e_8DtS66P1-B7+bJ#KW*em|IKz`xN&p>)+A38T?8dZ5P=-~u z(KZD3Fm3|l1~gQ{BR#vS(?UsPrn0vPa`$)DQfh!7yoM3bgJ*36pMdg^iSiDt zf=9Ha^tw@Q@NV#*$pDGT~&s^p<$^HiQ%((4>r`oReJ?v`90aMv^r zig_y^n6@lPSr@L@aNH}AN(WdGp=6`uK&Wzq(;84**#wDf{5L0a23o)r+QKYMW5!!L z0^oBgC5g5OaQX5>@9zi2>yxtkqmuAh$qpvnW=MB1L(c2}-a-8I?}|xtDGPxuEdH9@ zk>iJ^my8<*CYiQ1Kea6LkJ9gNW!o=hn3e9u7drjcvhW|}^IK&CG=P3=vg$kK9c8=c z$^zK&Sa}I)9x6X?Dr;{jaj@`~(&)N!1pF8>0(x9l%3o5RUsSxI)&(W_yyAC4c?~0= z26&!KZtHVO(*ro5|9d|1Tj(ftS}`42&T4u|8Glt7%{JWG#$Ogz-%c*Kv)vb9Qh&=3 zlZ4Xr4rRy}PT}HRr7aYJ)Ay8_@Zo{d_T4 z*ouvxgMJ+78bjU9PcQ?C6>lR0k6c1>w^W%g&q zuFUS|b6nGQ{f;JczMcP@ic_XzoR8&7nrmfB(`#nrWV`#>eO)lyHR%-{o7vxTwtM-B zl5$NKQkoMq=V8sQy~T|mWS$6k%_HCkC!Q)vFo$X9U>aqaS4t*W@>=NxCfU8w6iYdS zhdLjW;!`n&4^tv!<`d<>bKjY9^OlVZ5U4sd|Bao|Zg2tHC860d18y~jvX;584@ z7RHrg2cJ1c09$(t+1dDyW6D9UhyX{BM&Rg{I#DRvM` zha-gYzN*6^$AC$`9DE+*%nY-@DOQ;QW^T$VCjD*cy9S68B-+7vjK_a+t zQxwLEhoTT{JC$SWCLoIk~iBa4J@w!^*9|9K$UCw566GIin!RMQ=k6Zqjr%-W0;P zGE*QW)w4|N#dRqMkGWboz@$y23Sd%+CYp}1N+XUN3a7aG<~~GlpjMpkD7H}xp0n`{ zoPKOa#SvC4kS~~ zWkw}RPcUfv31I=waN-81(kT72Z2f1)@W+6Tq(CiSp)YVine7ubtaYBswop} z*rJq&e(-jaG75e(71%6z`QVt(k;5KMTRF=&oTW+6D9*D@{@SRI~`JDp%G;$%sZ^4IieIM*@4q3Wyf(PkunUvTapv&-DCOREH#J^&PNs~ zK}Q!b$;=I+V;18~nV!$!4Thv=&o?*)lU{O#3UEVbLlZjkFyuI?J=ef%xAKX$-F%$w zxDbWGq#m>_VaO3q|2_K~135UPNi(=Yr@*9?X#*Hi0kW{ulk9IIWkblzoAvZGr8&4w zRYpx#A|@*F+_G%&z>-ez_)LRyE0sBrL>U1ljo{%o)1LD1uVe1DlS-KrNC+G1L zObX&uXK|L7xCW{a&<%D6rb8jq(<;JWi=KxGs>~(4BDR1`-YR5%5l%q zQJ>TDr_FS1<+W59wlli7z#>XRtA&~(IK~s&JfQk~<>G9`YL3zzvNCQny(zEonw+XX9OP8rkcM+c z)nVur@{RX&pDE1mgrH=XCtbeOgfhD-$W zb?^;WaxPD7Q^uvF)Rg8sp;^Vu@L^?>%ql7C6=H#vJkQPjSx8oS+q_>dxE8oaH-~pU<1i^j>G&Qb4hQ)V(Q9qIa9r85j>yJpWVxRN(GkI_7* zRY{%c%?Rc|-}n&cn=ia)$PUtD?p6nGy!i%Tz6+Qyz2<9x zH_yv+FyC$S@o=>{svP0r8pD%qzWM%5hZ$me&6ndl{PH(nm|t^Yhw)rhgCksalX~#J zzXOh3So38p4TI}&d&Ynn_cv`R(;l;3QwB1`q#U%F8SgD~Q&utQE5|kI6zioN&3qR% zUro(dMDwNc(lQVz`$bVILpoucSI8 zHy(>eVA3`ol`4?PZT!vcIYt`Cz3j$&XdO5H=~iVBRDuVznGQ1~o-%?P^%JH+5~PAT z+^7lM-{&028{V=>lT4f0iMJjF@i$8-OY zvm6H|1(AMp+*uF>i^zs9s*Y$kx)=bs5UNDHyym>m}c?Fo#leQo(SUniP1$)njZ6ADPFLg*`IP+@kU>GFQ z@tf^#WG_Aco61uDMMr-~8M2xV)0;A*I7?*&GdQJJnEQhJW)?7|J8j!(Gie}K!aHA)W%+^CGBtsZ<| ztGr&HTxO(P&A7i-EB!6FleVu?%F=7fs+1<}=8~kmxju1S{^Ej_<@)u6%&^t+fPCT^ z`o)b8;n|%C54qFpVSXRwIxmWJq>Vk5$~?ASu$#v=p`-GQa(p}Gcw6O9n`BIzS!F*r zz9P5wTR&wucfUH^9IOQJG#%mrSv5kr114o*YYlix0vKn~eR?;u@h4zXMN4|c@{9iUj}Qsy()ilt0?O&S3;U>v>m zAO~}+`6`b|Ygm2@hs+kNR3dHQq`f)mwxo1Wobn>cv@NAH9YvUy4wf=^s)yq5rPR!- ze9EGXhx^XT@yyDfOv+_fr3vM1N|Owx*R+`-1?V+xXDw;Di?)4pP)cP~x`8KUfpp3r zSZ=Fawo_(P=CN0fGUT5O%2-FG?Z@wW_dh8!Vc}0D8gBkjo_tfPe^un2^5U&>@|803 zw=&UM7pQHcm~@!3TUx~hj;2u>!v`y6EL692-f49Mb?OMNATD(?@veTzel`T-}x$@wda^r#G1Ox6VJMJpgAP41R z*aRQszJs+xX0e3@0dm!YIZ)TCcdlwspyE zz2<8wG)GB2S2<6L(f^0g;vHb+ETuB1|7Ln}GULpQ%k#8tA+%%_Ylxwouu>~olF90@F?XO)EuddAEEpirYs+#6d+kc^iai_whsf8CH<9aU{Wl}5mxn6 z9`#jn4phwGhn+O7hi4s?>rIq&Ny^5?ihxNAt7>{%P1#mm8AbY8MQK3CG*SdSs-g4) zH}I{mbgHEkuB}`nnKDCNP2*VpSR*CqzbTQnkF=Fw0Vh~fPpL=SnTEOOO94K!mD%~N5@;rkhn<~HHa5H6bywVXIAbUAwWt_6HlJcUWa+K2_%ej33 zlRP-BwVYsYC|O5o&J~)^#c2zBD=3*OD_hGdX;`!b>p4L=db7YLQF@UsamWQ=(k|9J z#8vyr^3$MS1LYite9Epo;Wgt%Kn>_tQ*i+^w-tjIvE5s=ncl;ck(95vI60v+SG)+z zpXNGSL0)c3V`xi9e%egh%cAMo+A?-^k1`8XVC8mn6ooU~!7x@f$&UqILpJVFC071_ zZP<5sj_3QwaY4i$F=K^L#BRh^AvJ>#i4iqxuMkR=YSe0r3Rn9mi2hPi{U(vdpR_ABp;4wFigzgh{sTRp7>|3=srj614}k$-OhBK zDTyQ8e-!I~5PSY3io}SpRU#)`TOryn7ez@{u4YPPq^Qba^;q;FTM{r_ z_;VBULjr_w>z?vZwv(*%B6VZzFz;znun6F-v#|$sZHgT>sh`S{FpDE>igkDKD7r!` zdzQR3pFw^|fJ!Vn3#Rh>*vRkW9;q$qE3lNrHUfggCHolh60YT)90!GNmQU z8Zjk-Mt+z?H-yJnlJtP&1>JZ?^LR#E9Y3odUm#&Z0J)+r*W7RM%Sj; zWZRHG=e^2?PKAgAe7R=ua@h-K@1GCf>`c&(ZehBmIJvz(1=ztDn81|u#9Vj9x{rFM7<1Q=$7cM7`dtRH*`5FEw42PBcjd;mj zI0)PLDMs)EbfyxH(v1rn3YMa{gS|M+$`yQx!XXdb2on3Vh)9Td`AWANcK<61CyO!f z#K-XaTahc1=B=h2LCV2l!@<(U%UHk5b0#l;dLN6CydnzAYUU0k&D5ci9T_C>_Q!eS8(OFtA;sz&33e8QuExSKyC z-JmS!F8r9+lEWH0PPCMij}!e$!_Kyevz6s+c1l}dgJV%!>N4w1;T*A?vI~3%`}2w( zPz8?U5%a;B?(mEXy9nEJe=f$7oidp7ZUak0xs$2f$%8dSFZi7Mccg-dqw7~yL^0(p zjWgWS;qW)N*e2Uyw#qT)xqzkp6_p+_&y%MR>v$+Oxfb*69Jaib)(HMkjhQt?0%=e! zQ3pEL5&zZ~HR*Pz`y*)|$;vf8N%1t!-G1&)Babulnfn#hj zjXJFNGg!J$*BV3UI+HDsiS8Vh?+Fz+YzB-f${0VKZ25&}Zt(6|##1eAiO43I9}mc&?_1B4BA1V+qhGP0V^Fdh=yX<3oFh^cmd~d|o~HxZO<` zQy|EZJV_(oh>sxgbw+aKMCTam%PJc=M;X#%8hJTv6vQ}^?ZtK##$-#j-92nAkfofv zcTTZ}P4VL7^Vqmu$LSYJr6_lBMc=?H{(gKy*Ka{4gW^OqrAI+Pt%*Fqq9nKZhi4i97ddGO087r8H?QW7ge5 zx%s}BeorJPiMkKO5l++>&e2`OSR1ynf^+!6?@VqFN6w0OXT(Vu3?DL<7$;mQ>w=}N z7nJ&65-t#zC`w)y4=B4)R)U2W#p!r43}QIUm$A%XDUCFX$&Idxn%vz;H@NW;GqwP%QxtdfJWDd}(4Yd2jKCfU4(bT4qq`m@APh-AtL&T$T0 zIps;{LE{Y@`i=#>zoHBl^Pxw`d!;p=wbj^;cA^uE=^$3aiy%=IQYa5N(gMopE}}&z zQ9V>7!y!07P%MW7TgBQPB05$K1K(XDGuYT@x+~$#PEnf1*gc~2NUF%#hn1jfq;mPSAg+ywa-_)tDmy?i z8c8JQyuBZ(`~-ezBx*pp#^M=cmaMy|vPz>a$rUU`R#ncfR35e_bKV#z7SPBI35P>V(!4Y&8ZYffnF%@NW1pty5DT-YKS zZWc4wi3v-^$IC>n|74_VjIDz^(c*V#58o^iMQQ9^ES^Cp#(Knv+Fy%5CyVc=2yf^^ z89qnUpDS_<6im=5V(#O@GrzmxcavT0XwCRBKL7oUKo zKA$M<=pj16ot~n0H<1PMaoA{R$gu+%`w3e25{bP<0odP9lnoQ#u!C~2myKI0%Koge zgU0`-zDmzN72a@$_4@P?9!w760zJWv-CyV|!lAySv~-NE*#fpyC&!|t*wDKEqQC&r zlRH@zTo~&Qv4e#lXNzOw?FNYmE@m5hX~|y7aYREFy+xyhqigegn75ESIgXn%j5~Q6 z{woDDZzeZ36kc+l%QDuKD_;q<*=`mXO=-!_n}d_vyf4_0rDt4GYj)p<>nOxw!x+mB zO&Ghv*jgAx8BOCc3pD2BBcUF983JRu1b4X3?ydU^rA;}{@(Ut8zmHF%hK4z|`5LGUGe34kOTTVNoKPZ)be`6rC2BR;AtTCa-q+e7?RR1AbHu(U`)H`5 z3#q(VSlFVu*hZ|Em{Lx7f|c3JE1iaMbpNFBmK0o3EaOflkgjw8iout#g*$1br9f`U z^ctcY-Fb9-!$R(9nuFscn_`o_IN||VS%>GbiW_^Cdm7JkYfwdua-@LzDwDXyHaU#v zW|RFnEGK2c`{^F9SzBH>OMg&W+QqA9jg53I6(`x00lcU2ABz|m)=V@ZUGW!<+9vZq zabb)e=Cw{|x}~vgl-yx`fau8&WLw z#XE|7Ox{Q;6f9n_=o~lzGgxmIlwqDto=O_lNHlsm>Xtr2x7+ z*`zy17|&gm{M^LlY@$kL5efb-VqV%yZ6j4IgjSg}_8YvR+k<&qvx*>?0tH!RXm-(; zDbDpg>BiBB$RkR?=zL;de$gE)J$IxI?i%~2fY?GRR#5!HPplrl){*?q8p9>V#)7*e zt!Hv)j72;0x6wi$N2#cfa?4nlfjwhQFh}U zYH(FgCjM_x{ko`-C{iwpoJpd{ZL#^57*D!>L)3GmnjCiGiuf5W-4wq-G3GTR8H+jM zM<&09%AB(EHSzrYRGJ-}VzM2PoAZtY+e;W5O1~>Mk;>l5NcTzGAQ-Z-fGwZ*q0-t1 zqQO5R^CNMZlpUJTy+U^!6oMGWe3`cpdOsGko@A5*7%TEz+h2@c;&q z>=xTouzTN~TkL#BIWMcU1uU&%r&rmtU57vA&o6~-@^!LOE4m3Zma*robWgw_u*vD9 z!%Y4WoLA`_t4YJ=*%5ZEjeW~Sd+~Wl=57q2Eb>+ycG25enQz3Wj?|s9d=_zt$-YcZ zgVWs8A>7G&aGq{%Xhzo^F2Qofd^lSQEP#HH3G(x&`8Pf?38ZB?g^l@B4&mpL!cT1h zG~w4B1Mv{ePc1L$3P1L7&;oAq6VJ@=&3Mj_cs5w_=id|$_zrdB>vNn>l_hIf+C#&c zs`G71h5=0Wg)}(C*cLv>-MK?Qa<2ySwe_aq@>CZX#Opngm;X4gaw~pJxA`$ynnbd4 zDnHYXaNx4&2`RjFN5PUcX7IxKIK~!`P9=(L@F9owV9FcP8eU)zUgbxuJdtE&5U*&{ z(<17;=yf3@)uOzWAR4m3MV4O)FPY*(*QQvS%a|Q&ss1^Y$Cz^AtXM+XpVH28kjZxJ zP#V^4enx2`+pr@}{-v}C>N-;26DlK5iX)`Ge~MR!#5<;pI4(XuCVoF6CL9&(_K7k3 zMFB{J9eYHdU1HNV(GKqJ5N&pfg0bQTDV!;Ouz}LLvD=lVFxe9xQEnyKm`$-{^K8ny zt?HhH-K#~}Uoz56%G8zO7=%(*geb}J#9qSK=GoT zi0LS@2aD4X?MP`MDi=a44omGK4t5oN+l!4IL|ce&DWY46dFE$ z-~i=K7TpMCm=fbEWggR^2k4eM4Ry^9kgPKnPi zh=O3J?8Pao!Am&K?$f~10Mb0Jt?Fg*0@|{dsa#f}YvLwlaTs-7WWFgH+{h@SNkKF` zNNeaO-xBk{j;%rWElX9)shj;0=0e%rA~cuS4Nn}&#%zkEY0PVvM>NkSmSh(f+{CdQ z!hkFHAMCg8LK7M`HI#s0Y+C7E5TAe z(%)6Z=N#r&QzZI`)zF^uA&m*FcMU9^W91RxSx>l?6C28icO^u=%A%#W=+#&}@e{it z6e@x>qCUzveYn77S!pSp(yn|1$69L1@)4|D0&Y3d6E+mbDnnrjSLwp_)+ZTO&aINsozM56 z#s?xFDT3Ryfrs}w&(hM}qDpNTvowXWAYB`?6v>m`50;*kR*Gl6sujfxXvR|*$tNhD z4^Ik@Vga1u-53JPS@b;gqmi5RqNJG0dTl+$750~jZZWoT9o*U4dQt%R=NFrKCx3Dm zeR%73u(fA}#9sIW$}#p3hU61d_$_SUz3){(q_RpB)PgvsSX#l#Ln(9d(@5mE;LW%0 zYrb$F@=H0%FU1wAaqo|D@1x*0Wh?IecFKJMCs8KQX#!@$N)ldkg?|H4zXw4O2m zme&^UG{%BWIod&KPLSBuQ9K4qFBt1eY3YA;4=|-;uqXrfU}K0lI#?_oB(HHRy87%7&~I14#pZ66W;smKdAdyB82V=wWzr`QE;8T+TRIKf_C zvzN-9#B-SKNC90{x`$>o_R+A(hdE*um-QKh1d5XF#jJMkl@DlmfisQgP8I=6{w!cA zCpR$+Y~{10pV^p0Lu%z;eZMOVhkaH&(llJk0tbJ2E=1Wvh~SL$iz z_tGrNZs6tUR-#PiC7cI)DD$T4^MB>7a3+8LiqA_HmY(xBel|E$cgpgaw7@<`qcX`F zmUhy$!>oMGiE2VRXFE)CcCGxBF-!k7#m4GzSQ!7JSO$%t6UH`1VKQ$Ln-MlX(>Uv*)&L(bi*Bs z^Stk;dw=)CIS2(webwljs3waa@QwxQ{7`S>FUNKBo zv4H>KwiQ;fRj@R$b$I<&A0_qL*2>J%*34MX z|L-p_TD~=8qSu`DfDgH5^-|Rag~EM}{DbjBFwGc+Y917O@l??zhB>wlZZzQ$Wf4_ZIu7P?3@4ugY?mze(@qa#rMXd6FpZMKJY?|hOKMPCZ zG5z;(AL(?@KblVQ-Me>2Pe{WbtEYxbMKWXfi-hFPu#?`ve;`S>U4||)uCINEiB+Y2 zFaC;N)0b~rRnCofKHa>Ji@ZDD#jrCz#dI*o(a}*ySNFZ2AJ${_lE2=R?p?;5`mF?~ z2lEN{KTmaidoCHt{BB`k;r?Pxp7~JTJGEky*YNul6}&UefwYewXUiT^u$vH&`hO~& zaIcU(bh(W~!S{Q2b%cc9xkznpe%@OoNlyFl@Q{m#r>EFdnNh1!KUV_}ro@^Eh)aDcPE9PttAlB_<=AnV$XyFZ%=r4jP9< z)y{9LmA{?EpJ|cYWz%+cb`E`{8eBT=>{suNE4ZPdq@>jML+*pq)?840eEbae>B*k< z_V)JGYu7Mz>fT?nT^_jM;Nb9t^oHBvb_;v;!h+G|8>AmUe88NWn|oq9@Fj#+W^RZ> zP_Q$>b@N)9OoBoEryDY^mLG36)+d%>-hAd$NzP;IW6&NwwYJs)8)I#6KL?9IF5nuu zUVRksy8ctTd75O@v%wtA#i4w?pavG}=@*CFiy!>`rM~THN0yikKWh%SV+_kAc>E6& zwokt&S?r^iS3X?cSzqaQx?|Y0P)5yYkF%4AvNEnmj~`>vzs+uFc!7<5eQ&V0EsD)} zypmf>OKW&Z;BbLzsW1JxiOEC5j@Z{zzr6Mj4y@Nkxntwvu-F5B<+-0Yr^+Nq!xt`& zRd5;`8y_Do=N6d_2h&J|ca>Ud7q2$?lPz|A!z?!G*M(ARXlmLVbC~Gw5+EeE+4qp z+E(5agoI?Y+AT)d?{;^x7=8c+zqmgs`&)ixNlEM&PD_KKyw{^Y?fjzH3=NiD zdQ+wL_xFEH(DtUu&@wUxKndcJlgFA$!iN-@kA%a^Y;XU*6c44VJ3iP#)*CJ^QKS5= z$;k03A1^O&@3-eyU>}8#c2~DfPOsjJzb6d;(lbXF$&r(jhyM8S!_4m6w{JX0P#NOu z<5gSz>mRP*UMFaV9Uv4cciJ*|7r=lM_VAT_hH`FBa%yUZzP9Uz*Y|FtP(LE3)3j=b z_3>;}>)Kca;q&Lu^@j`ehtZ>zP6`;IDH0JG`f%=)eV3J`jf{Ti>gXgsf&-Q2+8NJ( zJuyqQP$bP2iuHP;WP-qn>Zd5n`Hnb+U-k8Nt--;;1eTVTjs5+v(kkUs#C;df9XzzbQFK2*Ai>fBy8++V`O)VB5V=7~(3`3`!|O{hpXTClL#K+Glv(<_pj_hfvs6^`O=_PHi3@fCWKXs2kJ6vWGPU@x` z%+>DPsC?!#O`~wb>t<*1@?fq4oMm#+DDpdZ`px}Cp1Zp8{fS^wPP?uzz10%?)^_UG zrE#bEJ7(tQ#(*U#sPb%~oSgGe zs~z?$al8&)gM)@}vdXKqi5N8|p?tAPpS(2eTd2nsd?8103ing|h@Cx5B7$-DpyhZ5 zmicLlc$m>Z7Rh6^BArHG!UF-08j6}`hOLQpbg}7@Pf~F)yW7z&&Aoe5pHHC1J{J`| zQ7bYE%H86$7$xpn0t~9b-p$3vM!gS!EMkP-%gw0`YT7X!l)Js@AcNq>gfUKj$!biU7WwW{8_QNqiYgjUhT zcC8X&54|!oGu3dd_SQ6ES$_l2Z@F5s(a_Qs+OMkZR4oh_(pEUEE3I47n~YUBAn=r~ zkk(V>;s7k))bJTU!EyB4bML&;(&qYlD((3e$sgwC=60<$M{B%L1}%fy9_>)$%*@P* zumWc2A~EycGHX2m+Uy7SeZO1%n|unKHdNzLgSI$3Jy}>>+(4V=&N8GP1JBj9wPCZd zv7vSX_u7)@<$!-jD;$_cYQ_MGSlHO=;SPIJB(?zNXO~B%qMtmKkqHbGJdFhYgwuY9 z!*aasZ%YV}7uERqxKmRo$<}9l+JYT^;IT)K9x=19e1nxRo2cg3X3_Wk@`d{T{r7o! z%;)_XTX+W^aE<@o40N~eevQV)b}KuyEn@N+1qPlyy_$EF`P3C3z4gaj|Jgf z!cg9QixE*v1KASKo?TGR(U2Q?dI~j@m7PtmUh?P)F2y4&$!9)>i7L$_A8$@yE3ur& zSy*0X05KvC+96afNrZl+#9TpMUcR8X-P}ZGE;Ok*?H`@*cPO1V3`bj?f`mfDrIrb5 z;UkLmwY5UR+S=Mtd`<<@2g8MigqWC^#eCe{s`;g*%5dV7*z}D6s;?(j!XY;qE-@b= z5Q6{jC!Nrr@v7H2BBYJ$!~6FI{r%|*qUqW-)jt!ss~*<$vLOfHl5CDvRR(-9(CEVl z4<59}a@*LVPX^OJd3J1Px9J`2ET{G6D5OdIR#lzgADQ<32%4Um3CZTO$(Vvu82ay@ z)$DkcOY1@t-rB{t091O36PWp);@)OH(jWqKYFFxv8SmdBuH)fjq zH|%9+YZEn{P`q}j*gH%8 z3?skA{cb;|dzBH|@uV7#g!Nn-$?0Cr*(`~SuI~NBIOkn1AfIB2qRb(B-|vMhE?Nlu z12XhqdI)L_V9`8ClC!O4=FHunjC1bvF*EQ8+Qo=fg1ev ztLJw*axN>OxSoA&8fxk;*nQxPC=T;zwVbrHW&qDlKs#by`$x*TTC)H+w(H}XaV2{T zdqDDJ#Gv%=@Yp75*SN2YRS>~(0EoV;m3<*$6ERoF zRC>JBpV_><*sJ=}mL5Ed*>Hi^-h>Awh?_Xa(XlZ&D`b?e|1e-7W`IYPh%P$0VtlR4 z(yRyv@$m6&PDt9bJhn~U-Q(GY(P+F|w>A{5uif(v&oZI==(q-l(YxmCG$u5Z z01=}g1%U@}Kz!2Nz3V9+_HZ_nQbwlJOg|_n2yrW649a-7Z>K5{;p1;L2mreKey8Kf z{L0_j)pgSosv6^s`m4^`T2Fw<<`ge2XjGXPY{z`%eL z#mw4TPGLfnq_D8?YkmE&`TW*;<0NhpP789RZs34qsh0-8#Tvw1xQr&eKr0pfLP*H7 z`uA@f<_09Q0T)~;%TSLxit^qq`)EiA*PzCl)W%fBZx)B*fubc1R?_{!4Rq$ zOvP-}HYJ~yyHY@oW0P?_8tH3#JKMTAiZxVjV+h|1 zhb{$*Q!!hOP)O4)|5c`v44;QIRQUg?1JIO&!YzAjTOV(BhJOJgtVJv$BGLzCK(COR zr&D)9UO_>%&_Jp>uyZjm6o{|TsQbRa{v;-X1VA7i0I?XW!JRUoT;GW#y#{VtqMZ$_ zc0XK9JJz100_DI@!RJ^jcy{~&9N9)QW#!I*x{RbWD-qjom#T5fKFo|Bdsp=VVUznq+0`G9h^TG;K! zYF+tyqTx*1(%?TxxU3R8rsTjErRVICVvc7=Ye!KF*;at_E0+oY($Kaxyjh zMnQi5H>m2Bi5hLG*7#6Igp20+;aZeRI54l^yqRh8f23aWg>&4IO1&y5=oZ+KIpCF* zkcz{K<+Ih;<91(VD1L(%kz=W> zto$CxnV*@5HmZ|`$NiYgZh7F8Ggv8Tn7Wzsk8^q7IxR; zujw~GNsyu0(yZG>*Iv6jy10OpL%WtHK;=Sp=xzROd8AQxvn!wnwkHpkFwR&T)PK9Z zE3CGdnAlXO;Mrd&G?VxJU|qpk1crp*&;E(%EV(d=*n@9uVOiijcy_2n1Kt1vw#D%( zYyP9=ge6}(fRnkgwUq???G)gMF zv-`pB@o6V{1;Qb^T~}AfvnM7jB4QvB3pj#c7k~>7*!xkGEumT-MbsKw%)v3hT|Yx8ddOZDQ>N7}J`nnU}gIfLzQ5+X9?=oNT zea^GfBPP%2Hso06<>jSS*I*U(-T^i}0Q&AP@bS3{hVXfX{c7Le>bruSi6^Dy?k7Aq z$T(b=hCbdD78QYfv9lNgr=YK2h0>(s{_XBQprP>s?g97mP&|TB3f8v2L_k1bWwbm5 zq^?4SB0U)7bdUr&ZtAM4NXBB&7Wov?BSuC>Q1o#~$YQ!YGlN-6r0x0?3>Nc~C&_Ry zLm#V$i-kO3v0qVv5D&2i;o;$sWrV=-VlnEvD{!>J_T|f$NaoiUKwr#&MoolUhZ9<0 zHp~jCUd)USns>dj9yFy2=n9BYl-7w{f+5K1sdjULEK(T0i_2k+9O_W7))PZ9OGVB+ zqCD0WiCr{wKuw$q$q}GI!|S=laF~NHLUf5!^+aO|#2m!L#CgCNu7UghQY|O;B&dzuwBrWibb)beLS@nGnS2EkS_EtwCko<>A5jIL6fS|~95J?TE zrl#ruqYuEX7!MbubnG<(DoM)A<3ap(7m^0S)BO)gqJagj2XEt!_C@?j8+VomksuIa zhx<_W3GRoVArEt9vcW|g8mOwMB+^|66Fvii{vM#K7Z#DhQ8};EX7ZtXQ)6Sk=^*1k zj-~|cR{v2shdKHMT#3zb-sFVG*(^vrPY!E-n>lQ_l?z3^jBKJMP=?|_?~5a)OrReU zUwp=EOAt%|6KY1)d~o7)8Hk(K_d67~w`+|cn6(8}rX;$LH!tPu|GAA&xo>G{sqX97 z--t;_=pnjn&3j!R+SMf+R}#UfDIfjB_&Y>0OOHb0%d>1D$}TxwA1zO^UFs9d&(D_w zBN%2e_LClN=TAv;`FFZj&I#9~va&KH@EQ&e*RHV7?t#RzadcFJg_BdcvZ^ZV-t$j% z5lq?xi!*STl==Ah2q0fbflp}#Sw#q_k^-g6t>ppLL?Fa%yCC~+ycAxcht-z-;_pug zOfvh2siv*uqKA7#NUmCO#`M}+ykQKK)x&^*0C5u&lc2}6XZtl1AQEjfrUhvs5a}$* za-Ms;X$lU0Cps%DD-_aYXe^wYs@5=uG{~|Uz*Dy(Z>h=wgnQ`8>UL-w_ZCVLyrXu_ zX+xw<$O!9VR4zD^ALfDN+~1+lUgQ@Szmk-c424Q#K*U)I-yt}+FvPgQ!Sw}Ii!ALE zlfIX#kn@ym8CI_co*q5)-JQ>cLiCM^iP43W5!RJ1!EHARkCHNBbszaG2sV9FQc`*< zoow`Bafds$pyucx5d&}~qMWKXVoobp~nVVYbh?P%Dek2k;ne)HxHh%6xpK2?j1NAp>i?6ArH?<)$+F~z;he1!7c!n z(_gv2yk&l!Vep373%^?SGBc3d8dNjY>Q+`Dtms5DGv-9 zB1vpIN49i<)j*QI3TA|u7?ChHJAD!oC_yBrfoTA~v)TMB=6*0sgkS~`B{M7Qg`&*h zJA95`8~uoER)$z$i*sxO{gD=t7GFWxr<>3Cr~nL_+S~mBW8xvHTUl9gT(8>e3!7nG z9jk}{*#&jiu{ryPW)W#JX};T<@Mh^J$PN!<T(2Qs=HZ1vS7or4gyAs{Y>&*YCl{FVFAnzh2t^R~PL6TzcnYVY!zQ z5>)*BRj}N-bU=UGJ3D7Kg8yr~`OM3Ui(dyuhAfA`fo_^GwcE(b&JI$CX~7+;|8?6O z*PvRgK;6Jw>0f0K09zlZaZCIBN~XIGxQb+=U@uP6f|&l-lWVY{1*ZJ+1$%UKl$ni< zVa=+6p{=g&9fU(b_-6{!G=8S%*Y7hQ9v^>P{?J$XwSQ5oL&5(~b8jU~s?z;Bgii3JNfFROlrOoTuUZm;P&N=Zn#!p z8|i_(dU|@A%WjFF*mTeU)+3Zo?g9wr;y{2LR_E;n*Jf*w$4Gw`3NXTyOjvFR5~Qb3 zpAMsu4mGgJtc$UohlfXoQnqhMNQm0p^75a_x)0nQr+g4_HcU(;fQw!rpNE$r-Va`1 zb`Gk1OQm(|)~)2Uv}IR(6cU8s;RR=(0ONfA{8>)B)N;aI>6<{1d06<8eOw`aciW@q zDZ&(G=BpCTTa;|`r#iuVoeWJ^&+lG~A1b%u*DoaOflClqQ6UEJrns!Bp|QVG*a=$p zvVLpmYiLR$K_19XOdWG`DQH;sz4+7F88}t%ZL`!zkE96D0w}j%B?a1Xj<^0o!A}ax z5yA{>J3DBKF@ps&Th-9igs89f_irCaoLSwE9T82`YXFjK=}A43>bGpHueSZHL<9H+ zg9BZ+siM;=zm@x*m4l;cXsE2L{vC^zZxpNk^-Sg5IdHPc$;n@1W4}a2 zMWN?*2DO{vo*`6=6_`|J~ea@7AA%d@c?JwOCmg91sWvokcxaqb| z8pM(xskGcMDQ)@YPH6mPmZv&17|xfDa7B>A|DDeGNpxEL+Fn*vOw7z|N>#sJOE8UM zu2!73`+*lYW=v+AImv41z|3{TNx*>wDLEe^BOtf#b^#e`kO+S?1-ttS^wXl>=s(bMcXxjRt+v|yHvw+6j8!~-8sTnW&!qms;(9QzeJUI#|@pYcLnfv8mg=k{PwVjJG7G1m9j}0 zl(J+)vK~l9TY+eUgey4rRxW6xXV0Ep#le{aNc%$0jd$hB6;ckfAH9rV9YIk7eKi8O z@2{3l^u1t!*C0aL8c?@fB*!NpfM^y4;04fwfAc0n5x5k5s6>#GiW!QZ9VXl&pvQtl zZ`H?}5|DI%A8*>KyF!UHG!ZigDlk&eLjaDR!T!IgOCBNGD5fSy^Ls8wtEJa)aSb68 z`uOpqY?8>05&)akxoVdu)-U8IgYz7})VBGrvSh53F(K|Df0piT2!BWSySq2l*ltkPIj*X2?O}c=+ zFeZX1)jQH_1i~?j{By0QHdYw}-wQpZ^90<+Uf&<>cB3{%@o%h*qrf1;==Y(zXPNSeb6z ztFklotNai*{WoT}aRH|6-YER358v{owF@T7E7(rX@};r7tu6b%yQzhFyWvQ(#iVYd zQbX;6_KcSS?|!H^bY^sfsXlgcnZnrB2sLy&|1>^JP~z>N|NGtiMd~4dR507P3SW-{ zJqF53t?(ra4r*fFE*>W}rCEo5W{;aM53Y!+683~&&NQw4KKC^!$kgNfTXTH{+zu1F zjrt-W#7FWZn2~8DMW)v*t5u5%Baq=en^owtKm_v-BBJFYQ*=?fG%pNT03J2LI|_E3 zmIodK>pQ{x)O=?`8idC%&cFmDysQ$7gh!dEY!v-;fhlfX}kcthYSdY-y7UU(q z0QJnEW2EEx#J~q_?Cj7ydL(Ji=DKf%KmkOX^>DQ0R>?@yF<%D7nGOo(mj@8UY;!fWt(g;5k= z5vYBF>9>i86z2x3EWyjqOz{!l3Fs6d_JJ`Wn9@syGYy^0PXJN)6cjlnFxdD6V%%o% z4nTPS`jxeVqN6hgK)*x-FugW5{u~xYh~$HU?i$&GR+A`52AcZ%2w?6B8M}k9(8hnU zJN?st)0;?N38>){WQw2!n4o1CgvkuJ9we=R#WaK= z6mVdy>K-r&g|vQ9NDB*zMIq|b2>A`6Et}P(5KO#C0H3OqS=|GR_eiziq9@WfhNJ-* zZ6UL)d>0sqi;Nyv#^#3& zWfr0jnDs{V<$HRf#;PvQHEm`?RP(H|Paa=KJbjvbZ+@@#_i;Lo8&o*rVIb#&P$Y8} zLI|WC1+0N2IAGm;Qc`H3U3no9lIXrH)sRbAw-a-7Wq>n3efosbsBw>j_8gmW4>gjV zJ34Y9Nhz!p1pZGZ^4&HXiIBt|^1)k2#xJa;Q4IT;x~Y6`fM8IJUKzYAlrr}J4)UrbL=FEZ+WWJPKAr>CcVx!Qu-^UkE3gBgzZ)orN4x6|vZ7G7kOsVLM9<2`p<)iFLQ)*Gs|Lg}u1 zThWY%Dm?8b$NJJx*Ar>8XPb7{;DM$9MF}z4g7w0o8>4rVoZ+T4>S0)s?pCvZ0&(xU zsKv(mq6=!JhV&^R5reo2v7YXavyW8g4#al=I1y|C3K_P90g(dh8IkSnf(J2fK-5e2 z5Puzj5rHA7lxW9GmoBk@@rUdagHAao7VQor1=~ygeqf+qWFG+wJDuzds^;lnz+B3K z?^a=_KoWRr6w(fdXwqgC%?@u(I3$Mwo~2^i2M-`I{0&VJNr(;X(Cv`*f?i9ayMFE3 zwNNH)WQcRI2I^ZHTDk%fHZ@?=Wrzb@PmF|Kg69i_f8- z!MI^Fk@HRj)8BBVo207dCi$PGnbKj$2a$b6*td6b{2TR>R9lP}SE^#!70>F{X;F0Z zMs)$Va*5Wwun^Qc&@oEA+ z0oiu<@#7l|3=GAA2!`p@qL2v<=t4a$wHWLBi^StF*YgSDj~}aq!uP1CK0w<TAZ&J-kHZHv_sn@U|k74PKeNaHy_ z299{vF1kn5i-~ns z`%d@gT_OKT@pM*xKqZFscI(dAPs+~Xyem(#Cw;2pQ)Lecfb<#^x{TtTe@+w{SXczW zlSG;vtT`1$}{EV85YXiL`88-Q4m^N(>;Tas{=z!~%oslhAK@4RnCah(J_b z2=fmRcQiob$MNiB?_eP*upn+^Y>a=x+CWL~-I{7qSGjmcqAUB3r8>sZn!#8Nx9cG+2FUh&a4xbfyJO zUn&+km-QoXQ2+k@lNELKB#)41(yrzMS~3I|0OPYEaE^M?6=-1`u@T}QTfEp`N|Ez0 zoT{A5pUdHi?&$2qRaaMsu5SGL7W7t-I0n!V$+Hrrs2x_(jX(()|28%taQq5sQFn?2 z5emubWMyxH(572RA@rfvnigbGt;UJueIJiO94!?0F3;R-{7MS{X1#+B2k9B*K}*Gr zc8Tpd=Z_WzC0n|5QVd*q+mlkLNB%dsc7?HaLP%!w!#;7uT{F;<5zh7qj{K;IK6CU` z-@|`v&Sr7ql<`w##y~kQ{W2n@9CxT`X*2h*VCIFza-0w1k;H&~WELwi@h(_pF_>5# zDl*20mb*frjHKin=q}i@aP0;FV3A4xbx-J|zKJo23=W3r zUZTELnAgO+c@w74y`t|15VO1ob)ryVZ~nh=C}<3(LHg=xpPcP+cKU^wE2#-mQxNT*!kO7^d#AZqAUv`0(BF9l-OVcV7i|mvB9fe{t>QV3IisGZi z7AyBVei9G1;-+HS{Ci5WBa1$Y#W1oOD-5vJ0<|Q`5tL0``7CGj&@Ne6Skzvt%~_y+ ziY({}U8W{C9Scnylvt=WbEox&Kbu2Rxt$;eCjX88F|&Ugd9#YL1kD$c`Z#Xk21ivc z-p88Qq5sG!i3mWZLeQZZdy=YZY7k*Sz-o%*8YpnzNVQ?#;R*fw_YJzl{ExD>TjR%T z_^8!|PDp#4pdWGd#tozwWV<#R1sHV!z32iho>@Pp>O||ACYX=~mT-czkF`n~ze^51 zyQN|n8k~WaCNjwiX4(!7S)>ol^<(J3V-oVysaqw~8QM9wh2i9H1hx(15)#WaZ23$@w)Z|RH@A&z7`{`R!S_|Qg z&h&~bUb~2&@%CBn+Pn>X6YHdGB})PexQWJ>uB?gBu%_6&S_&<3iFP>m5C>oXuhDGV zd+0VjizE-@jx#rq!Tz=942({0Ot+~yzuscnFe}>^$`rG5rB`&sZ<8?6J}G&sOE47n zj&j+6cSSwPYgCHO@Ycg`V|#Ak}1p~ZLHy#h1C6J1Df9~{u;ue#Ema<0vI%v4Kj zdr(xh*EZ?X&FDPU73XO;IJiX-ku^{;Y#>EN-t_}}hi}!YkbOq}CHXpkrFYx`!@9#``5_GDC|e{)Yc$Qk>puirG^uMstzNj+K{7aSV8i{Kf@F zS1&&^!F%L}zsA3-xb>Kd1vUC8)~Ht(_e$6wk5a*QA8f zNqfZ$Q`RlSOQuH3*#yNBBi+>^O1g$`61@YxIr0lQ*ph9eh~(J_aJ2mHvI=8G8R23Wuq>=OD zC6Y?&J1_iNioNeop^}eb_Q_tCJH;2j_u<;h1N_mp#ql`&%D+T0x}2<)oHUrD&3|^f z6z(!v zUS2QZk!mVQ|2@P($nDG)ye4>n`6EfklS7sF6wB=JiObpi=>>cSM^l`H;*8n^QA^A& z=QVefhMD9B*)YNLla&PhHne?Ijr8a}Y9-$OjfnALW36s_bzZoTXKz|GRPNoohoPX* zs~aFv*$TAondQwV_*e|Nu3BONo=YUgI%eM@gJ{J2>~k7*ZEHMw{{8IilC%)7T|OM|wD;fpGb*}2Yg`XV%E&D4 zxW{rWy=}xsD$Q)IBNL=|-6C)I$0ll)a+_DtudG~qDv&Fyl!taAVA;J#l1H)9;M<;% zw&MrjeYeto^X4W6MF3d6%a_j{+XXkWUw?Uf(6Pgu9H%+LGds;btbsxO-o0n)%Gpaa4~EoBqu`G1o@j?)WEk^u|sytFC~$R6C}1?IWw=Bjc2Scnq_{AGg9J zj6-t&7TKQi-)S>6mDV%)A@fIE+KkJMX=JgY@2$RbLSDj@)l9p?KIQ2m`ay9$0gzvj#;?d)p?|V9{J$sgpyah+WyS-(U z_L}wm1EKg&g~(eLuJB^o^}Hi_I(Mp= zjlCA$(W`;;B945VRMYhHZ&ZI+1|mNFez(yRP;_{rqN31t_2VVq@P)qhGnw@o4`N0t ztxMEYTAk&8xgwXMi!IGAnb&yLTrt^OzA+GB(CAfLN@yFHy~|;H%02IHN!go|;b>v5 zq*`OXWb=Dm{cWh5@~^@>O22;jpegJtM`}L|R*En5ne$TqI;x42-D|E~Y%hAOiu>vG zyOi){4*HNlzuW&I%2N?!nTGJP#_oz#>|dHyf9}Phx+8j9sJGjS>27A0IFT%CVtdx; zkzHnz+pAR^kLv8l6%OK3m1>H%e;3-1LQ6QCo9n~TDdy?37Je0)Yg^swuij24+{^7Y zpSmaCOBk1oHMyVt@+VE%TlN)<@s4nn=)WgYXD|B+*Cv;um)3iuvlFy1bc#bzUmWR2QMQS@s?)n&!cVYo59W zXNsIB0V;&G6KQL6!>Pi;w72(iveza)i%%-bK8bjyyOF&j=|n40S%bbVbct4?N`I? z-HlxvU^P4P5INmA3OJN(G3-!hj%{rsU%WAD~oPzOdbrq zls&=48kfo5OKi~F^KSI6^XKO-4XnCidRUvl|2o>6WAVc3hbXGtB+lFiIDRJb15e_; zEO=3l3TMQoJZc3+GIxq&fIl#XJYMZ-6;N?fIju(|@#t%3@ixzXEqkvWbH3hmco0G< zi-vV{9cdH0V{H4^7U$SsTs9t>&0A=s94p>)<9~R7aXg7RKWI$36dUx%S2F#Y5eIf7 zt!tc`;!#I#ACq40+S%L52NSE6t>qPHF-yC+)3#ZJt{XQqrd^{BrvrM~|s`ikV=Cx=U4P zxSQZf+F!Wa|NGOmwLdD>j0{t~Mw7kavm}Qi<#Z6{BO=yawsPuIgVH)8)jA>$cfYoWW4c_=^h|`5SoMcD zaq0`Ug8|-T<>Rn0B89#+T+JG$|E57+ums)8y%2nhDJXN2&8i+(T*=#w?Vgq36H=TV z0hGl2@y@M(v}M-fKNo+sO&@X0kO`4H`fznt}x%%$!(xrS>IgAt#J1-nmm%36HOzht-8H{z->vapBd z^UuXPyH5A7NSmrR5S{PK#%56Zr)QOtW)kyS5rd&kr0bp&igu;Z<5B@PGCzLsqfK;U z9O5KnLfs6B^es+*{rUyNdG);gC(l2W2H`a_f;$LL_1dD5d;}!B9z0H)Hdh$k3%sD}D3jSF*|12$frZJyE#5BO;IQ?$WFSg_5 z;0RaBRzotn+l(4WBnr=bQgU!`z!RB2xPB3SU*J;e$;tR(iS0t^j>U zl#Y^A=)G=RE0#%;VX8)$&(%(KlGpzNRKzHJT=u`shOy)+=weo@P$D9w^aZ z?`UVdvqM(WCvCImL>RiIPax|_S1o)1PiRp;ek_%}1y3!(7%lkpbbYWa8r7~*FcVLH zBq1&RfP+J6o~8jSO*}#)Gb@zKnRtIAzuOtLSurlHVum-;>HTje-V}nxzI3vG%husX z6S}LPd8t!UZTOgjCvYaF)l^1%wLc&z)_}E=Lb?G{Ie|Z3W!{FzUy%pa!8pUy(QR;F z7)UJF+p92749$t+j)4IV^#ph%O&^}-5T>lWDcn+d5hSj@`Mrgkw(2;f{3<6o=;W}u ztCp_IqK;;)9@tqjuar&W7;`=~S??QA(_WzBc4zSAmHTX>Y3#ywEW$xW^?b^CAG6rC zZNl(iGr=aAUxPnCyyAw3$G+Mv?X2@l+?p?!sciZ}QV(I;mYL1Qv@oQPBrLig)nKdH zL9ZY&Q528e!=|Pt8M{-s`lW4flzuTWBMLh-FY)>`er<)VJ0T3MOE&~5As>$F{4^YyV6WY0C;MoU+;0r|d>ed3)X+|`x&;+|&c z`PKMM!PN+yY%9QX`XPofkjDL0(Sp<%+|N~P?Br)&*I|SQ8As@SU?W(1^b01c5_pX9 zr^{2jJvCK*DsygYvN_>;Qg{=wC0Y-3_8+*gpd5!{y7NC_LH65cTY3*H`%eXXj7g6f z0aWUzLq(1te@^I786Gvl3b%VCMF@~r#PPjY>-%nHQW3HDIg3tbY-cs z!IN+BR34Hf9ItzvDTHJ=j5~QlSb&UwiUd-$!w~d73|Yd1S<)<`OfOjSAEvwUr%Fv< zc70H+w72S`?>og*X}x)!{ByVQGUh%P#k-&0Zv~pCDEr&P4{0}~1mU2u8!J~Se$#mW z->yxjh*iQ?z>p^mM2>g4xk*6lLZ3Lt#v>e_wuVNJ;qR~apd%;y{lztaBU*_Ttk*L+ zcMhC?%i-S;;ughPazuAi+41)?l7HwE4ak4{Zm0sinzzMVN4kxD_xT=0ZgV@^@jG^F zevJPH2RD`+jq#wlWnvAtNm~NXOOe7eJ06#BUE8>jztbmHiMk*)j&U?NwXHQ)!ms>J zU30atPIs*~wpG=Rn?|$Wmq}z;W;6j-TFOw0y_f zJ~^_fI?G8Z@iW>DgRmg=uI}uGFy6X2{IB5`?e%NZ@f3|PaR`g3jH5o0dwu3WaecaT zk@WWP>^YKKbsOYC@MllHWqu^GRn1aQrQ`YB z+xv5N;8x(sna)$Z5vGsOitAV$>5i?&Zx8F@f({1$?Fj5z2u=Q@sOgk@K+MxE*Y7P} z_(!*Rv9wMa|4%amWSz)*-fJ zRaKEgrQi7nzpBvQyv?-pRr25e0}|=;#~`HB)t2U-)pI}j=|Hh&yyqQRThvFfQnDtw zxX%_V&e+n#X7$jB(;*3eapHGK?s$fxKkzndEdNCSlgje3app;*kn^Yn1z5hp{wwlO7G$o6Z;*?lx>u zrzUR=w(u^UPLXYPoeN3=N~BCX!(A}B_J~3q|2}P>qe+|>FS8*xlc+z$EuQt*t-Td_ z$gI4a=;5PJG-5>Ab?g&bgk2Jc`+B}nmf+HZqTIHE=kHu=mNU>zjZL9oL-7=P@>$p( zqD_&Wz(>a~@ON)~441QqWy|p$Il3P+t!KJnkZWIX2%L8;6Vtfs!su)%_^bXm$f6BX32}p3B7nTF#EmwJ+wCmD^Xmxa3oor4(0T>%}r3IP0`uleV7zd60K!RMnnN zHtlq;zO;<=&{OYS5Y%vrfS?)ZtnDAmT6xR2kSqUv<-kb!>c+8k_KmUd=QZZcI^G-y z&OdU-Q(WzWg5%%$`O{aCg{P)g_)CwKY<+XB+PI+J;kCe5+4J7=Jql=H zK~qVwoT_YaFyQMAeqZ@@OcZ+gNI?xhHoN>zK9@QvCUd$T;Vw>k>$`z(j%v%@DdCyY z>gsIIAzRQ%w!EZtBSWTUkPoAb0I#{Poyc$Z=lMAk4+i<=L-f9>N`PGTs%OGRnu$~1 zE4yt?(<#T-^vM^r?7scFud*X}l^e4Zrz>U3(1_<%-T0^vtRpj9k7!c&4>w|xh5Wye z%qvk;w3Ceo6lJV@K~Bkw*WK_?I)TGYrr@C=73inHFl1e8Yerf9t?97fQwh^;%Ok<^ zZ}ZDmHn|q673(lgm*Z_FK-T8XAZ@Vf(HAM6QY1Jdw?V&BN!;3!X!LzrA#&&&tF+Ps z8M_B#F1jv*#{kz_u3=Ap|$Vp zNYJ$xd@s9=wVHbaq}ern#9w}syk-;E&34XuvA=zkFz=Dtl&)4VnU8?qv==S%haa(j4f4{dFhb{Rw#Cyg$HxAsD>}SI|=)NwwnW^cZ2mK zX7TLxrI}W3+O-ApLaTMVjxql!aU=3E(~6d=*XQLF^u>|z>-n<}AooMG>6pe?kg-G9Hzly?fM4NnFlX`XgXGs(rl z-yyfdVvV$u2*Mv+cH~x*ZB?u25~*D^(#8ABeLnH|8=&#}OMpj5j60E-ytE79PEXzo zklnL+{iV>O4t=V+6UOswm@{%Ep>3@~wsV_8A>-5g6t*X)1YaKar9wzx%IZdE2x2-n|oSs z5Td#0S^j*$es~UjRNayD$-lm^mBHct)^fqF%t_9Pvl|gr#?L%Wg^&?ne9B|@`|5kj z^%Vb_YY$&ErCBlY1YPe4CtmtvUIHHn85;5@x=_r;7-YCFeLpEp7_CpeP0t=lt&?5F z+a?+?dBKOGWM^vj3IBh{dJCv3*Dd^)5Rp~^ z0Ra(|P*MbGP(nl+q#J3Flx~p{1t~#VQd+u85D)~UySqWU@BG;3j(h+2?s4`Q=Nw&Y zeeuS8=X{>uoX0t$xt!9~VIdm6*J*m`jdi82b1MyOMCDvHqAgsJ?C%MFFCE~mUQIV|^y> zT^J6y$exrK;4PI>prk}Ut<4E-UE-?gH=;C)P$|IMo z%EB;gohW{RD%la8fX?B&0+GsHxV?ZyFT_JCstt4L7v}EHVO-nL&8)ZmmXkbw&yuM2 z+J+Q+Mu@y%w-tp1=AR|?Pqs3*cpM7GE^dWxKk%ijL0(=0A@cG>^}dgDnY#{(4)NS@ z_~`$DWmo8gCCF@Sj#EXXTBb`k@;4Dhz}5P0c5_jtN1SJ5n3vmxu~_Jk8|O(3_mJHVG6@Lq4LeB1j?@KLUAF7tYL!x%bgbG) zzBi_x5n1$fU{T=yM4lwI&8f}(B{B@;JRD#wfear83ngCjy2`$*WtD343&Fapnd35& zuYxlAWS)lLqUeV!Bq~L~PrP^XL!z~SpGMQ)wah%GSpN3<^NyTUnVb`=@*0|JcjODT zNJ@z&zMWB=6GXsqGlut(aX?g3I%!5&puXv?^_3!aNTB?sg!FyXXWecE8%$96OSJin zd^y8QyOyrfEDy(pf~=H`bPqJ+#O%If$7bnf^qAWXRRd80lWA|EoduXlQ`}h2AGQ=+WKF zKYfCPAIarkN3vqqlRePyGO&9;nOryap4^-H@DlkU-xrt9#!@RPD;BG>q<rLmv5u*m(Nlcs#GyYt9w{y_tfpTYdX8Q zC=PrPHc-&Fw+Dd%h1h)y;@$hS)o&dx7H{TQTJaK|I+-K4R;{ZY-NXo{` zJYrLM@ZbS*yoQQ>5m;T}kdaXeWH37Tu{6-wU%7H+>otcN!w1lrg zKI)OR0cv?4-EvKbQ^+LN(^*^E?<@KpFD9`~IAZki6_EEN_hW3zmu%bR=6~*sEC|#g zUjfzw+w)WB5^12Lyba#j+xrFPl0gr!W(0ov)b9+_IP}40_L<88H=QEoSMz_5QBLxo zvrTUDa?#8LJ>o{5BY$ob-8P7bx+N-6?1jM7)%64_EFdvn7}^Bs8^}nMbu29{#jeBR zz;7^{S2TJrIG9b7^!~m*n;b?Z|0s}_=ycq9 z`1tI0m*nFM!IoOWvSV&Eobm<={D>OAKnGNWaMIi%h6D@IhXF<1J=c{DxgD+3nK3V) z!3}gaw|>)@2)p_T;d84?n;y|G-kJHSDX+3J#{|}U_fp*U`r*LdnIHfzt7!F7&?~@K ze}9!3Hi9TId0WFLUW|5qK;2uGr#H{qS+Jx2MI4XZ ze}b^Lc(vt3^>1)3RM@ZH0#Oz>H@6({F2H=?6&NTX-*n9+v74BTOagQsps0ayh%z-l z584I{81TuU#6z4q;BoW;Rr~)fNDo$Z-)g}86U!9>*5_`Jy*X@7bbvKyxY$%N^cSqS z7)B;&c>ZRa2kK{erA)L5dL8Wr|Dqi#cT_IoQi^NHKDF}@y-q?VVQan{D}9~*FKon4 z5lkf%3@ii?F#hc8ivW)!xFCbU9arPBhm2gXr4qR$0gX`)&@jVo2W!J3ARIz1hx-D# zP%{Wz?Ck7Z4mLU~{_IM?*my(LM{WlJE!q-00=$!b6 zpF(M0t<)R%5U9Pqd)@0xWSr`*_WDeaEL@t?FXH=LttvB0@U$S$v@~AD1$OTC(n1~3 z5rEz=2dn^KSYihN2Pk*jm z&jcXK45xYIng#{5k3g0LIYU5Ebve4id~s$gY*l{6xOac*T0LmC{yR{!dZDrAfv@Q& z7>N7)Z-Nd5Q8?QFc7PA~E`4Ivo0NKkcI)jmlp5(oxk)E%|8U77hy&haePLR-izKwS z?;mMv-UCS?2$d57F9XEFA4NszciGu*ipeABG6V$zLQ}EZ);8hDnMB`C7k@1-Y2%61 zae`|^k{Sl)G3UPsVtn|r0OOpy70+rDXZL`jfy^JoOAfAe04IX3EesS7Ak0AwKj4Gk z_QcnQC7xx)^V)z~5c#JknppJ-?bA#no`hblheU{gXl>GX={#Hr38z{=o&36)hYa_^ zIoGE4fq^ez)9nV|IK?VR^jbBnYQ$c>diCw4E$qQ7tq(>D@bu@&`4GaRCjE5P>|A!7IhzXmslFL6)IaS6EZT=ZQ?$D;uFcLy zqW&4SNwc24JX{C6<(qMXCJF%_g6ro;Ny)En`KkyTFrIaHcOM=fvs+D6)8K%cw@Kvr zg6=dffpE0S22nqY5;Zk#{NWr&i3A)EsueHXQ?VEab&f??sawSb^F~Vs zQiizsr8&pB4)yufqjQT(orCP>&CBNt#w2UV#Nty4<`l)b!FmKl36?@+$nZD!VBLAI zOI+^T-pqIS@EfZ}*Dxd!iH&ca%AQR~RGT2BZ zSCBf^@(_s~zMu)UWCPI^;0^^0`fw-@)!Fl}uY86=YTiSdRQFYxBnEZLGHOqi!0xsC z)7V!XuHt1u>m-HgR8I~ZQvG7_CI#bc59@x3bDtaHaNL%b*S;LgZ47d7hzN*2d0BQh8Q;~!qD|kl?q5~|vRam6xThc8L-{u|tU=hG0@6EYbQ0!rUn@&J?KLh>8 z@!8eBy*|O%?ZaG#eQm5o4>xR*cdsi5BU^tbF?3FTN_$fhwwtr69if73AJxVG;+;TC zhX*zpM7IR%n6<4fS}~3}0*C={03cr9MMbHEBJto1wIW}<7NJ7sl)>++J%Opd%^%M9 zQ|YE~IQq#0b)HLijs>PWEa%L!XHXdhe?WDcETZeDx5P|ZKfrw3dBaIa8wr@M&penv z>0AbKfg;#Z!R!v!v)7=!%~3DG21h0QADMuG6!F7-(54E{#GsHF?+b0emYwv?MvX82 zziIW(uD_6$TNUIO^76xN&J`kf`rPm5{Acc&J1jYRmJxeoaV445P>EjgfLgFw#VCq3 z{lieMy3wxOlZyNVI4TGS#Lb_ew!xY}A>abwsH{0vPmprM<{%DggWx?@9A~dWFc^e> z!JUqp&S+*ZqWz0IhBv9yUa;KM=cpEQPM06$2$}bYn71|Ab@5oiCx5L3FdkN8Jyq4b zIoLRpxu)+M8Az>XBhi;w81&JjxKCm}@=q)O$XFq#dF;po%Q0Q<0Je zfb-d-3YlX%WTZZU`$Epr!dFiFxChhII7d!w545r9Ssvgiinv!+{M!CB&Ayvr38mtx z7MCA(Xu;nwP2>jdFcONOP%ulYj+Et%3_=w(Q^1sdaQVlWA*Y;I%Y;Tgi7EfvEN2-pr{HDtrH)zuF#i6;s#(W;_yDtVthI^Cp@#Z9{P zMMT2Pbx5JAm=c~YDbx3iQI$j5_0@V!QV(ro)R4h;zAcF$+dt#ZO3b6y$1KE>>NlN) z67V@Stqa*7#9XG_w9$@as%y`W&Hr?CeC4sD1I|Y#Zw)X=!9{>r7(hq=u<$9o^||^! zy2XEG3nq2V6BzX^!zhVm=F6plIMl}2O&G=+JT`LS?5`dec68Uj@R)G)S)Ja-Jzl?p zV!YY>PoyhG))~o?HMQqIZT}4{mYD7oaXT>7$Is7!$}Z?W61*MBC8LRIc8=tavzm{# z3ZLxF)Fm-&EeWX6J^4(5^JIffmqeBO=c(UyhdTo`1Xdls^H!!L|6Y9fl_TS+UcF75 zCK+9{rhE6nGMSmmMMABAf%hGsn22xHiUTtgNYL>2;TC!XDo`6}hvAH|DAs~ueJuOE zmue%y3;Rvs%1gn*q2^p4xk~u~kC$=#=J|ES5+q*kYHw!jFJhqlAAsHGG0sI8Mm5#{ zmLsF3On;-3@w9l;Z)6;@IJyQ&EfF$GJCrUie(!3vw^{#gpG<44)e<#V;qjX&HxxiB z3`Ww;wu715vbJDx0d(NOoF7~kc2qV&aXdya@wbJG`n6DFHy-7-k@Ew>fNCs8*M=+R zFFy8sF%JIV{UorxJru**g&5N5#W`~kxyK>*p1p6nKkwr7$_<+_cxKL9;ISvO&Aaj((et<; zbAWD=20#gHm9Cb*ZT~^8u#?IP)LIpTAwg(0;)4F|ahBKquHl%l5!L1<#ea$Z{R?yA z%s)teYr*lvzVhU|Gtcv4ro`FI^RmNhn0aDL5lVI?Mv#!~ocJ{TXPq>7@&nDxvqE*9 z@&1@S5psbErEg&6ZRDa^u2}k^K2YoOV4+qEy=GDOK5QFJJGsclpK;rA=m&MzF*(*wQyFbTD-I+JZG zZe9_ivtF&;=Lv?H_u*3}_1SI1#4wM?!Y5nvjw==6UlJNtW*xch==~f$d1A~DGd7#% z)DMc!dF-Qd7lpaWh{RMi3uVUrdJhiE#dz9yRp)Grk%-Lt=*~7MtVL3~Kdab%dXAtY zuWeV$6R8SanYowr`-OF0mX<+deYx%#|22O+5&Q7+tnqKZoPIbMdQaM?Th(0gs!i}? z44=3U!b8Pp@)UK%Vg_#5p7G`A^?9;7;_^xJaWxFsQ00^F{}q$PGSK($N7|^cXS|}- zQTZd7$O6?AzK{h6GeTgIeM8g_f?$c%hQ9HYTJHqEmuWdao^TpmD6N}lLKUi%z$$DV zwcB)=Z0v(n{dgy?$eD0#E)-T~FqA%z-JJ}K0<8PaVpj(EV0Z>FuUwg$oxMa~RIjmE z`3g-AFq5yzMyrw4jyw1&wOFC+np!;7v{et*()_wh_x!5M`)0at`5E8d`&!=Qe!WTy zXMY;HN5o!`c8wmd;l2IoYF)eDu9^$30Nz;iNNN2vRfSDrnWx~#_=+1iF8#?d*?2If zQQn?z-$gA;LESpZd4O%r#1?i!px~5|$0u^Z|NA`q#%|VP=NuXn4J5v1=3gO~O*MFQ zcnCI|K+V-ej@tm1n4z6kR;g+_O&P$i@9ug3AU<1vpDpk=^K#azseh>V{$NOWq(o^d zj_xaSE41d4RHzxFtjdhft0p--`s}V!oT5O6aT-~)r+ICCk#cH1vE;yxNBy>9{>Pe_ zx3F{GTU9fVHa_aM_(GL(&fAD6jO_VeP~On6xgP-PDhwP*el;;NPX-P`0>Bh(`+0ld zDu9Z3hTJJPoe>cR+67P@2t8njZc|0;^Bs^ZUCWxu3A&ZopKMkCZ=!kl| zKY3~?1o33z!&@+?^Am(M`nQy*5eoLqH$>r>OzZV!>hz=PS zcP@JRTj5;8V@b*ZKu#klaA}uu+w$C?jHRGBt?7bR921|(3m#ve6NqYbdUI^KFHp_;r@foTQ$pqWb8lgfq7Oxt?y|Rr zk)z|4i=){(u%fYpEfMi?0%rFRD1U5ESf)gHAPT7-+Qm!i=TbYttn)99IHmG*Le)H^ zU#zU6w?F6&8(upiVcrW~96H@yHzC4^%lYVBR*RWSCGpudm0{${rnv@p3C$#R6pLOk z3@?=5rWleVNbKiw-iuB4A^C@K*Bwamz}%%SEiDB+SmqCXBmktzoFL3we-}iKg5lta zu2l8Y7w@_=<%k=OUphqFV`DgUPvoYh11iunF8=OMcV9cUcpvyg?ToIa{u@=XBI(}l z)ZxuPooAgi_ZZ@L{YNZDkFLv1e3;2_=R#R})f@T9%4LyawP90taB%C`#5x<3WWc-~ zBzVQoJi(~D?4!J^J zCUcwyR1}M4+rS2>$!%gD)*4HXsIW%X(C}VcQ0_Rn{d^KlF}8XX1=93$pz(BAcpi6} zHBUH-4223J_#HrhkwJa~GA=$v#$7#N1xBco2M3F=8p4q*lojM8LYSAk&fsBDT>B=4 zFS)C&P~NERn;wj<22`h6#vcytSvmt((<{GAkkpeCQ`!_g7L!GX(3W@HP_k0rM=z!& z9BO_=<_Tk0*TarbGEK?iDhNBWUO&^sas8bC8W|tz{{&{{p`i!D#RK?kC$Ld$?Cf4c zViN>YL|)*>Ly&-Qs`$V@p^sGau7whOKr6#H6VI^yH?0>?j-5T(0f~6d6Qa8Cx(2^* z6^X{exXWbN4@}9TZ!Z_Es9sMQOh|k0d!wb!&Em>R#-M%J6VL!okW=eokg9owpQ7|4`;34cHdNN?;Ps2K<+?u|mPX zw~mhV{QRd6L?BPQtpwni)0v7vy5$rArg{pM z>Xq}9QTUT9&lk3ouH1iaE*{2WHSi@W2eo;mABBu6SGwolj5;}8)10Q`0XMf2DvtPH zt|ssc2+oJ;x*MDPBO7w^s-+%sefBD8Kbiplon2(yiR=37^`fSqtPL|-TU-%V{`S#Qe+?e21vkAA&D^!2G*ArmW1 z7GafI!uJfya`ZpXs&G6duTZZFRD^yAM?Y+DDH8KDcnC2#Ks%`br3J}-OacM|KrhQcc9+Ltjg*8{d#>hSqPGGw z=ZAE{|G_hR1KFL@L6BnFkNp1_W@5LBU^}KU(7m#6ShOFXEj)WeS3g%P;ZE_r*T;TS z3XB&LDjvlrg64exDl3orHHb~;(zM>1wJk_qdEP`aak)qRg#->_p@wEapFkzH10|X* zSfd{U1`_%jwIaAqZW|gP$h;24hzSc52H!6!Klf&AA;2nMT3i1(UKuJ#QFny%G30zD z!LD}g+O;V_1?d60)B>7fw9dc^A^#rtV+jH8`C8VK?Lr%Wd9H8$smTKQvR2<8Kdp*C zeabvw!f~kVpm5+R65AfG>RNd_it%M^L@mhTFJKNg1CjlhXaea-28bU{xNLQzLlZaeR(4 z%&WluhCCu5_&IeJSzCKEk>$9_;iHewq$$goWg--@6nNdOWjqQ66Yln^&KapdoU3KpDzyzB1n?y&!OR+B41>K)2Jyhy4GEyceM zy(`xjQ;%0kx}ER)C>i!xaL?J<;dYxM?$PXhq0OpqP>ym;z6oI_b7eH#1W~LTz4q4w zsrk|ieuPg45KK-!hqWXiBDjHj4QV`N<__*bKrQpOAWSfFa!CMS2fG7PlGxnbd~beX zK{<60YT7dx(+Z5{eCm#wN3!Y>vvVrU+YSSC#-54Q*@~XC(=|Ht@k~o3 z)FRno_aVoVz!PwH*34qVWUsiDUc+jkT(-ik@pWr3a5OdD+}LC+sPo9@DH7+G!m|NP z(cthVq(n=f0O#w$-`|kn|9`ZuMBlr_0h177ReR(I22iMT0WE_LY}6Uj;FtxV4xm{V zhWrZ(9wA~}N+^K^M5!J(ntHn$d*#xP@m?WT_bG5l&F(T!`&xK(6KZ}_k4=qB8#_MY zS{JkHZMGUg5YUKOmpG*@brbAp(WGXHSm_MddN#iyFxUIe8Zt=)xr}~AdTn3ejG$s- z`qOi{y+lPtg}z}~fr^lb2DfODOf0~NK=$fG6Z8yOYS*3x?5}pzuw{ffj5d(_QJ^Nt zm{#!2*a#RWP=n2k&VxdC z6Hcx^U-=4wflW)k+idg%bnfz*^= zO~nm+f%WfTaPmoel$e8!GL<4EoB76STvm6LUK;x%2JV0;&`qFa74XA)aGk0e8oha1 zd}f1r(wPcr&_f1c5`%La!OH{ZUJ4;KLvj;ZhRCk$``+)m+{b4(u+|5|IHy+q6>)_4 z(Sk>OzlACE21-l)n)pfTUQ?}tE+g4>_aSxU&0Eh`+8Q#K$q)_tycfflCR!Sm9rC9`7~dxdN8AanK9?1wOC%DT?%3S7dvG5gg@jyjLr~L2 zJH`8Gvu~yY@Br&>$iRe}T7zP~r1_gSpNfih7$e^zhA3xt_CXJUGkQ%`o$p%a9Jf8z zBKQ6-Sn(<=ml0!}3)qG9?S2#%0K7oJ&wB({ka!0>X#8GRLUm!<->QRRt_*uaV>mL1 z6=4Ujkxsm~6wE^bjo;6u5@YPMIOK2pUkYSI^-Kk%PbgTu?98Xn_k`EAWn~+GI=UkV z4xlDMI>J;7I2U!+tfg{Yz=BHNLPT8fx^F$^TdL$Rzu3R=B7mt!@k#ztQyTJ%f}?WPN6q!%1QTTNO>ySjS29$G7G41dkjORw4xNIIQfK{3y>@ zfq+P~yKN9Xg32B;vhd@1c_TdY&=F@Ic;HD;#6}z-f6V18-mS0v)9SDi5x9a z;M4)Ve`t|k0Bidc98XwwQDB1!Ad$(Im{R957dk8uV;yiuS@mCnJ*WZoy3*TX4V7Yog@<=vqr2O? z?gzL3lY(u@rq)Vlk8?^9*@cSEe*MH(l=8t*bod+ggrSN+3$1+{5Ngj&~`alji=X zn4mQrO=if*M@*zu?}cpdk!bm5z=TkQTmuw+ehmyLGgASZ4ysYUx8sncgz%18f@^#N zYV^p`mq>>Ec(cQu)!|W0%6C1VinH%)k6p9J^j4B6aakhQ=GGuj$>`o{+%Wegtb@xH zR-9_Wc?#2?ei@AcHb=dtdoY-*Z@V48D@e2a`pN&vc3a0gKebUu*{7R$D|yCPcF&Jp z(BZbf3Wb<$QcAv*R#D-H+md(V_@MBE&k5k)fgnqn2z~AY8V5))g2TlhfKtTjpS!~U zzv^4K_Ua%U-@Bd+N{Uq@-)gDvw|IwQ@SmS>aAK9Z=P?VFlHSJi_oHf%VwJO1rK=r| zlFQ{Aa#I0+Togl4;ls#ZdN=X&>-iF$L z-y8T-VWOLg8YU;!5B29|{#ug`xf=FwCZzU`4auFDdu&Ep-samEEopOHM4aJwF|F zvkZ#niGEY{9^O@vzgygIe(r%o`tA4Wcj1w4PoY-crQof?c}2BA9|QU!C}t2Uf0y%y zTH`jXQz)OKqrd0b9u|fwLGDu?hDMMr^NDLf8#r3C3y6mk)n%87zF898@)GB6dFTHIHU^JUa>o!?hm~D$8bbK2lPMdm@ zEK&FY`H?$_e!AKeX|+*6<_1I~=O-`i6=&o8;++nUEUIGUrG8Ut?p9CsRq`5vuR61`lE$pfGdDWcq& z(l!0_?U9x4cb%y&J$Q_AO$ScUKoentArvfLWCau^Vize|GpwS66Xq-XlJu->P8220 zoPOx4#PU_L!Nv@vSOLk3Qz7NB!i&N`@=b{7Hy~rLwK05$y~x}i|C6)GxE0qX%EA0F z@m5eHCv6rH7Zp(LELELFx{y zyqN)rltg~YwR(5AxMF1Xz~RA%cfc}&Qs7pyEB<8;kvc)r^nvx}{qnwnJd?u`EoH4q z=BaMBQEF-94eBiqG*9=xUL$Gih5ayeTQx!_W=mlDWZ++NVZ@s1uZ^u5ugCH|bt`vp zon&%4*tGCB5PW)MAV&mhQqv_RG)BTk;~QW~ueODosDajaVmJI@>7~Y2TuhuUlNovA zojXL$uF>dohHwkFegY+5%H{{%KDVV5yZ$=|u zaqd%S_0*pVL<(}YwRrWT!ykGb_503>9ADd7z|@|pYX`L!fKOp}wto9I6)=8Kf3dCP zTvIA<0j=nJCq0AUw_4-)C&oSrs2rr&1e=2iJrxhBo-nq5TRk862XY#8?FQ!wrk z#3?jLgoWnq3J6417`%~aZbqnw%j?7X^o(ClA)k0j{>$}-K4s?4m(}dHOE2J>Je6P{ z1=B0;9scN>v@fUD)^c|ES)q`Llq0Tf^JnfQSk6Q~pjM#YZmZ5W|C`@3yl2{LOavQZ zH7_#IK%W3TFdqYGJ2~JI%juh`*`D*p{WV*Wf4S=qL!t;PJbO$uxwhtr0L%xP1R?a) zw0MtGGGd5e2c#jv&@N?w7#;Mk#9~bFkl=>!gwV{nmX7G7RZZLT*53oxb37b{X+uln zjkf976M(cZ1OqpGCJnAU8);iPSzB|d^Pv`%H`&8;v%OUvW1hIV_g$>xE(?*X-D|KS zfB!{}wgE(%KXH^Qs;)DgkMULENekYl&A_ys*MkKAp9Fzekj^TA?gbYQ&wfP+e67NG zTh4@F1_h5F(CSpx)QBCq;R;0?3=QfB)eaoHjUPvNdsa^0O94f*t{;{*DJhIq& zj0^J{e(xnL9J@dTq&V1|WX*E21+O+O497!Iz;Xjj-EQFz(mER1waj86L_wyezdt5I zk_XNy(l{I-Yie)oV9RvbUz324kp~c=a2ihqwlk!bHoj_K;yg5++`fG(zVAlCX+e5? z+f~rKZSTPw(%wq6r0W#nO}?%L!)#On80 z8O)c3Jr_8cdbOR5mn|HeGVixEq;>qT{OmAUal6U)X;99w z)Rz}pHSN`zjuFh?_WBwfv~g1=&C`zPr}ESt4xitL>QB$|xsfQpIQl(P)l$(=oevNs zbisPi5zkk4?I%MtC=<7#i7}h`08Ryts$b%(%_$9;gfMtV@D6EUh(9xC{_=!} zuDQ_*JTCHmO?;L1uwM3ay8uY~oUTx{f+Nj|r)}i}ymDD@!h8U%k&OIq`Tv-}`_CYo zf>fsvZZ1FoaG1Z0eWc`5HjZF|j>TMDWi&$h$O0(Ec_PfU-PVvgA~6<6GhRV+3uwAO;K6}1$3tfcL}VG6a*h3Tq! z*gJkr;9TNVBe@i%2s8UEjd8I}nKuv8c#rJKa#wns%S<+*p({&&`tx;S zeMLS4vSBQ>!J{)9n_slwk^}EoCx*1_wH^iAbsjW1Tf4{YoVlT+p+OeBJhc|Y=m-h_Eis9$wkG*b^b+* ziHhdEbZ}rZBcT|@Dmre+e8o20;CZWY@Zf3ieE&1TtIyIo%)ZL}nEdXWeUE>Q1hXpS z*{t9|qjLpsPl`kmCpX`q;-m$&kui2Genxnlb7kLjTx;iSm9%)pPUXnlEh3vKr{Iz| z3t1xkoDDSik9P-xZ$OXKgyUHpw8s2~F~lpkMSwG=-|FSz2h%u>GS9EnC!S1XdaDgo9Gnn)s-FT+xw=arIY;AZHdjM zpu~OQZ|N16O6wgyMvMK}GhP3ivcvFbiwm2s8sb;~{Q2{6CWv)uAeTHLApvoZz%6b; zrz&V1oMhy9;jP`qy3X^(aiH&|}r!W}xmBzW?NmUk?qN@H*#^1MThyBIZ*e7543 z<)@O>D0BRa+4dVZDiqq{G+zVs7$K-aorfKIFg`}>=`O}ft1BQ%EPH6>%(V; zq0==PtY~cb8heUXQfxCi=mmmB5 z(^T)qXNPNE%6YYa?i3NMb^cjBcOY%bUvSUpKXn@kBU*J*o**vQy%G9PexZIfGb5qU z68a_jK)D`5FG;8Jx zzR-z58!Makb0&&;r+JNXYEIC+S3DPg`-P^~KWtWk@WOx>h9}~yPN>Ml0!(Z~iz<9; zYLhDj(vv1zWw2tC$$(BtNgicYa?ZB@EA?3KbAk;&_ zRlq#h5Eu~ff_Qcc7eDXIdP2VNoEEK5UXf*j#gSS*cZUP^^iK!NA$sedTER9dSKG>1vDi z)rO~+cZ*v7?`dZtrWOi|w%mnZ5d4=nR19i^Ntn@0I$8_k%Pl<_ReDy&WR1r@^zDMT zZiF&^|Fb*?tFP!o&GAk){cPG7=59D+$AV*fJkgy7JaH#hC?EcOxwz)RxWMW$8mg(5 zLVV*$BZ|W5s}!Bo;#t?gks&~!Lv3djF|T?O9C%<1;+667 ztzH)m#$0Np2h8c_`Q%F@3|^J99tE!`+ne+K>}c`jL{s0w)ptOrH<}jMkZArL2#-EH zSkzlK|D33m%)_i=Ixm)LreJ${E!uHrsvZl(nA*%DHK>Oc^WHB>KL@ljY-83c9rK?Zj&TKxF#!_*TqoE=B-`9|YJS}&< zRqWZPPW;vcbv3cZ`%6g;ij(KEU@2wC_naFa0wR)-)lW1l(dcY?LE_i^FV@#C!~Upm z8grD|5AM|co4t9X0tG|+a?P@L`jdW`zt#KJa*Cjyyl$OZWEt-IgWP}jrP4y5wDW!D zUzTHew*4FP?RqTQ;p?GU&%C4H0l(5op#J;X&E}|8{aC#J=ioS&*A2UwhsK&TG>h{8 zeLgW;cH6;&r9+q>H9)q*(9zb27Vo8KYBU-v@_x^cYs`Y^{0BNt$m5Kr!w1nn ztC$!~m!`JehR^=@(GTTL&wOH0*qGg7u4@0vCvT>d$WMJ17{GA(!`ae1d^xc)YT~35 zHG(LKOhWa`?~;*EYt9lm!LV!XPwTI%XY4B!IMFH2Q><`57{(>w+MGDHo@$}Q-HXo9)z5EC!OJ^$#&o!wBB?9-#ysCfF{4w$=n6%WZ zZ!v%ILTIn6g^5Om^M9YVd0X;;ckMWIH06U&!S0xwjL~9bwy*MBJIEek-Yna`UlF?`BOT z(N{e4sJLoj<#oP>yi_Uk@eqxhZ}2PVd4l3jY4GF!7|u@+4!9Uf5{1^KT#nK_nKPmH z;)AL|!5XzQe$AY@^GzRnDYz3lb|$S-4o2GpKL#~U7< z+#q8|+gnEHX3kYT`Gx@{?#l_Y6#VozT7sK;6uU1f1p+Z*2~94J_5C`>>VJGC&w1nQ zD`xRQ_VtF}J?vJ|JU#qK0Tg7R!|r#!fBFd3R<=HW*1BRl?WPv*`;&j2HS!R3p|BMz zYHb|qa-!gr(LTyi6woKgD7bK19=`5KZ(Lx}^~n4vKf;2JW$c%qNG3e=`*p4VL~~q4 zQ6Br1GES}%hMF}Pkos*OjL+r#`6E?bUEK&$vgVyOvW0LcaBTr4McgCw5v{gsC@Q}MXQs*vQ7Bf_}Ir(E8K7?G1bq%DD_2sMi z$a8UKm7CuReJJ*u6PAy;mBG1N0Ul%NZHA*Nu%j0@{$OoZuV&q1duF`gUV^>nH|tu@ z@a|8_R=bILookFMTaKN83R??Uez z*kJK$w0%A^9B!aW9%Y1Hcjii6^D3eGxo;)8rmucNy>sX2VhA;I9%%^QqNa}5sHF`+woOU)_pa3f4C zb>+WxcrbWtL$|Puzl8n6RMkcOM&g^3As(-zKbkoLI9N5kcl!n>6$FhFqCcHUHgx0d zpIbiIJj*SA(*il{>R&7j{&Yx2~+kO2vm1=1CSxw%rHzYWfyn^!8 zlm|+`_w9UGywKX?@{I5U`#5O}TrMP(H-&z~7HL?GawF3+OKhsd^}zCv(PPk;J^~St z?ntqz+itfw|G}6Y?eRGr=b)9Mnh=1{OG}ZG611@USC3Bc19EtX0044Z!_adzvYG$p-yJ1u>w@*(o&Luy)>l+?Ox_k5 zQvJ9;A3gQU)imT^_G*yR&^+qaQI^jfNlg3ljA-h^tWq3?y6t9iM3zLsZH@ASe;d&K zcc6a+(sMR#<1v5&Y;A21j}~VJv7uP@6bNI7pbmODPS463QeDk&&hz+jI4Dz@lfY@A zFiuSTbNOvMuTGi--<3K6om1XqN79dD%7v3{Wz(&^?b&{o9)Hi}e+XGU5#N90RHPTE z<+*&$*yt&ZKDByLoblQR=cAZtR%#(rk|uM4QzYHJd(iu9^5!0RS{b3mVk#VQP7h~8 zp1gs?<2NXaKe0zl+aNh3;qPh+B!sr2g&vUcXkSD__G;Tt|geCike zz7}3S;|+Q5UBtXjnaDu)7Pap?7M`oO@f*pT!H+G?|+;Stbl z9!S$KUxHf=$LJPFuC+j}$|5%#dMzT1!ij3T0RSJncZ2?QQJ`jy>6E~duBwZxrtK3mk9r4^|S0a`wA3qAeRZjM>~s1gUOxAi}S$|M@XbXlZZ&DZ}*g0=|JkD5%R&T%gbMpHKl_6Ytr6z^C=9r zdOb39)vHg-sxv9r-wlU{{pt~DA>CP5jvY@-DD&Ox8l}U7=bf#d8lDJZByd|Xm#nXC z8F$3|n)@A&_$`3K2vtl_^fg-#YB>(?CURNbVXfXmgOYMG6lkTsvim}xFwK9eZDH&R z$dk9qjl1e8#ULL)-}|vOby2d9Z|Exnheqwi*dR47A)WThAd&cq+1JO?sp^c97IMsJ z`B|cu0Zc?yGMehCCs;IMSH7e>8^k^Q@x|&5+0Rz;Rl7zFMvG%pJhsp_8|j=`)}^P4}nNcwb~Rdq~f?M{GwP-_6H)b1%f^*e^GT8<`LJ-%TZ`JyFtf??o}uA=?c|BgTk{Z0d=mcb8Wo;AjBI%PTMNk{dg$2*q?8P@bx3-1t9 zCIm#pUq+6hSqp)mrl!!mMwbor^Crd1YQil}PB&!|v?jd=DbFR z%`Rb=NiniquxB}q4!5VT)=_-4A!Z zoWY3!Q{CS`wXfCYRs+Aj@Xfx3!w>|6LDTN`{zJ9FZHe~e_DwBgMM_iN)=|$j+MTzk z8o@?C?ol^Z4h*W%7w)KfvPBk;xgiJ6jTgMJGrbSk$#G2x+vcj&Urqh`-%%knt96{< zxrMJ|Csu&)sJG79O)Ye(Om%V?iQ zNp19^-tXd_iiwTZ!Q$Qf*um@XJ|*5DTf-M;l6EZ3)0(-SI6moz-ePA$wB((wXmd9* zCcF!?eP4q_SLTI~*vkb|eTVd|9)i*BxAq1{LmN(&++VoU10p_!nZqLucxA{{eGR?# z9cI+6LFaxy2ZDF8R4D639`t_(KVk9?GVWc!!xCJKyH|=;iQ+aMuX-@{$--ls&V0Pd zw+b>f>_+H4b~xN_GzX`Rfvtvr36Y~=Xx5*8@|ZCNmsp>o`IhBZUxX$b!te?{O3@Jt zZpifQI4({FQrv2yRp@OT9!Ut-apFn26}t1kA)6O7jxVWQV6piLHAI&?9{*_gGbv^T zeM24f`%=tAm#G^jRi14!FGBnSCin+4un0T~Zqy&IP(RH>%a;sGhz$u!saa_Hjd6L< zypfrAy5f^UPBiy(tbt^6RgFAh3>RO<`XS!JIXON{S+N*i`s>ZI@MmUAt)eB_JqQDH_|u;dq3 zXf~B0A+q6T43XY8wGfEuY!)${TOiq=~O51ZZy|jrI0*I`$KF5p_xa0Xm{{vx_kHDgp4YgM?F4qQMXdQf`chRLab5z7=(=CQsCCg} z>5!OBGWA)k(9iJD$VAH)5uN*H(-5)R{pcyo_Wxsz=5lAP^EVj*Xuhz(yI$5&h~_U? zq9x!X`=^<6tUk2SnR83qCw;+8@!R^)gj?)Qa;1l2IBKe2*MkNO+lJlF`OQ>~S~yCO zk)IGs6I$G^{>HbWTQN_!6%&B_xzAdaZbdNQ?{2(heeJV#k9*OITy7GPp5ff9=r}e@ zig=QXPzMG(;{sXX!{rleqyBS^wk~n55b@e-?UhR7NFHqaR*hIBeHkK3ob`66R|pqUS#3&@&5?e8=bt^U zxZ-1kqE_FiZLFJG;=O!EVij$Cs7$A=%~kK5A8lfu8Y%t&roC{TeD`7drEp=Dh8uKMgpu!c{#$D8N5m8!m}omr#|@- zU(kKkOc~b2RMXDlph__2((yrsmZtOeo~ahOQErjUYC(Ol@NRrvxY@*Df2xeTfE~a)FxJ_l$e4t6&IxWubP?t|)I4ajo)m*2qy-hW`lQ-QPF^sc# zVTvL`o6IJ~CUkDSIK{mGkj*eRl$UO#h2yl>^|$n%5hp;7=#`^)<<-R9IBKgonRq6* z@hFasFsN7A3dKCq?jgR#%Ey@`%cav-3}#@KMKg%M@4~}xDY9vXSoC_yYP&xhSgGXX zuR=RX%*)DV)_H39yS?eZYekC5Dj5?$HfHu*v}X@GNel?wUT71Ej3r|@it;P`OT17- z)E6v-8pd5Mu`p7}c)_S$8znMcFTX9k8mg99M@Z>S-ztJ{Cy?0n|7W?=N?Q2}h1}ji zp1HRPbuJnoWPvZK55^KcqO4$1yXLjr`HFnqq+`#`@W7lFHs^ko@XL?EJ(tbnIUppk zp4$=dbtD>XWHxW@a`GCE-!XO48j827zPfy`piR`#`OA#P)2UY)Z=z2U4@7x6pQ#zf zo&DY(B>P1D=v${Wa^D{}df2ySwMWBx@qFvO6QLgmzf|TMGm6R@1j@&>s*8)JxUMIw zb@FJ2{kBw81vw|gwg~zqb-O!NbMf1FnSz!=0dxYB&ZtaqbFQRQ@o25}a-Nx%+IeyM zZ2F0f^7gCF6rD4SGrPfDZh^S@@_)hl^&Yn0<&~+B=AxF5m^$&+(yTgs#zwFv{60zP z=p}!mo2pBW`p;U|LkdL~FVTXM|_83-RwaXK8CHlXBR>t*1W5^zA{Jt|4Q( zTjFcaw3~Fe5W%lO*7wU|OpO9#QRitpwCR}d?+>IWl~Z#%^5!`wwzXv7<60%$Sew(U z<053)JVojn?d6NS^q3&`2DLGOV zNW?kS_cjZ$@a`&4*A-KOTFQ?2Gk1ltU&roN8XZh{Gmemy^KvapvwPRRN(q%&TI(TI zbOP*a?R(YZ#XKjcluCHNmg7Q|+rJ*nv zXYXI<|BbkBBtFoKPC&c5&fixPT8ASd6t)2VtYJYJ>0+yFx#V2HCd4x9^5k#})BBt3 zdy7l*2n$p5^Ya6U2e6d;cqYg-6thwrBzDZti7cELZlb|*Hq;J2`IA_Yj^)l;(vV7Ybed^ z!0}ZSmgA_i{D;X8*@I2efL})Sug=(N6*CvfXvQ9C-*n-yDCCk0aVC3B{bV2J!Z45~ z0`y|$BRjeocbOBDnUAMkp?JAsBQ~=mwsmDS6QlUjotkDYq$I9~v{^k?6t60@(o-bn zY&+Z&E}ffgkUsfUUMs5q+EXq1Kj8(}jejpG=MwMYiZ^Wz?Ph#0x$}G}#TJ&X2geci z>!u2us*cpz)Vug-L?4s$vj5Q?km2$y+Pa&ZQGIT(LwsI@$i@R#cu+r?zuS7YTt;h! zz=(GE)&YU5e!>DS(O8E-lJ)y@2vSoW6?~;s%G{J1EAxi+D@yI5T$0UI>QVp6zIt8dW&NHC^_W{Y!fB$fk`%Y~YOiopl+~wxx$-S;FlIixxv3~R-DcQlx zaZsPyVexVVeS+Z$Ph-Ig4o^EzdaD1_By*_Acdc_;df1s}zxh;J&cD;+dgayPpj-If zfDb2wTCwt{c}9Mw`x_29sS|69P@E-Nshr}AQ;?GEFL2Y)>QxVVY!9Wi*1>E>ZX&WLaL&JX=2!)YmV zHT&P)m%y))G+kuJyhuk+ad(NdnNY>w-awI;y|_k^{J@gVwO=T&Rl{MCk7rrIAknc6)Vhh0f49<#YL7uiZ4hS<0T3Gfbt{5BB$>7UV4WeDkg3%OlYJ5%G-*26dQf(_wPy5`C%mRc^NSRp?YvadE~~ zeYrgFNc6bMKIz~zO-b()V(-x}Bw|zMgC#4KAE0=L5WZRU4AvPW#suGyp8_JdC?4q*P=!*>gPcwsOD*L!FN~CJP zyL4)VbkEx^v=AF4BHw?QO+e?+cl1mH$O_e377PJn97_ z?W7K)P?#=JPI}4pJ(EWcJf(O&wT9^QN$T&Pv|9EUo~CWfSCKtQj0uQLB7R>}OCNQQ zd&%)p+7uU#{nweL=Gs@@IjT7n312@9CYsYO9MwHr+=mVie?U=lM@K{VaPzJ97EV#l zq<1+oPu!2%horcKUltAcltToPNq}U)db65 z{ICki-wQ)&t^ILJPz3HyG8U~o?V;+ApRO-;G_>B|vymvHk}Df=7{Wg1ksp4*m` z7d;x4*cPoVJ6t01H1N7UrHNN5+`T2m!aLYpes@b}UizNyKTVm>gc9%$A7`f5C!-WS zRPYhvK7;qJzs1yb>csr%J}74S6B=EAaF#?YyVUW;mqHT#69sl4@8?9E6JrxI>TE?e zwDQbcF6z0Z{Tt0#im>Zno%5|&H#`>W4lWpcsAp@O8nEV@Q4R|@8hJD*E{!XWk0!Nn zoDI5Z^vs5eu+7l7AwAcq^$Y-E1fDFNCs^9IbI!y=BQ#?^=G`XEIBs|FePxxznFAj7 zxcNG-(t;M!#50DZBF)*sBF#v5PB4W;!BckXLhka@5uf7|CnOva23(dRrCE7j(`!yz$m z8a)V*Hhg!BEh;t?R`*PohX!8{>Kd4>&iN*{1O-WG8pqA9LOiWpwtiMv=K_Mk87(niQBj_*D6EaEp=iTEtvv|s3sLV{GM(xjrJ>eP7$ zFrAj}i%);FmNx}m5n}YB_57mvom2n?-ye^&(toSPlqVt!ra|_%X}}z#Kjvl6bJ_Z( zVV;6Ui|E&@gRd&1+5%p>pOGC}bF!>ui~7kxin*W1b73F-)93AWO+u1kH`nX7W284M z^e}CMYL}Ak_EGMV&beI0s(&8xe1@0PBddAgbC13|b7XW$-ApXM z1ifz<`f=I;PnLbhK&!2__bt>PL@3tAhM)c`LcVcv-ih!nwGV$+i8`^oO;}cYU+V0a zoW=Hp&)J4&(w)|jL&!SyS%{W)X`N%|M^Qz}`=rzB{@QcC3@22rc(LlvHosKEIG*ko z@Vt~ik}_mnk%}~G7%|mxE0tJlSv$xXa((tLSSFpaEHp0m7z8Pwemx# zBEsX%Oze!ERAb}HN9*A(GJT()I!m*Deg58nt5l+&nt7}vv_W|-sBJ;H?Q)?D&d4)| zdn3z)epXWf{0CL0)8l}#gs8@;n-8wvUq9)>pG}`lvF0nk*f7}swlvy9$Ybez)u7WC z<>p`KscK#=$Uu?JJ=szA!s5LjYc3G3w_CIqbjN?=uWP9dC(A!{JW2SAnW`rE!{XKD zXWW5?qUVrb!Nj^_3qD56yIYJ;hDp_`OV?z3O4&q*U(IK)AFl@w_gRx~ zucEweK)f)DcJQna!K1Saw+GAQpzB-T-v0b^t-20IiiVSLmYTky&bozn*fCy#)8W(n zvQLbbCgzWm4%86mpq8OJ*)v$bIviE@77!D0fy?Z&x8+2DSWH)I0m=f;t z`lqY^`57(QLrM$E{LlDZF1oVgTZhM-rJly+rTNUx=Z^~?pC>pNA$6?|ZVVk_0GPMkEySvmbCI%<+!kr-C5WW zJE^G@`@00ss`-ufV7#WgdysXnrUv(>kXkPIYVI=r{1@-BlmLT#$)`W!y>zjwA07vC zhDOr;+^=Gb38)G#%GBHWxhZlwb7*-IELPUNKsRU=ojrfvA2i>9tB24(V3>8B9NOb|eA~d{<3qWQg>CcP5Xlpkw-e^-U?JG~WBvv^+^r zV$p-mu&l=Xj?G8(a|W5$X|F{q5hAtiF$!n5nUM$klIe`Fm7@5`_!0hpLpaih_%JC9!^=vRN z^QsSHfr)~C+`|zoUj2nvz+(dGS+HuV>{0EQ%KV)1!V}N_R3xW;ENcGUrs2jt5IXViU1Cj&lmS!GQ+&|hPFBEkKbPux4j?xc;O2QT^&azdcYdjefg}$XSN6!s; zlo2%vov_6zXgW^=>7p5MiM~hpQH_nb@J=~AFFiedUneL_b8mPd4~ccE4s&eih*}17 zLdoi>Nl;B!W4BBFy1*skvS7X?-_D$g8Y>HiT$_8d}9VHI^^!aVIM4*&E z4L!k(uh zJZJ0Hp6XcBY7{4m0M|TTBh{!kL%m(-dXm?z`2{8zQ$*eX|%fRLnYX%9E|93a@oeBae zRm^=tnlWA^d}3BA#4pa!-!=8(re9hI8(m@e)dRPqSh5h0^U$*Es74=}$z z{Y7D={o-9uI0}pu6uEDrAK(67fch|Hx=bQo@yPu~fym81t@4^|-oM@qZZmNKBSnaB)+AWgh$U^C~?Jk z@yAX!U;EZu;)niI(W5GGUgGgB8hmDSP{>kWdtyND5pGKsP;fo%`D}JypfSJVnRdwRD=qrjR|pa` z@D{1?DFNDN3B>zJuJ#8ng6}Y@J^q`iC}#0ToLFGGYjGzyK~r*)i|mj6Rs1;T;pV=& zrK(!zN?EriesM-|DrEL=*BSbMJf-YTp1GwJ)>nDmdkZf*il+Rj04rt{M{Vm)dlLSb zC*nIIWv-2sP8Z73-KG0|nTj1V>ST$*#Gafh$8#3C^#5)=K%lt?JlHyZNLBgd%I~wU zR{Nh_pz#M%39r)p>BS;<^QWf`Y2g3Z+XB8ZUvoC4J4O%_6B8+e6bitSE2B)Gp#|$2 zudHyV=H&1afWhQ(zx?NdY0S*c$ET*8yW}_~)#`)`gyPx(Trx2}{$w?v0fu`bI6=+$C0Z_?VPUlgWvGuiPMx=OG}Anr1Wpwe79tZsJC-KUr5g>|!9Y^` z1Zw8yl&Qc4>%3FF`f>030jqhMr_#4O+rjT5m*}~&vm842ha+;)@AMUr%>ayx=Kt@H&L+Ms%*x#k{?jW4vo7!__kp{GkN*BPMeaX% zU<6b7x6c3j7qXhtRg+Y})B;%k18`?RceAQ6;IdW?K#!2wE6mKyKXP;;00{(whRktt zFwDaO<}xCZVZabss#sTnVe(dcFo&TBP$5G@L!Uq>$FwQw{vkx z2l@WCcu8~$ziO@@%x8trk51CzW0A^sa6JE|OHW}`1|`U>>l+xn3Jx}dD5KA%UchZO zE&4bGMH7smV3zejXrytbAJfx?9(}(E64t9*ThmX;m@i6852kkl6$%5CAGnK4A|jw6 zl&=4FK4MK%L!$vyMs6YU@y^a^J_mahYu|X{X*_z@wCw)ZB$$sG<13K9l(lPM7T>2Ww*pB&)s1F0Aop70u0^n*J}?fRfVmI`0f zw^dj7PpbR+G>q?*4F>gdMow8t%>*dM=9AcXoCHwk|0IxIzpN zJOfJWlS##ThjgD@87kKrxw}N)Lw8eP6dg160#I)ml^XudZlPb0SOB=js`Ub= z*nn~Z40aLV?V=XZme{Mr0uW4^()myE%fl28Hc3g`zzpEsL|_Aj0N4*cVhZ9cN)S+5 zb%;Vhn+jYq8t>a`*WnBY0~?D0NOMZSE&Kd5dWl|g6xe5`0FB#ywrGLI9VaIjLPUKn z4Lm%`#({~n3q-kY9N1`+< zYf1(GZEo$+D(?_LHsO8@+cz^cf%?{|`tP!A#T}Ftxjzr=J7u@&;9wTftHQ$z31IOl z)z2#s@#xKG_}1CU34@#AXlT!ah4}@d9e^RsYfr92W_o0(mH`t)g^9Bf%u06PNBSQ{Vj8I1OJ3ez;I51`Bdup9fKzH{f-U7!8c zn}F}EA9fwR2cX1PuU}8}sLB@=v&gss8qh3G-WGZ!AV6sA*a?RL79$13zOm*tlnAVc`G-_t&KtGOr;FY`8qgmFUy*5f<7xNA@L_0CM@~fg10}>jTiFKDVcY z+G)5IWO-p3D6VN}oP%>UlNu&Bafn~e``L9{Q^a*iAExi{Akzsz%}z;Q{{qYchTWvN z9sHHvV?y)vE*@`cYiqW!i%|>$tHWQd6`(bD7ILuXoiO9eJ=UlGBUjA7IT!RQk=`cBj0U9ViZ5(uBfeW5*nK0G#7HywW`D*zCD+DRTal$3W&jsz28lBy5jyhL17A!)+^)|Wt|Av~U8HvU1SHNW@Lz%-AkLSZd@)Xb z8Mpx8Oi+%UA2Tw5hG)5mHfuQxU}uonDcRDg@{$BCyFNLDN~@>{BJt`bSk5VaadBF3 zLwS)POa>41+IF!1P-KNX_vUC8x$5X8nuowh^+%)8f{xS5zs4e47Z-DGxeIDYb^FeE+?t%gdwAoCJ~JNvwdQhyEuoO%!! z14iEr(zAE53|=5!&;%UD;MtxG9?>1mpF_a>`rxT#_1UO;#Lmu60I|)c%OjOdT1MXH zr5Fr7O0kqco&lHmg2piUMK+VF^OI%;UVD*$~<)2VNfO29j{R+G=j$Y6vc z*fduAJOtK)5zdn!`1^MZ6%1vNriFl_flg0LXOjFV5Lm^VLYXWVQ$42#q9P;Btwt(v zh`b;n9dIh63IGQ_3AvHKi9QC8j9Br1{`~nWoP7pB`wBsfljpRywhd=YmW`LU4RN{P ziBN!PFGd0rg8OqQ7)#bC2ZvvX*>gd#zPY*C&e2iWrux8zjf<;gS^|)wLN-;q7WKWo zy~wqIYqdUi?p*%{aE~*)vNU;Myj#n00QpJ=XxPq>8J3}bdVyMFL|28oV?B6laQ_8} z&}aXbxOR)lMp`2g@Oq~q{+fi{B(k-DGwqoHuqwiwN7RStfZW>z!jB;kO+pQ+*h&zz z$*d%#r5RzCgb*yS#yFN^ieFf`2lB-iRA7Vwl2122KHjw6DQ_Fmr-#HMFkmgs#}@+& zdAh!|aJzX30|OO880bMY0P#)1Mn1b~b-8$bj(Q2yZTsJmEESjQ-?G^M&k$NG5-_0ZARc z^}=fcG0HHwr6t`5>O}9A)9)~7PBF;)$N=jQQE34(y4IE*gtuoAB;i|!8PKVQ#e`vj z@N@6t_V@Q&M_hp-fZ)%8rwaNXTA``%#<|~6)pzCKTh5$2*8t%ue?O}3#R+!9a!>qX zNv2*&Zjsj(O)1vMH=(BH8b}PegZeBNFRvM#4A6g2D|fMm=1EsmK$#=I*cHTUn^}D0p;j}oyo|W8JCzh@Tw5!DwKAAh zz?mbQ0$$xOUk7Yp$wES=fZg3>CM0N5_u}NC3Rn&Jp++n=8gSxgy+=Lf`B>T5>_Orh zV$^14Psj_bEb*XDiiEOI*GmPX3MGu^pxO}e?w#49I)twve+eU^U_@IONS8jO^KW;r zI@r=fzQ)mj2Bo6IR8u~k!WU5CjN&)yfSF#6 zAb*0HiqczIT{VHwQD*Hcn+yoJvUdnuw9z4B}ebkHF1cT~Tlu2(TNJEMvfoTb3szFd=>iA(ueB!V8xV zcRz4}O{77U^qiKZ2SfBcw-Sr|JbLm}MRjG=01s zk>d?N=Wp-7czeh2g22Hs}n>$`UryISQ|K1z|D*Ot_{;zto>|h17TyxOAWRJ zA-3>OFj$q>0uv8;k8Ue?GD!05A-0Y?K-|tC!~ifIut_QuMwsP0&8i`B{Q;skmfzMa zmF+y=N6VyVVZj0AKNuR&l3oQ|l4$34KHV?*Tx4WqgZfxRjXp$tNvD+u~iH583>iFw?B2sFo^d6#TXx zm%N&jA=U^zOoN zIn7l#EvD$_IJ~k*H*=K8-vmbrHm1+P zrdF(&^*6}Epy*6OM#)?;)CzS4q|R}RG!En^kgQ384Ta zT~MH>m$17CDUC7M=6w(Z0^y2xU=f58P+(t`L0cS=HkS3=5`Y@`#KZ)+Iz^1Z$!lB$qOD{0Vw8}g7f{>{igLENepnjlsu-1T%=f2I>zraO6^M1nofg z12O^=xOVMn!^+J*J>=fNAg=dn85xKe9KA&B7syjMLh4G*#1sM|PGGsqi-tjL4@^=| zhAIoh1PxFKt^uh93{Y!Y*Bzj)E6I_{%kT5M>K=G2=5I;wf1?VPe?%6N87SW^Qj|{s P|8CzjoD=Hy2X0LP5dSME;c! z(%`SJFU4Oo=uuAeOm-)G$R8;bNcO-$^q#n26Kc9a-PC-Nd0{`-6jee~5 z-w!n3eX~dZ_ZE*p;i)GVZ}zw)K<*Rv-@EZ6{(rxD^QzIGT+$o&S^9{tUAy)}I!&S6 zI<45aCs8<6Hhl$~22UzYRy2}{vN`*FF(r1ZlXHFM&#ot3^1*@q=;-LdW;2Nu2QH~) zF!I5jF)!YD-F#qfXV?7em+w@Q-!{B`<8*&wxiE^wgm8Hvi%|p%-k=3n=W;pfqd3(| z;yF9`n5|kdH9h@NB&kQ(SZ#23d2n$sheSxuSE#pA52zA>p{UB5ZD+`-)yHip9TV!u7tMo?d2V=Emlx zX3JMn4==Cf!V0%@Zq*9gB+&?lKO-YDaW7E~`%>%jb=o9x`BO}K@b2Ys!*5{uwl*~I zu5*!)kO+LnubXZT=&cO(@j>VJyO;DfLym~u@^QaWq1i-C=yT;u8 z)6q$$_?MNjH+;IGz0{Z1*w~1_b9Q}`oS|(I#p4$H^6z+FCc{4OZ%^Lzq)3pcsH&D( z&EFLKLZmrf>3~JZBs5|>Txeju@cX^(>M+5RFRejOdw&RGW8hMJorQh8f_cw;su4Y1 zKBx1CU_gH6L`M{BZ=SXw_4DV816lX)QprA~q4|P#?IxX8S~$& zCK)Ck&AaWn4hTg}BO}b(1~2R~r+u0S9M*9VT8+)kIQaNN0mLs#oevp$lf~X_?hX$P z83c%liQRC`foH?#c4kANr>FnUX7K^GA>VFY?F;dX$fcq?I5^0*z~vKNPmhRRILfZC z^GmPvrbt|y+?s83KHVKWI5?1myJEsQh>Lp|$z=S@qwg{tV-> z^0z4_@c9SZT|5K~@2+!mb5pC92Sb?UJMEh;4P<4Q3>N4~K)7|l${oVW-Ea-?u>V2v z+S@rxr!CaCprBxDrWL2E{P%CkXl-R>XkCIr)}t3f8!8SOhv|Gd%E*(tucyZd%+q9#Y)ZFlLd&e~`h!CDFIKF8)* zrGpG=@RK*8l>&u|kGQ$jEX>U%#~tRQahKK4PGGZEil&L_G~B<9oQ?ST`N?45(PVxm z;ZaNBTI@0y$W-K*RW31oi<0Dael|p)`w9POe|oa+qlmF_rub0EGkM%MZ{8%m38Pt5 zn?Kl`#)uP*<$fV!adtQ#ixGEncD%k=Y|@_|qGe>1@%Zs${Wfy(@2Myv_V)J4+3Ra- z*_SV0UI=l6cVomsg?KV%6wPTTjvAb&-MqA0U^GY*?I!c+(W4N-0Afnt1PY^pOeqwd z{k1X5p92Z}m`VEG2_k%a9>vCg>pd~zj3=s9mG{CLGoOxU#K=(Qfm#fJ`r?GTy^ zqh*W`sKaI)UEkSxVV4VK<{_PtU9_o2k7Y8r14)Kb+uJKMa^BYK9ZIV%-k<(9uedl_ zqwa(CQlAf}-P%GEm)n_hWo2b9ye!~PxH3_rKF^&p-xaHEWYne?>ym7@HdbLr&&=HK z%KM#=m6cUg6zh0?yC><*XtfLHm@T7T=gi^uJhfV7cmluQQooav({f|wyVg5|tfrs+ z{4hg9LxZ2me}S@rkK3CeUEcgANt)h#^5sC5vY;o%-Q2>$MCZdTj^6WcD?opNR{l14@d*e>r-(yD1aZ4L?XAQ+?k>5{DQ_os3HG=c9`CQGK&A&% zE8c;;|cVFX(a_$2*8G&oQEE{7_99en&2|NE>9Lj_N>v$Ka6Eg>@ITLK@!s*O9XzsOc8tB08G z{LXGgp;AhR(%IRGA{xyRLR)?CVSmCccD%|7hnTn%{wi^Lw99U@6wG3vlBq(P;8ny1!-YP-3 znW`0`5ESwHR8qOpe+MA|fJu==pPVb0;U;T};M*zE(NyOBd*h zMelvQdZWIz)yD_t=^Y}XcGxBYHuHyWC!2zigY19+s6u?H-liws$B8>-fcFWfjDGFn zh1d*d)Vm2=GkB&tQRBu#PEHPq99#GCno%3d(qN96q^P2>6z*$YUP|?9XWw0@6|b}8 ztd93g;CU{+3?di9T08FkAqYj#911kF1OK!%1K<5PenG))C_OPeZk@1|iuv!*p=Q+& z4=d$lg@uLfVMfF1Z?2Y1NGA&2{;1^}5HJt<>aLsqH%%rb9C{I8yk@9BIWE%m-@?ON z;3*Hb+Gz9g^ARvNXjGxoc2B9uP)Cx8meXmE8XX;7HbYJ%aF^0l1s#4O(Bzq9ymWcsu6XIjP*~RwwIQnVS0FEBo*AK zw7?glG^FtQ`1$o3MGea~BpT3>xE{o-smjU*s|~?cWuyFpyeZU46Jy4@c~eeQOe_R$ zeJMEhg_9gTBV%u9^Ut4DknGX`c(S3N8;v|yEtf^LPUbX$>!Jo{DVHqmC_=r$lDIEw zmi{+mP+S;_{v`^Nkz(e9a>}Zlj!0%1sIS()up$h@cjosENAKOc_p8WguuvyOB32G% z_ISN!Fto^YOerrfPYQ}{%JT}x-E=KoUESY>)#y0n6z)iWD%9_O9l>FfZVBM4%GN-P zS#+@~oZF>5K{_oMTA)E&Po&{>3Y@3neZ(b3gW`F)xsuuHHQCPrpjK;{ndS85sH-a% zLtVZid2)Ih(%8snatKK9u8fS#>|$?A6Fyu*lo=F^8MRGah-ytT>2AD(v6;>X3 zdX!(0%tk#f*lMR-9-f|*?pxCVJXEj=60zKG0c!_;dB8~p*txs-K9_y2bgss$=)oXG zf@t4ks4s)y3H(ol?#067Gy*`BNNgH#z99c&f zi$yX?nNCz^_38pv_yr{_~t=&QO6#TGTW*iZQ6nxzKz;4VBHZ%biH^5Rwuv?MCrv88jG6qV; z>*BK2`qWW}){U142d4o#hQsk{2`Zbz*1K{SSkq8g>T$Po7h-PbRF~57a$rCWu*;}y zt|x4ehY7HJ9KELH){6TNcmRg{p6e)E8ur?UX zj_#bgIzB!Qaa12?BpSmN0q_Vw$lYSIiOy1s=~Sg6DzmEH&{w@3FZZk9*{)!da3?}~ z1D@Mnt&Hz8WCk!62Mx&H!NH)-@7{Bf`Oau|^GWx;E^6V4Y8RVint=>?Z1_CLiJr;< zU|^dq3xx*Q)L zuTtfB_xES}e&}-}CHSS*i+9kjV#Ud2DOs%?YK}Agg?njxebu_5%b{l>G(W3xW5GqnK+%(i5p_H+?jwlOj z>psQNdP(8IqQb(yjDr099-n6%931_&wEH2C7YkyTem&)LeI#?k^OkImS~O(;9Xz~d z2&O~G{s^euz!)AFFS?Dxh}m zdw42lW@gcjjEsz{FK!A$`YrS%VPf8+en>@y0eng>Q{jC`$X&qCqO8f8p-f`)&`ht! zTEQ9v#%+N_@$vQTN%QmeuI=vLESjcL%uiH{fF2CA3-uv2^=IH&Rr^Fc=R`eQf4xYM zKX(WST5HbF+5q_}0vLu(MnJ?OO&6?#3At!^?WY^}3-g||iryh4CKiXDsPikhJL8#h zai%SQSy)O#)sfnh(+`J+T$EBhrL3uD6V=u$e*(k9@d00xAT7Diut<%Qmj`=ysb3rR z)}6dAT`r3d5bF;>Ku9|ymi_$w`!oD}e7YS@2L=Yxik-@G z9t+3ro>ZH~wbZ<8d~-csM^p0^Jaq(UC&(583vvqhOe%fkIfFtgURTDGt?Bt#Hsp@k~BD5$J{Dx7>HZA3vfs z`QDv|J-b>|0|Wz>;V;BNd(4X{fSbTmTj04+8^+~%6ZhK8lzi%!&CSgx0YPfQuR+#D zFAwHyL*67id;y+~ybiqgGa<7td=z9xs;d2?jB&r6cY9SprX?d=5$Jn%c2;QE?+dZV zXuTkbuuM<^icA=`98#4_Xn-m~uHHws79f4RbQp$LfIIUL+0x~NK z2)>s=FU!Yw8If}!Z;VHZpN}Q|4GN}uivXg9&nkL+tHVWpo}UKl1O(L+N@6z@Oq0Wm`=!bK%^BaLqXAR=g+}LS6Go$24M3|MO>d+Qg%*4Ea(k7x+Ws!4w&2+Pd%7-djk)Ya8pr49Y| z&BNoeyKKs<SkTD5{`^t+m~vd54p<;OBEsV2z#^KT6EOF642&Mi?d@%C2oGR> zOVqi6JD#l>PJSR2;Qanfgc(TE>K%6La1@%T%!wSg0Y^_;ZlQbnudnIW?F-GkEG6&ldza-Qt_x{y&<6u-EN~or{zz7ghAr6a~ryw z27nD*Dp`u&n$*Om-?K9yiuq(^JqOfE&cq~}a|Up}J&F}u=+MRA+gqdc+Y?3HB2DO7 zKoRxE%56q#+|-p_SBIIa#N=e|+`SvJM4l}?|J3D7`q(*fM-3XOOO9Ho5=jmNGjkHC zOquF6YI<)zg0do)ts)E;*p;(r%LF_ePvP6ilvjvLA?Xf#kmqu2`{Bcf!p#qwvDZMA z^u?n^_!e-qL7G{0XsUqoI%D0=T48UZ*KmuVZA`7N=eWFM(!A86KYNYDxfbF|5!gk# zIvXJT!~?s7h3+5U0pXhMR>_}tLbrcycJxGlEzEIi#;5Zz%>*^qep3so3jhKLMm%bT zm-hChw$tnFe@ZPLp#X3YFIfc<6CorBlv>3rHXeEn5s9UyxcT%PR}Ov$9lg%hhSnH(zcaIkXlQ7SLwBfe@mB9te_bnu&6e;ae!otq}H!sXp?h*Z!#==2cQsG7mlc z1d8p>>PQ&SX(CKaOmeZvMo=jAM@#9U>TyFHBgz>drX;rE?lLPq;1;bDZs%g>XQxH` zeo1-&frbrU{{8#6(th&;TpR;pwXzbcB)+XR3_cDPZL97Yi6n5ya+_rV0NRCa#2^`U zuSE?M8pu#nQ|phFGXqJUM${CQ(pz|VVYn%$_`Qk3K|pJ+*(~+NgUFTIZ|HjP_Zp&C zieX9P+`Y>WRSyB22IH0NrlzJKw+F)m=DD4_La9i3z)tZt9rp?b?qo`=YyJ2*F(`P3 z1DQUsu1O*xQ=kgY1FvIaW7BtwcYWKVXAI&qlhFVcumTPs>srR@F1vT%zklDCr5uK^ zXTTe-XNP)P+S-7E=a#DsXw#r(!^3C+7-TXX{S#-!eZ0bmU@A~{6=0t}{cGq@J!CT# zq?~AnmCdR=A*tjcb&;v}B3ngVX&I5(}KUhMh{3aLAJ1c&(~ z3JRpkpaThLLSn$~K{}vCBwEN;qzG^b>j0Tp{FC=c`{!p;YHBRNb)fVKn48o2;n5CM zxPs~fd*5v;NXl0oROLs3L24NV;ERgH?Idq%c{$_H&=4gsN?(X#29TqkK&47q1$-I| zx$q1C2S%K#61PFx^u~sH)!F)ZRYv9UT7}5_OIL6O1qG8pIvalCsjgP7EQLGUMq48b z)g?PTJbdB#^K)1zN{FSmP+RXp+%ydi$`gPTYk9b(6U~hvwx+Q$)x5$&SwuY|;J|!=ypg$@Y)RLK<%ZJ z&;D+kc9b}1{0)5L^&UO~Zyz`V2AD_F5}+LpseO8Sa`N&oBA%1S0EUeSZ!dt%4H z5DC%kh@=E)>Fe+B-;*l!sH#i2$8xLr%Y$CZi7F?%$To)>B$JRm5m)Sq?afpykmgDO zo!B=mEzP#f4Nxu+XApzrFO+MJSpZ5HaVx_`&&I-gwH77<5Q%GeZI&kry5wv@7q<)| z`aqgefMn!bQBl#8Ax~R1m`rixHecV+5CRegRdsc>Z&p^8mZoMrI0F>CpRl@*S&iVH zL;zg`LldWj-yN=TdlO3Ct*ll9At(a98_~m>Mn_dP_x9vK{!N08OSr>bRsOvawgb9x zg7d*&FOCtm#J!l|;o%EWMJ`7z%fxPNl>Le%;#EvB-*Bi2LUiLa)rw**9i1dLPR?h* z)`T{TKt6f~iBmSUw3M!(q(s%9AunO!a}2r%6(WLwV2tJH=3$SMhT9}$CyYtTNAop2 z+`FKFalLAv7=TG%hTHy_9Xp7=MiW7gtpQ7YfkjKP=ZXDo1I~i8i_1{CO-5Z5DrVp} zU{MTCd&U6azAnq%{LX1dgGkem1P0kyl#NlMYXIRY>9w@9cGl32f#5rw9MB_nsL?t2 zZ7gQv?SdpO!D6?oBh*zRJQjXpHhXYVG0lk5YJVJAC)@x@I-k-fAN( z@9fM~px31f;OU#SkF%ISrN=F^&o7+z=m6`2h$bCzTS49DHCJEd^q|^Zz6zB}7 zrEp_jI0=AUK}Rp_B>Lt~4pupsq0ocaAAI_ERkE;B@UTGE6)Nz5tVZz8%nVz9T;ipv%bL`G3Z|WprsN8`yR5 z6b(OrlBYD>J`9Hl2D|`rVU66>6F;MW4!=rUBcH44UG`@g0!p(%)c>vH|I5`sWZ8`5 zapNW?CI)w03cwqZYrUiwa{=C5*-%TMAOS>!qz1mhU^ycMp`Fis6EKnqk?=F#y`_FX zAUgUZ0Fnep1d^mRO-#g~Egk~T2-5<2a}PoN7h*jC1#N9@UT6u@#%@4KfK2D+<<&Jc zdER~`@b&B0xL)0^m=~411Im!YQ>&{TAORH2?9K}uGHf1!XovVAKznBZWXoo&L_lr4 zeeYgqZ~Xu66?!k1{f0XT>2!LXLe&;Z9|xDb^oL);d`0|?3#dy^t1v6nAV{)34S^?BBd z(x6AgnOMOt!n5f2rQUw^>J=6Ng9l)p0+1`Ho$)LKoFnWzfctX09Q_6d6x`2d=;0pz z{x@n)w%&+)g_6b(O5A4Yj-IVK``#OWv4!|By}{S?WTu5zDj2KD(7?baBjXtae4)|c zO*c0;U`|Ddv_1vKav~^bfByUdgO=a*{M63m6ci;8B~c8E2;IT1g^dG!Y@m2?tb!FJ zH8IAUP=~?0Lr|+fA#(!c@pmo<>6~bA&;Vg0J8Zw90p|4XFepXWt*op-k-b?9D^36s zIDi+?&0#>hlhE;~)vJj>JXb2zuYUkxsWA-y{NH6tpBFZfAuY7vQ0Q*oUWET3U>KdT*7S;fvkqmnk2| zZw-kK4d&h;sEI6|kFMLMT+)y3{d=+L?;;lLnPyJg-Q))a#z=|T{NCz_<0^~spO?T&Z>TAq!q5jm&OlI&^xJ@I2mnxL zcRS;Hn=bnoegv3t`TJm|BI7440}^+1ppWz%|f36D5PLpQotim0s0@UunRC6%x_(p^}I0V8?%J7Cb<+}wwtNr71;UE}H!%>ok5pg1EFpOBD{ zZ;jd0{-l0#28M5-<$cTvk)Nr!o%5NHQ5OpaLwbn?1q9|IXWB}}^oe860_&+xrPy?~ z=TnE<+uo;Ml&1WcqB2UnWTv(}BRxLYDFv|YXw@n;fO`U8?*`@6q)I7E7esM*mPpu{ z+jw|_5GyP!EW<1}2$?jXW?+$Ue+U1I5j1^34IS^%uGvG^g~e%TZhqRq2D31)AYTAU zgMvV3yP^Qu`lrNKrp5d6AU_H-*}D9<`h3n5=ek&#jwMDUGf8^UAY?)N2i>NcBb<3gSc)_ z?aa+c)~s@W{VbM6IW#RS&F^fXB7c_GlDZq5$Q%<0(4g;I%>KF?z5Q)% zJCafF3rnkrNafzj5HG|HBhi~43VFxg1L%%6!ysV96q}6bEa>eVTj zA_!6xRK1li*=KK&&a;{r04)k_0HH;Bik zW93ayAP&ICEcB66P{0S4m;y2!$2^QUL_xI%C(2(biyZWM_y>5QH(x@g1A8DsbRz(> zx}Y7yP)ZE26MelP#0~=M9cfB~aQ~{HR9|e-{byD< zzT~6YC9@m2Bc}ir``a9}&2(Z+V{dnFs@!l9U=H}8_#pcNbAACs0S1zMQd0Cjtv$b^ zm;v?;B3{5|%vn>glV^2l30QutwD3x3$^GVO%*Lv?ZSp=kiJZM^5igG^;gvFMfvb%6$JV2 z5GKm3I6kv}_-wBusYb9V(%S!3Xl+fAZ=>wd4$~V=w0cs#_?N=>ecI;`KxqL?cRG-_9WUxMl zfK&D##2>%TFclIIvTco~VX*qrk;w6yJ4I${X8BL;l_7QgtA8q957tN-V6IN@OCh$D=M^Zm`t0q9P{Erfw6$p7rG0t;*q$B47Ks}j9c@pik&O#p0RIm z;p#fX6S~|_h|%w|kmUbckCRQz(cyFrQ?ft~EtD8TSI$esI&&_Rk(Td2cr0><7WL&& za@F6hfHc<9Q(CsAY+w66L-)PIiRPtAAv=K+2Z8?)05#HmdvyQTNpZdFlBL#`imhR` z%mGeU_2iNqk1CR{v77Ycxu=$1*5;?Ys2+SVj~}U#MVP(mctn3&^sKEFkL8oo)5&3; zTZLR>G{4e5Ebfn>yDq=&ZK=cf_hfc0-eJG>wtAZDv%Tl^l!OOMC0Ba|$X~709DU7g z!GCn+>BWV6rvLt}152f-83r>zE16Z`dVPmBkoa70kxTHRy-M3qZ?YFyZeK!suGR!z%QD z*({|HpubCnFvS}$UIFmrHw;}ub|nqYgBk?WTXTRMzVo=n01SegdXEg*QmeB-x#Z&F z0_PwBU^y~In8Hm?{s{^dlIegT^e3ucfZa;D7ZUP#^NxWP4Vo^kN$N=xFU117+?S2+ ziOHG3DFcawsZIQ^CM+0ioBow||DLpVb!y#0pG- z@RS2g=;1+E7^{Tx`V*YaE|`U~8Qxv&^+Is}`I*Z=jykCIb_>Hr8ES5TUQ(of2mpiv z`PUP$5|G;3{(k1B<#QN6Mw$lz9m}m5VW=RY(2x;xv>3s^$cPRgK?Ev-B)1Kkzs~CY zz)QlFd`CY$YvY3G{`#yjHHP&QB)A;;A4*`+9|x6_>m4r7sGcNW{uU?xn3~~J?4H_F zvIC|QS-kAk_Lu`?djj_p!Rc!l9!5s#kRe`B2c-QM zXVX3bVFX4ukgfU#8T`%5i--1w0Py+mpVb~MatP;)H8*=9x-t$9PStH5FnJNapj1c! zke&r}ON4$oo@PNyW-%E?k*spGfgR@uNGUBw29khSEVm0X#RW$AG@=Fn{P_uB%N2KT z@9Xzy)!LzX8-UUcT~7ym4McE%B={xqa9AyjI-9g7McP2_h3K32--c5jh}xtO*nW<# ztyCR%KJQ}wmGR-Q(K0hx%fTte&GHWCp!Lx`Bs#nUJ{UAv&JAm?fAlm-7I!&2VFzB< zJTejmp>EK&y1J@ZZcT|elJL7ScmS6hM))85{mKSKx;UFvS9 zcil_I9iR2v29WUR!VdIhrd6sFqtJljp($3!KqJhBvA4`jwQ{k?H$Y}% zM@2 z4k#No!yr?6LSvW84A(^8|3`*!DW&;RD&fF`O1U+t2Q?jE`f#hm| zbcF&a*#ng9Kqz;$lX0use{wZ<*2bbHT#s)6 z*9LtpRZI;AvpYcdyO@`$N}%{px%m~!yn?w3&tVXY_go3rJvW!`VkvGwh^+?K!2=`a z(bHJx*PzgW>rzy#3PFbtUMLEbLQ$CY2MmMES;34q>X^YNvrA>oZ{B5*&1$r(;+tcU z^XvPmiG>#d1su10Bb#X4)bSzIpBO||(64vqYab)HL z8M zeFe@+fQ&JWOpTPmu*!Igw9>a^8pCn54kH){aLzIU*?94#oetljAeoPoF*+;!T^|*gOFt06=Z>@J|J335s1k z#NXc-#nhAt<&+QM-H)G^mQ32%JU&IUPpAn_ML-vyT9R}c9X&lM2M3`$uh-4LYik!1 zMKHYqLlKlTNowWR2A^&|_yxl=_Mq$*?#oqyn50r_{wk`p@&rh1%eU}?EkfXM!-Fw$ z_g{{f0)Jv-XO}9o)cKgB4bu@|9}N{5g%wlN(+2`gk;(|w6_A4$=~-C^4XnVBK!(Lk zw5b{TCGq8(Zc@1I^CqP-H{-+_Rx?wb(*zr&30GHBXF7FOiby72+TjUb{d>{qE3-jh zUp;*dem>L;*GUMt;WS&gYXtd29!fzO1#LLuKIjs`d@aG+!sq>9T|uWo??^sd#YWrZ1+zq@)52smg%LohFmLoWK;0PpVIBojPB z!e3Cyd|*lkAnFwjAXkn*R6)f;mgV>alq%#*fu0_?ldN$O2}58jfUyhBhB+LhZKQla zQFqr(%mQs1X^kJQU;^)|1PG6kv@876 zmUaVkL9aOQQu=u)#f=v!il*ZuJf7nJ5J?Wig~576eo09)3}(T3lHa+SyeP=%8xRx0BUI`S4 z=L%Nd!!|Wu-JIJ51Zgg-AV`B8#0dNVu^xI&VbWzdEeuB5Wz%JSAUPzHMG0O8**|%X z8jA?fFrCcrbke~(u>pTzBo_@xDOxS~+u%;K!OA{-{P;2`U%*I{3nqVpv;{F44{~4Q z&!0UY^Z*fSZm*Ieh?5S+G8O&W#V;T*wXh%r)0&+(zLITg;q(O))cC6kUxR1E;AwMA2hz z*J|0I#L&0-$f-rLI?t}O&*i0mxrZ( zr=>iVn3C1-jJfhuxcDa`)O)Wy1^8O>^)~J1&%6?bl;DB~JiA8k1=~fInmW793Qceu zx!cYrFA%AR{SBzdD$V`fz75)hR)UoEI|tai_cIp*SLrXf%JoeSNb53bDM6$0Ea~sD z{aI<6XLy=u*-zxvM$mnhzGI3b4?HBW=6jp{c?S1KCtQcfuKF-_9bBR_Wh??&v+%Gnnq2 zf8tS0t&~@*lyo@oex8&aH{#+#A3=e2XF0q>_7tk0Wd6I>LGcqE_Cu_1voltm`Mh{!fcWwX5US7Pc$~<-uk&Jk`^c_d>-m^`yM|@QOwwMO_H0kzk zU&-&@QtiDaBebU1$EF1=$h#SL1tt!4RLw5}?RDboWI|uABx#>Z)D54H@~rY?n{LPd z$?w+US|e}Gc+l@3EtopRcj88}E@P2|Z@7mi*J$x8k(%+Tm?x!p-)u|pUS?*|`@K9I)CC;Y&qFRFbVUuyqNXy$?m{c!-+xEb zqq`_PkPq`#V0JDP@6~L4pfGkLfw-aThK9)mk)zJPWDp~7Yt{Qo{WO+y%yH*Kbxq7< z1$Kty&wjO(>{aY*Y%Z*?Q&uKZbSTf>gamVDoRA(Af7mvP?`G>r4Uh25dyRK-6$e?^ zK;cRTp*uO1Ps!E9!uZcErv`AMw}$3;wqh1h8#oqAaeviB?biLH>s-$sl_5uM%($Le z$(${zM?HCwu^f!;cOH!Y46lJhu@{Y4?IR!a<3=5qum5h-pZs5*I*jaY%rhO@=Ik95 zd|JcG!o{`=`1nS#H1FD8he!p^pvZ4K?C|jV*{ltxr(%bb4=KWbV)*`diEp%ml^;HS zMD#>ZLl8w56mPIXgjBw-Ei?j-NtMqbmXnh!Ei0o3i;>7zVa7wc)An-Lbq!HWb(Fc) zvZn9b#gad;(M^k_2>m~jM|yJ56}i89y32{qjwXXqU!2z}j90stH?)EAZ`;&%eo{Ym z0}%@RsYB49!R1AUHUVyX!N@F9Mo}U^7lI*(Oi=Vn@L24vC~}`2Xv1N@mlM_bk*coJ zjddc&&g0n`M3sAAr%PgfHx7C>z4-Jh3splm&EU7zJ>v)Q6Rm-V<;@Zw{PA*;ob+hv z9bZWMgeazf@Q@*7caU!Bpb>yMmz(=LQ<~LrM<0egnqf)-Ye^=Vu$tgCnU=lNQ8w=K zoXyscEOm?M{6Cy2l0$e+Q%x@v{;LxNa zr(RRdvUo{(lIOm`^Q`)=&H99abkOMn#zl=jEZ+`m|<$y~umG@yqjzK^eNg02{ z;XdVy>C4+$9+Gg*A=*~B znUs{2au1QUL9Z&p1}Zmw<#~RHpr&%CnCZ_AI}tPu)AXK!j$zk`UqN=cM+Xmn=5VGw z50HOWc)CgV)-G%?^wgwRYI|nfqFSx`J!im=KlVr5$JriMPj(ddD)IkSg^bywv`=6Y z%>j-RFX(9U!-HdV{lpVs4*>Q@`Z6+w`rK@|kP_kvIY}~{52m?fwX*}_oxyRy-J>u5 z{!ds~93DSnV7LRf8DV(vNvZJss=7&ac)XQiI?a~XY}l}NKzInpuHa9my8iB^{@#DF zLmU>E_NmO(!XH)_4uA$QjUa>Hv2eU37P_@mg{=u3>^xsAv;xG4%$!g!{z15UHH`Sf zOh`N53>oc`Y8U3y`}|oizX%=Qf-_g{kG0gzsam`TLd^4L7ZcGD$C0YXWs%~uz3m~E!butZ1xX4 z@z>>t$OCK=$zt*=Rq6+u-5L>a7$j%u?b#g^`y~?>7EKgpu)Bf;Wm(^TZ?4sjq`l#b zmpd0m+)p`e7%Ox80(^Q?hX#&L`U_Wv(x{36;+4sCI(!lXBmW@Jn8P_`IP2IBcn%z( z;JU%U#y5$JbFK;lB2J}UF1N;L278QH(rnnL`Z1nAyPIT>y1epP5^3D8-vxrTse=bS zqC9)mV|KO3t6zH#M|`Oli}gnO8_%gPL$@z_r$@`{{D81q?5!i}^Bdv)D5655MGhJ3 z*mTA=Ujskhx!4GH%0b#}Qofj-I?IC}8GCdaFK|Z34c~i4po8>ERDJf9M`Bcap1w8#P@%Z>CfncM&5!AHnA-{*K^BYY>46{h>vVdYi#Fc~}4Sp|)(BIPN5)tkQE zw9V^{v0PJoENI5v8EAe1K|L%GYdufl&+7t%$ocs*4-;+c^tV)ZIlY)Q_zD)KnHu_q@j0U(jnn0joqK|x%9?%{eYZ7kP2Lsmmv&Hql63&qC=1LWM>DFb7eE3oEp`1&Gc^SzOeEBO#3 zx#&WnL?AHkapo20UQx_ZJ98Z+gnacOhq(XXpXUc%;^I9Rf5Opn4{AGB{FVO&O(gv8 z%;TsJl8Ibc>}V#gC~+A>G@0I4;#NFNI69sd(Rdxz%+6t}x;65Iz1}UaJlweQRDGW~ zx3O{OpQ&{HW5ldA%4_fQV1sy<;o%)RqrMv`A;reVZ`2+8HXB<9K6J@l0V$(rnnN}C z`BH7uwLp|V%8?ej(lX#`5?CH#A5`S%V&^NNG3-iTJdXzrU^23j+~-(Nj8N&?PTVdl z+ti_p-Pu*dAvqeLz4B7IX3DuIPS#iT@e@^)E-jpmQ?2`5XBG188h8T+uBIfIubz<# z?A^V{XM0unQiZ^%zH^m%^U@(g6mF9p^#q$`y3FI?Gc!Df)QUeIe96x2p^Zsdq(^D4 zX#DSWvY794N?3a6kw)e}UOsC0{B2|B%bCN)9@T45@dr-CF_1x71s9i$j0}e5TNce5 zqx8kEc-vEUZ^mX4pjX(bFkWeQOX8kH9sF zD30t;x|O9m+LsSj5i`@%HMPm{<%4$A=(kI3+6-@a=*lp6kxaO+r|ZW^IAah*|Dr%v zXY*5wkm*Ao`Ku5t`As!E4FiD&B?c!~D#u9f^wTvwZzAWWud(b;SGIh0dRwxTskHy{ zQ@exdN2R58x#8retg{;>`;$jB9oyAT@!_$W^A{;wsmbu|ev2$GspXHz(;l=9aXTLZdk`R%#D zt?Xj?aCYm1+Eu&1j)(H1nJc@`5{LuM_a8T&l;C^G^LFf35jq$2) z)iKw&iBg=WNoi|VypZ&`?W9I3uQP*mhX{8U4F|`Z`sRT6t>|CX8tC*nhh!HOX6qVo z#XOoH`-2v`LPU9RnW?Ns_Op4lyJIeB!T zonzMWH+B8yqGrc}vJc_!XSbXq4VL!YFbkX+@M;h|!^cgQL8$vR(~x2-xRK90;F6UQ zZU{QMMR&LaZTiGo5ZWSb_GZ4<;G|c2YcuM^>;4!Gt)nCQiyfP}4eN9pVqmLsL2&BP_>af^~Q3Fu@Qw5`{BXKMC4oS6kHERqlZg*x;*(F zY>z50Hp;t_UjTr&KxJc8qxQ}mZX2!35YaO$G=Z!;Q!srX!m12{}<|b7-^us?pBY2&RB9s|3@UxF{_2p-gcd-M`FQvFil#RLnm{cLhB)gEI zTO1JD*K#XF#PeeadsvO(7v;L(uu!wzQ`CXz^5)u*r--rfV4jzPRr5aa57q*fJZ@26 zloCS8VzDK>Nc9GxoR`RRlG*+59+LgMzocx<^a)l=_vR-&+jaiFI641eXem22`-&lp zL$Q@-cuJ&G9SZk2>JuYfli&aP=*!R`Rx)VGuDP2#E>}-oG28>jZRblKl`xDp%bT>x z40ZVQWZNo4M${*UB~!XO@)e*KUMv?eeCx}_{{9HJXRcN^?xnQKWzasYg$d1FkH1FZ zDUNGi%%kCFYEQydZo!kK(~b~wE0|_}y@>SB;>g(JJ4&EA;-B}M2m50PiLaE=XFbs) zXKpCSeZHCz8mHZVCoSgqxSKQbc0re#a3?g-(+NU$OC&KhT@Rs=X*`S1s!pLM z^SnDtwr=CMB$oBV-%^#CPg+o{1o{7iH1BR8CuL^BKNR0P*^zqtLGSXUzDc&s;6l_3 zjnzb_`nkVDc;7Fc>n75+HJM)FjB5@xm%nMrpnqTOR5vOhV{S!jOcI9HeZkb;ksz~( z0`PS;`jW#D%e_j5ZQ|pumzqvA{&>!O@^WkWPxZ(TL}vVcFfvOS#M+(D!chzTWTGPp zaZ_BJK(xSrm%=Xie)Hw^z#6`$v`wOdD=2u!7$-)CJ|Yh==>s)p!#jsAcFG~>Gkp0@ zep8>_vxN}P7k*Eu{?>eKyjF&4TMi@e)S8VV^R7LEYp$R zd)@h7=?)9>&KXy;cT;!o-}j4+B>`&?Y>en~m`9a_;~FsEVQyumJ=Y$=j+1!n@N0?R zi{6P0p^eWda(mh6?hoiuxKxKQO-bl03vPUzOyStjAuTO#!~Z8(zKdXG*o4h_49-dK zvw+W^6M?;fh-L+HHTXSEARi+qiNesNFam4(_h{P7T07{Z4ED@vHx_VDda$%&2?px? zU$k}woPXOzy?~+b;#p}nhs$lAAp>M!qI72{=V@I5CGrH0YQtA~#K2)WdYC?gA;4&~ zKn&6q>JGMd%Q?#S?_MoEecV{L_||;+7MsK4FwU@6=Ubcf8|z(>QUxA=+V>wJjVkaH ztKr)QIOGD8R1KgLg0e^7{}2=uG|mnRW8+WqbB22a z1P0$HJzG+!ZYuFFxANq5TUI7(?8|m&FI>sB^YoIh>m$lOM^omOC<_`C4tLE&m-rAA z(Cqo4?Csp~Mbj6myB}l^L!mHabTAVnkqU}5*ldm_KtwlocKRrvNhf+2(Z-GFdTltM`AqVvXDAy{>R=L-al8u)l`y6kPRYxGjr5v1ZN~vD(&ez zkQuV`lWlDH5{I8K;{-z>l~q-!$ddt8xdwJ=2=YxWXF*?7RaIpwtCNzRfC2Ffj?evMb%H{oY&}bxhCBW71GT}+XG_s#-2Q)?cn_*0 z*XqfTtZ2cJ_5IeJ<874!uGI3Vn+;gEh@}grlQ0;slu`+o!LQQ*t`9?4TBfEqYe5`W ztgw9!z6!$v2as@>p}TYYHmPvb2?UnP)!G zRZw#|p+w7nbTSE7BbzPmNaoFw=w0vqqZ{lIe!asAhp{8MSDmYG6b&)py^X^HM;{Ib z*b}6~*X_Wu!&k=?s^v^5;DNw^TnDWTc*{TQ>p#F(O<2Go@3VtxY&huCoU2Lc>_p?y zA_tin)vKIu$H!|j^o^Lg=Y^S@))STtbwj(Iq*cJzbBU} zDD)Dq;VrYB9Kk5h7Bj7J!MaS+vSIW~+Bd=Bh47v85w@d)Z{K|ck)A=Y_4BiR6%`vB zKAhTuB=U@njV(Tbc^xc#I(OvTiAv2ifyg%kg~VEuhgod8>SKu?KJrhe)LQQGODPnd zlgpH-h!#~nkosQWXdp7#Ji^?2O)uob!qdq7Y`6C%HM;cv4k0$22O3v`O_C<^I9?UJ zVysmji{J9nSjJ+x!W^(tcxc5|OgCHZBk?L^ujQfx=c~a43}_n+_Yf3B@aUYYV` zaj1g4NaQXVId|X#yw?Zw()i0C*R%yLy|U%aePjRK@hLR%y0W8L-mZ_@RJ~YXcJ4;+ zk7l*kbh>=Kmh4M&iO-fo9HZVpjms_B)V_@b%@=3(e#z^bx=};%40Vi`Qdd>+p$ivz zQktClGUmwKjXWs->Q2C^!Yy7ABp;OB)mhsTMRBu9h9^a3B)E;%-q{p@#|=W#u`j*so_CvZ(N`X#DXnDZR6iqIS9}!dq%4Et;~TmBP!U zO8B`sxWWF*Pm_bC$0j*b<0(RE!ALrd8 zIub82R-sT}*IyH6JU06=pYgtY-|Yg041yj)@EAdRF2L3j#@ok+r{i_qwjv^QEk2`e zejLhljrx^tlv(l}rB=?y=BOE4tYpGng#R#G=B}un8#?R$tE#`ZPH_iZzK!ZjduYDu zq`4NjFP&|~j3>hC#Z&$=Bp^;n;(En(p6aZTwJLteH0`a;vYN@RbAdx+RgK2C4O+;$ z@`ZkNs=VN&mMQ(sYjj&Vj3^4X+a~VeCcrfv z>fz##^wulB2?SXpJ=&P|eZnrG0CgO?UEbjf_yjw60R5wfS_fZg*^BFGWK) zkjSj>k;2%66_vOK+WcEyNGa!kyvYD4#-pVwU391}DD{APy+mwQt9^OKi;7ayr!r>< zjk*;tptg^CRXnuleUwwYfcn^z^&5f1sgVh_CDj{TkF`(zvC$aYK1W|PhZo?P^c;%) zAGY2)DyubW`+WcbB?Lr8T0lxl=@Jw{q@_`5q)WO>8i|dBG%6r1CDI`w2+|#r($d{$ zE_}cDJL8PA$JqOyt?)c+-7(|3e)ADR5gP$;NtxAeT5zy~Ko1mUVo>A(5k2 z@^U89vegMzZzF8E`CS|uk&Qbm#&qf_^pTC6`dRE?%-f>#<;UoEZ_@KV>gar{*OW_q zSolQB%1<QSR1kF2JTAT1=ot;XR*nWzk8y7;$ zAY+VRXAVwCrJuyY6)OKmESTSK;U_%Cw@b1+ozuU9bo+_t)mn$icVphpFZeO)(v}?| z$MneeDWU>UV&Ai#5C*M>JP41OKwAe6EMd=+IMB8jfG!y6GlQUaZEfvGxKImdj0h_x zdlDmD&KDX{vKCt5DGtKGx^d-lvfG#9z6fwPcQVhK>F+4Ho~W(bK#Z`beWj&ml%npS zZ^Jxs$CuPWrsU2E-#Od<*;&C63q3>A_r~@qC3&upQoY-nzdxF;DDs_}YmQxMAIqFv zQ!T}Q+{eM?nSxweC^}i5JWyId69ln$LqT?Se*UvEH7ITozbK&CyiRvXz;{W9U<5MC zs^y>#vV|p~_*A97UpzzkW~O{o@2~zT&m#`e?}K(n%7qI_qIMKkge%Vs=06J^d1}wjV>8G9l&iC_HxZVVKC#9J5rAFC-82%MiN~gL24S$&IBvj!kQih8ZMNoab7>3io~BHVO-JoU zXY}}cd$j9&0Y-fvREQ6BD?b12{oFrxz8z!KRY+~#5dG#g8{u`HUj=9@*bntTSsf1> z6OtHKBZ{ja;U7~(9E^;N&~ldrU#oH+;9+jVDKG=|{O4r4R?vkKyX+l8T(-^1izdTG z%giLuZjrfUs`wK#tjq~ z^(lDpZsk>@5qw>1rZkHWNnkkhmsn=8d9I=H-@!5;C@VJuj=o0n=~!2ZTZqwqjJ#hy z{Bq{FnOC3qnoFi8(b>MDDio|jKHb|}FBxqXV3#!w2$NucS>Mn`B+K@YGLv+-^6Qlo zM$?;ko0c)2y_g9S5=z@KZyDlqCs^9WkgRlz%vZ7+2muXH(ti#?9as{2vJudc$I;Gr z=(>YSj-0-GTnw>ip`55B6|Lv3R&8S5Ve&g1XUiulc6dPDG_9+kWw%pQw1V_oEU8Sr z{J3jF_%@CE{CZ=;tdoGp0`p|84yme|tf9L*aqV{dut1u%`I^DlX^h_LG4&hTIWCF> zYG@M%Mxk!7G{gQ22L=c`dqPZJLqmh}(GD|2cLpFC11tJesm?TN%ECyQ9Xj^oXNpSZ}uBoPX_gLVrx+$hT2SY4w)>E}`IzeUjN(u<4@>P`u5 zNF3$g2>O1MR+l^ctoPd8=IE4!71LK?`F)-90k`+J=f2`SnsNn&?o+=gV5nskP>E-!)x(5H`rXuJSvKAg5}2LG5<)AJc>7 zz7vNns|1g(!w;P6YRr1hQ>Icu{yYz+w^*bMS08nA$3*6f^PFhvlvGaF5O3VkP+l98 z_WFLcj=kH2g8#a2;_=iF?@tFL+PPVC71ldCGy2Ukaeju}8V5;}0}iZ)RE@B;(Wa&re_ZF#&CfsHZqgFb zu@h|G{w1rTnK=0Fe`*N1WkvVs@5tidW z3IY+;35Y$xTK5K|sbCm8Ju0|O5{2aZS-AUj%xd)^=)6Zd()3xxBX$Bw;u0U%tr_u_ z3ks9zs{;6@I%k>gUU#~~P7~QXTZXP{Y1P)uk!Wms^8D@&I;$z#eFcYhw!a@-t@-)Y z&yzUOx?e{dkr}+RTKS&)kq84(rs5e#H?07m?ITW@F^SsZt}_gL6JI_pjPmk&LC!@?tVx-Fp#NLIf>jnQ zFV}7wRao?dv>p?Bl8&3b@y8dgygFHDI9%~1W-98m(r{nCzTrp0LMfKnnnZh8q8hw5 z=h<8Io5cX(0P6wdCp67R;NL+=Z=XJW;-vbwq8l_kg>2t)3?}z6j|t?VO|Uzfro10q z4yiE1(SN~ijVZ||cdgXs^{8dl38u)|&z2~P-Lai9YzY=)%TV~bO)OBfy>-H40tP;~ zH04W0`1udQbfmR`Fuasj_IpIMm`K$AO9P=7b$F=hJ4j(SzNvp#S@~>Paj71P`6KT0 zk7An>=GwlZhH##h3gHQ(L6}fFy0!4@8ikLBzqqt*H3wrAfTWnx$o?f1@fdm zAdS=>%-|v=YH7`~yetC7ZDF z{OAl4rj|`&mTrZ8DdgimRoZsfGw5K7i^Aq6BQSSs?0Z=_taDy{76_ePq#6!|99Ld% zF&Eu_1^BMyY>#uvJb``+AdU#QfLA@afQz)e+y-_WKG0*-Ya-_RuM%TN}h;Z;*z}2c#(*i&_&8VDIv^wO?jy5o}-$PNw__uJ#Kb>^%=?(+)G99Maw zVE#!F`XIkX{Py}VgW#@?W#z+a!TW)q+V8~RucH}E*3)Z%H^|6}o$g$%-NPTc& zbz*KUZdw7W2J6djthtp?CDFSiL6JAS?echa^AiT&CbUqzlFJkA9+CPQTI>13o;#JlpLsbd&Qatk_Mdoo8Z8qg#7!f)fMFo?%&|?75~y#{U%p? zqzQlF`EdS=tKtT)GRVw5f7E$<)%rPo{$nAGT%Gj3nPkxRjs`J25C!9AWz5t=tP3FZ6 zH}`o0jXug0|N0zu!mroXlDk=z5ozo#pTDy)kC1lkjNA?@163WfkF4p-6#ru@!V{*u z&5oIjyv;p=5$y6d$CpofSx+4esJ#VmvQmD((|+?D&b&=5&Ni$z=#Hm@m=FXV0pQg! zFf!Vxq_Dn@tUl{X<+9X`wTM8aJh$9eXoH?F7!&E*^s7GCpIPIZ3vHUV9s40m|CTAn z9HOuVwL2Ext%o4UI|Q#1=xZ?nQ|Iy98D8EWT2*Pmo|16M5C=wU(Yfx@z!CCiYUbQm z@75CdSNB<09nsCUKypW`)7r1n2zLDv@U?-?U*Xv^LU?I|;Q=l#E*X=LsE|HD(8+Cx zlF9lU(O&CGbBWOznC^5?S$aTdK@r0G_5pa-oS9T`8aNtH$c`*4Pp({T{^(7vF>36E z9DKHHX|g=B9pFG12466+l62t|0+GTdxci9-Hv&#FPcH7o!+~^IQm#z5y#Jl@lIy$D z?MG;@%>+~qFUy~P)|vF6a~|wED~A{HNBRk18WTVojli+NV%iEa=tG2A`Sq*&Z!0cK z2#Ndio)ep!nfuxKmSXPm2df$Rl9k@cl5){||s&01jmk6ifi?*6g1@O+dg& zR4pVq$v8_9@%>Vw}fYQcb1eZ zoz~@{vTOTCCp83c_w zV@AL<00FBHM6lp@l>|y4!uyN|BfE`_bvNHPI4thWg=7eaeLCt-7LJhnF!9T4vEq*j zucYB628OA>iSBD4GQIF8~M}sNh)8 z@fd6hoWaaf&da@LBLq=*$+0cJ6IEt4fkw(TPv%3HCd%KHY;+}jH({T+qJUg!c_nvHGm7S4T$(iH4R|>=@_`@<)tUpg~!zr`tw;x9o8G zHp^K}Oh?bFk86n^{)?D**)I70>)MYAg)amr=%6-f#U@PH%DX6+1%H2Q4!;D!u|DAC z;gQ(w4Qswj_xqJFQ1yTVA8AC+!NCEm76o3>pSf1g0WB~$*9?0J4K(O;i;BP92!K~x z>cEVsiF#DY{0V8xa#cQ|N(5DA9*N_184w>#){>7_+IXd=X)0ppMBBH0zs&V>90zNO zo%W4CoBIym$=;-xQv2A-U|Ad{&#{q$J92?U%`oAl6v`3cpbe-j*58Nh!*2?Kw2 zB@H7fIoZb1QNBzIo(cToKVYQ*`yh!oczQs(XXE6AjX)?7#4)%EfXRlsjEC0*L}o@k zxJo1MQ|6i)JroWK8kDL=O`L9aCzecedXJ4|4_Q*8-4ODY`~LSWl!nDqbT_ct0PTPk zW(HKV?NZ;iJetP=8^G{`-BLFNVk02NAgnE@7Xjt>O6iL*=p(_tM7l-@x*qKE2)5bx zebjsWXn(?ndo}MV5gm?)VscK^{WK4Hc7Ji(GwnOj-)o&-)K>n>Rqk|+mjJ`g{IWoz zrtu0o-IsYy3wRvGa-f`qY!tqn4j+43B9Hk^fUCOi^hkP^Ml(-PsX+3@HZ#1&2+Ono=YSd8NnBZ2M_e<_dmWs;Q z9>`R#YI;147^RAf`{Q$3#Jc)D7Y$D^Qj_^cWJ;CmlF@^!RT>Fa-L02NvCk+qOor(2pnk&~XhOUL%s`lA;5goS12 z%T*}$x$oSMxlWMV$`&e&oYBr;G7beABBI)Y7mr|B;0UFMqZar;J)lDzx++qJWGFP8 zMjqV{L|)#A&bBjl$V#vAVpVubwu^4UiMEU%xH>zvK``|P&DXd7>03o49P)%8kEbo~ z3G}b)9NI}Bb)SW|2OHl6(69*L1q|f&D}!O6jITv1CNvYQQ2sWsj<1MJA@WN3xL=$! zM#tIMRx0CJyHaQRH_)s5#Qhpx6mC5$_0ypC`Fi9|;`SvjfRGItvj82WMhJBe;8wl` zVti0>{sBQJV)_B=0y!5_#c}EHoW{@68IAAoUHLpZ|116T$%&%ssU1haGz3L1`bO?8 z8I>&@5#IDJL|Bst4~LsAt{^Avn(l^5BRVF|YnX=s`8H4^z^0Y}K58YfVW5yiFXpal z=(jv~D;k7jN^6ds-wjQxDCEZ{#3)QC+=s$zIzGw4>7u3O$PXWfYz@5JAe}9wUAq9RSgf=oUq5Tq!_X;X1Dh!XIND?_Y{5*k3n9h5O z6irZy#5*IN8M>sc)$*RB#ai#hN(35YZEc4*a>q$)oiG39U5q^+z||IROS!njnS6;k zVx%)lB8GBX;F*i7nXjlPDUd~@PaS)GiToh{YdQ$8e@>yJD<4Oh zoL_lSW1U-Xcpli&O2eZZX`RXr0GKvpZfIOw9r(S*ok>ujApwpL>e{tyh*8I^bkw-$6i_1h=5NQ#0H5j! z9XXTne@L5Je2={Lh}$c<8u#H_oG+}4FJfxc8=jZ1W5J^edif}kBK%$y)uiA0$-9Ua z5!74ZqZjZ2s5wWm+Q6j>tM`fl@%B(^&w!mx{jH=-j0`IJp-TkW2(S80k>Ao9g?%lx``Fp!S> z;e0D?E`_ze7j>nv(`EG#St zOAYo4Ke+N>unP^qEx^!DDr5y;`!Gm4LtmH98Y&!8rBLAi$empBp5g97ACftW{XxpLJBPdcs8cd$q8qtCdVl#zU|W55l}97D3lH1ws_7%7TgSLt zXy?-?S|3*P+T;CacDjA{=9Y(3mo_Y~Xyfx3hM-@$uWOY&pAFB2lkw%+W=K%bZ8&Yf z`>1DSm6H8%`ywf%b%JU?l}vcizO-|~DpEejEzwMHuVG!j|7%B9gnj7d#5vFDHY8wG zpG{ICaQ%fOr-sg-{5oNLT$-{WjE8gl$^#U$kqU-~544#9LfixrTpfBX_^r0oG1AS& z5$1(<8XjaZHb$$NrOFmgi${$X;jB>>IB)#5wl@8DU+;^9o=HmE-7j0>T@<@_GO^wh zse_MXNvB*Zh|5>6Pkvipv5 z^gg&+7kwsh7vo&!JeP#xjHole!&wvg{z%^dQjk38(Dc;A3V~AZnk|0<9#bDWgM_z& zaz~LM@0{bdE!`XTZkQDX$#XuzIw3=1b%ig<>_A98) zgagxl-o|~|(dEZ~TDj5w`i}qVOOaC&X&#@M0q(bU+!Xja!f$AdcgL(qBTF}-LGv^Q zk%-Vtm^irOn5Xg`I$DQVf}>>$&P2!;iT79;s>Ebcm%NVMGq`6Q+=D&i4WwRg`bP|k zrE2|Tp-o75L$V{f%z)u$CKy9+=#e}mIYFC zxq=ySjNte~%$NSG4cd!3c#yMXj zxKA{tAy(&cj$yjb$1Jve>%14|zeg-QqQt}{3`pUcxoyLC3rwtO)|0i!RSgjVa)aHcB4DzK==RV30hhKUc+XH8HLg4`<7W!Y zV8GgV12?D9U0wJ{4Z}~kS)!)xj?Ns%FGs%ec1!MGnMpDAd@=ke)r&LM9<4mO@5J3* z3xZwNy`ga-26#g4hWwj=ac}8W;#zPAJP_oqSSTGG9R%T4+Jgj<&(p0>m6B41qvd>; zmj{v)$3x*ZprBqaQ1<-ugN~E`{vGoev!s)1GlGsMtp%JVZJLvFlQI?Vp7_reKHj(u zmsCV6Txt-KBa}Xb1qE7ppt@dos|9TR0K2_7e!k1_E;|5n==q>v^)w})jQDK%!@2*A zxf81t+=L6FsNupkc5*(NF_TVInfC*jm74k$uSv$gGw z#l*&j1J3vDTbUnposW@9RnW5Mj?tkAy`SHMlN%KL!V zH}K3}4t`ifXo~ZkF|xhH&xo!OJx-*)O1LNMM4hkWs*+Y@9Z3<=)|zsuvG#d_1n(ME zUjfH+a*>IIRXzCgR37G(bAMV;<|^{WiVMEgTkhg zo3O7~QvW#@MWJWJJYo+fKF-^XblT8i`3O>x3w-Dt0yl-6Ss%(AvcNKd9<<$w^VM}P z{Yw{KvBSQ#cD<9cbxTLh%LB2LltX^a$JSfhwdAOi^|Tyrw)F&M8Zvc#T3MT3j`cEv z5Vg)TXIR!G_m)*2gD6-&iQfkSKpsNX1EF0J5fLHEAP5n+!SWs|nc5DGNVwLIUb7Nv8 z!YNk}IrM`H7{UoaLAd$@Djv6l99dBy@M-Dl;*hzhq}yUB6W`#=EPK@#kBxV9dL4C+ zXZ>*2df#jecqq-y6Co`eGbVzJE_Czpt1O$I4t(E|-5ws4Xe6kt;3>WkxUziDx@!rHf9_K2rzTy6I-rgQ|fVrWWz#;U_k#StF4~va5(g3l34@jnh zPJE}VT0(#`|qrw_{ClGRIWLA%;jd{!}kgF0(vm-^sk(A z^xgq45V~tm-3^&XAT>AoCWBlT3UB4QPg2WgCdUNl$gv0Krr&C~viDd#{j1iU0RABS zHK#@DM}o&ea{p8U4x_9OZsmDULFeG9Fy8R8i9_d5K_U*Z|bdYo=8hPB6xbBcv;l@kmsKi0WyA2=94 z_Y}9AjE@fvfux02JGqtcyqEb~*H?eJsR77G-=+Uf9IQ4d67oR9 z^a4HRx)TH~uVhL2N}#iYp&O}iAQ+M|D=o+MiTu8Kpgn+zTleDHz=c}&Z7{S2UMQw} zjjYT*apiky^l_GF7HhhjN%gC*-tEnYxa~?Xj_BXoA6>^*8+{Wi&&e$c9%c>7l>L>u zr#S)ehsLOvgsvjy1z^i@5f6~8mX+nM7|q>xoC|2?0m4KWFwlUv(E>RoGU*N=jc~Gu zgMAl}h~U}=0Yy9%AAr*J0Y(@g4n+{QlGXeFs4JzSP7nmK<1RxnC?*_0|jVIjg!7xDr z0rtT#gNqrULBdPpHJ2&!ewiM0SY6XO#IJ9jc$YSNQnL4^tC5E0NtAbUM$t$6G@EYS zSA*JM@CjvY=X)k%H;)IQTYXcLA1IO2N4~+&50Fgohm!!p*mS@u0B_F#z$d_*gw(VV z>P`snWA&-}yY&BCpM=lFYlRdt#CfxyX_jnF4P>)Dw>!C-Hk2|j2zqJ5pWhQ*6S?Yc zR-MQ8Q9IzWTfX7S<=J0WDM@ZH7bH74V?GvN~SC698c-@LX zbb%)TVSsc=epQtlgj0ktu?$o$y%w`jkOc04DFlrGi0C1m-`?E(2&ZT$)dN9gWqcia zfKWk;m-y6ShP`np3G2fnQ{z|o5_z!JVSG`bl<-}u| zitTQ>(r{<*2Chiu)gFcVrt4=z_bP;!Y75lq8N|AAmR_8bII#zF=(br0izWK&8ZCdWJu2P3rJV6x_(4ZcX^{>6n_0xUk1?t zG~s|H6f61-X*tms4U*-*$8e|EvR>d$U~L3@SE-*$ij@@o=vl4q9V{|{`X%Np??g+=IE9{((?|n zh!KlQik}KvlW&F>u7`v@s#T<6#U@(0IONbW!&hzziU@hWW^_vg%P zp)m+i{Zwn1r2Ww((UY=`4EgMaXpVXB;9!Q}yAP~bY?j60lW8W7qQ^)}SiDK#oGn8u z^m;{yl_&f&zKW=NU(IGPrMjhc-f-A!j^>e53g_-`oRh+1GNfK?*-nqDOtdmCKIB~8 zrDk#L4>?8SVbCmDj&=P&oKk;S`Yca+nVfS{0B4zhBP)@|I-F4Kq$TUvSpW{s>(~9> zzaKKkj90%1XMq3_tPbkM>l5sIf^$5Xt9Q6Ld1Fd?7t$(aJ{V%{Z`rcrPLuF-QA*cO zDeLY*2PS3}I&qrg9|ZPRa8~Dy1w~*>se(iq&zg7=%0vk0cjlLu2uisa!Rt%EkwaJDzy+l5=Ff6{Sp zn+O2RO9dK-o0XixGdy7421f&e4o2AjfI!dm1Z4aFs?2D_+d6;0{V=ePjk?FDx(Ugd z?D*>x?+}USZp$g!Zq_71pTDvxtSW)8c$+^26r0LQH`?S^iZu8u8=?{g7x2Q#>mRK= z;g%b2v>zad$F*0vry*pxrU_pz7_KB&*Uz zSdimL-R-aVoyLx#!sn;FfyC_?g|mHSOf}gL{7lu1LYGeX)H28$M?|L!w0|ap53c#7 z7|0b(iYV$kd**`Xw>=8DDT%C5yyV`WR_-yPw0PE^;z zZlD$z`5Fg%W$h-1-i-dluXDciIexSk;8-X+_Ah#H`9PEaZVlIb6zn+2*&2T|gv#?s zgE(n9mxa1&TQkuf&Hd|vPVJ~YTI#x$O63uH`y|c~K8hYb&*8!FvPTCi1xo_T8IA;;`4Uwh3O~X>28X1UINZ7a}%PGwK^l~HtDbHrxI+El=E9*1) zbeHMLsy2!>xKVXCZmDKW>7@X^`SHVkul>TZL#m18SYI&gY=wmW!730CD2qZFFw%^hmv&ASX&w?~q%QMP*T|OGQxbDAsJKSEC5I~b%5C>M%_?T&%9q2RM z1K1iegs8N%8RkwdAkP(!TDEo7D58$G#h6J~ijMc2T0Gd2=h%u7dUMzb5`0vjIq5+$ z0f~3;5OhbOi|d6@gaP}*`r>O4XgZbiH130#N8O<5!qXZ_53F81lRt8E*TP*LXr#aY z@r_S;ZJ0QJNHB1F%ad1v$AuViMc;kN!4fLKI>W4#_W^-F|Kx13V(#SE#$7`G~ zJN4^)hjzvD%X*rm@-XeOy4+=(0R14gKSm?R zRonUUbKLK$^AFY*IwN}Rk^-U^Uu|sD{1NL;$0zbA3Yxumn>PZL&-%{e2YxK+T#j7T zcB3wUm0jAfM#KlN~AihK>(rdP>M={)BoBf>W zp|1pTGj(g{Ye}1LCxx;}=UfGr(E0B%&U##-v89B*7R)-iMihAxhRllr!D;s10eoxF z6R^wpLgg0@5-X2oxBuw_{aQb{iR#gqCMppt`}jCGTIliv?CraaVGk$cReqCKx}q*QihGyHiR&~0=AL&=HJJma7hq6k5ir#6vsMowWIa9rB{a4~ zA`kc@OdpgK$8kqaoYM7e#Bfno0&1E0&0TlgH!opP1$GrQv?e}F7uy1OsL2}kaqZo| z$5;#`-lX(AqII?b9Jt>*JPOlY+DNF6+a~nv+RTrLq0@ymIcun|F9!T!c6N3Y1lV>k z!EUv83pA2Q$D{OxWwnVN8t~u{u1$GO3Afl^c;vn8G3LAO#nN|*LsKmOe_%LBvP{K%8#tDh?eI+s)AwSnoi``?5dK2Q3pq2eOzUD_jxROs)Nv7EE_Q(uwz!%IM8 z`%dxZ&@%vtX^-Te4j5c)0KS;);E>tb)1_ynmmFh_vcHwMIdU~`H3b;Ba4(Wwa>td+ zTvpo~3*_8ne(OOpLsX&!$MtnK6NR+lk;>Jsb9`L0@861G#>djo9lur)QnF36o==!? z9(Wry{y`*5Fhl(zP+K5Givo58?72UM{!t}`{8x(hdBBs(aGpct3=h(xFORq&(Lt-BXT@#W1NXeowutu9ydQc!-R_N2xlCc8M2tUJjs!ZcowoqD)FZ7 z!2*rSx9|NWempZ6W!H3RBFcRv=#V`7!o6fzd!pxWIAUM())2FNjIi3dH-=!@>-p;=iot#B#_VLK*U=zqU+ zCcSX$!h&bp)2WPbm0(!-4Jl)^6^9m2J&}61Sa&ZK&)BbqU)=d$G2aJjXc9#= zUBAS4S*9KnP0lc0picA&N4RhOB3|Q`OP%(9bIpSLdd0%B%e!^Et_Nks?&@*N#+_)l z8?J8sE{PitZ!Z~kkwtODBucMd*i7VFK_e=}KsmA`P6m`7GqUOOVr8EV~% zz8l-;XkP9f=SRF4K6QICfmCI@=+D@`&`6SAzbDqb>M&e>BCI$N=e$Hj%mKg4jIh>| zjQ_pL%7!hMP+aVd*~F0PTbAyZ7yMYXnO-u{>!1qFEEEo0%Dgj3Nq#V(A5bEHi?&i| zY5AO&Q2Wxay7Q`+pADN)-s-Y5dK||jHKCm!B6^rh@c z=;%(UAD`9N7r!S{HI-9IAE&94WdQqr<$O8v0Huh^rmw#)aT$mTUT{tx*x| z-#4Q1F81CYQ6Vh{u11;GoWthb>XPlxfT)Q4o!o`=nBx{I1q4>HXZPQU5jnpdmNR=a6beB}{C-P4x3{m=$FI!2U{ z8la*&S?eC3Q z{?b{=@Xkkv%aT6h*I~!BPB@)owOeKB-yBhov`6zsMc+`3Cgx!cW7ur#>Qa}fL_KXe zJUkru5gi>p1r}q~Z$dEY<~j+9%oyl$cDvo+O?`50aO1vrPTMU+7*|fd$b)8be(T<* zm(o+}=M208UcMCD?`=ls*)E%igmKpF@omgq9{7IL^DHSe|HxI6uYWu%E7$Wt~9)tsQSX!EN zz|(};e*-_D>h?v=vZB0vYC~`L{65L`>rWk=JSUi|gnq!d4EU$?FAuWgiC-CE9FXxDob;tmZHl~24X@(Iv zYUsB})u9*3sym`NE2cibGehpp3=>Ab7~k%=ZRLf}ldc zbR8!>BLfWub9i8yQW#7}`T!r`mZ+yNM6m%UC+@#eMX8|{=da0*jRJh@bXtUn7&zyE z@fQU1Pa!eEEGpWMx06MdU(74csSIl$J2&rXTvSDv*>vb`n(A(cu!?Bjum6ZCZzq3N z2}Pf<#6mfLe?=gFnZP}HEn?5k>GtR!EM0V_HCL)`(^|9AC5r7fnS~ZFKZ`@;$p-q5 zXel%Xkp*FuB)P-nK+s(mD5ikL4Tfc)qt1?2I6x{!DkUX_v}^sY5ED{T;uA-;op3TU zUjf?s!zWL$#>dA2EB%HnQ)ogik)AFXHfn;OR{_e_e4t8i-)5;n=k-xFIcn-tVM|&D zH3lj+(euqh*#5L+pj6yp*RxW)SI=mB|HxEZyz{Q}r^AZ8X(hvYSRfo(ec&T2kaq>1W1ACv#N$JZitDN5}Vl zQ{v3ER@vP>PJ0BG^#kN+E&Kn=b8MTu}z^pUDamEulM14f4{zD zd4ME%$3K_^S$G5ZQDbjE&rv?kY;qHc9nT?nBPe*gunzl|9LwbN(fY9VLqEs&hx6S! zOebY{EHm{h_x6SdQ5HgF! zkJs9EiH+$)*Xo1GzrlUazC3HtU{I!)uVAh}BZwS0<2kU-&2n%$5s3!kEw`rjf_aS9Ff<|Af_cn~kG0Br@oyf#>q zapj!$t~^x9O&D`Ar=A+c$L`Yp(Qd9xRW7vs#AUYQ`zqCeyV=4221~RU(qU+x@!Br# z>qqq>S$0`=8Pi9^&lBhQK6~8bswD!T!i+Ipo(O-CfvzPAQ^V)qV*LS_I z49(aRBivKj!2^Ht>am~zHm;ZS5R+H2o6L#r-v*DaW4&Sy*D_OW%dvjv4WWzO+Fw4f zW2N!lST%9|94%1?tIZmvkdMWChJCLjyXcUHGP%3Alj7>2tt|BfT7)xqU~Wpdb0{*qZ) z*7V_Oc<*N3`njJN^F2d@yS#T6rk*^<^dl@+{n9bC2YQ!)FgQUJr>;R=vUg-tPbQD-VzRzi%qnQqK19cx>Iu z;~4#!;^&gjnRu2F|GjWmadBuMP1cGcyZZ0l^nb-mRIjMp6csdAV~CnQ4{)jv7^2SS zW#8)(PU5KkShAwjSl@)iPC*Gb%O+xuN8G$aQ&n;)mRlbxNLKe2@K9}=`6#c4H7(4# znK$9RhzvewCt1D!^_a{+hzpt~$p=*@klA?sB*@2ee z(tpBMH0DPbBoK$8E`;lM?v9R0pP{5RU!_n#{?&2y*=d@bReh6;jO@h$L54=-EwPs{ zSEG%2c2K$Hd?r!NWPpyzqS_*G7RdEh=a@MgJOw=%! zInyY=O5}lJO+%B+zl?#1=UN>b`d&enz?TK*59ed`36lNo#>tp@6uBaqSj4r$p${_I z2X66MNApckjIa58d32NsALf6KD$^}oY}ybX(xrhG%HJR2?a}H#Mo=I05-B)jt7`rU zkK%W%UGynn%w%S+IA0D_Oj1lRj}FQ(7>UuNc=1s_hd-2bTWrvql@T+ zGV0#m%iA_r3XQW}tJk^fMU@!e*D9*{une^qa-MP5Dx8v|3f*O$geS-37+0g#HYhnB z=wB?9{-)$3>W$U7oD~LoG&Z;8ze-ekMZF><<5^w@;TIQ7WUV~~+E*{U#UtT+t3j^6 z7aseF@@B=R4f!}dv5(#htWHgj;{AE=-;qmXYJS2yC8~oSPN_0^UOCp)=Uv+9U>k25 z;qXkT_W9>-sVbHI|M{a2@Z#~DZPHvvGNN*rg9TqZ{$w)s>Mj;%ig8!YqWSmn#CHm- zB{3|qa^8CgVQKV{Jc|}p>HG17^J{S#3Z+@A9rBZ0dDGeyQ=UY#G2d1M&77&cJRr8b z91FP`Ri&~obyB0l(wGd(W%V-Wm>NC(m~eJDj9Fc?WD?^b(1S)W!25uo{mUa{k*W;A zvCey{s!*qW__4V9Wd1SVsmgxrQ&(g7vx!$1MC^~#z5Xr2Ap4F!g4ci3N6(L+?iQ8) znKtpSDG4x*4m^+k6168)_dnlosd0{VpzFK?!+yt6!5mwLBI1^huU>@SYe`1b!+5dm zsBi!GkB&{3KK#*DzsFpk|1Qw1?Z^0awpBL5c#$M#*%PYzlpvvjYiS;yb1yhtU) z!`^k_)^D=qoFs zUElktQ?7r8Q*@;-5!++)gu~3||Y4E?3&{QHDb(3%CtU9<#b@H6EG)uKyQo|zbzVZ9eH$_BI z99q-=wpP$GE}enycf;GPB)9l6OeVfKE_f^vh*zTc3I^|FZjyDXM`Sa zwtw|8vxyKtLuwe}>%W@FS0bh|zj}SGB5}QqZ=~8-T+9i@Wh|)1Ym`|fKk+a#y9?7X zeXMH_u^<=a2gC%Jvo3+o0!Dw}qy9@y4)gX#!goDzb_IbxmE5`-4aTMcBYS9<4Oz;H z%5y?DUawWE@g*H(=($c2Rw?j}XppJ;OMnV$cBr)VPT z6!_vK)2$O74~WWWB&>1kwAlKUjDw2X|RlG3Md z$j>EOlE|I#PGjtzHN1U?*qN)Scx{N3;P;7r-Bq~5A3F9k{n}W`QWSMurGcW+(#L|w z31pTt4jWUC+(Ggh$8GvfB{nsc05CqK{P3TDNpa3X$Nx>j%{@&ck!$QJqlJHqx=)OkK}EVHiG5Pv#Iy-JdCB*u*0n7OxaE z?rvfM)dOdI-Y6Rvm-33E0w^wFwh)nfP}xYz+oNKISJKqVUP&^foGp6)5GZTAac~h63HlfhQq<3_7&?17 z-5l*4`A8%agI8IO%o7BmMQ)hs(3jYD%Zb>?NFQM481$w~#ff^=zCgyd;^5%)x50mO zp{9-dHm5G)_WO34_wA+27{~*T>~zj5kPhmzc^KH@;2Hn^_}de)d5IIp;;sF;yf@~^ z)=wp((>1pWS;@GuNalGiA@U@DJdm;vd#Tzw%;ym?f=Pi9DNA`ZJ3IEmATmdW34$b; zXW7HUqsSo8m4S+c1RK=U$-6!m4|-u<2YsUI)NT96If|&+wc^*Py4&p32+Ql@NQ0(8 zw~Q?-qVvYuZoSJIr3$l2a|V@kuU77(9zM|y-l17|L`hLJy<6+LWc;{acVe@xqeJ4w z3o=_fyN}P9{)>$b`1+Mwv(A&!+st*kP_OYG3`zlg2O#GUTf4dd^B%*2jRom2IF&Br z<4YJBF(8n6Bpv255*d_{P$I z`lIG=fAT$UjlbgH3S6D|W1n}1Ow1>j+FM!F^3yi<2gu=x@3jv4uDBx&iTJV5gA{%X~=-NU$#mUH^O#Jgo) zow@*H4u@Xw*BCP;_TK)(CS|Rh&<>W`VD%x&fUt@yXRU0#M=w&t*748T+06{i_fsB2 zbmMII>?LfSpyZbA?u-md!7}cX^%>dfouGe5J*n&=+wH9{jB+%YDDs8lmX+?MH|FKe z`PVUoDa}LkO^L!2(mA#QW5zGR(%*Pdm^*sw@eFn}a@z!v(J9+~Xx36lj5YVX^jrsW zr~bQ3=qU4wD=EtpN`fie<&?ZNBMNlv9}-#ix~M)s_jDtQSP&I(o-}_ouam2)^MBHP zas1$}?d2Bf480>o-+DBv-m~=Yt5ahWXmIsw+^giO*0gy2s+M}NdK}lPgEf+p2j}HP zj;5*bLK{8>JYh)qb1dAPHgtEa`eY}|J}4)dWzoy?+(A+)U!}X=lXWP^fShoTOtiB| zZ$fWbqv6`$vs=4L!_VUy`pX@=+;F6=KCZuW4%?a~qMIV#6h(OlN8%aBhW46@QeU6^ z-vmj8!~HL=<}cK%C*I|!{pS7H^=Z~Qd;X}lGt57O0V}f@@H$^n2&ywt?!PW;*~`Xw zovZ1y?a$Z!<2#NK!>+*$)#OEbM{D*sphNZax|1Bw_~zBuxtGclFj$MRKfORBa?D{< z-R_g!?de^pk~&_0(5LFk_Y3k|$|TEWx!w#mkrX;isl?EkKXrYjKNF+_$)HYAWHqTRPQzAoTN~S0ZE0S}) z_|EyhbN)D=->-kFWxen7+|NBd_jO&dRQ6a8Iu_IT6Fax9mndXcT|8mimDT0kp?>>v zT6~OBdjzq=A{yF4y2{ zuAcD3?ih=-(5a_C-X~!O`7e#7LYhN=pZLOl_dg*Okop5C`to^vhh z9Ub^#IleT}^fR-B+GhRVf2qcGs>oq@9s7gS?mjh>{BNGV{Fl>frLU(m7p_z*TwH3U z)F?Wk&HYWhMw?>F56jstMOB{k7%z92C9STvU~A}szKkB8gMTlS{-ZrA`}Ehip4P8x zmOw5(BbeQ@Q(ls>W534gD65?}4J@o7Yelh( zrH*l}E;(1^fT=R6B|BZU{7$Ncr9Ru1B$HqI#OQoe?w5~ouD!FY#N%bdDK7;UC7S;5 zw8tLrqYDh`<%~OeS;!>}!S@vlKLoG(QZC*{S38=PP)NWdT-stBvsA=OI~QbcDdJP% zmHqCg+OKQp!N$#+;(g$KimFBHCeybC&^uNrLtdrK|@XU>kCvldrB zMM$^LeB)qQdzv(Li{;05U3a#$A6|Y>3=TVa>zS2^CtQSrG^a!S^kqPT5Dw-c{V&!roX4_RoN@vH3ur# zD!2C3WcRoK=ZZ{Wt|?j^vGJy!u$I1lq}eG0XcEniGZvX|0JSM7;zrRrUHQ>qI9S@$ z)I_Mrqtjee-`Qd51>OYbHzF;~&HFKI2QdvITUf`;jH|5ol^D&QeQis)a6v&5$Jr~P zzzWc5gdR=V`~Ab_E!^Cvfz9bGy85SCFA}>TNPAJf&kUoX=HT$DuVUv;Dop?h>};#U z$}dP@`dXW=AS)}I<2Ft41WAyzY-?%$hYvQi@846S|9KU35%+!xNlE03LMtC?-Jhsi zisV-Y`s1a`KNleg=o~GB)a9~^i?R4s7nl9Ix~v#rJu$4Tudko;^l6lWtE=n7`G>1c zO!42ZWAg3KBj@}wH&-v7U7GM_Z}UAlX0Ud(x`2N6VZlnbiX8fQU*9wvE9*WhE314N z@Z6;von&QYRige-DqsHTLGtFLC-skx20$kMG!&XIU%3L^KcDVvjEsz!zVh?)(~h2O z8g^_Po-td^?E+H7m=2eMkEH*@hoqDk?fAvPI|6AqJA0yL)wax7oq0sY1{1vZVGV zKiBd_Zj5_|?_FTQ{7S6S6+vP)&i2JtT>8Bo&g3K#Tm8*%U_OBGQlOdBdIhp3bkM5^ z!~oOT%@Qy0+Nv^SIy`F2lLH5bGB!uKG5_kX1 z%*^-_t(C`QN;rJ!)!CS+-7CA6mW`f%&B9N$HaKT4Cz-d=vNfsCk}F%$~pY2Dhu zelFPB|5=@kR(IM_>-{V~xc!Q^eGwxqoAz^$BtrA;$Ve{SlCbx3a1<02Fzs|}yL`Dc zqCm+`=j0B#q&;E0t;W}R<>b}Iif;y=Us)8cG2XRvEvRNa*k1X3*wOdaEiK8re8u8z zr2qY4Eq*z3^P4N?rPD%Na}_!*YiIx8f7ePQm7H`&uXKA3$U7=)Y8bGSqwoHb0!iG3 zQAvINfS{mip>S1tsH%Ytg}z1gD|=pEUK<5?6u;Ete^ysj(Sf7X4LlF}$BzB6HR}HT zV3fbWC;$<*H5QNzF)^_=%I({?U!|K!H4Zz%EChvx_xJsEz!`|Sf+M zo9r#&0iNwwvw{n(sOi8VlHT4iOzQ-vIY#lUz(>7v=T5@(N9IrdwvVF~7qou3Iwh!S zwB6l{-M;><=vP)&CL$st?bM;u0*_K>VtM^H0Qdx2TU!Z!X7a?_%sLR3C&%J09?vB? zI5boTenN5ub%_ie`{ae7Ahy@}=S>DiMs|Z{MGRBR0?>x4g9>3%EG`LI!Keg*AU%-k z2tW;fPe^EJ9VivXzfpDn!cIv*q?rs1LM?zV$&O*X#V1dnjz9b6Nhs(=wup*~4x)6T zfM#kC?9m2#PEOC@hc*MM$Aiww=A&w}cW|;YF?0B2%h%e?M+4whgCWEjh-1$R2Ti!P z)bheYQzaFZU?`13M)^npX7O3kjF|?PXZzSvYfW%S$QDqA55i${Lw1RRHztlh&Z$Ar zKI;a+27BPR-N9*ofsg6hV7SlBh!i zDiN-6Y;4TnW$(qFz=3V&3!fZ$7=*72tuP^873#qud#^88p_&Ex5u^Lur$B&D56)sg zQHYx?E*3m}ss*Z&_WF>rGBuFi3)SIysu~+vU}FX^fvP!;;+*&*A#w5b7=CG=zj%AY zEM{ded!ht_Qc^$Kc%2|>CZw9Zt^LzX?he&NEE~&A+j~n|mb3e5#?P(iB*D&v)Ybbm z$^^BJiA95yupStXS2!Ld4JvgnCPl0q9J051%+v5x*^WPYQqv`$;LQMiYHOH`_~qjJ zQeJ|r0UU|{7+10zwE#H0270|WfY-LdDTr0QCi|YccoAUWUo?jMt~oDn7#Z_2h#g&GBPS{1 z-o6e8Bgbo*s^#i8o(oI1#tOlfZXzfm3UPQFq>@3ym1FaK6G;PsjToaPP#WmG-0<-@ zF#8%)06ABN_IoZ){srS)58uJLV@C-7*6}50Z~blyjtKBw;N;62?+_Oe0jw$5$6ed` zBKW#!V9|(-jb(vETWU{T9iy$SEirHtT;btaSXgMNOr2^o;vuFZ@pGzg!R){su^lZ-r>UM3nJ?eHoU3Nif0Q$>(Fa(2p zSO`x~Re&lvI_1*VYqAiHQ_O5?ff)>pr0K?xsB?&oi%Sa)&&ZJY@bTlpp_)yhhC_+l^jgU}Aqo)2lGB7xpFgK4B^v0b#Tk>U&8yfoJT#14fjqYIbCb+z4%G^|M@XU;(sIa8u z1~gPPK~?t6#Vg4}@lua>WaL72bbWn243nf}m*VcMyqA5!A^QE@&%4UNZ1NQIUPOF@ zO9;@75@v;FbUt@O%9S|PYk7pzMbBDLO6q9$rJh28Iy8v`F~${)X6+TQ<_t_sh~uS_ z7gP@24BsZBiD8jIq#~@lcmFANm+7(m`526$0)nYQfb0grX0}PQt(OKC7H??ia_#i|;zK++%f^i(jx&Z&K{64H z*Io~km>x|G4??KnEk0z(OfoFGj`1~vmq60j-4Q)b#=86BRov#f&S+a$JTg;JR#v8b zXp98>Srdv7K>&d1TUcamjf#yG0VkLMJOjA|w2E2#INp^7@(?)%G?KZnhTM)t=AiZq zgoiWFv`94!f}|u1TFZnF2fLfLv2l#q%V=?vTKFfw{QP_*%G}vyb8&?T31%;Its80) z0x*}ugN4}i`t@t~3dPnkOp3_>2K2hv`8-%zB*D738xii$f(*q5y*Dwjv8KbHrHIAT zY@4KY=Gg|1cIGBZ%gJqq3_BNMo_opXlIOmK6H$Y!d34g%)wwowwg10lZ6&!2_!hEO zQAR#mt7QMR3|r}JY>$5MU`L~kEKG^FSp4?OmwMkOIyMq19>(OOWw7$vP#$|YHxX7@ zsiFGyr5sa{0`4cOh^)~`Oj?=~`59ihUa#dvOE)(+od(w@m3vO)t%FGt=^a?G5cYlGXW~)S5M5RzSjn%ch&BuJ zpEqK}%4xEj8&<8Ku6|{39T8o?un0$H4SPoUk!PsxGORT4FyUW1p%HE<74c5vkd zo;Xp35(`gpx2<}^5~;(=FW(m&qT1H_2n?a#oxp&zK_%sem9oz;TAZn}zjXFrY&mQ4MT`?x59 zEFneQy?aaYRPioM_z^RwBM)7tJhG90-+~-Do+Rf&m#lYe_*?EFvLMi;_KQp|n&L+$UR+ zcGd#*6M5&3@5m#MBSOlk!1u7Cp5u>02z5g!1+EJAeH3gQzzq?ft?ga@gjEVgMw|X{ z5gP453KzRm^4k#%aP^Rshny^M-%Tdn25xTd>ZYcHz;6;HLM zXws01mxAlhW`pC$@num_$1i#X2I#1)G;rOY0s>F0D9G16`xQV3PcM|%i*eNhq@#O_oy^Cl!f63m14JG?W9-+i=)OKQ_`J1Uf+|sw{2! z(5z^D@q$Pa5ytTFkcQv~)8;MU@_?(miF8sS&2=^)fPH1+ZR~I4j7Y!3!3}!04Y~R` zJxg&Zsg3|Sd3ht1nCCV|F{05;X7dxUPPduoyCY*_o)m!Qayv*{V+H|ivhRH&Y3OQ+ zxIhp^fTY_WJsrB#)Knr$l4kwX)9i=dtB;Iti*JOx^78YwvHMs0E9vrQaEOS>&f=oTci1|@&3JxyBpff4Flw>D&+KcOn>Rr0 zK}T0NvT5o^SI=SLsMD3+bf(YFauKH%kuiV15`n;jXm#pj6R8yng$%R&gPEQvQHX(Q zVrCR%;1p2o6CJMRtP;Dwx1+A&KxrC_Ti`5satNnp#~ao zL~TUu5-4NCU?C`PefGvy@W?&cB(yyTRaEHga{6NikC86iheG_0ac;8 zlsR3!4o$3Tuy1taZtv8{7)nNr)9cp=K`0{9jWCb;YU~d2sumB>c)QoI@566 literal 0 HcmV?d00001 diff --git a/results/strategy2.png b/results/strategy2.png new file mode 100644 index 0000000000000000000000000000000000000000..c27b1d9a25dc5f59574a0368d7df9e790804e423 GIT binary patch literal 49108 zcmb5WWmHvb)HVz%AW|wwDWEihbV(YBAT21J(rmgL6$wF*5@`eh>F!hnq)T$sDP7X_ z&gFT&XM8{2KQCiA4$5Y&b>H`lE9N?Zit0|RsLGB*5+ z$yYTi_|JWZCu$DL*2WIb`gTSba{3N7C~F6lnZa!*BRhLDYbzdh0d{V-+olcr3Ck#r<+3wz%5bks$26&W1NP;=WkP*vN@5@$ZYiU(nDI=fCf%9k0~<_Z@f4 z1&(XTSD0*igUo*)j9}Tk{_o#f4gViLHkU|pPa~4wa@5dKpfAm&8~N+sI_-_q{mBf} zNRb-br(-9%u;cmVfovBSmjaK&?VR=Zzb;C@jt=;0dVY2)a(=Qy!t(r*s;cT066OcR z#+?U$`xVxf`qJ& za$GLZ`~Jq=+_@|M{%2W6bo;+?MW z0|NAZ_~N3*D!3Zagm`$fwfhsV=6;0<3eunKyDy5mySnxk=s*5+PxI5X=P#*j)%#{uU(&9a~U{Soo^?fY^y1=w}#;%DyfEOxgTa!)TU#r#q0P85weLBZ|#Uz}F% zh!7DGot&I}7IEc<17Xo=@9hnH^zKS;rZN*Dl~Cj=UzTcq*ZJALI7SGyXj{*h$C;}6 z)OmS%u=WcVFGh&&hl-yiYm}N-R8>8%u+eW0rBOhkP$_PA?%esih9;w-p%D=gF@?2P zJFOLEN3g20>$uL}m~dOkRjC!A4ZYctv+ffhQc-4!mYi+=z@k;b>3Q_``_NEyu}Sy# z{-pQLRtpV}%ch>@IE!-n=E+WX|Ch)9vP&&L1BsVLikU{>W1D+C@9XQuUo{7Rd6E4x zm`a%R>C>lPr@N|X4mn~b`I?NqNv~te_cvH2Wo7XnK70r#5q9UXAKb{{>|mDY?u)F* zht78Ad=`Vj>*Li-cR94H9MX06v-9hUZhF2C2q-wc&u9Ld`Ema4TKVMln>S?^yAp`0 zg6h2+IR!nBcp;2ZEYW2-YK3n|?`asCigUNYp8R@)h4<}cF6H6QqC(;NaN(=1-Q6_v zfvg;j(z_#Wp2vF(-e)HcYok#=-r*H{pL>ZNukw82(Cy08uC}qam)R16o1{K`i|yj> z&STU@@}sfwaOy45aJ{!Uy4<>DWaNJD{psoHU~;YtL`0#6Xh&Py>6QHYGS;2FJ^4b8 z^6JwaDr)Mkh0ZwFmE7{-YG;lh(tFSLGztp~<3(JbZ~g6l&5unZ*?RBRsS+a?V&#*mFe$q*OI)BSdRBMOt$A*wW=Hf)r*Zs zmetuvHOj3zCu-d(#5@Em?H7#~I%0Uue+NK~c%G%gqB(wcdc4!hlvLn#>K4mu7QVbM zHCLz?5I~;_$K@9q8ftrbv@6l_=Iz_HJy8*nU}{mfuUX@po1475uSQGEu=Oroy7YCa z=6LOQrn01-Ub1#flK~f8$e^O4;_G4Etmpo?Gq&Ez@kV`MNUmmi7wjL;dlD7{C^cWR zPu*X9mAaPdxH7mTM#G6sc6+7 z#5LY5>q`Lr%3NziB!{k8t5Uj%>-KP&93!!S^@QR2SY;Utx2XHxC8S(IenWKpl;NnA z2)T9N1!4koxZIise*D#CYX-7?W@SYtU#GUhZ8s}-4VRda)8oJf1Cq?x;(RZYNBm^- z;y|`)OK0Z?q!2+h=}Huh`_`T0eRdzITJY~sGzwjJj4Aod4R4NICL(HSY4<=!pyGkUxd;Wg zfK&gD*vaN&Sw`ag`m?HBHg@(9=yqIobH7w}m*k4Z(+M;|9sx2Pp+sC{PE+*`l$c! z?cLo{IVM>-?c1$Y?Vs+Y+RiqY^)|o>hC^4WE_40Ua|fbAVzSP2ZS-{V{LEjU`~>2) ztVq}E@Li4T&h~0?_h_4khlk7bJ2JH*LtG^#B_~S(sI21WC&Z1M>!U7 zJ{hjGXTl-8B~>^9ziMM^`^D?@s3T4w)OBZ}H(yu0T8K*6iJq4B4OIS~3XBMW_C!$gR_jJ3n(Z4tkw%{MxA5A%tVdP|18Qn5cJtx!I?*r3s~j)pyjF1QOcGCmXyk@Yb`oV9RuCdkgwL0bti|5Ni|!|Hv_xGy-oy?2Cg7}%B!3q-vmuJgi5%` zxHDEoTb!FaoK-cC-tEcLr|4ymolb$jD?>!Oy1EnI=bni!Gq|Ir7SVn`VUXn>t>hzZR=L*AvH8QzmTyX_D97cY{Lm%?eF%cGqRu#h*{P`pXeO3M&?p#1 zMB=dtD8FVYs54a7i#rQ>pNT+mOOgCQ85lB<^@6oE+4a}QJG@q7pI_!`qzyYsNLo)?JLr^?|s@drhcAAIgCvc03%5ok8TQX0pGB}pc zVpJ{@jy?pF9GXH&6hvbiM(_>Rm&2v%na>%j-7+0_mtW8+B#KBvnvV;kKut)Rq{5>31C0$3|?NocL+! z=q!z%yeHwpm>tsfE{%HU=SO+CJzu<{Z0BRBD}MSnLZ9648ay5pmX>eN)81dZal=S> zzn!CA_ODoTy{@yD4nJyG55uW{WZgsjdF+*;N_!JJ03woFTJgCk=z`F-pqsKx%tGW6 zG*sBmN`~)GRy$kIZqK(jr^!SEx^g0iTEL5ev}PyAh$G>CNY%#i@$o&A>ttjmF0QT= zbdtfG_>Ds2e5!d`k}V-r$o8!?{$1*aUguAraXn*TJe{&xrdy>8K*LSr;t@foRkioK zXQ%tR7dh+B&yFQp{D^3*Fr1Rma7)UNkdS6LOoB!!uh>Zl&fqY*r<8c4Y@A4LrotX! z>xpdrBzE!^2#**usebHF=yV#m@%XtT9tpGF>R2U@5*pgKjO|_hXUYV#p$Yfx8G8%i z+$f>J6t20uxRBSn?LJen9w{=y*2~eV?920je8JXZQ!BXL>J=!G$2-G7+iE_TLveO? zR$?&}QtQ6IeRjNoV1D2c4K&^-Vd-VzZSu~?Z@0H5FArrZIt5V*JJPa_o@dvtqNh|c9W7yjT3&v0M9^jm<9Kf^)nX{m ztjZ*)=@BH?Wn5h8NUZA(oWc0*iHl21t_mXra23;Nwq&QZQ49c*1M8yM+SUAkR|3-q z=DU+7`5EvV+S`Kw(iXe#TcHDy?uK<=ucZ{Q!dE-T2cRnfv}o-*{omCQ9yw{k z^(Xu5GhUC7eNqT-1#hYUo^Aw9YeLs_ub-ftSuu znGi$<1+NeCUV=^rKwwLEH;1+i?bzDsdvR)A0lp23ngegue67mx1vvP&$N@!(=PJd< za-&ZkQ9#BR)>(9^H0mK9Z1W56guE5hk`hVJ88Desq__J5f1K*hdRD|;i zf))`0kP;Us|zD`djuLor;hu%UKHJE!*o+uI)0v@Ud7(*W-6Fm&YXRfjIM zcnY=GW%h%BT9pF}kgrlIp197yGxiemf%kytx!nGmA_P$Lu*j%=wM#Cjx>mOw=g`W^ zD$`AOwh1S~`7G}Cc7^g318wHa>Z&X}Yo>ZJBNUs3`Dk6^-jpZ7G~!|}7MY^3kKU2# z=s`KarxA-s(BaZjV3WZYqxMgk8hV2Ug?ijEYJ~<^#>Mx0x8@|t*3%(GWaIchz>y_% zB?#}#hKl#4%f<12$N`KP25ka~-O0npb3wUE>rNxH57K<&m!rjiF-&M$3 z!+By?zslgek!i#q=em>@eXyLJ{~5}bX1Uco@Wo6@+|DRgGT?G!07hGHukGn}XqK8k z0R&G0sOG~>fiebOs2E@L8~vajZ|$M2l~W{ewY0TIN-f9$jFcP;?*O*EPE7n3h%<5& zfPj4XZlmGco`&3-hGJi~Jy)|gY5_veP}yXGext1V?5aF0E={}I34-o506vBnxXkcL z9JT)J$)%a5pt+71VnDEu9zTu&HR1et^87L$UNKey@KkcYhX9q=*VkFR!loA%kj@z{ z#~VS3gdav6zh#xhrb>a{!?sA4S2vq3S^W3}4>_FXsSt#o%oncLs|1ExYCceu9XED- zh5nf>&3RMDcw#%T>lpLq^)TKbZ}Q{4^ML-N&IJfb^>QmJp#6rhH)Y$iEul$=W$;G7yCVcKsb8k6UtEBt{W-&`i7+jJI(yW#cwP)E`Fax8kK0K==}bi zN5t!-Vtn)g7Z(>$*WnM$%?kEa_Pyi3$BxIvS^%^xHWG=?b&H=HHod=baB%R|JR$d> z$?4*S3(rd@H0r%hKSTV#Y6+Q-F-a^mdQ}6}7wAZtOu)6PS3mwa0pc{hy4nHH0(n+^ zkH_>aHUSbLYUNf5mf{T1eGBl|HsWLBDC84Gq#*}eBbbPw*eUFiF=JgJX=rKjM}W0Z zndh-nmP+OYwevMxBBDhA!pI*5m2!w^C<0OikvIq4IrwuCkBzr9Zbmzz0IZYIaw zV#jR8#W8`zOpN9&ocNj=M*wR-f{s*ow9Ja;5Z3b)TkK-7->Pz4X@;J9_$M{=7bFKD zYlp0L3&4prN6Xm`OMUMEYi6hk(Dk+E>((bqM=&bosBu*X2SH>Md@%os28jgHt2SeW zVG&a71ahYAw4eZiBkr(Cc0*=nHO0qfzP7uZtV`~qDfoiJ56PQD`1A>UkRW2^XC_2lpttz!2K}8 z&xDDg)^^135GQObFF%7~bO;KBp#4Jdc)$<{8V8W7%t|S~mcQxldwF^BT8{qS%hIWJ z%Q{NZ0Xd7;dg2yn2mrOC4D{?lnUPr9OLAYo|A}4OJbK9v?s`kuse}K8AV5%LS%ErG zAeuq81Xb)qZ|c*FgP9J}qQdvh`sjh^KxJF18$#IH?HBzYL#c$D;UjCyh>QpUm$AGP z9SJ$FT!vDwJK2`0?wtY+NS`~#1(Xa+BM51c@87>W$w+8b+P!-cMA{3wocJj-0dX+t^Jj7dfx)>)oa~96Mb~n@YDQ2&e0;nqy6hgDtsZO$ zC`z#n4G)AI{yZo{jaZ~q1=XXmyE_!fuVR&h88l?+cUNwF zQ~dHKS03P>CCjdIoJ|@)1*FUa@#+HsN+qGc*hB##hwdA-PeF$H1}gADW$sL^&m0I+Wg*z}}^%B!- z5XB3nLppT8M$P)ul?n}>pzBqk#Q>AP(|dXX039`1H@>c>sCX50#xx-JWlHVvU7^RJ zokkf-8X&gvuFm+`VMsv0)JFZeF|^M}Hg)b^mATB9rc}>0-#ONbM|%?gE?OS%0PLXliwE&O$iX;1zf5B zcX^H+uy2N=W$=@7|;bz zqU!<$9XzgId3kwn;j5>!P}ii>;}SuFRZ4z<+4%kY9VNFpkSYccd5-{$fJXR2?!{#@ z^p1}2mC}5q#Ar^?5R*>;5ombpdckkU5Q0TrnLRlu6+}L{gQ-`@9jD1R0sy-^I-zkIy6c!b*jHr| z`b&xSA!~k(0YV!bEK+#U-(|qJ47;$`EdqOAi1;9N#N}4 zj2s9e1qUZ5Cs$7>JYSlFc4UR{H)i#suhZ-6R-kH=&$mYlq|3&H&lOQhSMG=*ngzfk zq+|u2QOVs+sELk_-ukVqKmnwqbU?GpArorw^#p5jT#C^21F~1B7r)Fmx zi@U|zRdqe1{v7ahi!_3ee;+6g>0kNh+0YCz_8FEgs%5Cb(}sdlxCJ;p?Wm@wNAW!w zM;FNP3L6u(Jca(--vA1p0ZCAw*F9jg4IIWLmUgHQ8{zJiW&6Q0;Qj#$? zd>0^y{n{uWnq$4Z8ekv5m-fHGzT2CSD1^4Qwq|E2#1b+1c^QuUQ&vs_Z7Z2y|x@)zNEYjy`ULCqRw@AU}?_%+U4=?B++4}Qv* zNAHm4jKU>@e$Z9DQD=cyg>iPY!lC1JXmo{)y<@D>{)R(fC-ja^ND`NsK&HNu8o0=1 z)1Uw2g!V7N;*qcazdO1_kI9hOXbv3fJ{`Ud;Y~Oe9l)fq6 z(G3209X>%KUfa{&E&~oJ^7VE38a>0%)ql_Pe|Kh0{+YUSuZ_sDfqwjKYBF+Eo#UFH zoAVt()h#-axPaRk@arOrkWef@R`7Vk2DHOkKDQdCKoA1;o=_J4&+wgl{i;w6T5$u4 zKSJEwD?TAXIqJSVJspMLcL=BZ04CF(MO9^labW4t!q;{~AgDkFg^KX#z>|xsgty6e zwzlqYa(?{$`Lp|#nnwY^tCdfn*vrP16(n(6_u4r zbsnyOfZFNN9w0|k2s^Q1Ac`{}7SO^HKp9|CKL|zkr zfG0zZ!h>3lAPow;b0XURc`}M`fWWkBT*5#W1~7wPcQAtormFYkF+$_)w`QKeFEj#8 z87VO%&aXQ%PjQ1DJP-BkmXJdL&^Q1o7*M25RG9#h0;BEA(-v-sbu0qtfKSeOyVatl zsj0Wh(IO=^b)?MlCbUH(xMJ{4fv%TKw{QEvul85iz5?g35lD~Ae3YtMsrd`+Iy@pm zES=Dgo{Nu6#b!Ae?}0aP)GUD(pM`S~1hVzUFPx@o{!0+*qE5&$LwsSdXR3}Qq>h8xLl zkHXE7hI_KvNCbYsJGgT!Fn}%4;{kdTG{AAOyv!k|@jAEz817Y1@DWz8 zv~0!26Ywp<>ywjj-&M`)fD1fBY=>2U1e(7P~qDfLU6eK#7B2;vP5^1mWHL?2rjSntWM^J~?>H?|DqR=(F|# zY4$+DQOS6@zrUXW7TR2A+|bKG5G=9r$s0gS%>)}7)J%j+tk-~T&1v}Sqsrt^<6Pmb zEsX*_OmLcnfIFMO5vb&8#lRm2CrzKi{rT2%mCDZ0d=VXjgA8;W%xoaKsauPKZ;Hp6LKyt zf{Wcri*Ra4|7`L?wnaffVQg%S8TdF@YCzwZvQ(i9iinEZIyt3-WdbGzDpjbzsO%P2>}u4g$FqlEi8tX?+|&+k@JRU~8wx z6+~}k$hvIi76oElDlwTpTqxVFL|>p7DU$WOcL2DQHau!9zT=i#^^;H9!uLQr?EpMq z;kv`fW8BdI#?4})dzX_4BpcXN1vb-mmZxFZC*?&=Cj~stlHvNlXLete3 z^TV^Ax@WI{62KTlfJm||qjFWo@whdRbwJA3eXQ$GKY`*4{dBSiOacr@_GSpZj;A!9 z5|Ef%o11!I1eKX2VE||U38bqX1bd{IM@U#k6?9Ia z>*P)a2?de!+%wm|>6O61COjjwDu(+x6ymF{)u12)J+XAZaaZM!m*Z}p`I;+%$=TrH1kzxUNHckswS=B z42a4iHBU8pYc52t|Qcdqsb17`ind=$as}S>^*P zF?Nhb1sfBu?KuZqwnb}akL+dS3O!R)qh}?&WV@hoiHZH)lmwzjsufcW6F3nI4!a4X0uL@)*4wwu%xMh^l(Tk1)dyIF0IG^#{VcMvl00k}a} z`$K`hN^N!OSqu&@jF|MoeA3?fcsq1Ma%iAX9O0C(d;n$IFaKtd3?}~$P7k7cLe((* z)APm5JA&pysP{er9xxKCJ_xASo_1$D<^)LLq6c*_2(}&cz80YDG zb{S;VR+pPK*qjsDkz%#~IyIFJ)Up{w>w=_0&C~v4H*c*54loItwF6)lR$cfyW@K1B$0d>|Wh^ zFOQ?83=G8c{hjq92#_F?c{SV&DO#JGHXt@W1M)Lc_zFjliVqMx3y55xVfB?-s3Kqz zAfu&4DnvhLVci)D1*0)#%Tk51a3c+ zM2Dd{WM%}AGBG9Pk=`YJ|8rlgz#$v*n>*a%KlzH+x|g4Sz}z7oe0ABQeAja+5z<@A z4Pejpt5+WYuj>1Y3Ny?BXK4%IEjQ5cob_j)q?d|6e;S^ec6r40wia3vC<||4+Z5s6 zVn=`ItR`yA+U*V$3x6`G#}7G-Tb=JEXRBF-%C3dO)dNH*6Fs)2g`C&p2gY6KMLxYA z3gW2y1&K`|V08;*ETk`k$-(%nVoULt5`F88SgD829(()m8&9uO;Z@j0ESgxRJ|Gl` z?<9GF@!uUk{T}yq!Yd0lsWNM{kz1XgSjz7p$4!*j;`)^}RrHfG z!A8?Xfq|=2Jv39wq+{>L&f4Oel#q?Is_>_-tOEfUwy;wBWm*aa$o>h*6`IQ z`Fbezs|OCb4Vt#++R(v*hBM*I(**3aoEX#hb2hIwmDALI=Tm=ZJLoBYXzNrv5F9dq zm%e;`fGL0erNgajy@fG07m@YShBC_W$)@7iWlbj-55ASbS!?%O^^drz*L2zR^o~kt zx36g-xx>-6H6hMBTRQGL-|l`K{}AT=dh5?;^>w^IN>RA$EyyGFGb6-+?l-7@z6Yy|Fl|ozV#W#or zC`<|ryRq)pCkQeVBXlC{QmE0(#-}<1>jefCp6ar`r)SmgZd+rK7x48i<%_-c&ZyM;FZDf*b`-f{y$$n zn_s@_h1+$|_+y=AXyq?mq}-%I8<#EVvk&T+4aG0;3S9PG+m4J=ha#F>zDRy?C}n|d zx`3P_p&Vair0W7^{ho9F{*KIM%anumkJi-(@|Frv*#6?ucgZ1HTp<+58Nmhbl-O90pz@c)I5WdArA*I9l z&0h}X$UV0Umj4lr);(xOWT2iH!Vr!6Xg;u{ZJ1>-S>^*t2_ObWJR|`v;Sf>JRW2r`n)arE`c~br?S#x$frQco(k_&Q zVo)ioXT!q6@NWrz1UVM;qgMNF(Wf>xHh#54tx8k7-?9(h>@MQ%B%d3b3f>Yrzg)W^ z6|nV?LU5DytL=gr#Uu*fD~n`uFGpW>V*fZ{zs~|WNdK2W$q_?_j6=r|#AQJtA;jTg zTZ@45$3%th$cq;VF*l)G)mmXjo z0PBD|CWAOsbG%*+(h;NUDM*x?Fr32Ub>afG=n3>!v)&XeP)~{m5NwZNUzm8C0kArQ zz@X#RVv1u)`iGEC>y`O>kG?sE%?lG$-4nb*^hVe1d%D?Dm25xgjOeMoh@hJm== z)%!QY^U9Dcyv~ImP#43O&+EmtHZ$`E7E@POhZH3cIuKF~3OFho8RmNy&He!x44lwn zZutZ)BV)6Z2P_sLCje`v=jWdQ352@tzjgqi{+n*S82FAPcU1xq9R=i0Msx-`gAyAX z+W@>n7~};I)C`mn!eVw~!`fM1BmbIr!ht)-i!71|CWU5D>3Rc_;D+!xb0D;U3(9HQ za~t*}>c73qOW55X21}RQa+DW-7>T-iA0}Ht&}xLak6;*OLnKVN0f0499}s8i4i|2w zDd(agwh>DT3P#HW;> z^p@Y#VZ_&a1>JpDWb)wY6DWy=WW<=t+a{f*lQkG!)JsBqpvMA{dJQf-j4`omx&nXu z4B8FMHkh2Box;q6KWq~h2sjv34oi=q2gdMOkV5kVa4pc z?r_@(I@(WAR}Vl~em-6fw0QG74viwrmVy!g7^F@Rr7nS^PGR=}M%n7lCyu0KfJBAo zI)jiz%C04~Hd?yY_W04G;UXhE(BWhTb`kaq9T}!a%Ax?z^^}+?YbwG>p1gs90Zd|K z=E?&7q?QZ)FH#6S6Jxq+t(Y-4W7pi-QvFpdeY;<5q z>846$4MmSSk|;QnFweR5_wS`CKpM!&0U4jML2G0KvMRMCgGqLQ375B!v?HW0Fq7g3 z3_!Uo$B|zN^eogasNWE1+T`4Z0c*odNgj^?lfXv3%qo6R2d+hlm1U=uC}?qD8+3y= z2C6NpD*qZKrFr!}*jUqZb3gxQa&dLJGyZ-AqzGjrCls+{u)=^Rw&it!jgzU8dHrxF zgMF&bZvF~jw7E`;b9WP%#=CF#Q;72_35joUF%PhF1r;V>R4<04L5(rEaehx;OLpd! zALb`PPNpr}z#uu5b;Gi=)S}}K$Au$Jns6_? zW*zW+Kv(0jUyx1oIx+)PDG&NG#!9hNlE*eKlR_dr1P}=D)edtA3C*wBz5+*vsJbu} z(MwvhI$j+OJ|h>*w`qDdau%qufyb%{UX03aG0=yyHNa<>Kvo&rKHZC3w=it~)X8te z2~&iKl~M2Q4btZmhVs~Vz^KD|*P=qD z!K5wB;h1`T1E6;PPBRAuT zcd*wYS+a~PWKHT@+%bK>Ux2>;>=Ta9J4UZyju9qujdg?(gMaN<6(0qgcarOEb&{CC~cp z92<4ka29{q{V?JDyYg&9YbXDVV>MMqe!oS??(3dO9I=N|61;b=ag}6!CNg>2bdE&D zAMO}gctV?%!Fw2>R3IJ$icai7c;;_V5ad8>KngsZ#{#ITv*3e&0oNN*xS*^UYb5b( zQ^MGo(+0}`CTbTHUMVo-zd@7B%AbXC4#YNuAppSg7&))!08}Hho*2kDa%*cK=muM3 z_T89BQv!za7+P4rn}u0QgG|n&ZhDk;jMb^Dd(VxHu4LAUNuFGe{0lCmha>Af%0@dj zGj@U*=b9>&D?{g3sc+ylw5){e$c0jp4Dm`p#=A;LJb5ybNLJ-_DwO28M*(vWWtmPO zW6ppOcml(jzjM?hK;0XWEN-CmKn6;H(OOaZMo!ee7wi}^2#b&=0jqfJT2PZUYhh>-W}1Dovsqyh2WJXiK#<}c zy#cl|%+H|Epsc{$vnc4VqZfX{3SuT8 zlXdX4+|b-oQc}SF;j^yYB_(E*#mGq&SIyT+gXt46y&{18C3^0uGs?$bR!iyxcu-Fc z*#d(fFdcwQPXn#^tiS(p!UB};k@fMWCd7r=1o0GU-qmg}t{-K&Y=i_1R6iJt$bjK| zAHL1^3Yat-fFe|KV>hc8VP?Dm{yc!HI|4H{7>KtT&7o@yq8!j+#JYN!r)3sxgN%Yf z7;i#E!K@{quY15(jgKb2@p4i~Qj#&cbi8}_ZW_!`Q`2wb7e9vj;!Xs%w~1e*GHw(; z_f#vM_a943Mq3Z!2jGx4Zt)fDw+N43k^B8S>+M5X4YvUMA?xXN6eFz=p%1rfaiO{C z+u*vJNT>xo`CqQ~JRwbingBe<6p%Ev>O4l)@0a9+_nC0rD|{_kL;t;4w{coLxeu>k zsy?bwxC5I>b;V8Bws*>|C9>g4w}$RORipDg;C$730kqR!Rwtr_%PfAYl zLl#Oz3+_U~(uU?iQ5HM>+mA#0r%kHO{5I}gM_;nVhm~bL_V@8O%dxffv^Q3|l2@Fb zEdTh`;Ct#L=Ul6mFmoSs)8^#~2Xcv*h_VUYNqzhSenx{#_{+bzzgD8l?8ofrQRlyL z4bEi(DT#4+bPME-P6}>~UB+%~n6F>;w~bx$`CnFBKOegAz6bm%~{lUD&RI@{?Z->NVR8M4-{EXNzD!I{>iZ&uS2;N9=!Nb zLS$nO(>l?A1#@#i*=B{3EAi0wO8o;*|BHcHEgJZH33y)&Fs)@7jYLV{RL4Gd8Y50J zAO#E?XXl}fOLmj+dJRC&U;uz2A^W64ESurMCRMX&pTg)|^=p`Rr2bys4}TNHU*P}V zru5TgA=P9g<);Q)%}CZQui2dLx24A@*7O#Wo2JFKc!ag>gp1t=SyY%K;k0Zoc)(}Ra0-=N`&#yZQ-1>DJZCjHF3D^ z0x?=u?wVl1l1 zio_NX&IcFiLEF|(4u`F~PSsIYj5CZ}CnW|9X4qnSS^wwK4KhXY)b(H6_c?r}j?H}E zCf$wsrXic-$W<*E^gaDm^x@=5LdQ7iw|As~sU^T1i#4UsMps^^mfISm78Lv}Xv;E|H!(VN^Er2@iSfP` zQgo^9%>oHv>_&YhaOip&-e8HiabPiew|%4OFIhHc?kgh!na2B+O3~HWTU+g7)u$&Dc_^xZxkS}lWXJ|e6N%17NxC(!hy~Q)_CI?hEAdGE zHD!+p7!S3@t5 zQ-5>GUaC%@mXp!sewGn>&>0_j%hT9w{)rqc^bnTAK(W0&&XD~zj0nZSjii}Td>J^(c~d0s77oicp8nxB_yv*fSf(O z1$e{M9tt&AG}9Y%R|;l@nYT#3-Vy#1k;=E}wwp1YBXreQ*NX$cv7x^y%p{wvRB<}|l1~Mx};w{nbd%A`rXF+ABxZcz=sbtwb$t6Vh zt+Sc_Ek7($UhD(>35p*loaB`m?pDP*8uuK%(@?o`?WAf)WF=I`U}NN?;fiCvrmsmB zY4Wo#s~Q{s9PIVG&}J^=^FE)7dS`X%d+@eiVCnk)_~paw^vuA6P+%yj?i^PNblrJtHpO7sziVCKa6On~Ha}g`>*_HU)xKq>dS4u4 zTB(p?^xw}#Ca7Z?Sixfk+d>(}1raw23_4_}R7hwvZ=%lg7~%I|eIfiF2GYcX+}M^D zX3S2_0%e$k>Tu7!E|x!9&s-8cHxl)5ZVGcZe~LWWoKt9rkPb}Rem5xGY$DS|X2J?^F)j#8jnp(y-uON8drOGU#tz3^AULO6Nd0<0rA6IwE{sK51x1aos^2chNG(R zBV*ut$US!|N$fY8Ar5@n#isIIT0s^2Vu*kjFt!keTZ4={fofxUjEEL6*8?Q1ozw++ zX9=e6>Q47G!G33fc`>-WJ_rY`*g9Y}Az*f|@y8GDeaX4?nGEuY8Uq@KCii^i8m~(= z+i8_cR*pfND|z;FyLOf3|9i6-^UskWGQd=s85;2(!A*dvC3KrciRpKkB&>vYK*KF% z6NGNSJRmw7OyZac>&l>mrVnq4=ygrp)B|MQHC)J^uIL5|%D4#`Z)|^HCS4b7|M2Ux zyR|H`chu&gs3}JnApy`JAisM=# zy7_ttc@rvVf^lES?x)zbAE00$7AE)`U%^M*ckqOnsG6FZRh{srD=KdXX&6`QH$?^M zca##**rX2cSPpNm&S=Lu9a!_Ojdq&K>(&O^Mq{94u2^{GihAJsJQ405->pLOZ`;&; zDrt+7A4Luth-{(!)=ZNnnv7iw;mg0XRYPGIvM(p(e9&XZQq*|o%P;#3dP8kt@-uyZ!asSxzwsJ(XXtFlRX=<&IuAUvA3P8j<$H7 z`pwaNrGf#s|MqwS5C0l42&k7H)CUdiEiE`SG)XE0qTnopE|m`cG%`*oIL3A5Ie2o2 z+yd`V%gf7SATy2d-uXwmr$EY${lxo z3*!6ZYlPlK>w?~^_q(Ct*vw0kw7jwI`HIpx*><-Tqu0k=ys1JHtp!Skk{jL80Ukm+~P9?@B#)c=r{v&ATi&mWPwzBv4{k0slwGM^}5k|_ZdmYEe zyb+(MpOv*zKC!ded_-PuFcY3jyb+Uy^?A!6%DwX9zsSHyW8imz^LmyGwu}t~B8*Ht zg*oF^7~ovH(GBJ{Fim3cQGkY0z?p*i*H5VvS{2WbBR;!I)^Gf9$aig1rcBP{DUO@C zdazGsF8L_$l9`{dyly#`w&mUV+24^b0l=|!o@~#Y=o(8Tp#~%W)~|^vsH~1(6!mor@q-)hf*y&d9;y{)t)U)5&Hd@`;pH z&nkW7ew8$R*Kaa!KBL3ZA^MV}^Cq=D2mRKm!Gv$!E5x4&U*QSm!PMia@J@}%)`4}! zRRwJuk*Y}RSDM>SDCe>d=8w)+t(Gb<|2_Ft#Ey9q?s#mkorzn8VWm^&p74=}Gn?8& z1#_YmkGMvEP2%%D+fRuZ7Y7!M?pT3~J?H)jYHUY|$biqB?bikwYR@QPChhfDs%N~? zXBGMlyZw5FYWp1P??lBPb$E~9KkmYCzVsa0XRG7j1GYpNehk3bX$Nub>Ykhd{i@dK z$M8xbTx)u#AtQpU(u9#XxE4RcTJw|MnB(!2XiaZZs@&1DCyz$5xHk6}1JUSmj4F=T z!@pFtCsOsWD(*crm~<7!bjftmPZv?!__Q*JHy zAk(TPZVSIsg&}Y0n@jV!!}9fzk7cXQXsa*{Q$|UONo~sSyPqOZd4n6mUMGwA{V%De z0Z#8F5=b8-dU(LE$B$e2`lMRq2z|fNOHVZ+5_Z!?VQ!zLqc8|+y22GlP;NB1(9m?OS|BB{1-5*+M z;JE74yWaCLJ?$`4f$G`9R!Nj+F@sM^>Zjh_74OJXMdUcHr8daW=W5hN7px6YXF17K z=@^>+*!x?AJ96z@xm<#Mux{dGQQcsUzovo~mR@@xYkbx9#4p;U$ii~cOltb1x?QBR zwC`KhTdDbvC^FbCA8nLjb8dA%4s1)h8|S}$So=+dQ<$Lrz=lsGR$+*SiJsO^E3vCa zt@!GMm3)OzOzZq~aI0ZkM>P_uVZvV-_!Xz3B(K!a%Ne8+_YFszV``H!s^1g2`{|Dw zo_#si_Ey#GQk@o9MnXe(fA*xO+45REK(Gfr56fno1pHzr;VCBGd0fb!#G4wjuP2Wl z?a^}TWm~?UcPX?beMyZ!6I3r>c;MRcvz+>O(z9G79 z!c`LU(Zj}Z%7fWbZ2ZE5fgdAFD#ceh2H9k%qTe-Ryf zu=ubJO?lbpE$*Iz>1+QWI{h%N3gH+&EG1-BZ<+sF)wlue9aC`+^o8IG-)&>-M&f*< zKWXnnG>p-C>by9@3c4)@KGnrBx<^Be9Q9(=$ldp!;V}n^1jK87QIsS1?(}k-j=>ti-B&vH0!LU*-`=e6+S~f???eaJK5Gu50`_m`M+c3c z`A9M_C!#OTb5?*X4H-+zV>ix;PRUvw3aW7oiZh}-yaHk?lKZ&SYFa=O~hjxv434zYu;N> zqTsfnh8$EO$iH(Br(86rqG~xK>s~ESvs&B{x{y9syq=_X(Rxv~t~L`Z8NH#HV!Q1~ zy6ZzHlZ)m!^T~Hss%{KAR}D3PXOE#sAB_`qG-PzN{OTa7>Po|i#kI@|F4)m)m~wn1 zuAG9Ozi0b6R!?M057|2T5B4ihF4PbXex-6==*GQ|XOCvQq>X`B)mQoQPPO^gL)Dtt zC-&RQlR^&P!f75XEh5yg@4@TnUvE>+NnIR?elJIOB*fOP?R&QU!0;x&hQX)%ny?rn z!ZRUoBzEN26-5#XT@P4_DA}F&GU=fHk!|L`js%QT^ zLNSwKSxqolHv32OwP4k_?U|*Wd)08+q^9d7AJBpIj)GpSPdFp-)Dk%eQ3*Vc=-r2n z@69aIH1^$=a#@&ziw*2F@1p34Lx%nkScWI{k&{w1zF9M=B&Tdmp)#qwc0;CDYaMkf z@yCuK@`$0g;Tqc&7QELPeKmA1o|lS~(m3$B^~ZXo%6nVXx)?JBRD449>*UG*HB*eY zwLDep$!Ev7Q*IER`%is@xnpWiu{8aI%%AfE?xP#gmak3^yHPIn{RlFW<+Ew zJ38P~u%Vs95;7u)hLN14HbLIVu$>CSgRX|-UA#^tj6JeFISq>+j0%k-)c4E$6Y3TqdC+-_hq77^MZ@}(icO86}8&i{X#G6q7#uq zC-U)sq1d(*`s@aqH=U!SKlP=JH{^cb7iLxeoUQE{X4efghfXMvwkON~8{;4+aWR4k z<87&8HN6%A#bhCpZ`eu#IjM%;`0`rir;CFu0q23ifv@&-nJTZ^1$_)4e@SztjEYD2 zvmpPWSqEWY2J64;Z%=UvHQQ7iH1HH;U7y-Fmsu$aQtnts3llT;M7%Ehas}vusItj&l4m2QzNH1 zhA5FJH77rP5uWkatTdetZMaaPE8yX8gZH)yMp z;{S)Pw~nf+?b^Nx0Tl%i1!+Z65s+>S5D)=Dq&t=FPH9n)kS+y9q(Qn%Kw6}vHr?H9 zV83&D-_JY7^N#OxjO&lfA?&r+I@fv5IF8>uPU5}QYKa_>WvQ@(K723x`)T! zS^^~F0GH}>(19-x=7wfxo15$^O3)fj;7z?J-F(>YUle|)K2-ccyvnZm^CS+wds;L!ZA%dUWh~Sn3$-Eo`z$5c#ac#2;-Osza%#};LA2{%7TPFeXHG{#M!?Y9bo z9YmHLwl-Q8?u$#X4T_LyumFK_o8rEK#P?AZ6l3H?U(K5$!<50NgF_m8^jKtj{yueS zze7<8G-mtwsazpFsY&Dpx1%h*Osh&n$~bRf2Zg5NDi)H(T=IDH3p68(x$q@}8JO=C zK1_%*hgRAac;Y~4aLxzH8*m{%hxnJQ(~28|Np82Lii<HN*VZcxSGb&KT&AXZWAaZ}^y| z_@9Q^la|Jw^pqZ{n2V3@xAaC!bs%qO(WCFU`3O)71hKuKmhGJPe=P!<9k^|XMh6g3 zbw*E_UjPZxZGTk;WIl*jI@0mYn>THV{Q27ICtfFi+J)u*TlQP&eiue>NA9b+dSHLe zFT(c%dQ{Ap&^_nj(8+@S4#9=i<;z89)O0xM-H(olHn%NrkJ#SFQf6E1lHyRou5S|T z;{Jw&LtNV5aXCU;4EU8Cn1L+8MkX8Ruo-FFl_jr`tb$2|XE^|a;rKgmRIofliH{tTupFsbjs|t)3iO*2SlepPO-x;D6 zeqA;#!$ocC9v=zF{@uYl^<2J_D?ak9PqE`h-Ry&e9wf1@NL2Rb9Rt<#@%~x|2rC|g ztZ6N54c;hhTztfdacKhumhVMazi%B8I|LLiw+;@#iqo>L_MVb=@%I-(aN@K8_YfX+ z)yx*Uosj?pIWm8~24}oDGW}%qV#R4M#m1In^>DCO{?lLRxe72u-E8U`@WLdT^jede zL^(b+P&2v&#cP+!vD4HtS^bE28r7+LQdhYcy7$E8Fi#lU7S>|^Rv|}SMYeKg6xfD^ zfVy-wTP2qsYSFXphNp}RpjiU+5b}(@PPU|=8JQA)DmMt`yVaDsN}DMhWL<%>=o9GA z059?Z+~4<2I&Z+@w6!bBW8MW_e38qR0d&_Rzpp?dAx%khMhbcHPl}1&b-~ zK$fMaX;T09!r+>`_`?wuXL06``nwa+aorviLoqaliIJn+Td(%q?}l@l&$LU-S(o1F z2+9s8xo)1!HD2iUkVxlz`jbBDXBMioQSIldynPsPKW(YK5)gS=hICZI^IE;IjirS) zanN|t@Lao)Jyg)n==mPgp^J0{shNiGYo z19>?NK@~!|O4YJmdwoff^E^f?>YJs|rTT=&4SKbf%hRO_dZU?xYvpPyk9rRxM+P`i zlh&wTTf6@>-NZS{;Vw{j1(G81KT=emmYUiP1gQa4ScI+lLg+XRjGt||i>Qr)Z$Xa2 z-Y*xcB7zsy25D-WCyHL`si6;AjEz&$GSv$1)zkJ;&HLNt z2`}%p?>4=ciKeaF(B<5q2)_?zm{`?BDxy&>HYPGp33J6cXnb|up+Z_<&fYB9R5X-3_rSv9-S}(OM|5i(1@Mh%rLuG$ z9DP*P`2?phVu3|$MxYQpb>f32Gsvj!gU=S6=t-|>u9L_p*8bW@GxI-apuBRO=v?P4GlkUc-0}P({q^@Dor3`3kQ8u99Z#I68L=d zZ-7>q%c$)N_(dXK(|A6A_5D*DZYO8XZ5iQOITm+=^A@KpNA?NwKFmQ(?uX6a)uVUm zS}r%exA>}=R66@fe^<(5e)oc9r#G`QwI|W%+c!0J-ieCqKV2TVuV-b!U70Xsz^9H` zI_-PaAj^a{HB=SgUs&QNAD=UULkJ`y$3i+lU2s~O4F$SPZHkybgy15mu-rFvy3!T$ zxn9q+iD%gz5BB#l2FXl^si-90Z=O?*BIT0at>P4`hr(F=PqaTBXOu{^s@pKcEXfzY zGTkprb{ksMB)rc!iBTQ?Hx-g1o{;)~$(8zvjC-yt`W?4&k@e`e@G;@g#u0MApLT$#5 zZso<_TTB=)p)3hq_?)Gy6G;5@D1O*anC~j7Gx5qBct_fB8JnI|gP0Lf?gIU?BY2)x z4e~M9U^TWu$I3_Djk1LGyvg3CGY0juSVSgO)1`G5Jzp2rG zHf&#;dgJ$a+Jc(=vGrE}SHE&<-KXh%+N?F@c=8ddhb;T*I@DrO9urneD@gojRQaE+ z?GTJ>87?Ov_RX?T#DE%gbqjC23aT!<$4sLKd|LUXZG{;octbRRvfEXZ*7ao(E*9OV6QyfiiMJ zm0?8nN5hM6#6{g0cp4=#*jLm@6e~zhiucbJKCAd)8Hf>c9jzdjFH~cbsYS%z@u$~F zTv6lpy?D=y;w}4wYaKV%{@u4*@F9re93s`C)(t*N5Ikj}79S<)Uq%IXP5vxrBnW=z z`Xe#;YQ#?gBZlf;6Osc=uQ8@E+0qJ=L;9%_Y>zT6X*c5U>4yg0mal}yb^qC-!}o5 zgW&Z*(S8W{pC2)?!O~2w9k0b6AKl8XLgYtF(GcT1!3l-*hEKr#1)5VhQg`&MeRus%^(q#+nYfLxq4rN`G+Yag;gSivmDW00HRFv%*UIqf02P0 z%#YPM3sZW@Yr-o~zT~3mYj61V3~NfF1Dp&D{)j>okS5TLe+&m4s2eju0sX^rGzN6K zg}{O6T+Id|0Bd3p0Tz4n_RK!F`WPY%lnIABWL>?554v@S%>CHszon~58Jhkjel&c+U}zUA8E(cYu~`}5*6FM$q%M1RncZi9|1tMa!iAU@7S zM4CwM0jrVZ+O_ET(=I!N<+NV)jf%5Gukp;kH)jQ@Pz@XX!ubV>39vON3-I;-qmF2E zs)ls|@9$;t%Q*P9LE?{aZ@|-n5ZCBDcS*p;`5DNRpuT4;K4zug9=3O|lOJ}?f7R$Tv5nH) zI&=ETsW*vJZb!XLjB9#;cK1Y5!DoXD z0TRdNbSMWRx&@4MC#3x#AESqL;%c)05`JHdu(OVn00U7$_c`ri4uQh%<4Wyeyx{Wm ziJEdpP0dU`BQ2!86aEdB9RPI<4>zZ-u{`$y-{w^^vY#NueI+~r_6Y!y#k0ajK(gW% za)h5h-!x1fmtc8m^qw&m=k({C>-!iS(rPfAE1E19SK-&|g~;fTBtI%e|CvBM0uw<`i3$&$Yk6ly zo~QvsR_ZfuPx80K^;jzJd}t;c=Wd6rba@l$j2n8^vUx@4wkVrFAKX*5ageDzUGa6Q zn&P)c#cSzKORYFzpn(J*e21y2*W>*UUNz*%>BZ4e8$U<~`iu6*y_tM(eSvQ3cs!#!4pMU$tx-wDg+B zZ6MHBsmV~FtR@8ctl`~UPdm=0A6GB53U>!=)2zF}rW4T_88iF<_$n}`0@@<_H$cqZ z@=f=kc&_<+l_9kK^p()tHcMAr$Z>{7&uWBwn>)=8b$~nyPDSMC6*Ml!V-|LzCIC&9>psy>tHB{PcSDTh=c;gIs+ZMk( z{rj3yuB!^$g=_hCH-%XBdU>!ajdz)Ke?D$C=aA5v?L$?~t$R)JW{SnGLrdm=6U)9- zhW!38=6%Gj=`Gj|9qWP*?&%IzoOZ4x;cvj^jGKNL*O{(SpKt8sKhnA3=T z1B{O_m%|Pj7yyGcxMrag$*`AjJU0iCEy5g++9br$VgA9Ys9HuU12OR2>_WLEavlBG{~E}qQBZfd%BF5pR#O>2imjZy?2 zdz8hVLC;#_)?d~th*Rx%)jaIxXG_feTsXdxj%w-34TxF~d&VhcqqmH;%+21pezc&w zcCJT+Q%|$8EddGNZVtS-oc{T<8o?K{f`6b!rZdg7GsyPcUgb`CYi{PuTRG%-id(U6nJFYfEES^J_n6?liK)lV1lbNX>iopa?o zF4oEnqPI5slh8XflyL`&t+$p~{R|DCpAeb|P$20UGV0%bKC!Ie+WTw|6?W_%IthCnRjZw8oEohpS5nJI5o10_ zFHxIoJz)^i;n|iN-T!{;vH+QfUxWBsY4(iX8-of_0arolg8dzig!$Qz2Aa8O^boAzfrRtO%%HKET8dOhqj6MMqrI_9bv z?TOgt1@Ie_P>@O$Q+ShHC24x!rsn04@Jw{)Q`Nq`-wY`aZI#Ht0UY9yWE5v`+y{$j zdDM_bnw1L)7Mu(muZod27D&324v3ObcUP>Gu|)Ta4y+LbNaCR4-kP?gu*4^7_SsfX zPx`b(T)xRQrG~1?B^~IQTWXxx>aw-xnps`koD_{45&3)pE8@N_^#~a*mD`oI*_Jn& zCFj}yhVknxVUrQ++v_&3?3!UwHXk#a!4b@G7kd08uID~>M!g5KxPcUk_pfrdf-RlG z+qr$zaudMAf)5BBD~HQIGAOX&}rS?ULRzV60g-F>8rtz#ADkgpl7 zZJM{!qC1Ee`9k>hXWJ1GL?5rRTGtks9*ccrxLl%WuVy?lwQ+sf=*{@I4oVQb&cKvHBQmsZT)>{Rzfg`3=dvj;~7z{Pczbp1e499y(bad2vLU`xc)MH!QK$=u`ui zt@GsW$3d%ro*YJZ3YA|_B$+_o>pV{*4z&rN6R3v+Ff|4|<6Pj=bURp2HcAE>5yHk`*D8MiE=z16 ziShv~Vis~e0pZD0aozVWA#Lg37QY#@(jIgywB+Os4BPYhx5Wu0ppV2hv1J{4^^;69 zllp9Y7Fs*q(icvbJ|G1@=*kLYlx!iWN=P=apr0ZEQ)!U?0r-=qpg=FL8_r!1y)=Xv zL_|cS46IPFNp6AheDuA`5gPphQVq>sJf!RklOP0Oib3Ss6G=%DGBT3`Sge0wH+kDm zbBFVIskt8?(Ne+lL-Y=7+1F4l2?2D6X@vD7Wz?hQ-O`2f10M#myyWGOyfMS|`xL~K z-(F^uVFAP=15jm1&IYMrf1S5Cutj30lApbQk(op6rVz*J3yhx^KR{dpoC^dPQ)t-Q z20k=^LxAH(ZNjaD+nB2Rr(5whahFRsmZnV9g& z$;}g{5t}F=v#`KE+5vKD?o#J^kO4yq&sq!F+nW{xY&`%&A%`5|)8D8?6TyfPc*ws! z|5t+{-AWFc-E*&;()3@a1_>?Vw54)WU7BdSE)n(fGm{~hbmRH}E#@NShip)`Ut zwz0S%7V<^`>78IzX!3v^nh(%2FcE_HSpv@mAGmt}z0Lc7`UqBp$8Z!`%z^Lz8i!62 zw`mUXd-U;f5#s%~_w)0!Y>kA}&w!9e64Z__PUqFr3O=1dyx<> z@R?rBXOuzrM8+O9@J;bHSa=^nstZ)nf{zCZRc*q^F5y%_g+vt~oFn9u8WuyQ0R#%b z+-3zL3^WBZK+H`s*iH~K2nnRCL~~1hse-=tqxrw$Gt19C>L2}D=o!OHf#=ls0lFI{ zV1Ne#99T#nf`0fl%+G>s7ubZ6;0Lt>7!TqL04wZoPXzoC-@ST{*M0PQ2`}dIr-h<# zk3#|`-cGHSoM$7;6?JM7zyiz-=wFx(kg5-b zT#|MhcAe)1OiAb=6{E3>?UiRI3%}n>o7EI|=UM2@T)ku+;o@tK720xBL}>q$0)~Tr zn?-gfcnAz*OTf7Kyba-LAyBZefb`M{9k-1dL>?R8ZuDltJZ+LGFToDy3OT8q*0)HMypZ{n>CIuFf<-@s&f@SS{XJT{nG>9HTU64rnw&j$G=}l%s%`$pB3mw zK>XDka|SacqTs&cY{Kb>048^!%Y}m!f&dI1`RU(HduGeT%&BLs$62hPo=KbMvUlOv z>0U}n<49d@zVO;1{;$$Ek#gL59Aqrk7c*XMMT)4_+zjFf+}ex5!gBMdN~U!T?cE76 z;5pMvA9uY@$ifQor{A3}-yz_3B4|3qPYgDA+%zz&dh89TR`33n#oFDNOojfUk%a<8 zTU?4~S~@lqc6PWvf4??Gqqo2ONj_<^=X}LH%N~ErbF0!T*qGhA(Nzz}Wk|!?*&`40 z8q9n04k=MkAr1`|`S!acOcjU&NSz4qAzD>VmqF$LhXQJT{%cksQhm3z+dGG<(UPUm zIp!kNVq#R^@Mje7k$OK9GiBkeH|~FFMYgoS&sC%aa@KZTqN$d$nh^*Ln%Hvz?J>xoa4cEHb#QBxQGY*X!kwA7`wBgA?vT?;X zL4m6s%<`#yzp817F!8s>IWPHv?(>_wruwJh2X3N@?|vG4vaGB~F65uhH-E7K5n937 z`#^}ZFV=T`E5Eel2Nm9G9s-@#aJo#8QiNQ!xDn{vZbZ*6k68=_b@ewV-C=>2JeE8S zg{MdStp@ePx|qi&5)mnTZ;Q|t=iPe(IXUv;c{g$RFjb_fkG`<1ByQ6uunM{!F_l?K z)?3C;(S-gn)Y23mJp;$x-?K?PPRzkhZwqI)c6gc|(Sd_5#C%**3Ap*73_!@=u$%mI z3ef#4@FZvwwY{Kar}?oSE)+U45c)`p-{#oNKUc%PuKL+4Razg%AipJ1etoye)yctv zfve5$$nWkv8+emdyW8DA6jw3DfWg;ESJ@T!SUY*|8Bo3`u`qUqu|C4N;5+e&P#~M{yqbu3F_#4PH@YE?$c!yj6BS;f!H`TE3UxjV1fu;JdmgA>}m9WO^B$`Fz9J zkoU!4>7a!{RgzNoifKldeury)rP^mcbo3#g|2n*9HF?rBKXYNldw}C(BGJo>A9_YV z{%x_>cj_hoLQhX|4-th(Rl|W+ZpXOQ7zX=b`u!osc z%^Ve1O=m?P|>*#wi5dO#FE6@%TDO)VLHAiYaU16olD&Z=j@T z2h)4tUacY+((r_$TAd$R(c+4|*LxcJDi7`Ua8f!~mAX`FMNyP`$!7<@#%P{F!E7Wg zJ7?+AV`^_XmT$u6FEadSDg4N~UkG?Afy7))u6u=sUx5V%&u~LQHOV49Z)E*{5&}GeWz*nVOoqJHEqBW1Cr_&vDS9W+j3Rk|CKm`E)FIqsvf0{$sEpwrLA;faCpmB zpC7*#C~d6tHlT_2xHB+rXZOQPhLSY4V7FtAN)eLvsnxi=FCvl>49W1;@0It1f-jh1 zTaod+pygeQiAwEME5*Twv9`;VS&?NDR!i5oPeyo`7@x%azMA{tRR!vQl}$3BX?yC5J9v;yymMNW4p&6a zk6F;<-s!u6Q`XobdSz$wSnnwNQU1$K-N-NrK7}Ah(zT8!$#_H27`n>qG*T6|?aXs7 zU(K*hs?`|h+)1H$ZhRQ5`rrW;G5`#URU{SfLzzXmJB02PoD>%nXf_sBSY9pd*(j)8 z|KlmM{gC{@7xJ5Wr2g7IccpTT`PnCUH|-qlP$7{O!*0`Nk*(GeKQmlvVV_J=#?t|7 zm5d!?VX!jf^3@e~u}s}N%0-x3x6E2)JjX+kX z0jRE4paXdOWNLsU2b+Xv*e|n#TKJp1@_8>sH&Z^{(IoaR^)+Q|dlX5{ zbrRPMu$M{isA|GcpG*j6m)7B>4K|8o^i$H_%d&GlDssQ9m7G&|(L&fYV4j-~%p)uu z-Ul3jDKk>xkd&a6eN9viyvH_ZH*u#US*jhs!k1095>p-YsT`eJlt=RuX7{HSNsiMU z+o$AfzYbCeWvq#j*XXr;o+21gVK(c%voo~y9hIEmsHmv%E#Ox1HVGjz5a(~=mzGb6 z>GOP@vB7ra<ZaiCfv z%zI~0%ryo|)roK#BhzCbphZx&$bU|)(C&d!71UklXH70wVm;*xFs*yj;#psQPwj8j zO?~w5hbukxU4suUrG27WYThWs0+*Yz2UKpS8iCJasC z87sW*HbY=oTtM0dyWDIo5 zCL07I$V4zm5P@U-E-{e`6n#J3k()%u@_gK@?m5kkB5{38z=pmAmWbdr>SWSiUEPS< z%>8fjdN6c5gN-tHOnFbB&&u_Q3RzwX;6B?C&K(U{evtoBkLzJw*WfHwg)HNrdw*~0 zS9SIe^6Xltl&vdp5bG}-W*j;tDAU#V;tgg6u!j*zv}kZiimIbIMxRK9@~VVJiyBW{W~^bH&M4<}EwXAhi= z*9rpTXr7e|X!Q3;wQ301uQ36Q3M$GJu2K+E{D4yR>l8DWsWBPl5rR`cOTA{*78XKWQnmi)Mc>o!YZvN#o(^ZOR$yg%Kjm zk5jf4B3%RbdS0v(1=g*=U}-zpN!~-~0WDu{^FcOfjUNKzCLX$S(28AvJh$f^VzzEO zonE%At23cK*)Fm?Fm8Rxv(sTdx`AnuA1zhji+#3{65Q5=BoNTcYX|<2>w3k4je|o5 z5ML4MDX@w;z0XcM7t>*P8RO_)e||c5E!$(D27fJkwoZWtQdFJ{!A&6aQ9==f02w4_ zK9ti>h%h{1sAzOy4MYzS==?P)&Rf^s^2>YVs6EC?i0KGT_w%H`94dKKDIpOVHD8|% zJU{5QV?Bp~F+gHFuO`)qXbL|iBR|ge=hctB%n`g4^v_Dm!n}=vQai7(x*ZsnPn0))$P5df2sSl@slUHolDBjpP`b!qCdjQ3NE8e&=-DKKTOv)ysznt@Ta>po zw`g`xxCW1i4Zj|yUcYienJDM1MZ@M>{5ca=K()J0>k6d5NL~j?v=RW<-YpN|%C5i} z&}O(aY<5^^*yuG=*xP#?u(E}s;z`u^980sMpsRJSP*K?h6-TYCtVJ4LbiXu0kr#=f z&uc)pT#e=TCTR2

PRUkT1bU#h&ebQ{-9jTu+0C70XJ!TnNG2Jg`}%D(49de7q)^3@L2a9_*R=ckR~=PI3U^_CC{51mHxg6hlF=ZnxL zfUvHEpttlCp5ZVTB@VQ}?LgJ=ZY>!erHFu*$W%psTF>#d>^UN>M#upUvR=S<4pJu2 zaqgD>b4e0ze5M=| zj2J+B05g4Y>(`I+bL?O;C(Ly02Ehe@{J#Q~460foPyifVhRHO6ki~*L79aZMOMU4C z|0bf|AFxKKI%DgLZzUv4Xu_^glga3C46!YKfXtYApbrSwqO1FWJxch7jIDvOGzV$W zDo1u~cy*9Ds0f7`W{U~9ZZm*m9?-%F_Wu97RJ>LNZ`9+vvksp>-yvcaa5(x3r%?n( zglok`yTT3+rkKN`mjF~XHjKo?2N(-te@D>v1}zr>1l$DkuR!R`frW6HVYDj994Jgp z7piomkR=s7rvJvdabK2jN@|5$_snwWMVZ?k+j4ZU^n6FOV>PV<%%%8@X#)@;A|!qUP6_2G$9^)@~)9VhY7+ol%3IYY?Q6pvbydHavO7{rYeh&@KOpQM_L< z1l@i}%c0I2$*e$&K+Zt}xzzg!7pgVLV1lLEGf<+#;MtNIWC*mcGlUY`!R7ZBh2~U9 zeC~dlV*BeF7Eh&sb%m0oDW&+9M5{(oMks_%OTKjfn~I=b=Oqd?1f-c*dh`+cpGHs~ zg%NeJAWZ>OT?c&bTK8olBK-QHA^!GKm_%R^PYtz^+4YO);|Exs4rl(E>Dz^(^@&h# zeJym#@qgt@OK6Cz-MF(Wndl>pX%Djkvt9y3 z0gi=-h<>)pIp0z)-^T|FnxU5;Kye4=Tc$(%4gnm3@8mw<#bH+NH$`y7M!ZwXO&qs6 zHLp|bnZoKwk|JF^zIwSac64YGLzr{pLQFY&SO&J^6<~cJa{@r33lrTkfd}^Io1!1m zb2Vze3g`VLpAicaVCw;93YI2*dD=lIIqDB9}h)@tWv+PkH z^TwJRedH2tJd&K#Z~L(B@Hk+agp_vvxX7ze;``jb&l6YbJ9(g$7SWWF(KCLAr?xIF zY<+`s1UPU_2Wz?c8DCM@{z(CKrVU+p2TvChIcv1GJ?|;^AKTmNnxjdpb4Rm0*H>qc z{nt+GGS-u#n&?$!}o>25cOEo!i>ymGJaQ2$w(8)2pdSsy!s}Ph|~ZLKnFBD zzWYfds?l=!z`=v=tzVge{sE3a1;NA$o}fCpnAG&($;};uJVlAKYva&yq^F;29BL)^ zk(RxR_E=|E7N5#mI5a!M87}>$_~FOUR?VJl99pk0xmKB+iJE{o|D-6Vzra}j>`Z9L zh_;V{4wsB}49l59;q%U&ux4`4uo3=iVp1t|Oby??D`V!2uHERMXx-YYeB5LDb{*qE z*xK}$pJsHz_jwKDC0&A6=cfG7Tl|C?<7+NI%{L-HquZY0g%?Ej?CjL-l$lOq86NoQ zlJty*NXPfSMLb^7#HlEQ?A0NWC)d3>=&5wO8ns$2y|c0wCQcnKG}}+}Qc~(HpM4t0 zePcy*N^8UL*~N5D%uB2I>tf(-{>QI;87RyrSjL!6)uz%2sj;F4#_S;O`j+HtKY<)|Y8?0DJrrdplJ|i&Pe~7`!R_jO!GR+n!-LdNH zARRn!){3+FUdoz}#!il^u5F^W?Gur%O{6!^F-zS|^w_;HCt-`j`Yo-OGCl7^siw;V zHqeSk#(1PM-so3nmR_25b|U0_rYzK99JM_=>Xw@id`&x!$)umy-S-^|JkUOf@~%3x z50%bhP4-}AO|FImIyKsnk|-yzQoEr)^ZDKmhggq)F$NXwEcac4*LFhQG|!V#c8D2E ztq?76)?W3RA9H+yyK&qYk-NFd+Ilu4eCwMKmfxgiYq-0-Kw=)vWYlc2`pH}g-D?XO zy@&&W*!vQu9ys;bsa4c?r;~5`Tc_&p4DZy5d##P9_{)0-Whs&miOoBeuZ>5JCJCX` z;Q`KEC&{ga9Q%iGI8V0bj#>5dLM$~|_j zMV#~5Ytjsgj5{AXxSwr>g!z*YM0In{p6;FOWgGpb8;SNtF_$e6XrnGwa@pG@KOCwV zlCam)5U2O^e07zgd2xlZu;b5scg}_GrmrT%4p#Zasj_BUdz`IzR23hpN++MJ-FKI* z-M`ME{cO%GVEUfyhqvDZ1?(}_A{I=gaPJk*)hYuRmR z6gO9;)vQ;;otx6Mlb)30(P>SbGiKn~i3yc@5XVX8@356R29N${-8@x(EOpP>6jptI zNJw#BQzGP2($~l()Gb#yZ^W>$G4#rF%8>nMc>XoayAhv}-fHm-T04gON1}Na-K_Kh zuUg&IH?d!^pES@&&5JL+SQ4 zt0VGfPkrZ4T@9CLYfH5kSjv_a9+Not{d?85l$KQqQS7PA6e%(7xq~08m-qOvgrBX^ zk9wbU*t%U_likg@Rxm0U=@t|F^&UrWs(9ZgnCT-M`lyvJmsagt4(hfdZ?*hmUuTv& z-91|!;W7U|CD`@M0b!oj175UCI;p)_)afbqnr8H(eMfjoZN8**0js{>q@mwrZeUbXNpv_i(KHWV@6W=Phl_X6X9czN>th&P3m0NH zdA91t*{L}fYgN{o{U$3Nbi>waOj*!JIa2qTnb&?^`SsO(HZu;dg#XONRj=T+b)%y; z4Ros6=)HrH>JmxC?2p_RAD!22J>xfc7fLD$jW2u22(%2^vraEqiggO#)$VT}$|ie0 z?dl<7Dbo9eme?Un)yVU^v%uq`6r<9iP^=%t>n6Tm?q>hoyD8F3V0Z}}P==RYp4LbU zCATbf5@y)t4@_*a-u`*Rv={F~yy1d_N!aa8GmOv73;%bkCtpNNQ6G=1ZgWqsVSG*a zV@GaC{wq8NOEV6LRoOR>CQ^7JaB0trN6TV>>S88MWXhRqisi@%Ta!Fl|VR$m>_P8+nRmuVv!~Adu(UMm$6Eny=;@U=_)MNf35jQjZ;q%KJkZX= zHJo)_-p9fz+M$?p>$;Z|Eis*pp<09gMz%?R*?+K5$&*dn9IW7Vi}!Yr{NCd%+Eq;^ zPjM&h+bOAKe#M6cJ%3p4e=ABRtahT4TSyIc=FWJ*Q=7s!P0VEPIR3r+IF#4AgXD=v zQC|gS+b721JKe9EVlVchQ)XfZ)P%ZtRJry#oQ;V1%cSN%mlpPS8QtS*888*ub*1m8=di!X zCMa%J-1A|cx3C+r*0~)#%RM52kKSykS-Y^kWqJ@FWxIU|PIhF^2FNV5zgIvBhvfDfQ7wb)2gz)qYV{{FY~ zwc%-92jI-@*Uf{(_e$kHgfqK;-E}k()T&rGr)wdgrdPs7ZcVIN*h=moFqdQR?y&K5 zY^0VieZhkMKBHgeG4I^IQ-I%nAEpT3)o0IeQN?=~{0Us`Cvz?b{2l-E9Y5WT*KU0Q zPX`^AYT{Z#wUn|?^Jo2>*UL|>FRt{hj@j!l-%6t#w*T~$CrRkJ%N3_8on|(rb6|di zKjfPuel&uKA2knK+7?*j<_a{^&3MAjJK*bR>uCMN(5^fUo(zccGD@y8?j7oXqUOV| zk3Dg+=~6~WJy-r^>&R7Dt#apvtTXN1((%ixAd}-bJQ?Yo!M(6c+d1#)d17d+o;?8ggIj5)Y)wxpCHAf;5NKNS69@+%VY7xMx5$b zH)!iq440^7J7xnZvJb5!OuuX0oH5Y(?kt`ks(Gs;D)y*=WhHf4Mm`VTheZ6Tym*R4 z72@gT#qT-dAI?3{Fd-Tx$}F<-z6!6vKCOZ&ES($`!bBn_;czM!M@uWq7g4uf_m8aG zr>6I&T!wvKF!kToNW#BWpnf!Is9mv_n>rl#p%adc-^Ud#7H(hpCsI_xGL4I7r0>wI z1XYS;evDln?^mhR+&2rHWiBnxmAl39HPNlx5q$8c0-rS@Z0c(Kh230E62gPc5BOe8tJWS%tApq7vrgK49i-b4Jx^`l1@ST*F&bR#S$ z>Hda=?LBJ$MOZEJH1(DxDgG7j0|lEczRa;O=b} zXvjS4LOr*eD1N1~`t!|z0V-FXbCr3M+HuLt-)r}?>%p};N?>mbbAqpZ7F0k z+>O)huK%^epw}8QIh$W&ylb)_vxRp-53ezs$=FhT*@CC{K`~ywZFY& zwEY)vb&Wy3EP88*pY`Cr%GSZ>UwD825biAWnN!(_h(^`@_!d?dOVCtIJ4exjxuP%A zZ7sk$yfr?l> ze^G`-*>hms@H@HHrNCTNXpj)k%CP&b06tq4nNO3ww@FBT8VN>>jHS>^1VJ|rf-czBz%f@cvdYVgOFs-vRw-G0*QMcNSQ zmVa$HdU`9vG6AcC@5Ki*|Lbp~tO&7hj%u8^H%R22`_F1@w&Wvlz(+|u)xZmv$T0ZN z!yzea7j(}46f4=zJNxVFzvnG6_VuNM02W_Wq3uX;VX zD3TE6OaIw)ruoQvaAbIY6B(9zy|ncs$$IcVpVsYPW;deCyTCi`CHpC|8UIeBEHjZ=m(e_wo7TIMzFU?T4tu9DH|s=SMZEWp`| zwgXtL&S>=1sn{mEXScwT{*Ei|J*Jd<+aEfqg{73bf8P`-peDGZwEv$Z46-mYzp$pH zs#G^Q+bp78r<}`&Zhx`j>KF@8elkrnePr590D&>g?QR4O?}rZ`=tmhC7<%({#i7V| zo|xDagrBps(HQ-p4PvL{<>zRcAjQC#| z&X@>eW+H)YJTo`f06pD!F1%44H9Knr{Tmm>1qC@dM(}?}M_&WF$FEiB z^GHbK2?X&s3XivMW{33*CkK3=@sgb`EgLM4=FKN*u9m8b9y%}iR5@Wd?RSogb{k0P zfyMJuYdUwCN%uJlvv)nf~)U>Ji zAIxvB@3%;5(I(k+Jn6q7_m5G=p4Tg@wxzIlDXG zIVQZv@?^C-e0s9vNMZ<7F_-^d!qYrU zZA=Z#rq8VR48Q9{mkGgAwY!3FwFrA6Ra#Pc~3;KWAre9}*tU4F9vc>wpDPd^wQE z-w<)(g!YgDyim_Tdk*85gjI8By$`#jHm--`UH%#Hd9qY4u0 zj#ODAreCRR_O1>4cftjfV8ZW&jz@Xlv12i)ku{@IC1PpIuhd~F0+|a}OA!{>ZFk<9 z?Sj$BF~wM^_I5d_oj)ih?-ew^m0b3zIMIVSPPPfk3rIa@0r;mjOj#q)f6`gdKls*yug zF>l^VuZVlwj3iYM=UOKlQ`fh%x6XXFv3IT~D@f0}2Y-VxQXYLlAa`F%)9ael=flTV z;q^ezcio6j)!Da3O0xR3+9uhkJ~74pW6rK6_$Y+q$L*FU9Gk3MR>t!b=V(pR*37jx zlUY>c2{h|Do_4LH_fqMHw^w@=GVfKX(~3m}kz67|x7!#hhG+_}IG1vf`<&g`OQU9{ zxweF)R36kcXr#-5Ri32x zNi%nRU!z+|*w8|a*p`Pg%}07=s4O>^J*Js)I(zPRN^q6c3F%lj(dR;PszPTKKOig7 z+w)Vu>X%bf`w-ixxvfLN`G`+d4whGFvxca8ZduZO9@p_@T;_>B=T#sfUOm$$GI8Fk zP~lu+(P|y_bjBg8aR)cXO~q6{@63~rhZp-i@yHYL{9#AlJrg%wO8$9~G}Z4u-9rj_ zR^ebqd{UpEH2rFS=+xSkh9j;PR2dRW7nf65ZmVqCMxlunALf^c zvEcLGdXP(|e509M&+kc2wW0rjl?MtJUz9UywLG(aY2Q(2Jiss#!a7kD5cBPnlSQ|K z)Q`iox5dSE+IKndTq@r(wk-I$xVTMv#Frv8GFjgAI?1rxWc=-7t+8ljVfRyOH7Xjq z4Q~{-`m6L@$jE7Yn=?e74VTt)(@Ng)XaD}*^pENb+eo!NR1N0qv&lu}S(C#f>aLZW zmxrersH7iTh7U?Bxg6OiGXGq~EL%N`wf%=?o5QxwWsX*TCyAzZtzY7nl5XEhDmr;7 zPy4Bx`ErW-E&&bDV0 zESxyX>R)2Z!YlM=dL~R|IiDOUVXKgfJ@Co4IdF>2??s$FSwf4Ir%8xurG;U6eug>R z*rv1P2{l*A1gR%q%Kntl<71yJ__0;6h{ZC6UXRyWHTOuE z+MG;H7s}S?p}}|c;4^u)O%}gOsk2O+Bou;+qy?u(9+f#oyDF#NB%cj0R-UfBo6cDK zjaq#fpsSA3FOVI0npD-dmjM9&-F172oSd{=#hTJ9lLI%kE;Al8l5krQywt zx3#(#@39B5e5|rquVP#}`10416mOAkLc%GlJytCpZbLE=%G*}0p}pY z?#UY&9!qjZaz?4v+dXNJ_TbC0$_<ktYSYhD>P}0xeA4E3Rj<{EgUXFUWf^&~ za4~=O={u`m(vOu_B2$YF9Ee!yY+WN5!Z+eu+*Gw;OR4<1KW8s7rPOsyAA(1hZBC?? z_*j_!_|KATr;ZWnmd_jc&Hg&V>_3}Cz^Uw=UQuT zQMpZ?=T~b@*X(N(5ZzMRx!MqP_ikatExKQNYg)^%vX)8Q*JElcS%ibv zQ7pAaN1?%fTtG53ta4*2ZC3B`U3HFZFLWbh=&ViU!|z&3B^A8!;`*n}zEMy(O^u_Z zYl0NA@Sc=SJ{z*3joVL5;`QjUyOdOgJu^|qqOCPD#b+zmmNI>QCW1^_mFnsH&f=;) z1JF7r@O;%fHCj|>StIE!9B$kA>di%XRsZs_ve#dx3tqC@9Go}tj!1aFO~3csoI%;? zDQ)%c8Frb5XWw)4QZEj86^Kb(OL&v_m1t14vUo7ffc67@)y%9R1B<4Vd|Bw^~S6uPbe5941);%ABG8PrP|%g@)$3a;3> z`KQR(=gjr5T#)gQbUb|zoz0g$1jl}!?zzB%N=f;$KVVuw-&bK z`)gUHwuMQp=Zq@R&kO4a3tP1qIGvE@BkJ?*qIMm3;_?0wojT3#?H5MbIvDtVJEhp_ zZFea$34Hg`TvguszWtX;t5@P>jogx{4@bH#ec$^yE$_(g_5ry+lly&Ki`kw2*9P(V z5@lk; zUl(7$@0Y=z^(eP}Y`13O-vmYilElG`l0(;iTX>WkhHc%mXIF8sCv*DK{zDVnKgbBA z9Q^%cldk)~F@u_jEjiBm%)jk; zJ<;uR4)S_w3|q~Z#Pgz~<2E1uSmT`+$U3xqbocgxve|9EAo$Yc?Dcf9+2BkYdqZbo*Yy)a z-v;P^^jD1B%ukXFosek>kz6fEV{R_)WeD(D3AQb*r?mDDcgif7Y{*ML6H?uKhuY=B zv9^LA>r%h?CA{u5(mItiX{1Q1d>0#U6L5Be!^_I9@pQg?B~4ixasg{m!n(|+kN#@B zW~+tH(+QgvuDtP>5@P$(ICo#$lC*Spj}3MtHV#^rD;CS<>YB15$PAk5lx&FIW=_B&-!r2vxx0(}(6?FF!&2(`^p*N{Z^0{)h{z-Qix72rD zap8UnP~QL1f3D<5N?Tg63zdzET*Si|S4!H>zuBb+IlXjuvR&35%1E!M5%PGKDtzLS zu4+(yv^HQ=ons*V=|8jc?jxpvu1T8Ar)Rh(vj;M*+Z877T-5EEt_(I5j?KEiETm>w zpf=V5`&a^>aH={^ebd?C6n#v&MB*|P637h!V{e-WT_g<_D~z5#cs zpc&eW641iKD_QKDr>)55>$#JYd7qve+a}Z4po*^2@A5Dz&0IWCU3pPA-`pw%bYdLYa>!lOjFA zr=i;u=ANfmjLdRN(GvOMYwVL%b@A5|Q(tPwgH%ZrQ}yJ%`WO1k-?m@8@4)OR=+(I4 z#EgdeGN6DO8u!e>#?e;4_wdNSt0THf*!8*Tc(o6+4z=@Kz}jE{e? z`r5TI)}68-qv&P!syD8ow?j_fh3_n1lu4BUwM&Q^@81I)C*$6M9gDdd%Vjrr1j_vQ z$}P$gyOpmjB>z-z^{_RQuExJgmQU$dbLl&IT`P`0nza;t;fnR+No!-TkWi+P^!Mz!Nh7LAuRJEg0pU=p`Fl0NoWX-Y>s z)0u)vTJN%E?K(7{yjH0AE-`b{ZKG$)-jo>EY7Lsz${=QgtJB<|&BoT!xqg0;nu24D z%8Og#x<}hMc5c+)UTf_(aQ08;8E;fi5B|Qpx1p!_L!#K2cF(I(KBssqcM6LYo1hM9 zYt@0B>3=qwy9;@2Kj$9#s+|2WEm>xt<~u-b8g~2d^Z4G>wD@>yfw*h!QvbiFR;#AO zQw?ZXH($2CWALQy!J67HNh)j(?)p1!1sT3e-SuhfBZYH<=Lvt3oyk zF4u=l*m1r;E8+U^)|B44OR9vB7V)ZT_|NbPBmd-4QLji9_H2d0(T~r`bnfo%kVg9_ zr901z4hjefSJE{hf7k^3Y8?D^Uv@!B06JmYzkT~AZ2Ivw)LDx>CjQKlGx!#@D_0oS zZP<1dJm525pq;Rjot;GZze1qa>1Xnb-7@Y{&<^v>ZCGAf7>2>{F_+&&1_epO$v5k0 zvmkjgRlJQD&d#E>my2&qA&X*w4#RysJbGE96TOviJ>Q7_OzNHwJaI-4H~`nbrG1bj zIlfO^JQ6*!x}Paw%4jsi>*cGFx$VFg zJ3^4`?)!lkC)Z_yfDQJk{36=Eb3ZSEs2&z&Qx*yH?52{N<1$C9!AlB#_^@x0Rmy2X zWg1PYc&V|6_)Afca6_lL={+knY^$Y67r?U`cDlqhL>|)jQqV!OGej^PcqLta|BGH) zJQ0TWxPk&vJcdMOFi`P2dxD+YrsND}VgF-{EuiYf>;3d5m%5314^mOV$vkm#L-H^B7IdH)L1@hEh1(FO2 zH>Ota(Ava+?FW>49Fk!Wy!wmt#mMt^nmZ-G54bojy&5GR@M-BP+8(yh09fZecyRmi zaq?>5-1%lF7gDt0ZL$T-j~{kf4`B|i->|_TTm68GSVB^gYU-7PNVC4w;u!D})=S6} zHu+ya0*T^=fqM@gL>IF8)mM)f{f*L{!XCDm?>}%L<+myIg$@Ta5Lj{gaz1;oQ8QOET6_~7M-DSr- zJw5OE`4O5J5Z4=M;^yM=Mm`d1)$*YE6?8eW5Yx*n6we=`%@brYva8XD4Xf{mhW0lZ zLoEVYN*j;?W)?PmgSO<(Th6L9=uY>2XP}SeNjlQNB;E~c<-&!r60~6xD$@}WyG1P9 zdeTIzC+dY7&%btYKw~^4J{e&FXgAEo%X<&TeNg#3efI1o!q;$kcv!#+t=)>~ex8_| ze1^C~P|ydi-%`y-cGVf{G8z5R=(GQvsTYUl&tNG13!7wELbKv~HH%GxY!I_LKSSB_ zyhZr@R5XYEVEr?+C&N}?2OVAIB86PH=n`O*pgIq)>%j2vaA)+wHy|w4cQ4O~((T%1 z0IdnlPp9ZaN19)RPyaf@a&s#!g1Na8I^309T#9oWpbKe<1$ON*zlH(EcNIi9 zQwfKk-_sgDd^im0>O(M5JOaX@FxHx=zP`Tk;@l)j1dLH31lGaH8V*s+a#11U`a>d7 z4gA`LS=yOuwO`O~u5{x@UeV8#)cW@ixMBvL2&tY|RecC4l3>JzmoOWTX@`D-MxN;d z3g~PxR=D}b(8O+lPP`QgMMl=e!`v6q`)xn-OT#3pd~skkXKRe>9)x0y@OEb5Lx|=# zzPw0Ch=8BB5ajrB9Y(H@5$%}u^z_J?9!sgXl;u)zJ|e&&Aw$BFs1HSfy%m8tAOyvE z6PAWZz7E{VhKnl4u9bo8xGn;Un#G^PTNl+|yS&P7w;W6i*F8dv5ISOqz`rwwq?Ppw z)4vlb2^nSc=0c#84Y^xeXF$E(H&VjEoH|(kz*~fnZC9_Psp|(G<`x%kcXDxgg1;)( z@vAMnl8VqLsoq_)GN+M#B{U-9hb8%omQ5t2c|#*3%>oY_<4s8rrxzG1?hlq!M40Nl zb*_)w%*-rFztYzjMu$o0cqhG4u$Lvxeh*c7LW+@O)Uqk)P%<(~pw!4L_wp+!D~lkG z4mPVGMDHeuYwIGwX=-mbhUZ?jL3RYz6O&<}Gr2)j31Xnp_WzD|g0?L%qOeO8s+Dm? zkZ94awSGN)g}AGRfrEjC5;7A98Yy-QqXki*Llp(Sz*h`D^J72IY{BnueKhS(PEHOa zXyc(5Ksu7zA`dq~VnagN^}tDa`7Klk?bBs1)OWSZ2N-5C9_JmsjUFVwP1_qpaLLC8YtF zl8zO!+Qm0YF9d?k>4UYvkkTCefK0eY6nt|DKzTFA^b;rkRUIE9O_-Q^E_#q3y3_9G z=HA85KBhVjZ4*?D6pm&lT!)iA>&1bonHLLz`v(Nv0YE z9(f}pBkCae+77r<%q=gBYvfxpfq_Mu0)r4!<*c%@qnVzq`)OHO262z6pYrA?dfmy) zw9(KDF1(gzi%)_pwSk)+b8y@c1PpB&as)i>1^<~}r}zXAuyQddAQ(d4xdc_^1Bv9AuL0bHWt$`)cEGwsn%C8Y6kTENu$0?moU32Zu?Baj zA4wv#GK*QsIwkoU#W#|{Kler*@+goNX}3bY#CwKO%Kv=`dN6F+O}Q!~rVL3K8DUlIsSS{K;d42wN^_f223EtKxrDrT16PQY0rYGP z(CScsu%MH$aOi7l1gT3A!kNe;H_J6^=5B^UbN}e574C)^cGSTci_o0#Cr`{}gIUcGa;@Cl z+=xG3kNs}o;TJ9Y!P^^AhJeGS zm*_3}s_xA#EaYOLVr{E_s>Jbg%c@jrZFEQotzg+4Ct`ofk7th})6&vp+~DWq3P~m* zho7JK3Jd3LlLI^t^C1qEy!Nk?Nu&fE#Ohl=>?{-lP5x%8gyTLwgQ$H z;&y#^a?6Opg3pXYB;@2|0Rj9=X-c|CAW7fz_kRm%SKJdqG0NoiJA=L0RWTzl;s{|g z)od9$yb-1NWEeXj9Qu3(s!6S?s_GdZSAj#4)At8*XH`^gerZH!%l-R1V3>3oTi)hP zn|cI2C|jYnZI}O{p2c!s@1{@wMfQ0c|v{$@?^jrX20UFgJ z{@fvvs37bfo=if<6X0C0B$quF(5VF`*8q1ivuyqVjtJjV>v@0qF;T0d5W(!paCLXW1^( z=Gdf0Icr3L=5(D0=n2L%fw^(d3Wt-T+H&Djj6ppEpbBI^_5^$0L=~ONKd$LG_*Qp! z$H9|fvPnUZ@MT~S)cuuKpqX9@cx>5`AA}X2i!&g`KhjhKHy0<$KsaThl9m__;-;#ouCm5-17}Vq;yn;1Cer!GEG5m%+<~DR@K}-V62! zcr1p2!)@8|#5)5ISA&(=`p@DkAxIw*0_5R_E0ji$CzvvYzc1rt85$Ke!f(-8m<={! zfIY%t4W@RKip=PKi7Iim0ds%WW%sqIUc4yoHg~91+dfEvaO`#rJ5KyJoXX_rrsM*(Kf%shDb@GS_rh#}s&(&HwfFVGx9dxiRJCD`#dk803pHaD1_?+%9U{a#?M1AY5-3BV!GA-8HRM z9A~EOmK%%qVL_oCC>MQaxOyxSAybIjEzFLu#1r|5RlR}1W4q|xYTR*=h0zvl5$S$)mZM-l}`YQpj=T*b^Q9j6Wm4p-pO>C^%#6Fok) zgC|M%0s<1cLv~B}0om6w4+D z(UD-gBfb`5IZ*8e@<-3uHb`~g=n{!3OhDtY*R#3+;R+71h^~YR`xIp;jtK9d#mk}N z59^yh*J6$7$ER!XM9_QaeQRN6ve%D;A!;IiAAxuQH{1Xvk5GZNkbx#^-w7!2+=nZ!a%`nvO&B zF=TZN-rj)Dw-aVosdol!oWaq_Cy{{W1yrDFg9 literal 0 HcmV?d00001 diff --git a/results/strategy3.png b/results/strategy3.png new file mode 100644 index 0000000000000000000000000000000000000000..57ae4429a2eb959f0c8e80dfbdd2f6ec43015af8 GIT binary patch literal 47165 zcmb5WbyQW|*9CkP5m7?GpivqDDd|!{6e$svkZz>A!K6b%I#du;Qo1hPDIg7(?(T+f z9iI1n$2Z3J*T)zRj)o zi|~q3vWf-#kD%Qn6+0zMLpw(u8v~S_j-8d6rJb3H?kxuc8(R}g3!c0Dce&Ya8Qa-e z*$Q!RnE&4ecP(vg4mt)8gbqELi7$nUwI;;AMmRN-%F$p|H3cC*I+l~_g7X~ev^{>(-38PU}Fr%K^>tjwJr#i-mrhaFDv{D*W1Mwot!Snc5x zh4y1TgPPEXH;B(q?K&s8=NPre39dF-XphDV@-WtL;z^$U(Dw)=+oNdDemaC1H2?e8 zFInG6ALQrB9i<6|v)4kK!<~H3UQ6cw|8ZI9-2hUq^I=U}we9?t7!huRX2~Z{8cBpx z8@r7c{{5P2i$!jfNAQSVj%A&gDD49dVONSA#m01tcUl^2vCZ^%ofv zdAYYgo2Vq>6;4b+(Goz$V?2<<;Jh(aRa5if`H!buhOMO4H8mt6Gu|{FU*Ud5B_+>` ztj6`xjud=mK27@H6%xe=GbqT(o0Fx(jQ{;46117BY-#a_r{XbazNV|IJJBOcreLzuZsZy??TyK^ZO%^7IO4w<4#POHPA6j{Nd0)l_9>dlrTkdAu(NUtV4x#Hz zc5Ve`13#6ss69{ijmi!Pd$-rtzDoKM!!W)6{{4HQ!+LG(fh;45u)`8cdu6!TZsDJA z^`|R(+|fT@7g~H@e9nS8Gt=rD8%yyr?Ug}W3@>i)NQpfwuW4`X$Ox5|me#?} zGR5j>rNu}I5gA!io=JD;5!y#&Rn|*~)P(AzPck~=b>Z_YP0@{+HkrOmjrHyA>7)Hk zv(fVS?oSZ`frrb~nC1@^{+qQ5N((5rF{8i4b=>j^xmq zIb5xnt@R~wgW26$8sK>}`2_d&?b}Yy&WagoyfOTi@-VOc1?ChyM(xQC%Y#STeOi3D z&G76_v+<6`BPG0n6#RypGi^s3EgS(f;t5qBaG0Eeu&>Vr+5zeCIbyLeNL@JPce0jO;_scYuBCFdPC3ZS9td$aeb)qCd{>)e-6)QkzvUlZQP%Y z4B{MHR?|#dY&4G%0R*AW$-N@NDK z&kI7l&9uk+S5%ymEIZ$D{!L0t>!owgeDGgm3~!qCVsD1iVWuYfP44pexQ^ZOAg}7O z*T;|j*BfRNJuOgP6%`d44WjJjdlOf%I19{&cAhj0Z3-p-aLqE!HEauT+uvX~EQ0@% zK_JWg__<`%;W|Lg{<`2E#28tY$hXA`hvk^@`FWFT9GW6^u$Lf1fN#Dv%qMgOMDxfzcndK@&N0^)@o2g66poV%@TY`BH&=CqX(`d5F*#qxQ5 z`0#<~#*G`6S{Z8jW|$$EaUMVryc*7cPzD)t`-OkfoCSad4XA()@zY^7xYY0(o66sx zn&=X_kw{IKrp6FDZ=!40^x0#@+)K`proGC@`BiG#cNdEjLMd|0`B4`ZKJPUmlzgI? zTvI4R)92d~W$ptx2DxJV(Xzv6*GLExHE*=tVlTc=srL+go!#8ucd)V5DyT%Q#!wKl zN%!BK2NaxGTx_AREUSW@l5QSM%7yIt^PeFeO%Hc>Q(9wq{r#@9PRz_m0ahFLWm3T| z2)?-qAj$mfE6T#c;>EA$pJ3XR3N17i*J3_@zA7Rjve)5xLbBR_<>p;&zF0DTi#T+J zlqtu^2MLB?D&hKK+gWNCHybUSN+C8=2;*>O#q<39{J)j6+F^g5lj*2IV~R@b7wZ?l z43;_bm=6^&SYpbGii$onDNrBmt}3XgM9HB6=O8|s=DSl(2J=`nH8t&)`a|GTId1zl z?Fpi$?itT>B5gXqKMKF|^0KnBGQd|Dv*J6%4g>o8RmAqjKIk`uGsxU{8o?Hw z9>r&gk=@^zW>L%gncq4x5)T_9$Ebr^K0(BUy(2+X7?z_cXwpL_^6qqdyf942dPopX z{G}}xR#cdrXzPXO2%O7%bYjO1~VY(MRObIu20l8mGFhkDsG(Q zJen#7@D_t@U;jvh|UeUo2Yot#v}w*Y`+01uSDOXAiCQZ&F8p2MI^x3^_*ebJF= zFVmzFM4W+w6l{Mu63sR0NYSo({{k35rvnUDPG6t?`kfa~UQt3SRxh$bz+o_)X?FXU zYAz#Vm@mMXVu~zTruJ~;J;VO_mc^IAy&A-Jmj-gJ zZEgJ{*BBY#Nf-OF^hhrPH_@A@_5BFhp#j&k&87%d1Yl~5m8c_vC|0I8JCTkKFn$=vYx~XYtoMsb?sH_%{PTHdEt=} zXPqSB@s^$L+MntT7g_hZOgDewv6*Vr87_ApQY&!TeuI@QI0~?Xe+#oZJUTjx3P3WM zn#1a`b44wtMZ%kaS6yA*tlbk5dJV({shFEnXy4xP?kFV9wXv!TSrx!mq_nla5|NS` zQ;InKof|H;eJ{}zdUz1drrPDSoZpu|1YyMqk7bIghh2#eNe>7Y>Dxb^rziA!g^vM3 z@c>3*b^ai!wbjt}{Weg7H+iOg?J4OHb+D$q=|i~3)S;{}kIahSKO*cXw&M5(yBaAO zw|@4%D<@tJk}A)UYPqdHdcQot^KT8}-zzsaw{7urxT^#{jT_7!DUcl>W$`~1(UDpn z1D6O1gOw|6XWOMuT*Ll7t3eVmY^7jj4}cmh&J_9hH>6%Vt%>5|n2OQeJoBO6we9Ud z<&)mmmSg~*zV!?nW!=vth|aO`_yH^iBG~JB>LGTx#6!++A)BdQtdgVet6`4bY!_Z{ zUODAE#PAowdSht=G83BHR=vlrt*_qzsIopjuwSg{>x+a<|JsOoDBtuZzs2xZqmBf= z(esW={alzr3_kh2TY!dqJfEqA?0m3r2?Caf>{JTLszAWk6+_t zY)1XElwKIu?5z3qcC1L|YijJ~yFU5&T=IYfVLAZo z?Hd&2G3PpoSsVE1qFUJ%8_8?>D#x(x>3r7@z*jB6AmK#MlVUmaRJmCGn;u;t;3)W* zH;~^=n9dN$XQumrlL%|caZwD@Tk8Llu2CAXKG`sY=Z}BoO3lE4V3nS_hK9M9bS6+$ z@squpOjWM1u2cn@AWFgN!ch;?&BD<%We$tc@-~3gcF3NB))N;%T<8IQ^hVM2A*5Gd zKY64Ek4Y{@-~F@$m<)g}k|%Dksa(yn08W)|f0IMA6_~$ju?+)Ebapg~o{ujA*z_PC zPu^n{71FzR@2)qm%00DR-L+pe(zPc!KpVD3g=A-EOB(53bH|z|tq>xa{ z86fF>K~PZeoYl^fD(dp}JNmh!ot<2m=B+}1czvZgw4GDUX(v?H82@?GK=|YQdI$XzR##l_Vg9p z%4s#Dmeg04Ts{BIOMo>ASy?=90xDh5EyEy3HLF91`%>XL*?6HZN~!YJ2U{k`}6IgQ`Fh3rbE#nwI^EbJxKO!}CA!*=|an}kR4k-tFgP1pu5daEYu3j zq#-Zwk9{CiDKH~rSIa{og6YD=i()nt(=#&>V=k|EBM6Fi$uWn~DkC4gf-r}%f787} zHGeh8NKRNovay+NMpPiOXxFcQ8MCYNm7WtH?$dM)gdqbutY&Lhoqv_3+1C7p^;`>o z9w7+@g@2R2F3dIVPK3z90Vk-v+w}AwVIg!#FWSzueskWO;S*)wDRT5|u&g)+F*V8| zm{oJUo5GNKguzLSiXtWFGiwB|f=tAT)Bgs$F3`2!CT40kIe>F&6PKfZ5&bwtAA4jHZ|TJ=25^%XD9 z>OkX~LE5W@F#h%I+j&r1y|t_`NC5HYu$Aa1PbU015ZSUF^6X)rVH-3AQ1f@={-d^??AVFb1XNJ3GYRV%;`5S}(=8?FYsnl+SyHvQq^D!ZEKLy$yQ z936MB6(=f8sU}l%5J`8TE%jDUJ9;pdtd=7sbs#QC1#RdP-8OvlMZOW<@XgoA)_#Cj zbIbGONZR9Bb0i0iwkl^n+`e~XZq68aB9g1aO21#Qz*`+ab(-RZ`5~5E(?9vq(bD<^ z2FktSNDw76NE!`q&tdI>;eiWy+0?|MntT2R>nl8zr>E!B$h*gX4&%5SL&LIQ-dQ9ACc<-vS1PHhxG6cZz3y&?MdM?m{J!@v|AamrIzpR$c+))&8D z_(B9S2yAM?{zJ8V9zAqT0K4UpnOVC1DR5~YKfj4jH#L3w>S1HHBEOK@oFNy41vrB+ z*qZD702KR+bQmLpYF|xFjp6ffAn70~Bed~$vW>VCrhI~eET?5J{5&n^dqe{s$!L+%CjQM;7-Z_(J(^@K_wARUdgvYp z1@r~!koF$F0WvEI2oMdzds_lm#p^snFIH!629ewYxklZ|(j>718^lU~bRWgV$7k$bWoQ6`i3mpU z>u{Dl-QV>5uG8{7u7k~x?yC$dv$nCJd$hM+R9vk1N4Jh%4^ikqB(lX;6rKc8i#~^9*tweB%xWL?u-2ki_TUoK7I_b^S5WaC&opklw-#il~_?I!7gNXR# za3Ifw1VSYVR=qVrbSRU00NIIvV;Hy1w#O?Y<%m@c&Tt>2iTevhMa6VYG`W${tUd!X zh*9ip0@HGr?K`eJOU_d|UMR#vWn}aM-P^8qgNUdK*s~-srHq;=cQ-fVzhBS6Kqmn0 zdrK;gHm-o-hfC0h$u&}VFGJ#!d~*RjXB5VDRTS(W=jkuX%&*c(0aVOJO1?lSPR!0e z-d!2VuxEXh-Z+?Vy1$T?)fmmgw7)r9xc_>c_Br%qrQpXx!G$0Yj-B8j1x9MAtcWkLxjRTOPyb6-4dcf+eTe0^4M>)V@`Q11o84`R^S`P zkWheo=#EvsTkoAH@pN$qvqvhJS`IY2$xs3N|5&t0*h3(MLrk8F*d0YDRN+i_B#LV) z^nLIY2X6espd|tZ3{yv9dC3AShjjE1ygUuFo&<08{$K+N{}f&)6?RB(vqs(m+J7#a zu^sICb8ONcfV}1lqp<--V2A|&J3IuV(gw&jDpRAh9^X6@UPz>8zR8+ zumSl5G_Dpf7WdMnF(^4?n{0L~i2nd>^Y53EcOk~bA7uR+j1ZY$sBY*gIYQJ9mpO+4 zcN#c$C3dzD8IZpAXv$<8#z}5jw(g~vuEJH*-Q8{F;J}A)#4;#>)B~|HU!WFtX#ELe z7@wIjMD@-Wt;+RLk&=>T9m73Hv&uI7LT*c3tZ8UyFdiz%u%7Q?!1Cc2-JR=93IttD z1{`xe<^Jhpuy_E#6Jn!!d3$>!cSF3>dLZTIgL^ZvmWXLf27FiwESvxk55{D}{h;HTv9S5HtRc$B0M07Ue2KJ?t-7 zoE5B7E4QryhI#A;fCK5YK0K8xcHT_s{QZ&@)LdjZbW9v0k3nWrIWrDmJKU)v4QDZ?&5+Jq`jj85&Y ztEb+_zC!O9qE2+K%HPFep1F@gNhf0+j+iu{DU zNU8mQy(U~&UvC3jxvZ>=+T@Sq*(J_mq+V5kxJbSuAducQVOh`V{vi_ybqxhI@7rfJ zVFh2p5YOkvFyXr(IlKQ?2j)S2KR~{=)|ljKRE*pZF1T2#-)`&Mhxz z{LigJ?XQF~_FX-@o3z2xva>NtK945;zcIR=y*BmBfb=3Pb8T&HvOROCJcwJMJ2a(K z|COOPUibwBOo3d18cPbi9~3RiXfxX$n3_7Pm!I_Cy%L1}{P_b3SC22Y37)6Dy}c<$ zP@bNF%X`^kUh{U?{- zbS2{=wNXeevQSYp=}rM?U1OqdfD{eNh8r+T4+O8-V4iQe`(b^WBPgu9TIH=FbdQ}5 zmkZ~6(r$t~l>3W>gro*iKT;>xj<(MMPO!Dm!&+tAP+R*qU6lu{?*S0>phyrg=C;wq z)GKsya&phKHvnvuKbE6n;3GZ`rWREJBjEDMjRfj>zI8|k#2y|VNO2urbpY$4_qHf` z&0Ct-%1bl?C2Sc^e;uBL-k|4a#A<7Q?sZ>xuxCySn34ynN z1P-ML++EXUo&g9;8x*~K0s<~*BTWz;iHRH)N1-4(02XMFsyP%ULd!CZUY4jgnEnq# z`=ykM%tQIffhl-|t&mEaz&2F#HcG6Jswp;)n6(wI_W7C@_!!yg*FQe0do~f4H;*gG z{hMp0J$UEOK3G!-uZ7I3+5&bT(qRCYTMvA2x+St3L<#V>CycHN-fkdOZ9*{vKr3_fBmpO$18o-EpBo_fGfTsyKuBex}Amt07yG;pd?og5mzpD`g zV)bZ!o4crVPzcJPB+)#(74@) z)kahcLaF6q?&)C4oKbswdx(HC{hqH=a}mma9pLrh;^L0O)W-?g`$4UNo(xe&>swp3 z;2VLF1RD@xs1rRcAh_XX0>Z-G5Yb+QH1eQf%oo@+%ld^{IR(M9)eW;d*SieqkY1HZ zKp+ZyJ^jQ*)sPjJG9>=duKd6=@*@NV1pa<~fCaAGjVupI$qVoty~|@`V@$+GHgR!X zLDhseFzARI-;iFLOWAy?_dZy$~=2(2p_(hPx3c1Eih=!h3yp)YBHy2+}?=UcD}cJ4h;EbqjJK zv;;vpsRQ`s6Oc^(K#dJ;hk4C0Wn>&29PpjceuLwFuytE0MYi{_5F}tTtiRKG-Oc3# zQJ)OENGFX7kNBvls0+D^FrKGX z8a4yXHh@Z~Jzza7uM613kJhjdcMt`Rui)w7=;_|UVit==$vxnaTZ?@iE~_N>VWj(T z`9OuIIP}L{V|^6>R!R=6Ce(1Z|6=aGWmC;jnMB$XK+f_4r8NQ{mrvpdVMFoJ*#M+R z;6xyfUT>`_IFZt~dFh z-rV1B7qGEaX`pVcu=qK>x->ILtLU_liRP>^ioUU`>K&o@(Pwa(RJ}XQ2Xa0E0q^{! z#MB(YE&~)+zW(=@6-lmdBCv$*j82=zu3tBVN8-J1~wvEsJ28X6BxL`{{ z$^aeEJ8`Qovo5e+4QiSg3{^W`C_91YqjUy zk$V95ng%*wcDysRE*6Uz)WA46U3bh(LtmCUm_s(G0ZkLyGieWPDG>G5u%D62BT`o| z?M?spQ?Vum15~-lX8JOKr2!P>k&c;O$wg4mON06TVEPSF+O7->B84!-@bUH4fnovp z+rdD_QRKXDfZ#DeEr{oEchv~AJRSvK0PNGriHY--!mDL9Ky;wAb`@GJ^Z@8vWBG%@ zDIYqO@wk{=TH7)(5DhlXpne~u{Pfp_E77f)T24Q1as;W=6moGiTu&G|&o7^%DvK}_ z;)c%75O8hR283h_MD80wzO!j1w?r7~9ja#YGul zi!?46#Qz3#|IA|~4=px9(8!afoW%$>E8n)?4fdyC5HdrD6X5L3a^a{U=wuX|MhSEg z{QeBCxsy5M-h}ZQZ?LZ)BDHv}auIM0&a;aR`_#W?@@cck%vdRU+ z5#+f9I4}D!ulrybnG6e^Ts z9Bdq%$;nBHXV3mB^&Il*54zQBtq>`%9k4NDXqV3;)WsQZe0&_(QW%uVN>|uJ!+UZJ zWRN;CkQHFR_rm_Ub|wsu4HQXmeL|lcECOkUjGkyU-FzKbX9N7w#Mp_pSrqU85ldm) zZarkjwiT}N88RUcL-vWt5YqbvUR$?N!0f{k*)r6@*1SZbn0uE{z_rQo1oHq+4Y66AnU}!Cc10)BhSt;xNmb|+NK!g#QL2E_0CIyTnfxj_}NvO*p6$Q8ppfO z9ATZRD)%7U;>C0Cvt8Lp^1XIZP?0;8zb587)4x(}_3;^w+sAG3XCK`7rwE^f#J~0P z<=du_H)|eK!o4A$QuTGmwnd$-V2aAd*{AypKU|uQf0eB zj7lM0^}{Ysa+o_vN(`DE3^yO=ZWnii=U6Qp|L+i=mUX?0T3txBzl7X)q0q35^&j{<~m8jH>Sz%Irh%Z%sq=bp}mmsq{ioLmwF=jtk11V1EHS+&L?z-+>)Ct z0fNSX-g^E!0bB_(zP^?Dd8DOI6||}x8bOtREeWE+z{RE^1+Nc^xbCn)@eyj_R#2r> zE3^nqOr!y?h4D|>D6kRGOdzknKqAl4Yaoa{h8Wmd8HojE2*!{!u)Ja@`T8AG6DPrR z<{Q+exxIQLtzK29!THN(5St#JDOCQRN!LeEQ?~mX2B49>lalB_7AkZ{0km3MTT5?m zI=Q;O&TnXxZl z(*{Qp8af!AP5?K!wJTAOhM_;ll^K!;@RS)qm|h`ZUPe$ogz9S|yoTr+O`sLw$B*cd zC2MZ!@jaLIPuJ;%@(>k~V;AEsShJ7@9n!1L{N~gSnf?oaoxttN%gYhh7&Noh$&oXt z{tWwzgw(Pjw2zP`Q)qW`J6dl5(^hqNb+jT88Rhi!r@}&h#8X46hR4tX!w>AJ8fXNl zH^ixf9>G{+*13l%2Z`#?GOA*q?bZNE!TfjRyN)aN`DP8ptt zBm5HjOEPAS^fcvoqVzE5bd1`*hzv2vdY!!LGzYBxdgc;-&&ULfA~nDoDL=P*p)@1fd{x`&BqJh+IMe zZ;}RXA_zUg@KM((TZDCFiL$Zbfow!tnSiPrD_KJJL;M6%uLrO_9{F9>N|0-SO z0a%wH+?{cE!Al0q7Y87}x!nYA=AS_KvMh;g-mcp5o@b=RlbO0Uly#F}|f$?)G+CGZ|=` z7l;=mk=fbZ1D?{$cM*^DK1jMfSOUa{2OP?0&T4WQjdIHyz=wYZnx2ASZveKZN)Im(Clh z{X$1KEWH#^3Np}c02}r222x!IUDoB&>O({a)DH`wZ5Av>{k^sEBWUzR%2|M>Yw*wR zLd#L7*>*6;b0*99?TFZR4bOpra9(6XkP?bcnP_-6C}YH&p6pie`9=l@2j^=7^W7Ww zrhzgi4wA7!b4p4{<=9L=6$9r;UrQl^O_ejYZQYQ$%w_wxJvRa9TF?>2?uP|(S$)U$ z&;5zB?5f8{J%5UPklz^0Gq=l(2)<#^Z5)>edGCpkE;t8PR<|H#-olcFLJys3FyZI1 z7Yh(5-=M>3Yjrdc7#LzDuR|LlY$0r5E4pE0$$8---cU)`bbW4*GDSm~0SXsVKw)E- zHbMO$H6#G{2GG}dD#T5|lR81PqVBv(_X!Ilfjp4}FQF*KJ>uZ06oJ6FacC`qX6-b4<9!7 zQ?E%%0D-fZ@BQi1AE+n89>6e-A|vlH0og-X!76Zkv$wdb%d{)HAPq_78C84)POuDf?3@^IKh%@Of}brJ6tXe7vVn^0JS z3D|xSuYwis^n*f2aKg}czs4YWdq0K8`wuItAYh<+fFY-I-vX#tcb`*_OGX2)kS z+=vvPpq#>q_u)PEl?@nWYCo^Yf*|;D8GS2Y29>+*lk&c~1`u8Fi{JggE=3`c;6C6s zxQBR9ocL-Fktmpr-vPIKmpPz`ANd7F3Q%_urRjNW4~cPqDog<(`;dn8 z;FpiY0<5HSI5;>!G2}qt!blAPse*U>b3Qb2E~!V|ioZfYfNZd@UvI@y+)8wCtWNSF zpMA`zUADg{O=G=5L7CFMbHuHb|*A5Jo%f~{F8)|k+16RRxOgX!R%JW zB{*6Z+N56gj1KlsTu-up8tW*rHqL|mo)t~>Ek*pACb z%Q0?J-sxXh&@+UZO%*3mXW2FP2wy=FFn*99HJ@qBzx3u>YxPa@7S6R@taL$L)l==c z_aFYBYDr&K0yZ??R@ymyRf{7=c^AGH0QqvuKd{L9hoQ?H^?pZb;ijOwm{vA zoWDq33_UxLn$K_+ zs6qbdi<5LH?MTizrQv?VU9B~X%1|dVud40OPqEruje~OOrr6$yqab+_v-`BUg71H@9 zFTNn~c-HcD8g_uCVYiu`EL)Ia#*14pn=Bx)#CMK)X-(SnjenDtUie>WbQKbq36=bU zPteEg*JEF(-lB8GQ;wP}qbM{Yt2!;~(lm3Q-8jlAvYmGj@TAJ!3c|NL3haFpx4yhl zLxQhy78ufhnE0O+eyp9HGm|Sp9l7yfJ;RJA=ckwL<5|WiKWn!0`rJKal2>}OoXHa# zPt(3%(z1bJFJYfbYVW?;Qds%3xZy4VLjBF6?4AKhQ4H|?pplTI*zBp_*>*X$prSNWmDsE zqS}>;%)h1%#>=3eo<58EiOHb#2uyXHtD)AH6TxNOI{F@`FY;;0 z1S2T09~L=1EGHk+E)a=Pc#F3`7T*?e%t&%K$gtcc!|X`!1Bd8<%70@ghT*NhaKSpD zLKWii)n&bEY%}PiEwIm`@wBl%JA5YcDBMZ<_d459C?nBiH2FyNbF1lFZWhO)&hbAF1PZY_UkXWUANP zung75Zh5|OFB8)LU{imf(tw1_v}kN$<4%GjCuK!V&v`VoWzQ+?A? zCF@K7zqB@N6;ge4U7QVBcC3{fJae>hBPrCJ$c4^#qwpjW&6c4nH~mhBbGVgn|1tfbHbo@1pzhWYeGH_gi#=M zAmXfW>$QhhJ*i6TKjt%8G5V3opZ@ULf6|4+ONq^KG~0B68F`M4t2;+{~Z$D zBJ07%CU&+_QYYf(h`#uB)nV+(1tM7!$}D898Kx6i~4R*c;kFvRw3)799PA) zn(HWaMv~iJtO+SrD#szyT(r!AbY~v4wAi*&lTuYfn=fYjvSOAopWp0S{gSrs(BFd> zZHc&?>$b9VLs+n<^^Id{?;y{u%fXO z4`=uS5>5@(8EW1(mQog3#hzx0)bGcV`<>0U0*+kf?T)yCnOAl}su$kczPRe9gbB49 z*}(aV_g8$vwjl9tRW*jU`|h)|nec=T!~{V_d+$x%+F5IC{tlI}OxNCGyyWRXFgt^E zcEpYLb$hIXG;lqtL(bBfN)*(GyM%muQ4qv&q9^bdmoc&s=xJf||?g`#8@f z?qTzVcn6CP%|1ucaRHLIFTJyfsjqKJ>Rm?$t2n{XkE#P`>VnDp0_ z!G6mm=|gSSyr*2J=PG^E9DM>`K0b>K5kc}d#!UFUZY7d+weUqBBGbZtjO{r0bKw`r z%VwWcsfepd1{p~D6Wh7oJ|ziwflPP;Kg8<1SJ=SqyYuH8KjV-GzDv=1n|rf!xSRq?ayPH}ze?3+B*~PPhuUSClW;j1?L+|w)+kM%TgYU*e z%eO|o*YK5)FYm$uToDr}R!yAY9MSH^O{Kphu6_7IMNq(^^jMvFkbeCD2_0I(zt1G3 zX(%Vk_4>y)#8!*5NyYHSTY1JorWY9SMGsihq*~^B+FY6&V%a-Mnx@ z!V@M_*f2h$&zR)RgW~#gF-sOx{qD*GRDfsxy{wty51UwW@wm3BjbQ<2=_|n*z+vO#$t#BIj#fsZ4zJ9*b!)?z9)Gt*>GrL_HANsUtmGG*@rFB*@>)bQ? zg`Yo|WRYj0k4A>@cqepi!b*id^nk$C+~NAkoC1oQs8ubJuu=c=p8?N1d`yP{@2#;X zH?{K;{iSzZkm!HH%?vkZu)U2^m+ibz*S4I+2hq)EUok^ z;_lAMk~r3R=BoYXv3aD%IezEk(&gG(@~sRlA5%x#ITc=-AGU|d_QuHU%}02VKRpOd zd-%Q%N5eI{(OKoa^i6r{rITc?AI&d+m?kevQgAJv#*!Rv)0?&7Hg_ zv{R?%MHLgs95u?Gx$3d-KnZfvfN;$Ij>Er z8i32z)T+RtddFg)yg6TCyQSEHDeh+d>7y3`KfGI7dO~he5^xVW$H}3|Is=QS20!Di zoVIrs&5abrr+HWHdyZ|Z{-Q>9#}k)r^=&6`Cv~`^&8WejEBs|UR(TE@l0LzSY&Zoy zp4%ZNlVr@$R<^_A=2jDGcP=mbocr#B;-HA-oGd11r9k0Yy#mw%Dx zo{eQ^c-sle+nBcGABG^pFI!Et~ekBUNHweF&~ zsVHwLc{n-eOo!mf-(A@Xpsci;&1$^qfj8rjGvHbM$M|=~cK+&-xn@EhLzR26+&kO| zBmR+kNw&^W^rZ(l6Aoo!6f-BWRx8KYK(6Mk5Q6e?Hof5rn{NahpxFjpqBFt|RS}Tn zNIi;0HHRMQX@qjH8`LmONdJiVYchvNFG@}1Ubx{aW>M_D(5q^yYL;GAzFD}hw~I}i zq!(tNP)gL_4V_kh0Yt~s3w$0 zCg+UjM-ahSRaM2Nme=Ug3KjQXS`}iz#Oc94ULOqb@c~X;T|z}kDGNuvE?vG{Jv1cT zlO>&?$x5hc*pw9(y>t|qpDw#+M^Lnrm(jnX{GI#ex9Uh&+&XOW?&}!Sq3}r7Df#S? z*N${7;x2OEXWgsDZ?RJqD1JXSe#-8Ft29+%8kB!@BVy~1NXHA*!OEwvS2(}vzh7Qr z-lFl~s;FL!mVa(LRKexxR#U)#Ca;LEpK%g}9Gefb3nZ^Vg(Lmq$QeN}8t|xu!oiYx z?V1N=sE1HzG7oA>5G}RWdg$8+N1C7tufKr9(Lrg+&-AMHRg#qx!-CL~p1YYKCSB>H zGGCznx0baczl!_@T!A@q<-D0V))#ZS-I!vEZ%58^+>Q3S`-q8Kclayi|UW$(-kmhJtFXyKt-zfMllj~Gtqy2puoiv74Nmtfs< zSwF=#-)*XCq9&&QX@KSHkQ02r>^|lItvyO|DS9#MmiGA9(S_X`nnG6Nd@sc`WR^Sn z#6R1S9W4ufMD-DDIUdEM`hqBJmrvFzFY|jH&@`Cu=AdcVWWF`?4e1mS8$_{FsP!RD zK=dz>p<-cSK|8QisQu+@%x`mZZOb;`H2YE(W`BScCpz9xAF&*B{H@Ao zZ=0a?1GeZn5;vPL-iGsnAgA4;N60uW#T(!lsIH&aQ_F{&o~zCQm$8@%r?iR?2oTa! zuvq)Yq#2Afq9CV-pcgv~3@I=ptHI@{g%YndVkFlPitEFck%A?xz}6czyIMd*Nj>rsD0E z=>FpUFze5v20z5g@%>%c6W8?6vWOi*ZQxo`^(972;X(tim> zf>u~fOIU!4O2!&r}DY}zsKiWFyrO!W-;_GZwjZ?8jcEo#; z_C5QMnDe*Os%wFkhtU*e>mwI~ipoRm9^o*NI<#>gm&0uMBzH6+jdzH>ObYG7z%!8U z5!m27Pz^Dqg40&eT8?zXBJMuagvY}a#5&0}Lw~ys$D2&v3mF`zVEJcuOKyaqW;KF7 zHBE0K_a--O<3=}~f4-R91V_+OQS)ruedf$-_=#24eHOmT0fFxYvmT_5Dv4Y~Sk3H+ zZTIAMGW3*D*Tt_f!=Yvob;{d(7o`mRwC3}*#^#6x1ZbKa-YTcmE)N}D|A=`jrB|u{ zw6kAV5C5`T(fPN(;_q}NOTMbSpiEfZYgyGp;ow2zc>l2YS)R0CJ)+7t*q%m8;3r-K zMnr3o_#sQC!93F9O2(<2#ly^Zt`ST^$yt?ur)x3091pm(INC??rY-dGP#i)_GdQyx zlXvV?byeMvUMzYlrHLgyu14kpZ;EI!#|ViLyjvSttf0;?M;=(xSFw9B|+ zU3J%I2||ByL#UDQ&u{Vf{ypo;6(>|58yi-{vx$)@ZPdBOe0=^3+H#`EmYlsmeC@%m zq0u#1E$8;+miehi^xNncjQj>0C&4w}5_v?!gf%lGJ~a|j9$c*M5)eREH8l!4B#BCa zx=1y}iGf0@Ox2fI+?*fqUbikdt)sF!$YLT(fcrNpNsDUIZuD>P9-@BV^JaTAH?KYO zuSYv-g9i05D7`9I`}p3OGe&QYoMEC)Y`QSu_u9y~b!xtOB8nVESvnaLaVBv@uEQUc zdE(bHH6D=0LjLwCQ~5+~Gs{QzIV>(k6Uu0~*ONhDyF}90HOX@BXHPqaEK8vJNy5A@ zo8vI4oMJAdF^0|i)*?)7gC4op^SU_M)p}O{A{)xLV{6Rqm?Bg5#GLVa``($iPXAtK z8}Rh?FRbZzJlP4m{1Se3Cm2^4fvt{~KD^zMF{Fil74d4?W_|Qa zL%M;x=ZL9$d5NdFpZ=~3_c?!LAJT5a=zsr=;-LG4Hea2$;d#_=Mi^C?h@Q1z7_6_l zqIMR834~z8(f342WcHht5=k2p8pY;l7_s{*zv8$l?{Prvx%FFTWcTFgcn@E--BhXY zkJTzRU;HI{zTPLtl?dl}4t55Sw5Vlf{(zYorf#Lsh8Ps1m_-D3RKuwWnc>{xvR~N1 zJHLJIuHWkNv6BuLhLcZ+kL~uYajxuYx^e$G8|*D;l?-*+c;WTV=<9MoQ4R~Q_D8}Y zUEy&bgXaC68GAN#C*DZ{sxt)7;(0)*AezK%<9PoNx5y*%G(%Ln=Z|R^he5>j`_wU5W3m#AAb<4&JVY%oySrkM{kq%%B#& zpO(2xN;NR{AN}^o-!~kQEO-Lz%*a+nT4wBr6`eJ>wh4j-v2H`%dF-P0U7Hlu$CiKwsFq=glpx0L!pJ^mnK>W{+`V*q9h*?1)GT6qpik^j#*VDiV@3Z47W^)oJ>V!GjNp& z)S9t^2PicsmN>NE2k$2YYmCRvMeg4@;9Wdvd7v}3W{t(x-RXI{OID^4zh`i$8td?o zE=g(ntSNywbg9-9k|A=O4mqK!-;odxhYsKfR6Ug21>Fzs!3dC}o^TK>j6zKOHm_2s%=~L>a`P5H-AoBedgu5{!46yqta$n+28V1eyiwf_D64a z#;Lt8!g#7yZwpOtewF@3*(4?p^Es8EFPEtZ=c>Skogd6+g<{+-g#;14LukZ6{(26a zD5UT_TE~Gl;S@-kzi!y6bxo1evgm&dUUv9&_pgoau)~ywm5nz=>g~Pr`i(fbLzRI_ zzI@JYjrYI!H2JQ0PJTMttGkfx+#ugu`zqPx9ox~tt9++zhl|5g6B(Q_;Tv^5O#!2y zr%~71R_cDALHfR0@#$jfTxb&$dqV3|r0H#@>3 z4=kWpD*sV6KsT@Vy?Q)CT%Y|SBT2yer#a5pI{@hE9j-BvihVlb*e>n#k1^HR?w8Xk zbq8(=zUBS%rGLHCzbLBBOxX6rbsUb|bxG||v`*~BUOG#|-NzLcXCp~=nqaU7bQ5_* zy~K-UaowWkZOuL|r<>~PhR1M_RATi)aC$5uhQcsd=uyswTQeIu4C+<52lRLDK`${0V&&H0)|bA&*}k@CpcYq%co5jqW#*8FLc%VhShA z0k(ak=wmgzX0Z=i2mFI$Nen1E6t^bM8`j^O$P4igWIE3x{Dv2`oHq6C)p+_n_6*kw zxFfxF)5>}YRI%VVC?B$Z@W&8jquKn!p{EeepCOI2-6?W4BggyH?~|xGLQ*+?x}T6oQUC;qLUXYp{aU6->&RptQy>0tIAotwUy!V^J+MUAIhZMn|D(c^cQGCSQ z%F(8aQ+Vx?%Nbpjy-ZfR(R=&1yX{+?{a{nSCjFSlZ#SWLeFFpQ;1qi2F*Ke-RhUuyDN)G3 z=jC*HvG}|P{frvg10MEjM|zZ@Mbr5Mkp(Y3O+NKiXSR9@uF&*Hzs91b(?-Gy!yvr= z22&;oe^liLwEPDaS^~|3Hfv}eQcE_rqNV+nfJioxr%%XRX1{m? zj<9P(KY>0p0766gIV(7Z1PA2hpn(CJkO<&!Cp>9$>W=dw_Y-+s{h?~Rykau@wbdlv z)c?cTTSis2zTw`B5+nsABoz=u8l)suLPAhL=`N*9Iz>tp1f(QY5b2WckVcg56zT3h z_jLc?G2U-yjPqgd;T~I9bItk8`?=$~eh)h~VTdBBj}d=Yq3(5WB_}cQx9cxd_jjnD ze$!>L#KmTZSg#zVrrWv#Dnl?uO_<$1La0$W8ilgqhu1!X1Yf9_*xTlXs?$YdHwxK^ z)!F`dM?Qh{r;RiwYsHleOcnnOn(&=_s?lE>99qW>P$}hOTvuim)MJlHQXRT~c+&s! zK4X;LzgAQ)MHNXtXh7gbHACiZc?5@m@tnwo21BLOLb((h^b-xf-F_B|JmD%USpkV-{_pPO_Q zF+xLDW_3n7hSpr5{@dFE4n`;(9Gr(vK9Z94juO$;!NCM6hsET9 ze{At3P5bN_jE#=YZG9}>UW6+DwJpmnpT#)Lr*D=L^OJ;pg((*nDR2?6!TV>}`1&#k z)qFt^=>VcyLK>lZkhL!k=2F87erC~fn_+u5Q;d7PVg!qbrL!-KP!`SZ<|}eS?WN~> zv71|hJ!uZUNX~KR;l7w2@VB6+;ScJIL=Z63N3~=68d5@3odlFYEhaof;?`bvf?;h)G{HJv#&r--I@c9aN?N0ktxHECp-1~SRd@lB& z((y$?(Pd|@RQ&0U4O_k>Pv|A6iWX!^h6W)L6!c@qRR8*YdR7U z&j*N~=n9$s`KtFj$J74wC1DG>!N;A~<+xMNUN@LGa6DLUU(Kp@Se$+;2qz(;al#lZQM5l20ZV4Fctg|?!e&zln2 ze6%amqiDYV(Jd;KZX0(lBZbsz)a?fZvFw_Wf6n>L@9+Vz@o895j4Z?LKizEyx@;JB zYf3^a;yu#DL7`WLH-+!4VaedrBoYaCJ}8}4zHNczOE=qiZ+kNQ)LDo-$Psl=h>$qO#z)((&Bm0USLS@!&y$DW6c!mKoWP|3Gyba){j-85Zq>YeJi7v1 zX1;wJ_5t*Im&^}XD3MBr33h_(BM%55T~q*h8*qa7!O#>=n+D;4>R5#*VeRd@QnSI| zggEsPN>yf?)_u8fue>?+b#C_&;;&Xh-RWb7;S)&x#l!*81596_W4{SX_t*9Hl8Che zUjG*WyF;S#Ja-BmOkE@T%|O`@Gn|AbxO6;6_!dS&FKcWgj#txDTea*QFxXXlZAHBN zTW)&UzvPwJrTNnOF12l<#*=u0oUhRHR~9ZoCs}iAcl*~#sPe}XyM#W{2EPq6-D#IJ zvzF-e4U}e08e^H~)PlQk%>+6$4<8T^0bdKGGaA*dJfJ6pHxrmZXql&^*Hko`@e#2Z{>b4hoxqO7=>2d96w z>6mbjOqPj^Y*0_G4GvU#EsxStd6u+)4Z|orjL)-cX=}(-PMCeJv|kTcKk)cvvFIIC zA*Q|<4r91SNEU&Pg}XU*aUKiYF)^iLWe%hmB8R>~`k?s=>+{OCyRm+Q+tTT^^Qn%S z-ox&6zT0km1)CETv$Q^<)9A6!yyZeVL)&aBn(D~4pWSYaY8!kiLzv;+xz<&L;?Cx+4Pd4d7|A| z;F;)VFMP2ikhtq}B%-Zz5oM6@8$-#?^Wc)ajVGS3@9^rOuue%P>HPGYs06|B8uE=p zHW?XSABRgBK0!2-gzrp#PlmqLaL4q;U<3%}^3@IKHAF1j%j&Xl1s+zRLmB3c7#>=?USI}}U^V5Fhv|*9#fydR#bHNrqB4dz%hR$QlsSd}6s+&? zPZ(Vs27+NJMsh8(Rr;gO;q}ifmfc+Mx$gQ(=mu&zJH=s3Q?=SM z-bHUQQJ6fM)OaM-@=EIUc%z5bP0KB}qP|J%tZp$wR0UtQaa}gHDOca;eoKgrTclWzOcp7)N^2XYSOIh6y+Xlz2w#oB&5@o2%4q#&~zDi zdq`gx7!tdpHhY?$O(XI$GAb}#-A1E$cK4fU{GI^wput7J*oU9<#SC1>s%WRvQ(=h#8%1eL1no9LhRe z^kk3Lb*XN@oCW4W3rm8iCs z#``sGOpuHp$i-i`aGgwFFbj7*5lF^KTP%=>AFdUBCx84^3z_aI`$K}gyR)P4EI$T- zsK(fPcMueq+j7zgwzrjun_iAE4Az9=qQw8&iwZTg7D#HGa?&K)avawlYuU^_>KVm4 zbhAY1=LtjS$e|+9b0W`k`3JPYBIQ@x2_h%v$gW)3EC;zvTh#lq+fEmxMdTOU?hDgPg)`pfX`!Qj*`gF0uZd1-jOQijmeQW3inZ5+=_;VoX(}0Sp13|%fYl+8! z&HelLQNzXNLMtLxzw?(s2fGHbE2B@gyAr(;N(}N#~F<~Q=PH5aB z+j5?-E%gieNsT((R73lwzIYiMZpro^rm9xU;Q~X1rGVH9^7SPU)gq#y2Y45PV+2@> zNpG55=Cy425}|r0!s~7a(J`9j^p96pX-)&#S?)6LU%mtx3H+`Tx_p>37I>XFgG^Hf zfH9z}18YSP*g?_lz%L4Do{Mp1wtU35On1);Un;;alm%1wb^E{#hTs)Ww{{ZyFuuat zJE1fRb+H{!xU*UK@yr_rSjhnY1)&Zt(;-|P#1rwnnr5vI&dx2sVg^a*iZ}cV_$2f^ zCh(2(gyT5mD14PUDcuQWFzs*4;-PSbbY{M-P@nEDkh`B&hrXazV)-2hHA^uIq)?!q zOJMb(9|y5Yq524W;gu_8H4}ScolzY1M^ukL--HJJ-3JDpLyy1tnHDZ$OOK;rv)DO2 zI!lH8hVEWb5Y=5Fp~o-=qM_xe7=@^e5K?~rj9KylIH54OIU%vkq*zmxgv3%xaWjxlM++se$e4R{i%?MsEU;HTpqKQ_>Ce(*k3lPJN@E0b1d9Yv?Os zzTx-(845A#^cSTO1D&_xFSoWhE}N5-7xq0pIb}?GvN4kNQ;#bN{$!GrT`cl;e(pW8 zNb4sLwA4)e5A~l9;$3$6pH92fdKh8aNPif7@m>AqFd!`ihvCD?)rkJ znH%OM00c!wos_@|1A~o%GYx`+k&_=r8w_%?0V@m1dHZ=+Ck8C%};*loMB z@_D!1gHOHG+@I2{s|HRq0@>Fu`15j3QsnC)dKadRqIbMt<>ifpIE{*7mP%hIzlWa2^?cS_SXorhefoK0vPksE5$Ek@hysKzpKB6J=)?QD z*1cGpeF}Cvit_q?kPyEDi{1cme}I&J4}2(*IWFMW1Cr=lxD^PTq44^Kpm7U6jDacg zTUVg4N`tWY_L4|;YWvtDaH zxs!HG(N-vEOCx3vTub2P1VuUGN`qd;H?>R>VaLDC;6(ywiv6E9;`8$pTg21=w$wxL zxv2iRzglQLCIDnAYY5%{7iY257&Mw-thAo&4<_5I;h=6=kGc^)k9LQ3zVlPWyDd9` zoq=#PJGvt3p>k(4iIH`YKWbJ=pj3au_U$)?-lg}_ zpVkFr3~3(>g~ipAF_LZwbN&%)mHxG@{q2`LVzf1A|fG^)qgCiy(oujku8}^j7WNzc*uLq zUz<~iaoY)=por7)IX%Qs^V!O%)y=w)?l$+jkM=z-Jq4%uH7^pJ&@go$rf0*hyURS% z*Dlf4+KNq2pVE34aqe9Fx`u^!_162GQfPXDzclF42uyl&Pu9<>)t!B4ZEZI&J*w&> z?JCR5nb=@5DJSNwDS9OGm5IMQDA!ayai?g(KTvVZ>EjFP9`3Dt)$g|wqSRSzZ!$4Z z`Em^<7Fe?si#**i|C^g-eCx1>JGi93I1kIYuKnrE8R>Mi*ts~AtsqTcW#4`9 ztC@z*>_ECSBd?p#-0btx82*n1tnJR|Hm^zS7(av(y2Q`p>xdY|)AI1>llvL^O)s97 z$HIzT8s_6mIt2&OFvK(fF)#w=3P6JhEdkkJk#hx*H3dO#6&z?#VenWDbGsj`Tdx(m zgHuMx@h?8q8?)f}fgl$TFE?6v-m+J1xEJ~k-N9a7BA(B@&S@PN0~bslE$8Soz{WcUHitU|B@ zfUO3}nn5rWUgqm?agJd6aNz3yf~{*1y#rcx!4Ie@9$R?1piYg8qf8g?Rgbgl=YimR zrLWXcSm^B&4uvQA8l{+Hn|0o??)p|J{K30K-;)Rm|DwK)V|Y4fmbNbVZ;n0A5&oW# zJj1Xc!2i) zM_+)huIS89(_34-<5QDG=LIXWw;oeevMWVcUV-!^NUXwd;sF8R9KcgzUo5&dTAZL+SP+(VyeZXeS*dej|0l%tUBEE3M`DR!@roU}NddzKIrRa$U9 zTvGl<_*{3RlQqOJBy)aHbNEmgQ`d8Q0g|Ar<}R}XpB`Wj=9lH90N#-dp)G>Q;t-r} zV98K>gAF;hLpVr7#{&D!wHD-sKGL5Fm||m-7JH~+O)t(HFy~7ASede3s1LYa*)!Y@ zmCQx%qREk)CzjPw${7nUKF|O?YcmT|PdjcX9JS%cXcD`eJ$Do5eK5{5#94~60%G5!F0gP=8jQk`^wdy>mmAP zM7UnN883b8T<^r%1Vym8M3?(}TYa!ICT`%q%cr)1abt-60V)08pEoteMcf*WZC_J) zMXIYqr&Zqh!1e5)?!puZ9#E^r!Y-*=nls-r2M!&LpzF{^7R7^co@=HPA+G68LhVVA1C;8p+~%=oKlG&HpGs;Vds?Z%a_qFi^9ssSCeVk33OGEB#GdgCPI4G&T@ ziQDKk7V+K2-@mxjd8}FL_{=v?VS1F$L2wJf18nbvOp#E<#>W`fatn%}kIzdVqGKA`9nh(FvaJUMyGwV5XmXKZ~0Xf9mb z-B<*__0!5=YSP)}VpDJ(Zbq7(%xBsYki9U{bgJ+e|0P}Rcuz*6O$%SNcr1CiopHwZ z)Z+ecAJY6k`1)62sm4r*=|RGwY&UT=s{J*{4xv5w8L|O@uyFl&<@phr6aP6XyEwJh zdNgV@p(m0m5Kwee{94dJ$(NX!ph@A`4x`Tv4OUg$j;`FRiG(ZXx`F9qxSJj~W&}1i z_S`RoT#rUwc;IVUsFbv3gQFUj!zG|v!XQExdh?sRyMMrTr3Nfs5SaA=t^=41r)?Av zl_O(1{w^v8E(H5EV% zn~dw+W8n&@W;nXUOB`q>|8QRjp%(!`Zq76z9eYTK(0>z# z<2aPk>G<>KlvDJU;&Wlyfx?xzLVi?-OX*cQJ)Gaf%A!ylxOu|rt*ERl z0+K&Mgj21BKLE@N4T4FDI0gKLXTtFu4=~l~D>~l2$Kmy;OnZJ(_J9!)Z(SQt{PyfR zU%JE5=D^3f5A8{Q`GbilgYh@UPPQ9#F29!QQWq6iNhO__goIu-F?N^i*##2&#HE9{ z%hY9d4{UN<2+0;I$J^?8`1Md}BUFPU;Af!$5Qq#+WeUIl-IzP{f-EaLLv>?6N6}u+ z4)EYJHppe5pmk-xj_?$EJ{AX=?*CZ5Ir9wldLl4!e${e{+d$7;sPbyZ%h$0i z5_;8e6a8ehT9Ki-Op>F z2$(AsIYSGe64in$Rpx#tGl_ggy1#Mgu+8lsj8tvU15@On>^PPKdPj+sd4{bPz+`;t?Pl!zgp?>1!YK7Xa z^&D}}=(acwaedRHSH;Ey)t*{BSD|h3Vsl{W@!yhW|FCzDTn`O?VZ}Y(j_@Wz-J!zZ zr;Gf)7DuQ~*q9t&I?wouJ@m0ih1l_tv{W)LI6$0X+{gk26A&wisVzO4?2)On@O>zz zM&_2N4)o`%br*6&)XA02^MW+YM5>)c#{b4O;1Ld6os^64S)OPHa@_qeEu7fR>|pN1 z;v%D9s{$<&Fg`w@@IT!7MP_#47)C_J&-CRBwNy~UtK@=j6uTOD!kyYwmuoJws5gDW ziaDuw&naBh7QR}l9Ehtsvpkc=RjOq>EY7-h7JIW9#0j!w`OqamG*?lMR7P z^IB-gt6WkJG1q91#bj>qNlOkp&u zpMewl{gj@9+7j_oyoAo~+{|p-q+^+o4`0{UcfUKsnB2l%Gp_-VqMt41odl6CTIysh z^|01F?Rc4Tfm-mpz>VemfA7a&#c${pTTfS2{@QX8Drzn|Ga%|0(PnSDu~LSrcEyr&K7I} zRU8g)!;Ao+Q(kCGR?gRXTbxbW{)CY|e=I7}F!Mx>syJpDgaIn7Qxnn|;?uWW7ru+y3UxT^4>H6U`URpD^2A`J z`gjZ5Tzq>wJ#8Y_FJBhICc#ZF5LRZLEu%kt{HU=|cNlA@>fW!Ta$d&4q9h*u##XrE zrd6eC1T_OpDOM;WEt)~8vfU4LABNqz8RgBOeEIK_XOPHU1WMzCzPTYVnEEZB;*tE( ztV!waUz07T8wQ@mOg$^hCT3;_x4(beMYDe zS@xPF|3wKYeJN#>eCX5A;5449lWhf{^MiL^6)_n_WT-@+#<$Io`h1<-%8xPYe1Ckp zZAO-`4fiyvsWm!}f14-OkXZb=&IfW+N3AGMj}P5ZenbgcwX5THqF0(Y7@hP9oAMe{ z`5rI5EAL36xE~?&>vU=+SeCqXjcvTGS0VaKPRT8ZTWx>X36ruJ@Ckhtv8*~t>{k#pstPUuQ3|q->VK5O<7&vItB$&Cs1JklgbWBRZDw&yIGytF)8HI zkIa-QN(sCoq&>KLZP&%Cb!d;)axFe|En!IJ;oEqgxeK3f)irFA--Pi~#^RAK&D`ji z`*Gk}|1N=yuR39yz6fWggS$b;L5J9l2XrfcyQ?BRi`SX>N-s^XtaSwXy`-lr)|OeU z8sc@@s`I`)#JWx5bl6?mwSjdw{W|@?(j@S(wSN(h|D?(Mh-0kE`}Lep<5)ripJgvk zNU-RG)nui~nJH>LdT8v_DCT_vm88@kIT7cZam@O*muA0yRqlP)$6fep{z#j8)=V5T zOb7Stl3;>$R{oNHLgUDq2E}T>R@}hocJ+yTFixO|dg}eyH1nHp-xZF#kb7QR_Ij>; za30rC6ujd@#~b8^R=Owu2GZU2o zIjUnRb=Nv%LkSC)q^>KR^fTQSh}o|F8Ap?d^X?@WD9}FiB={{-`g2OGKP)&?sigsFUI$SQ(5St5~T%$^lcTG6fnFnY>sT|8m2Os$Wvuv zgqxa$1)YtRQc?aH^J%?&hH@1_WsnQeARvEz?%!AiOZ!$GKH^>3j_iaY-KSh|hWjmuKG+WMvNJ0pX zF-v!BhHe%4T9wom&E#cfUA(E>dq>sRc<}v;7}ZH>=x8rI>sHPBLL}>ZoA&FR=i9-l zYBUseYo~63+h}_AS(`fJUJocEFqyJjI{~x>oVE8H+5&)AfMChw^iRMFU4THtg4KG{ z$&;71uTCT^RRdw#D6Zv-<10YsxHD8}IbKaI2cM5Qd3m8&z!ZjTRo(XB5k>_6wUc?( z=M(#wW1PuN38otZ&8zP_R$OFc8{@E<2fkhK^q*gU*~7-LjiXZC+6jzspqy%@AUdBY zbKZEIkl-m1tY4tP993(3=kFiVwx}V)Db~1A#ieney!<#BT~mxybP()%pejYwXP&dGnVpuDI~=E2_N^q-hYs2Am=+vTgFu^Bt%~J{7_P3oUP@$d*j^>D38+}Ppb=dNu*Fc>FM#B#xn-2I z`Vgp2X%CTUIY~-TC?ncj!cEPEbB{s?Q@gp0_2?~oNBLPCZL%Fx6Vtj;UsG4(4Pg%r z`%T;@Jnb4*!Z)wl5(|Er!Rgd`p_oZXR`nn>KSdEACi`9M&6d!CN2E(I!UmR>WpQ$B zyUD)=8rh=9p8SsR=}x3XF}9c`g=p6c-CE zH86@qLtgytvGK28&Z~BeAL+$ zB<@xp955aFxB~mm8M=yc$orj*#2RL*^hhH6ginZi=Yr9~NJ3)WH8a&R&q;iC&x3#uL`DaS z8XxOpYmO`*45hRBh{GLBJ4EjQEKLLO)Y@V=sBLVtnnCcvB$lOphx#N)u+aqFR-J{p zl#8hTr*8uO@fiwoO|6x6F_(mSY|g$M#jpIxYZH;8JjQfkw2~8VQLEM6qoCYi*S95YaRaZ3w{r5O<#?^UA?^d(-w#*QIg? z9Q5#pinRjA%Jk}vvBx!nCS9?-@Mac9P4u;g!$FWR6>$JOOn)$u-&4=Rw zLwu6ns5_sV-SSDPR&r8Y{gP7faISnoRo_=)@-4(dXGQ;O-SjnHfS)pPsq+9884dwK zI*9FnveH^L1bbcrD|sR^T&wyR^RuCB#hNr1G$F%Q8^SK3(93)`Ch_$$XIMBlS&i*d z(9q?(<~~(KZ*b5UWey@kf+t{+04#Jx4d(%JS%TnW?oCVMLd|cR8JwoH;)K5`%q(`@ zkWN@*yEpTvbJg&oy-O+P$A=A_H+A`=RRvzW2Ix(}+6!!=l+5bIIcWRq67O?0dKYkN z@%7KNGlrg(+v9GlVR7l7%#lSnwXQGy=@S8qG5DM790l)Zo*lWbIM;mE)btVM)~k7X zW}(_YwDMbt#2N2C`i(!gyQ*z9W`5yubC%5?z2BMsL->Vnj4mOc*-1ay=_Kg9fPMBf zbvr3_AWb$D#LF*`I$>(=WgVQH2M7~uI(TdhL=G=Y&)Om$_hNBd_btgvglNmOX<>ry zkx3nOZM#Jbn=*yPyBEuD-k+-@G z+ua%iTV(y3NM*kR{gD5C+s2~vQq#ZKc`x+TPmJNlG(oTf;Q%tfM>tOu6cn{ET}A*; zaLB|Cq}vtspp3obn7zDaAxh zOXRVB^&mA&`|wD=zUAWnkSWZS$HmRB-PXv%INg}~lfU5JNoDBQYN!%@X#G6}&zsA) zv+m&YkCw)7*fM8;2q2Kvjx4l}x}i+=ZG>y9e9#kJJzQg*tg4#+r*%n=7`ZcEQLJmV zWf*?Iuay|XScb^Y|HU|%!6Qv%XkFg~AT4sV0rW0GqNfb9k;|9mQa#Rv5xJ-o(;kE* z`P?4%D7!nil9M*7o)xW!28YdTL=CZi=-&BlCSJ{Q7oCQb@>ocKLQ4FPV^^@$`p)tE zQ=uBp8LtC1kDmj(Wz|-Zlh0T7tJeETufJL4_(Cg zDQqb{$!X|T$bE<_!jXP)UpvLE$H+-3$XU41(2NtbrGrxn4dEJ1+TPDRF@`OPxS{Xn z`j__6FX~&=BtBp7$zqdg2llg6m92b9V)_KK?XtJ&8B0%`^bC&Nj=2u!qhGIBrJQbj z-*+CBz<%}fK@3B|3bw+?mc*wqTyBX!U&bX==aOYHo8BCJI>J0Lz7o-D253Z3R{}5! zIo$~Go4p{Uf#YOu-+q%{d;I1CQ0SRtE2{UvyaSt(Wed5F47=F&FZX25FsqAA=>(It zLKswEJ|I|OdrYKvidpU0I7+ z@TA5I@ozeH8pzF>-SIEhCb1R#)Vwmv1E&2jPXDSQcGKv|w<{bNt}pNY$wm{epkFDH z>a9|vwKz-#dQk-UAX=>va$|Fr!82v0w{Dl4xXTa7wpyb6bZTjTo=z-`c&rPc^zxKg zJ&dr6z504s)W4o?-mfcf&YsABob%$;J@3HFjxRp-q%JDv-DU`z&w_277AXz=L&7hN zhVur)dta>GW}vWQ+ib(7Zq@D}-~E1?GeS@G*0n#Igjj^>WW58FMPTzh$n7}XnnOTd zFHc|_|8Q$7u6P~7eDHXy3Gd9bfm=V@MpAp5Re?4y!IvApbX)4QI;axX#PNmos_%416aGe%-J zliZGZOsE`UE^%{_{@oT3VW6oqSk%1%ouYdx*RSvmrCtV{=W3%qn<52p?!VV zpMAy0&8*luV?F5ctf{M4si}x4j*Pk7+M+b32x!%iN*MH=hpLTSB6jg#V*UHBe`Kj= zp#Wk`;yC+QZe0-i%ekSIBB7;#NH2#5OFoV!x(yy9l{;!6BP$~1ifX@VyLWh1{}Cda zX1aD)eWzI5r$&WtWe2J!CI9EW4}*^0?@cYODOBUrPdya6rtmO^!M^oP8)?KUax`8l zbfC-2HEIoUiHKmpHVMap7df1s9rz%|yfkJ(b3P9Vo3^CQ=i6q^=D%x0rKDO(&Z-Id z6@$Oq8$kM=FSZw|9>$ zx-Zvix{yGG$!HPy!Hqvb5eYm=O||=VH$y`r(W#5kwIO#2~2Uq~nRR>9sb_0;Qkpbi@|4Q9_$O(jdwBO9I$j zl$Nffc%LU2nBjFgmc6~=jHefW$t}xQR$y}qr-BXoaRm`zdVOoNv1? zW34<`^Rshi`;&X=NUtDAka_zpz+I5r&PMmM{p8`!{6|vHioa5kAo@2Zc~qUea^o$h zo_$Z#x$b-SnX&hoD1%oC8P+TMBIrThpeD%}YKqDKv_$bfy}?%1zBGYMh(; zg-lwgsb__!qGz%5_TlEvi`8vKm*U$TW&RQKMR&RgnPGPGr@!P%Rk*eOO|E#+#JKO1 zks37Blu}6ynsWnVUi-|tKI3u?R>_JhYQ*~VL#<&anX}sD+e3xBRudb4L;xCvxd&DG~3M7a3FfjEWme;(`=FaD&v(=)Q6v`cvpJ9XuK>%-#qlRt5;_yk;L-J*^ZnL$9ZR(?d>=lxF`#8j7)wVAM>KKh6Gfj2TDL;JbOoe~M{9-wxiV1!(} z&WGI z2=6;Fd20VI6}2UJE{;}27Rq*FuBEd*;6{8khoY>9+i4?KG}`IE=dHc|Gi;S=@IAk5 zo{CUHMz?rW`-jCd?YjLOndrimRdIc_w|-y_>*tDj=e1z#xMRa)JH%QKdSyF%&p?(X zJBLvHzXqj>rD)U1!Zy5NGRD`{rGs$;G;=vj#m-;hyK(fu+b>J5nM`3xxMtRBTeUn^ zaG_rQox+G=u4BRZ)fa_NV-B0y@g(ZZk<9&brYuM?2e_5SFGe_o;j`Ooc2JW?v3;S& zlF%`nn5w*Qb3SZbA+fY0U`ly-;>R>*`9y#PgNpnHljui%mt^CNi%0H5Y*OF{g_Y}C zr~wTPb}?b)`DR+#7>)G`^jo9&qdjt!-bU!*+JRS(W1vA@zxu(hhAXrwN#Su8|F}32 zh4b+Gh6|2ONHj}rFPNvAxkzBuK3EWU{Pph{`c8ZB&1Z=x_!LIT0b(v z(1-vyO!pZ+!-xvaCO~Fe@2n9q8~dHOPonOsb$1S{%R}r`jy*Ads2CRJBRO*^lOnwB z0Z=@p!Gi_gL>ThJHCV7_?uzM1nL zxzv7}K+i__3#GU0yj>=|o|E}Q)eb-1lHGnDY>syvh%a~&^*Z9&|NZOF64uxM1DDiY zKzcFUCzDo?KW47i=XjCHx#l)2`no<^-YFr?A?5QO&R=tk({=f%k@jV;+!b^HRFkq0 z$GI+DB}HiZ?o`59KX5c$uZ&>*IGk!D+_Zfj{v~$3v1OdnzJ27-Y3PT1-B@{8x|+TH z!QoFF&6hMUbI63mRa2YSLX9l#y*7P zk&arA!k$gKJmp<}=f+@3qCZ!!HjQ>+5{1g!o#}BN=bU1o($ZFH!Uzm3n6Odf-JFs( z_juUJxTfKg;D8t$AFQ)T=x< zx{<}~FINrcruu>csiCnE9S&6{+mC2BnHLA4r^<>WNWMU?Nsb$U4#%W{c+-E~A8En3 zGd#wEwV~yH3x6+@Y6}`D$&7g4E1kT5Ba0KR1s4wwIWPr^zpowM&;XNl za46bcnyRbocZQiQAYM}e&I*|NhUO5`EtpIigSzEz7-Gj*TpEsx|G>uKb2v4TzE)QE zwtnTph31jOWGJ?qw8fcoa*coDDB#?6iellkmBGjFDHr-c6d zv}IfZf&hTEj+WVmgXi;^wVW6O1Nyyt%L6`8T|;K@WXTl^3#+Z8L*)d4vo4K&eL_31 zzcTXCaH#IC@tVi^H*@o_4Vlu`0wp@iffC}F>H)3X4L>|q{%cw5!yZ}Qe?`wc`hqPw z9G_k?2Qw9NRJx&|Av8(|4S?0#*52L#888}(m6g@b-u}r+SZF9-QBl$RloTRI#~lY_ zPOa}a;FZaaI7CvbtZZXO*;O2Z=61`2-x<+tRCl$qO4#1M<31>f={=Y95p?~jR`c4e zizv(GRjykZ$9=7#+=|qaZXe3c6PoL@7rsh!XqK@o-T@EwcPnT4fp&w7XC!(Y5}tpq zumvYIy#o^sNE!^GCmAPTO%=nbd#uO<)j26VfL<0>)}{CsgfibtuJ0o9c73p1r}rsw zyka2p&u12`G3$bxu|y*L9AkQuSK}=4XyS6~T!XVxhsg2)rD_1H_vt?1ihiqxPl4tK zQIFlab<6kuCtnaXsHhIaepXdgH8eI>ow1-m-MWf<>*||~Fi>v>e=FT|Dr%npPV+*d ztUxOK_w$A?rt=DC6}XE6w2w8SZ5ewRYnb)mT!MR$H#!M;!zm!EYisGvtkJ0v}g3yZ+-TxK5zU=4vXO7W+N*v zpdIF^Ts{1JT>pK=SNaH@QR>);`v*S>DJd~2sef~`)Q1lr;NaCupgn18e{xnQ04F~+ zLvPa`Y0Uvs8q(Mw$l3GxK4%J4#&A$4=zOT4PNWa%uO3T3L(jg)G$AEA2`h%E{Z|{+kKEcBOTHXSz-dE7ElRtq2 zfl$6cruhO6SkN9LCs=d8=w-sWF%9^2uzCY}Tl{@35bHyrv11Iclm?u}JU%{-oSt=E zNT|FeA2}7^p?+d6+4E(i0EJ9p<#nrDm(Fm;>u_^yvPad)G1`Aidik8SNbd^9yV~d( z>hZzKG_bS`?dnn-9v)s4p@ED4oZ-Ngfm%D?5kVQWC*<;^T69C7nu$b|hV` zd;caUNZPKfto|_h(e%6(7GuTgh|*>^TYawTa%+x`?*S3I^Lmefz;DJo?F9ILuOYh+ zLvP*_UFx|MG`h{?ntUB?_|U;v;Ff9Sfe9_Rx>r$w@nxf^XY2 zH|71%EH7T`T(YA1O*cXmN=)heO{dPWjJNQ_lUK%hzj?KmBYCay^ir&HwS$TuqoL#l zKk~7vv$=urEu^@(`A8YZaqt>Cd=BMXW9T1BMrnF%`2^(~j4S^Rmg}fDpNakDwM48_ z9)$(Xe$H#!7nOU>TdGBLvsNmXK9llob{ATbG3$mOZ)~mfIEkT97l!p7+MV=0is+vO zP;N^--h>PU_CH`E6C6BkVa#luFYY8gTAQHjJF}uZb5HL{#fFIl`?Ik+HwlW2yo@jU z3GR<^{fE#<5y`z1|u2(7LdU?{`-1TCwhX^((&) z_)-@?Et_`Ko#B;xtL=>lqq*+XNoEV)5L=WE@(cE3+uo%UlatqC-O$Rzd1o|1Jc<^HsR4wcf>!&Yov>V|gtCugDAV_&yRo1-M7QkUOFQC=Ru zOK`^x>sw#W@d69_zhs8tI3YLSvK5CS3WaMdysW`yCs<{**WT5PgPJz8)tfmWYjL=G zmCex72E77bL!w&Db7C#a%X_Xa`- z_zt|l_1s4JqTbL$PJ*`J{j7wQO|P3RgPY<|K!aaq^_fBc%(7SbqV0e8{u>R%W&H;j z#P)mQwIXh$@SQ%4j(XgEIL0i)OY^b!EM$Nn`^z^e&9z#E1D0tEEy8EjbJ{grZ5Mg0 z<`$Rn4{^)SvEO@PA1=|)pExI7suoo^(>R|Bp+=1#WslmEL>tY5K1)i9EDQEO!Ly0Y zuXPEd_IRqsN!2SWJ{vCer%4nuWA%jUeGXe|m-ldkYP8Dhe|KD!NK%=YjQea~q*n?$wggSd-l!}1v!uKqPVZaO*J&f{Ii8vCS3cz{@;f@5xJ)%Vk@%^< zBF>Fn+SfOJ|5@utE;`N2N2fOQ#s!DRz3tM%q+g|eXMF_E;_xUF&>RMKEX$p*95?S$R*wC8mR-I6-5e#Upa)9DeTp+U*iI$Ox+Gx!@D zTD;|%pu#{2q*Men&MvD<r1YIMH7 z_sZFb(Z9vK`cAX?zc?h5O$&ew9Txv z-MoMO`ggP0&s0tS{m^2?P*yERPIpIgVg(XXsFmgnfAgt{^uHd*DR4%cJiW9@tMhW| zj2=zc#gdsbD>@F`i%=jp99!gF8=`%kFO84;lq-V zdMO#3x{}oHxmsyTQr3y1N^aA^e}B`lsqPa-={o``C?NE-Hbu5^6*hOig+14tB5&oK zkhW7$r))RH(cHu49B*&@+b6d;JCEtcZzI^{t?~LZ37Q8UX`2bvc=F;n4JEyUL~n{A%85h~N`DB(`8p6yPt_%~}4APMDSg^3YU{&%|; z?eleu6X}~-McCS(Z48&rG1CnON(-V_l8Uv3X3btyE;oY`2X!AdpQ>CHjmXIU9hX z_dVPIj^*f!`HIhJc&Ns?-?h5Q=!h6xq2EN5pwwa^ zz!uukPqkMzXcHjF5Bn|$5$0c_BPA8SIFXgJdYUc%a-icEMtv16)ph12v{Korn5-Ky zm3!Comm4@}e9u>WX}@Gsbaj(TPI}e%UOsdr+dLUBD$U0B`z|!#(fDm}?oDi9`F}Aq z{f)v0*NZAXp-4ORyX0`u3X>KD#*EjXa=gv)f+(G&?GZ+dpsIwpFkxFIhG(B@iG-D) z-O6`&sB?R4>c^(g{yIapk#_C>|1L>|C)DjQ)QZ{HG?s=x_-Jfm-qVqCCSR9V>1B5z zD;dk0wNQgH$je>MP*t6tOfNe3BlQ#UK^qFs4BzRFJy?jGdNa^(uHV%_Cx(W=#QW72^hS;!$a>2Y`Ubi5PC?{vT7WW7Y_ zjSCR>k%Ps||K1e_cNq-Wl3Kshl~-;)#V6XmHRR1Bj913DolVy~uJlyuOaItZ^v2G1 ztM3EG`t*QhF#|_FKbeWA)<3X5Vx4tzPlub<2VQyl!lRd!dS9z94pwViHPWO8n;5z;y?lX&e~$IA26Zb3wGboO_gq&rd%Ek z`xvJ;PF$SjzE>}f`oG8-cDp`>ZJWI^O3syXT^ray6)gn+P?DRV|EP{rUJ{N z+wJbVgAEf=evEjX`xkTguYEp?x8#44oFSE;>Ena2io7CHcX#(B#%An1sbsw91B}uo z9n8d+M=iEWYsc#pMkKn_YBa7rR{ox4G=yq+j{ zO;Sc-_Y$Y*eMdTS%LB~ywd^6=X_>vVyguKMh0cASYiOQ>=);1v8mmv7EsbO%2k(1D z{4Y2Cc1cL<dsdsyP4S(80^_l_87)@jvxf}S$7JoT`zt^fai0}3kIW+qb<%FIS2f1)}2MZq#O zUNvXuMatc$Xbb7fzth{<5NZg0yG?UD=V=)ox-U;>mnFu3N#AFx&CW&C?nxafM3vqN zxx@qv)qHf`irXPsgz@;#2dk{6eBzeP<#-CbuG$^>4mNpy9`iwCT|le50f3ZS3R|8! zSjhT+!eMU3)anyd8nsVP9-VsjYKq76jP(zhMd5T{y6Rq3URK;#ruXd}zw97CY{3+- zE|zu$Y-c4@?K;{j4H46M=85CrmArqO5%ItkyuPAWzzy+7+Q%_c_zaOPp5Ngk36Y zM3cC8E~{+pJnzLqnfsuBJQxt&*9tEC-@AUrm{B_%oiJ2!X_R`LdsyJsK z-v3C)=-xH_Fm+0PI%&hthOeWn_3W!wyVfciy8}k84+f5-`c32T+Z}9U>-r6yaq4%t z#srEnDizT_)?|(5|DW2fJete4TR*4>36VMTtdPj?8eT*+$m~^7hSyxC%1jxeM3Ra$ zi85tKzfj1m0c8lGjAh7>LS?9PJ?j0=_pNpQIcuHMTK$n+urq<1}|V-ak>BlRD(Uc*QDn{_7Ht^0zEk1368dxi&)n7glU7 z+SHW#dY<8IQrCQ^$Ewf}#vP)Dl!vpu+GUG#2E4Jm?mc6s3S8g+c5~%Lk5#!MZOLk#Dv>Bl&Ht8KEOj;alU&uQx0Xr3y`K|U7ei%eKD?ni z%aa{){cU>r$85o0US2od>EP9lKW8T_J(oka3|=Uba|@Iq1Qc_K;!VRfZO>Tc4Y)Yx z-g2coauCFivH*VlA8+|$#{8XoURAW7iLrkD!1B#}F5By~aXh}OhC?quds)tqy2vH* z+;XxnM)G5y0Ks{`eCf*kCU*YN<)2|^)uiI=7f)-oy>p!ARv@+tGWy=zYxF;)EQA8~ z`Zsp1BQl-bqNe+%!>+%Gx9Bb|ze}SO%DK<LR2}Vl>&>$DMYZ{{ zkDI-OWmdV-7H{s{n0PU(<(oF$60`q?P*DxPan2Vr{tTR7oW2ijmXg%BJxHH(zlUp` z+!*ygcFfR%-o9}v$FPE$Tg7hXss<-(KNT@LWXiFT-^pd3L2r&Cu8HzO9M<=d79ts|DJ@wM#8txteKl>PJaX ze)YU&{yUwncYd)G6Ki>VHe{U|{7mDRw074;YCZ4Gc_PPn*F6Z~kt^Qb#V+OX`)oQ? zw%+HbCI(IK&$P^ckyE@-Q@b-N|7S^F$I0V(kCtEJeUI^S@a4w8G+)y z#vk`D9FZgZigjpW$2vFLvZYx5@ll4Zl&hJP)%PR#QpKz;$|Wm6x|e!J}U5Y6I!IWy&%zxNRfQCZ#2 zX}es+NA!Q`lO4cc;rQ1~lvBTVgt5vxK66o2Js6fAJCrA8PhXW!#bsrbqBhU$r~=s^AQAMU*G zHa*-Z#=g$Q^EbNIecxsN+1=6w{)#_@f3DVR??EH|h8?t2M7>_N`Gex_N4JiM$~uNj zKS}6f@u7w3Qw|nBSd-}{``cj~NB+3dL4%)7ZjK z-T7a?s@11@G&0KBQ-QFFQuen_7!$}{$ zv+PK3$w~CORJXNl`0(KasRR6>F*&?id#>2|hS~`x5SpA!PUh-;`?e5mrQY_CcwUWK zIynV}a0ut1JIvJd@=7G;Pyh$7taOjI`6WZtx#aQs(uj6<-ZMs#%^lj9 zW@&tAAv#E+#fMvUCs=)kC;4chz} zbYZ83{`~O`wSKR%&835Fgvi5@P&L|fXVZtNGCG2@aDb7h?0n0Fi^-?YWlzN<9FXE! zPXPLC3$X2s8kl5R`YumYHZA&F#~uiENK2b-C$)^($gDrbEn6l4#1K~$-8Pz-m>hD= z4q)~Ka}IjXX$OaJ(KB84g^3)vTjv&+R5UwRcXo1s!9S(1Y^N!t+3Sd(gN zUnoELH)X-bb~d|S*6@0n%9@@ZkIr!gm&rfcKXiAk@d%mD9<-=AgT9>Vs;WP`gg{3Fps;fs|-xFz6TB>%mt{)_!G-NJ>ax;x2WQw*b+jJGSErDf;>{y~U3j z4r1S5Hj4L)?$!ftSzY0#BC6->hYYRfHw1KsU^NDYz`1k^90a?Hxu~@a4e3#x_XR#g2xL6?0TX=k)u* z+a4nq|Ib5O#zN3R7bGU~f&2=crM$;pzz7cN}z4cSY^Y(hH2V-7Jl^p4dQXc^@$o#q!? zqZk>}(w4!?U*3H{YS3$3PnEPf>l3z1%M2f;Bd^39pR++^JNLN;q&6-*obD|Rhlb)! z)4O}WjpyXIFQ6?{NKw&z(rTLb7419B8WzGDD-@Bh1D=#nfvwd^W zlVh6m@21t^5_w)=6!V>a#|K@IN_4DwLd`opJv~$X>fF@h>FV}&HW2;PqH_Eb)Za;& zLTH%YZ+8MkCCRREN!B(FmsE|{)Hs})Q>(zfG3!M#A0nl)%Kp*zdRU6azg}%L_&yd46)hTa_$#g+t!t@!v3AbAi6F*GBX{nU&pi>yRr@>S zowZX?x-j%IS>3B&n|{3K>h0tlN`+1<-LEiCXe(#AwZ#vq%i_;>_QAA=oFkZtu-sf3b$xV# z;?IIv%7%*{=*$lfX55;Xa3{hZKYn~&c!g3wty@4%jpyORhvxGMG2`h@BF0ilB|ale zx%ch~CO(_xV*(iNpPGtGPZ#-hf0zAU*> ze1{z!BXL)|AuB7(HJH58Wo4yiU|>M2fjv&A#Fi}<|3l$Lo@~6UmX#H!!&WXRl}PXn zrQT|ITM^7NUH)|w`OG6nn4ma;-g!M&4()zOP5cQSCHyoFPU%2J&|e<0v$MWn58_l( zQYt7aszD!VLSo|Wj*;F{A5x5_v9Xa{8So>tKb=cBo^Gjr|^sKO=Z^8)3XDi z<{-$61_35EiiwF0g6CHCr^2B@$D1f6Avwx2mM>gjB~MWyHl(`Vj)n7=E{PG*m{5Ab zh^J4VGUK=GK+S1#qohQciY!f_6EyodllbDjkf`X6@gfj|pc+D$o}NB}S$p?Yr9EH} zHJLmB_z*|O#MCh-nh@vU(X}Pz5yX4FuHszih8V7x+dP`f6XP8K$c%}|g z@)`DATwL0>_C?&8-k_3UzZ)Ilg^az2*;%(5K zw=Tf|gaJK5)g@g6M3|_$K@kNZ*FD+CQDp^65pR&E(>qnYBEkzSL0L| z2LCrg8eQ0Ga27485qQf%OdAna}J5`2!uZbT=oa%d$gH zlbrA9K6QP4N(&mYX0Y7-IB~kz#AH=W%m(o^5Fn*0=!W9bfePm1R6>Gr=^1<2 zS;<@|%HG}s zJ(qPJlICo!PVE-%PA?YtUWj1qL`&qh(VT7Z+<#5abae zA|fInFK?W}kN*o|u(IyZO7L`(XL$KOh$wF=>ACPX%h$9OIT=CQY7S91k|FfW z{v7w2=#s|_83g0IT5|tV=<4bDII*yE@$=`;0+(}sTDv$ntjaK18|D+0ZISpzC;z9# zSXmJ5SS^Z?BD8NY^C-D9gIARe6veD4K6GVo82!Et67YxJ+@zs_E_5L=F~i8l=6bsm zikQ-HNC#it(jh&8kbr>Js#U9YPG)3O1Iz)rh9^H3a+FU@rTQ(; zbxO-DPmGL+Lt3tGW~gCDqS&5xLro_K2RbaNyu(vw(rGDqbc^62R@}YBIzCmi_Iz7g zDe)(u#RKjX!F!6$4ZvwS!dQ-uIM^Lw^DIS6gboTc4WHd<* z8z> zUzd=Ynyb`|0xeyzTf=vkdU|`aq7$5D$BrGY!Jt``0f}2Ajs!@{61r8M7N}qM^J;!I zbbP8;(wgEb%0?ggX?}jAZSY)@^<$GPHdvsITefT=jW-<9nH4DWb-IrOd}ge0SJn0P zdW`%U2jB{F=2Qabb4Pnii}p#drNIgc$;j*;>D24KoRlPr(=9+cb$|n1tTpM_+Mfsb zG?#T@NCyU{Wnm}Twc96_P?=Wb-2EU+PEnB^s_SfzPfT~bIi_hSRx6y(_AA5@x;Lb- zQg-uy1aiq#+Ux;HuB`#M!akbiJ0qf@u?Z+A0vQHOm-IwidEg0{vqHTgDMcWJ+37x8 z*%2|J0OOS``aST5k-!X`f$eeAU4@7ecN-axbpnkYa&d{loZ$%X>l*;E*`{B=prD{o z1MfZ4UqusqI!!S$GSX=IEmk`X6mrg81%g0y6i&46bJ3H7OFsr7V3@Ev2%AYwg3Pej zyZCMJkMAR&K7Berzw7A9{Ux4)a9U)>0c?l2OG-F_ks`yxX;5xgfR*qbYG`PIsHyO3xt$YoZFA^0%g*Pi;IKW%F>Sy))<_v zr>|b+VWVG-86lbPvJQ$R3Q9@QlOOCBs{xLbURD6$Ckr=01<*e}Zk;y`c2Rrg92SuLrgD4eERraDL^Cof?Nz#^NQLxoRcP@P6X~5aC`EEC` zscj_$R8+XIi)$}Rnx0QhjSc;|*q3DU5nkvp_61}x&~(2F^QZ6USJJ-a@(a?d03lO> zRlXK6g`7wCHi|qfX#wm)(9h+sqIsy6qo0;;}{#m#a2nsGp{(C;|tYP5H6 zJxD<0fR}3P>IMMvIpq#%l@3Eua+?Uy%>!q2M-QR_mP4DarO;lV1Xh9(%ss_NIpTj5 zK|ha|#Ils>koh-GY48HB_So+G02_8TpuAHI(ilRMuzU0f50?Gzb1!&$F;#GO9!W(*u;s!vOd*}VzP?K+q7Le?5|DNJx;LdLR@c?- z=+56?oM(04A?AVYf|KdOiH+>+qC_+%(2NUBF)mSLIG3()mP584vku$(wcQ>-met$; zjix2++NYVBg!yx^vHjRqaPpMt)$l1j@bk`{dDqw)-V`}`efxCS>aV{H_>UevN@R}| z8h&3~wB*{4lpjEDIO>%tLnlw3G&dgNoPZ=|_;w2?La$78O2Y?d*k^<)#b0>lK*z{fTju|TnU8NBjv{5G5`*$t8QR^T zpddLYk>rBHZPE`duU<$$k;lw3-=+?GxZuRJ&An?U@J?MICPqe-g`4{fkk+BvXci(2 z>S5`3@7kkFT$$AFvME190$`9NOGrw#jQ#-&T1T2~B(8)71*yQ*sD)~8__muAH!1>= zACS=Dx$)OzwKaOn7Y!Lg%p8%}qGMpFL8_IRpFbY%8ZV;b8jpY!;MVIyBNqUp9cHN{ z@N3@12dpeDZ7ao1s@p;C>Rn8&bo3psZP3hWK$&oCk$&Xw%q^DM%#aJfD!jsR<<$(~ zCAFebQ&R~o>kKJL$v^XL%E=fUkeCd#C;jh_lL(%q9EP#0Y-pf`MXN#Z6ov53dD5DA zU1TY3kz0v(Ye7bO33PAfmpgH)5I`v=95*PUZ literal 0 HcmV?d00001 diff --git a/results/strategy4.png b/results/strategy4.png new file mode 100644 index 0000000000000000000000000000000000000000..1a58908a63fda795236905a448f474ec4cff0997 GIT binary patch literal 55851 zcmagGbyQVt`z;I@7$64Hp(u@XrwRhn-GWGWcbTMs(p{TQY3Wp?r5hxqyPI<@-}iUE zalUcJIDha2?7j9{_kG2j^P2belamp{zCm;Y4Gj(ZrMQR!8rmggG&J4Q%a9tSs3Wxfod)9vIu(Tifw6Fa-6Ma zXLs)UUcT10f5tCMwk~im?k4-->13SUBuWAI#j|SA3f_%W|%|9i#9+cP}ka+Lr5@9t;s>HhQ1kIuL5Dqa8YRqVbbN&NRB2_G&i|K}3d zwn!dl-u=&i`z|~{E?xariSGVADkiOcAZJY^i`$(bRgH{uNA{_ox>;SvVh(`#!MnQXd^mr;5uDk_J^ z$E^ClzGz(tF8u61fX{;aHMg*^`+Jo4s%mhxo+V>$ZewmIipP%Xg+FexWF(_^(dn+M zJDFm-)Uz}N`80|9sO{gsf7^R8Dbw9QJ2~jytmLvBe?8Oe*Po+`qpGUP&(DAD#*H^S z^PMKk>%)Z~9M?vtXJM9PIc_yF3vJ$VuvdGE)nq4aCJ!+X$r;W+) z-@ogh?Af(_({1`zQu0_(@Vug+^mPNqRV;$Hk&*ZUuDeO_!Tg@5QBO3>ewSP6tdCbT zMX~5%?P->ozl5g=%-1zCikz>so9}4o>G`_2Xk2DK(g@qYV>@@P%5lwgoil@)lM_#} zJvt;#e&! z#W!y#*o?aLhrj7&4lJ{`?9A*%y|SFFZtc%fw6V4px9jNZ3#F8dNTt=O^Au>0c!E;S zQ6bcJ8^~6ciscO4UmNSoQDq7V2{}AkNHiHKqP&UEm@1nn=v|4=s8!$C_#XYzRRZlD z2#YkE*`K-U#ok}Oe342F2n@u&iN}EUfR@&;J(7vdXHuF3`T9B&adOj!Vf15(b?Qgg$uB@yqB?SdVXW{0i zHOd1M6EjV+S^kWJp6MhP1xs_gq+-$R@XGiNR`nNlO3&tUSe+Rq&Mqz z70t~el!AhSn(MI|DxTDK?TKFJaBJ|w&uu$>D_iO{NAs}~#fF_>urxH`^s1aIar2$A z^fEFs66WUS-g`1oPUhY2;p1mqzI>Sm_P=9Su&1ZTKQc1%E(uAT$%J-|EA6dYw@lh# z0rJq=PLFo54K&LwmC+3TwuOs2%+Ah+-=&nGflXl_!PC^#MAfMuPo23Ptkb?_^*nVB zwTR`kh{2%2yhXws7BAqYBA+wRw%CKhHeg|4@vo|Ki)5GS zD?E1dSQC{FO#=hrqJc!{)-%o5;V*%8b#=N?ZDUq-ov=4pLkY~f81O-u_1)dw)@S`Y z&mtIKNvw^Q78Vybb#?|azN)mI{Taw^aSmy;d2rCu)fMErw_IqqAoKqHdnjKR_KEL# zxw$vbPc|}m4qz=|p9N1=i>2zU{QUf?FV0VppDd%6N zG6K~tafwXzQ(hO+;dIL13Ja5M|F-4o)J?7~lt9shwzAZlb`wg1Zc7m9c(n`L#4$0K zWhyKK(mt{jD9=xKWKpwlgHmzaU*WyFW@Z6ZReXU&9B=y4rQcc}_B%~^7&+%3W2RzV zI$6#sfYNl;pe?N7=TC2_8j#BM)QRrTVV!Io9e*}7ysNK&T4p&BlOCv%7XitvP-?0S z&0=eJ_wnP$&CDI_sHxW7c_ojFvje4kEka^qVt;(5uKIVE`mkzl-nfw>5l$D!W9OYN z9s9=0O4jc#<>5>KQ^&FT>Dj>)G@|qqw=H(Xf)*bf^6efma(TEq2`QkM{TXon2i8hvX#AHmCb*I+hB{ z%6<+E4Cqfl(Y{SiE(@2zHmI$wH7uPznDWZ7oT&8HW_kPeEm{nhRhR#LdMqS0{x*ET zJl*iRVB_`rQ~ypxObm9H2(=BHf0vZh;*bX96sf!`N^IugRPFU>S z0HxOwB--F4ilk07t3jq_Iitl`*^kM|1Rbw4*q8u(rtSGytKLcnGsr?Vh9^&!#w&_@ zV)L%wqhhw15rJ0TRzBs~4q%8@IU83jhy?x5gws?StOT0(!p`pR0;ne}Zu{nwE(`yf z!T9*NufPABhWA%4U%A3!G0KiWtQxn2YqxIA!$m|F4%WsZlZAa|W@np9O!^2oOmWM~ z%2vn9yRD}>JgF69p}s)(N_F0vaX;G|vR@tk>asK618uCS8o$QZ_uBL4&oi}ac;WUr z(9!?F5Qu4mj-{?3T{Op=*|rtFZE?8)p)H3@$W0) zOm(NMe2%NkaZXU@pbMgZp2uGsuLy;{HUr?nu}Y!Om>r9ZKg#p$7|EaF?vu6hso$oh zhG)_*W!2OOAlQe;#xi*D?%)3b%?HwiMDOS4X^1p-tI6?Ivy}_Wk3K%dP8-_Z*u>sd zRaLF}jKSnWoc(py(-?qr|G+DEmj~#jCrZtR6sjC8s;jGucC|`1o>0rgB|%>?34#t8 z427HceLG-OjMOYmcohQ!16Io(opSca`1tsdovx3+oVLGbNL~Bt7f8%SXIiQO4MO6> zRqU`kk3?yRInCwn-o4w~FKw0i)l*Ft!n=-CHElh1Fe~nxF#SFV)DC zie~+hc{YtXDmdr0GsBPoqq`Ewqm-Cp4ifH+XcC{Kh(g_LLIL(KX(Ap{;RzBye z=V@@DT$d{B7J?K~#qStQR=YsRx23!Ykh*nI<+_)Rq0h^|a=0~nBMB+((UY1u%tzt^ z;3-|KwF=2?mYV>6TA211qZntx9f`Lb0K=usZyejg%^Ca#QH6d!n`VWrf>8 zeotX)YASmZ+9L`ITqY)_zYqYNVNhYcZX{t5vOezIgC*1DtC@OvW~Oj)RtxVyfJ}+$ zfJBcmySM9<=Sdz04d6WXFbs#jv-^?f;F`ft?*?)^{AtRhNKP6%H+x_K{eS67Guw zUPl`nc?hux-7&UpxI?87&Ld{fdQNgw_{yh-LLZ-McM%6dr2oFdthk_`-Svs zpt1r|vs>t*^-noDQ_LBl+L&Hi%7SuCDeZE!{Wp9tPcxQZ%=c8rHT&bQ1%!G{*0`Ar z<&(AqlP@6ElAAjUK+k5k(1rez#-*!R;))TxHt%bV{-#B0V=%ifCw>*WIK7vr(oSqu zt=s=-c5O|%!uBs#Q~E7Z-e!Oyz%1%|tiu5KWGsC(=}EZ)kH^)f<*?jOD-*}vplMYT zZW1dRMB-Oh=auev8;GPl?k9MSks1>n-HrOWZ*`xm_eaglM@w24?*L3o*Zy?l{^ss( z^UzQvRJ+(BgZ3iJ3Et2|_Y6Z_-DgeS*w_N-M%@WWYx+#YapQ&jaFr8N(#n-gg|s$1 z$|PW;pL(ndO$V~4=jOsJe-`w^60{(AsYVy=Rh8pki2gW14_@iBnI8dt$- zzvbV)B>_+ee(e(#MX$%x zUuu*Xe>JHA`g{pkHbij?@V)O)DO(xdrC+{!l@&CFH+p&_(CdM8qg3)VlnS)tl36Qv+x#{fMlhveFj%Xz_Z+W1KaPA8|t{Pr(r= zl-RA2u-k5;iEwzjr5 zmCvSu=mjq`$7dc!#;(ku_;}Lm*RN9*0JAgNwu(!k>E2ELc>Cxb2w1oeAfddkH~wvp z%m4zPt5wlEm+?0}>X>>TE{>>5-ZO!5!wZ-A0WDK1-N;|~3p2^av?r41d=qaWY$;?0BD~r( zUrh$_*VaPr)qyZaKok%_O`viB@*_H%_*PVu0=Q}wL@WT|cku8;U%!3;y8tMo$m_z> zaee&d)2C0pYotH`6Tf%aYN8S$$;@8o?g%A`YQIv+wFYGDqqq0W+?+n^;Td$uOu1wX zKvG?sZiW&U=V$6Qt{jL8qh4%i7_VnxAq^VP;ptAdUtl1|$%oK>i3o<5Q1m~~XBngd zz|7UIi2>M2;F>;||4LF^{1@95CQD08pcGM3>nNr^%qYl2KqS@&>#tC$5)d2w&YSi6 z4~XvE`MQp2|9s8~6i@l5OF{-xXWdV7E*=AB7%non3G&ulsH`AMSS*o3_+)8&8107? zn!}?bLf3mzw67}J(EzHanDnK4Z>Od{1{Bt}%dC{8@Ci_8k@*NK++^$C%8)c8(NW3D zP=VdrC`V|`ZD5g2BO^TRBju1#CWEX0sgUcHEe> z=$Ets#KE4Zw&KH=wmx8QXNQ8Q-(Bi!`QoeB`0=`T(z1F&9|UnwU7ZkIC8Os^*2`Kx zU5XH??$B}AR`XcPv5%*M;i9t}8&)*3;^KecjtuvlW14z{q509N=9@cD#7IZ>40VMPV)o(JL7Jol1(a4i$N~q0)y-0$t-`&soa66_W>n=s&SfxWwt85~4kedWJ z__o&8zZB||E=o?8R$?Vy=ITi8EUnZ*bApafB@-7l&+DH;P}DS#rHJX|!)9y||<<^~9- z%tzky@WiLPeX`NoEhH0FP8s^GAs|XV>8pfp)t{#s31li9;){4s>BrBXtY(7@ZDF*+ zg>QbaR?D~wO)Zq#FDaa!oe?s>Mgvuy)zy8sM~s`7m*`9i&2p-?6W(nw9PIBuvykYO z4w{K~Sg))RsXY*3q**qFB>aWe58vCC59jmF@coW%d5W_*HXLkKwS*egF5zbz>;dQo$4{R_U(&}_?NN0C#jH`3c z^XM-=8kAzgZBNkApf)mgo+bb#3@NBR_Gi)i8Kt%VY-1_8Kgo^s9FPvo00{QR^?!W2 ziO=nI&JV%Hm2(aujE=PjdwuQ8((@L=rT(mY0FKyQvEzlj5}>el8#_CKbYX30r`Hw7 zBf0>hEvB2>346g3C_=aK@x=gECRSKHpQBttLWG##nHlZ{W)JT`5P`0NpfIS!Er3Y{ zJ&p;Mp)kdE#&Yd+a!tuqJKLO|o@Rp7Tsh%M}2PmDrwH|K%xU`M%G)KS&ofqPr4i{0u-^$7iA*~VW zYuFjHh4f1zqBg*-w2JAUTV;2v99DipcREDgvQcw@wNuRcX1VkIxwHkO*XQ{=i;CF? zKx_N-?}Mf}SG7?)>veHL4rvRY`T-j9*5Q_3nZ?*oK=@4=iJmbgCmp&520tKEk%poU z;`zge4+#fxu(0L;JhqICjC_%)1b_{=;~i9x*iugwS0Npb*V_z8>;cY}-hc4cvdGQa znwefTUmqBfccK-rkfpJ5CfJYW_VxhSw!36xUBF1O7F4p8{F0I$05=MRk&e$T(is2^ zT*sHSFXEtbJcp|QeCSK4Q`PYZhg%GV1pl2bO`NY?(>7jVm!*^yBF{Vl!ny12VgrKO zoVQYRzpsMK1Z68LnRNbK#?{r86+j0hvbebTH7M4zAo{vPjfPAc%Dwz#-gT{X2vMj& z`2Y3INxi#&Wed{Qpf~j;R8=3Ka<~BvWN_ut)L>VB;{2SFfLCMvy)81U; z-Mst*O-&y_a>}3`@?zFsjuJ)b!b2k%dntdw;ZHp}qTE15#9pZY8Aaza0n2+>eEGsR zFF>$0wU>c%f=$~7yjU8Pvn-uDLC|sj9`CI%Xq5Plm0K0NAK4ZsXeua#Op}2``TMur zd{=ycN)89loEy?YT%>`M%mJa*g)t5=zfTaePq`AaL9wUuk!Mmb`UsHb&b@n=76;FI zFQiv`P(I0Adq^Y*oo-&T7%iDb1q(K|wfO^&zY5%1@N`qSX>WCPHHzPb714hHad`7M z06Ku6r8RMN=CT<5SW{D@OMCg@jX14N4w{d@ia_|GwW>QSyLZ!Xn|8gYBs9;n<}Ow=g#kL%4XA(}oH{ zw_yqw<$hjJz3q=d!rdd$T%vXibPy9S{x0mHR0$Rm0fw)p4d02XV|>Niv@tQH z;{_812$bGDlx$WVAhsrsu@V!M`S7=ASt@xkKp{}bR07h1op%EgUl~eP229#$9334c zo<4mGofj9Cb`^$FVaSq!xl%&-ke-%S-1f8&IUN8kMF@m2m=dWY_!aWvUTDDx zRBI5d038aCKoz|IbZcv?wWL!$TwY=iAQJssXj{4V-9s6)vS)lL7w4%5!_ae+*MZLG zu$%UaBOe8cbRQ;DX`q0Lwkzp3D@iy2|4IY+*9LMIm-TcPqLAc zy5!m2;bIAb78H6pAmFLoJUq0(tJ`u4YO{eL_RKjfbSD--b$SMBw+aL+3MOe2#v|x8 zkWKVfHG2{2Q{)e~ABCsrv*svYduaPbCFcjs3Ssx+$vqDrc5Xq5v4)Hn9^`)5yb}xY zAAt8{1_EV?s^<2mc9?fTofiZ+$H}K>Zpj0@6=cqtUtb@Y%xheim-`h*_fRAsD3l}{ z&Mb7``ROJfkY3ZWycW7hp&AMUbGOa<^t_q?D$CDMYS}~JxZ9Pq6!<=$U=eeEhN3pRzTWlqk=P;hz$~>w3YaHwGT^!ZS_5R*3EY6& zdGkRelMd%&nt$GaUsjLhKi#Gnf)NCw??QdV%F0CY0Pf53S|(bV)s#%4pa%^o$wFtl zp_i2q2f(kP)QtbnApmgc|F8x8*KrW7xQ7dR(AroztwO4A>ksiy|1l#lU40?%e0sLK`!qYEDX*Jtrd8R{;i zT#8B#t#&mx)VA&k#RnoPwEjTaF%H%zW+9uy=v5h;u6VLh{O>mbGXW3`kMga&ynAKd z7e5N9EL0q=D#t*OL}AF3xWpTh`QOL(Gg`ZUn}W}vWkpWA^*_J+zgRQ=f36Q^MW~`M zWdj@zz+!V}N3YrUPVVJ$UB6v`Ats&OIsn7@wG@8qb4Cqhyo+F}l0OhehJ9dB~`4dz%0#<$T7+1(w zXkmQF01fod$b(6@V3L^*kqh`4U*a8@0Aagidn45dwB9*A~JOhh>FsCQ}HrQlDlAQ!sS!z*(fA~zXaZvZZ zUp!8z3RV=9_LuDc@+Gyi3GZK2$>YAc8)AEwOd}C72D0ym@^UU1N|#toCBV@8n@Jy4 z(-uIP-=$`%5@9s&AX-4n_zMMugG2{tE+Zo&=q70JeBKgiZ~8Oky?M`$_h$3TC)>V} zg4d*BY%CV&GcxXn^8EwyxwoHQql5bD^I_&} zl|0k!Nf?FB0WV~DRT&0w`!|e=pk{Z#(uqMJqCunn(cK*kgRU5u;ISJ2egIXn88(8= zUHi({Tt&(oHB5tvZ018TxhEe~n+HSu*651on@P*!s&3W~bZdY8gbBIq%YQdEGr5<# zV(Np9p#t;%VE1{%A+#P)hkO9R61TxrEb~y z2)Ks9XMgiJaRjT(aG6EyG!Z}@Uy}ngD(UMw6@gI&}%@lYsJs zAxt|xnMz<-1CNXh?~@roqedd5FGE%l1_a zqji@&mm8^Wr=kUE+te$5vb_XtyNTKpp1AD^?FSY12iFIv%>N|LmfO{IB02VpT%|xe z5Lh~}FQq(&M-|g9sT*CPCx*%}90&RK z7R+;?DUwP`O7c3c8gu9O7)S9s(9x^p{(%PoZ5C$3!2s@(Wq?A!z7ZpR5i)nKxLZ&U z3ghZ%X#lhy1zG(r5!l+3)qyccgMF&_wB|PNc90yd=}wsr=Puoddd}8?y}tZL<*vH>Z@G*& zEYw|-eypoZV@~mDC;7zT(RT@BY5tYiuhL3%%I}WqmjC>D3Q!YW?Ys3uM0)_GD-|dx zn)}h;$c{LkP%zcVAyan}5|HIHb@T5$m6N*-qo6r}0x-pSl*zfK!0y49!Tr(%@ zrHe{ckI{_QMWV4XwewUyx31+7?4xEmOqP*?Kl9^_u5JVP7{EFdrz<`Nx~vNj7iUCn zh576G`MK72>xM=Cv+8V^To7Z>c*vDnjB$d?qi7t@V?)VMc%|R8R6ZU`)z+w4fx(hC zHWB+DPy)wmVp+ox+XURFJa{XF<1>n}EJsWHfbZ)sXyljEbkYH+@hGxoqxdN&E061_^}S^e zlf@(->DRuEc~GE0SE)T&=X*M22GyEse|4m3q}a&iV8W?ycNkF$V1kM8t!qg{T$UY> zM>c->VBK!?>1;f#EaKLx500&;?~=P$N#AY$uQbA#=Vvt`Q-m6DXATgJoDD5?*^> zV2%Teafn<8EdfeQkSJ;zCf_7{j-NraMME4}FuoN5SjO#n$_*o0#1H_i;x@QE(7^9j z4{8Mg%bUy4qh_IC89@R78e>?Qnsb+VPba^)T5F$}eUFo9ziM!2x(?^Vx3Z4IzuNt+ z5jw|d`i&z3*@Obbhv`{HMtLW=nFlE!N-iw9a1xsBR)0QnW#oT4%T#VV@A$LnDuSTo zzXLQuYIg16%uR3v5rRz&&?N;FKOo7~H8mzvwH`4$G3+MqMNur5l|d3!%2v8=Wo1RD zBz~g1(IbLps-J3g^Zt%qy(v(SHKc& zy#X5qg0-Mm8kmp;|MCP%kAfNvl$xR-HpGb4RUn3#SX?%o#-8lQGS$0U6_j(tCAznC zlyQC7nP`IM%I~m+i4~hU4OlIf-`+_2!8Jz9XZWP>I_t(i*n6ak5)E7g=b<(isy;MH z0+*L4Fn_01=g|d8mDrUH3X-$$lxx}evgI-%D!PBCiFpRE{)_AdjyKKM{)2O`XgB=Q zq}|So`uI3vt*R@m)X1eq<@!0lZM$_xgNC%+rxZ1{%teJEpU8Gsee1N<&@UuP>e-!| zcTUySv!6r_lu{K}4nF3m3(^dJlO^B#Y3yqudraB=x8FrTnnGF@%_{h6yBR2W-^GM- z5$-Eu0&5U=>TKmh%N20(X;;)~4R@q8DMeGuvMYEr*xriAL_I+;9+JObEuZn2{?^1} z`A3R){~-GfKB!3vBT;oSF|Slnoi%?bSYDDV{WX_W7TraEl_DBzWbq$lUxAXlsyyX! zKni{##DxXGiakdlVD-)&l;kz}5?|~BrGY&3QYU-1rb-#YPOi3>ey!+QmitNq(q0>> z_O96gshn{`-#(tg{r3ciHzqdgU}m$^fJx2_Hp=Cpf^Mj_h%W{78Qdot>;8AVzIFc9H%equ+x?4APo;KB z^ea>AqxE}+lm)RRmxdju$;N!RI=A*IiS9m+TEFAElGe*G?7-17_BBQ{CyCs|*x;*^ zfO3TQwAT%tT%neOF-9Y`x{Vp(RniFt)%UtcEM5Crb3<7!99RjEM?wMDlH?AMyAkXO zh$wUcwAOp%rm4>7Xj0q^^hhdrs%U8=Hp~Lx^Vw*zqoVz=_1zZEV(TWqMe=%%zhU^ z!&~PhRl4eoKdm*ammO|D-`pwQm@;$t`iIS6-1nv|zXr7h-LZc$Br=GbowN+1KEPgZ z&3taFsjlXRfn}>5;$cD*bmGqT5IdX_=Zw+dCSJ*fL>#xzrD>lYJ|bOw{{=gvDRX`H zIg3%%f+fncR!-C|a<`!&ny>Qp-sG%v?UdtnCrq=e?6jelOsaUi@JL4MyO zShf~7?8DibtGPsntW{zhvu*vV*53v@tCkOT9xlsHG}g3KYIDDkU)($+yUHN&{6qKo z?D@S{N8Ww9QiludTQAjhWNFhf=*}YL^`+j}zPd6cZvpw+hW*BKzP(1!d zG(Ysrbcz_bF$DL44W=BXEwplWLw?jVz^(D3&IDK2}Kye0=;C za6p11sRaz)fc8MsO|Y24RD{s|J3akQBTr^W`X&xe%h=f191qwV0ACOaY+nh#agywl z)Lww5Mnm*m$f~K9rIU7T{b^3yWIyAY=vuF((t%C##{g11Ji2kxz))eW%9G1)eR{5w zRBio|o7|3FLl$L&k*8xuAUT&iYVS2`!{?8;@uGL}_6}Jr3`O%)8mx9TmZc{esdHp{ z)_gpa2+9*!yyE8$nz*F3Gprs7)h=tr51B^%@9y13prGIF7H)yVy#eNAfGap;$L7}70t2PHsIS}E z+OqN=fH4ew#vS03X*k+h2wdLVm`X(O3P>Pe8~6cpJ_NA!YFWXEpWR{Ro&6_u1 z%tf3TvIjL)g0vF=NfDDgz*uVN`@lwsmJ#{K>*6dDphywWDMV=py+5I5$~Oa2uWfWR z2KrU8K|7vsv`P**9G*aSp9HacYQ`}y-KKpB8JS@Ni> z(1j75XuK+t6$9anVN5z?ZfMkrf=2LKJAAwT%&?ZL$I z1`b1jXi^OQ0}b@!BT(xQ)1xtrh9Th$;mis`qu~sO!Qps_^usb)`UJ-*4tSc~q zN%TCXMVJ>9DJ&v(Um%2q#yu3pW1NnwYPH~&M@Sdo^QF;JdKktx_V%)Bt|#{xBj+^G z!C0bFxrdm80OW!UTPuGA88=*NhA$bxz_Q{w|2U1${g4^F2qnfnjdIiv9=wIIVIuK|+fMT8TQd|D@;s-k1-=+>Vs)T-(mkzpm ztCE=l4nD@@DsT-JyXyI(0zk~($xyzfcixgptR8kSzt80zqj`nW;8P(ptD_825HXdaC7?d zJ>6<}L$~)?!g2#)GfR$gW2Uk^=Rs}08 zEyaTef1)?;5E7a=uY-dNXfO*nIzYqGQ`$g?4tR!X{GUrnVF5}rg5jvB1LDO1Izpp8 zUj2GBF4Z1ZPfb&Ec4j6dT?Q<;JZS)=-ac$&#AQ&ZX&sfrAsTlXG1HP45c`yvnl_k`*SFfpxOR?U{p0}urvwT{r=d37E zIl9$1DHnt3EYL^1m4V+PKyduq+I+?=oOUT&5_4lE`R1@_d4AMiH(YkSRx>37_R|d; zEeg(vhJq)N!fCR;(L#JsnDY@D^IsJ9n0j_r`uva z<>K!iXo&H`bgyM>oN4fboZI;G=XG3sJYw-f9B$YPQc=wBz)4mJ#|uD)YJoP0 z{0+ptONg`vE_VYs@MN<7DqD%Rcr1%t<{H6dok?lsfmXLG&dr-QQ489j8z3er5EVYZ zrvu4FxCU-v8-|7oxoRvCOgb_^S`ghBwh^et&(#Gz83kVGI56FZQ(9l;t&~OmR*K+M zQqjOEz~B?Yh$lS>IhBj-E9&p!*=MNUyoeS8ERXsmEBWX zax>L={^kvjqQ*|6rY++5t?rE_9=nN^$eCGH`m`~#@Agv;j2~B6pQYc*G(G&j zDWm6gUM_Xu*H?gEw*7%+WH{ z?nm3u3lnskyn8@_238;fV{^oEXVewPazndF({WN5PTwTBi8`PO*MM3-4aP+9Q+L+N zLVr5m`@Z{fX&2RxjNHS+?*p1ihC>Nxao~~wkz~PmhWC2*HXkY>n<1aF)bVol_KVSN zJF`FQ>c+e1DiM`V+jV5(u?lC68F`6rQR=R_*aFIxNfJWA;(2XV?29gIzxI6XgG=*g zq+JRqI>v2#=C%w@3i?t)@TKW-Ip}12jVlQ6w2!Yv_Qe$&ia!#*UA2aK@V<65BE73s z^Q%c4A`;=ha(A!R^^_42xeTW5C$Rl2yZta*34$Bk0Rx*n9I=B@S`*@Q;TGcLi~yR{ zm!(JzYQ%S!9V*23aTy(?X?Fb%cn3L5i;>|1AcZXmD8qI;=Rr3b|2O}t9(a!ZKte)1 zv;+fS#b@aU$ZE7b*9siB7o;IHI82wwE_?wY!fiMIS@#4&6Qm<70B*vYk?IP(5N5~w zYweii?r*`s00w!)sR7d2oLb0@FG+M4#oy4B7Vj!Y^(Y#wVAurPk73R~L+SnriyPFG z|C88Y&Cb)*7Fwl7zm`?N+wMvE;7IUyx+#mGi6(6e=)lZY)U+;#iM1JY#r!0n)LS$t z)op$`ljb8}Yf6;1iNU9op?liwj(uD)b?4ER-_K_U!*w$0vC=)08W#QZi!0Oh?+QDQ zbX)F6tX7F?r7#W;WVqlXxXT}U9`QWQeOiT&FcenF*Ln#8C>lV2J(!mujrs7<8If@j z&)~=F_t0JyAP3GCM~bOoln>{PHX&!(fLT1{O0@*f0pbjXLsYmgl3|Ke4RB{`~k&2DlR*_7-9FxPLw5859HOz0uEL;$~auSA$S?X*C zE=h>_2l)Xx{ToP`_0_5NKt)=B3L|U-&M$#G1kRA16?>pMQWbDpr{Xk}lyJdsFCr>B zpZMu5waa3N5*FX3E=s8(zgnDtvHBXjpMTHJKZKMzjKxyd=PyyoZbWWAj4dsVo&^T^N{Zo;D`}d z$M^a?Iz_-LV+PYCq$3jx#PiCSA73 z1U&oGs&x)L|JVso1Kpo70i&N*jq82z3>UMF_%+VLFqz$K@H5m&!p@U6dcqpA&Oq$c zjO+*BzV%;GPIt|oNvsdGjymffMN_%;g#i0zOoLct{ixss$XTHa4waYdBm*QWLd(W` zL=So;#d||Cdx*R*)T`^8F3^NSg6Jq&Hy+xGpOY>7NSTJz`N$W(6h$8(c957cH+n(q zgefSaoybtEEqkK!kYDJa~9Lt0(<=*o^?ld>PkX+BfPwUKk!xy@jlaL)6B zzAAKb7$q~<=O=EnULO8>O=&E3xn`e|iPEs~$3loyK^ zlak$4ZT+2e1wBZJ5>s_YkL@}}4CBHY2Ne#EdkV0xMjt4tr^W2x5yt*n6Dw3=h>-Pe z`Zo!jV`H+`c#9#Dh%Og<`NG4LH_4Ra%A`zbRF0Snf%5}{i*2vUg4)&{J=25t2|4wg zE>Y?#Y&Q)r$+nc3SsDy}py=&AQ0g4Bp_G1l<@Hy0{=I|2@o6s`KcZ~eaq*RCKAxCo zj?aluNz_Kpd$+-xNCCcxL}TIk)M+O|7?_j8bb=t#X6+rjw2V3}D!? zX<{Y~ko&`WS zg-mJDcQZRtonLofN-VnQ;-t}Ln^=}z!C#cEdwS79?~nDW_Mq9=YhAN6@I7r!zZbJV zpHX#Gap~wTMWcWx|Lc+|qpfF*GA4lYIjsF~6sLe-VV~T3s*{!76_=i*{(4vvs?9-~(}Vc&8kEQ9}To> z_es0am;;B#mAsVK5cWCBzLLGx8#erSboW zCpfMJ_SLW<={ro^pymM2mA<+^|MM!CGAMPfD)TG_pI5GWEiIk<^SkoJk8jNa8S2r0QC>?zPzsi<2ti11XbtbyePB1cLQ&j&|2 zI`)4xpZ!p}&TJm{x>IndtwCfsX^b!Y+|x)r0e=Ae^s+os^#qi36~mu7j7lO!yzo36~U!Z&Tmv|%*% zD*hX-HiAJ%yiy|U+mHhNoOegeZL1ITzs1Xie zi5&YoH`RaGR92s;Rk`W4`>D?>Juhb?DRwr77;ZV9+cooO;u`gevp7ymtY= zOz3uk`&b^{U^IgW16=3Y*Qu9sl&lf10=Z(z>6fxo!k@-htAtQJRE?qB7HXeM$d1-z zWVMr&$UYMaUUcQ=O1PeJ`rV;pT_dz?AYkDo@xO|Wz+4JFm3`W=V$*c<;OeW6jI<|E ze)gE3Z9R7*F`6{f-7FBJ{P(ROBJZeXEk%AZNL7mv1vB5ud|)6mPuDYHd< zXdUs!Mk31X@aprlp(HIy>%Gn%L;uq>%^HRAK!3eKuSm40!9t?62~w<<6U<{atCRa^ zDKmF%ib~r;9sgBlekPcQMAP?Sjdu4~930-vHSZfVVQt*4NaoXB6Wctfk26dB70JM$ zs;d@YGlhyQ$6i@fzq+3;UHWsEKp81Vz- zi?x;{Hw|K*&pnwqWt8UE8cpTnMA5n1UnddR$&F^BSeYwXc}YYWtVw~a8A5xxZIVoF0pLde)wt@hL@0oOjTD_hRW=X5!76OQ8F2 z_`a8VPxrOBf3UK^pXy+P)CN1O#;Y31 z*uJ`il={Zk6a2X@fqi5;Tz4B~i6STX565Lu%%LLp5t>AUg)9aALtX>7_4cKMP5p9I z`=9-uu(Ln3wCD*sNsPj}1zw8t{5;O7{WWDRhZ^O<4Z#iHJi}~cRiv^lUc5WA>njts z2rZK$SoFErQ+NN8$*rFAZw`0`{ALtJ;Z_#a7n%p-6&n$LKTq;K35O2yBZ_J~G};{B zkaSpKaP6mI$IOtWjRr}LFiu>{rY=}Y6UUJfT|TZLEX$D|7GFFwE{m^|3=x&odP9aq z`0uWrp~U*d8JJ*itc#BX*GBRkc-+lD88wcw^wlv`KkQfey{tIlxa=Z#vXJT}b9xUX zDI5=l8)jmQ#aESD>oi zPgE;fb)N9O1*5Ow8xTO^B!na0FJHc_7?ac0`1*!+EJoz;z$0qtGNVQ7xtm3NOp(Q` z@wv-Bt#Hqw6{|TxXwk)BV&z9Xl+|0SZC;fsqvcxdu`35%%Vo1DdmZKFxia_c_UAOL zyDu`9H{(yCsy>ooE-Mp`JJWs6 zJR`9`Y1V>IJ2t3(En7jdMth+C(jWC_46GJOlm&Myu)I4RQ14LM#pHf%R^ z4@TgBtSP13xDq~Hlf;Up>G`=XXc8l7`D0*o!dRB$%i2XX?3)3(Ps*xi8wJKma0S0p$tU!?yw`I_IA_vq)s zYV?`=nsbBu?;`hzJ};g*6`W8>)EWx z$@za~EY-F*1#o0g}T^j<$1}FKAUUrhH3oQgv(vC@s zHjJ(G4Hg!C;EJq2X?bY;I4t*)Rl$b@uMgpQ`7%BJKNmi(fAp|>z%n3LdXsp%@#-t@ zXS&TToe4RKHI0)!oiwvcukAY~H99q!!r$nNqrF-QPjNI+Z7TfX_Pn#UrPqVDiS<(5 z@bS0>9xPyUKu$f@MZ1)mT9o|LD+K#+#I09g1Fecck;aWB(eaQ_!>c+HX%>4wsJQE5*vgt!*BWoIX?4 zPP=C>!I!%CB10jIX5PFd0_Ov3-UwI#w=(7Q~ z+Uh*g1g0bmnyDKAF>XFi+?QMkdwauP{qhexmzs$61%vg?x-(TW>%R#$a(m0GuMPvX zC4>)-f>cB|xIy4lp_Ctc-x5N4~s<4rC5463JlrJ|j-frH+F; zJYw;2G5ij);VPGmF5b;>IP8QcyjXTfX4rPN&yl!dDmlTc-s1HsbF4D=y=<}V?=CTtGKH6@B152B&0+@ zP!vU^OS&5+lx_q>>69)31xZmvx{(g)?ov9WyGy#H>zV6(e;5Co=i=O)b6%Uh*ZSm~ zW4wnk+_iAb)JX83pG-W2r{UkVWU8>Vx*Cv?VO;hq2c{&VI)x^e5=cx@VEOn2#$4#3 zbVRuMTcnl^yT6=LcG$RcY)s&MqoLuV*HOn3dd-@?S4-E!vCZrUEOT=82U@E(Z+O4n zE{CgdY-@9ZX4T$oZ&KscUV1Ki7$5I?;&4|&cIu)l6TNF;lKOqE-pTece!6|SJKI=> zy9o+ag9rK&QYcn(Ww=GLwy7hcSEK9Irt2ri2+3iM6ZovGL%gW-!K{M zaL|E@gX$40c=K-Hk<$t)o`hs2$<#9sLZN}Ky?d93oGZvDHp`WPX-`@qT&uZJVZ}0Y z64mROx3R6*O?MIWg3aO@Q*G3A`Lw*JcDYNx76YH?Y@%o!c|2@wEl*a|#7}XpzhBdM zq|IWeCyu;RMOxx031Xymfhe~1>p`%CVgY_kkOvK#ae_V>5y_^&W98xDK{`rMI|);N zNkZ0#e>FhO(nIb@Z#ee~4yyL6T?5)R>YKGNO9SP#cYzN)2nEecN4QIEPk`Lu3A{i=E3yWE&C^vvXHuM zS@9c{brd7Z%C>;mkWZ4UMQqHY4&lZ6ie1}^7#Oi=`!vePB3GH&P$RBU7w76Q5^zVvF_oQtI9C`2Fzsa~Q3b%wW9faTQXWlZD+N9Tm>L+@p7%xeiv|>d} zr*~yb7XR30MAesrCGzp+e}%9{wb#B^0b(t~Ph7U)r}McVPbq$;U{&D(&QCGsGtMqNgJ zb-8%1rh1V;yLYPFm*l^rA}bxrHlO4V1H+qYhu=uA72+$SVW|uISD3vzk|t%`j4HC$ zM=z6WaZoWMb-?}peZ?dzw_ooakMPr>mMDyZ1%}M=)v@A-b+5lpIUAI0L!l<$x2{WO z$ea^&pCC~%)olNK58vT4YsQ1iBc!X$}fp%!qxNg=J=*dDIM4;3VCAcP>bN>|#y( zJWm+yAtU|QCuezNJ;fz$0w~!UU361#g*UO%Qa=lRsh>2Xoj6q_=-ZXHsDFnqjE|w4 zrL{qp2sb;-N7&eK^xTu{TkLY;#!KybTvYH!aAV3o>o@!DKk2W#;ya`Y*Qz-7b1)gK*t+sg$6l$WP^;^LKRA8Bl)qZ2$&bU8NbC%%B< z^S4tVk^I=j8D$^I2(W82a6*%fKt;5C_V^!n&Oq{;K1RI^BRX~Jk|8GAJVm1BnxEx* zhbjKKRuT?6dg_;F1z4fFITji>Ws#}s6A3N~m)2ok%dv3F%ITo@&6TOl8Up9H&-t&% zxp(oiaEXni&|ndE6;;UBuGIPRxiCkl<-9vdutMFF`5n(QS@i@Pn=7IUALCr`z6*Ke zugH5n8I{kl?qHQ6W3LG`+Y-}-CBENGTMWm${FI1YPdRHiu%bue_t{?T`vfo(?6cBn zKT#@_!pk0x$6n~DH9@gpWGW~_UbE|c^YBzqihSjY*q|7Q3%_<3h0b*9zg2Pvxn60r z;G)!vXpCWOCHh@z1IVLbAU{7`^MlJQ2BvU$k*7Pw^_uT?n}j#aZr6H!>2!(txxQ)9 zxuw{Ra~4tUaWQw?``if%gRS}=~jmsRVhDO=cmQs*yo3m%J6n*)v zoHgp{w(=xyGq;ORJ+Vbl^sykq)|Ajk{39n{e1tM(KKvRDoBNP7@f=;TTq!;Y4LZ%X zg&{0u6~Dr^57gsx_P^IxkF98BIi%#>{@=YD8|omR+N=lL>m!`LHWFE94&0%4`Y_Kq zSM6HGSreF{#nN7W>(kZ?&2`zuivBG;-_27GD^2+OObWhN2=LR#4?HuA+!19hXMP@o zg8!1OL`S8k%5wBN-igB5p7W!jpfgJ*PWQFI`30lIG`oZ5D=4od=JI#`9VWI*4uD_q zsZA0=cbum?GtthB*Hl^7$!M}_ve7Kxy?K-Pu{c`hLToAMrTN#xHaUD+xO55dSsZQd0 zB->c%vl+ENaIAEht?&I;Wm!oE3hIr+3_@aJALt~4Obf&wOAdCQ+9sQZ-?__o)LB2Q z;k!TC+2Pf2q5=0U=qCB5e0h>VePadwFXSNPRay8E=jwKHl58O7H2xIU%y1tQ=6iR& z1P*Bfxp;wcnUwI}Qe;4Sfu#2lb``gW+|_8_YUK!C$dl93JPtMu5qJ``I|g#$1nBXy zbWsFYM?LGVS$P)T#aC-zbu{n;Y+f72&OMRXQl`Q09+Z(s)-T0b7=;8rKE~*o6Zm{x z-oD~W9pxS|CzSyJ+=A#Q|;zs5tIoJr%qZE>bXBJ;M5 z!r(ZOz$ZkVc;RC7`Rr^$*>p=`%b9T5p!+5(ezsG4NIKSi_hjr32N}&MnF1c(?Ny%m z@1sHE<0nQj|N3qFFV9}m`}rDO0b2*MeYGBRD&Kb%k~7T}g-NuDVl$yrsj0 zxcu6(ZkpqJ-tz;w)0LxF=$E3r!!>tw3@j*zXso&p*XssG6QAa*bk+QKmtcEBH{|2o zcfxstUwz7PUfFbnLWdhK^RgVDzT|1%{=WGRkAU&SF$BazMK)eV6j>ZLHwH(7{b)j^TZu^Asa8QadELhq@d5rSs|qu>!6T+LmF` zItzg#;WC#DFUdYip!1TPwjNknB5D@5Tk06_aScIHBdy$<-@lg18ac<~Yei((ZGJzuJLl4~;z_is6~>!c^j6c{zCaYe5-kRDL&`AxXjL40 zKfO#$^?W~zszZO6@$%iUJJSW*Kh0Qn%iAbaW+mhmr{ACm_vO2~0E49B9~0t^uR0hF z6Layf{v^Ok1h*gCV+`%*xI6Edj=Sapa7=aHiR1!0HG3(t^;j8EXAs zGM0^V+zjss!AUyZ$xk>Sf+)v3msQGPo2|u7)II z-!R4DQwdBF6QM4V*?O2|XO~y@qA>1U#_Os83!97brf|!5hkAc28hDth+nhE+{jQ#v zQ9VSin6_T<{cC8IFjTYLa$gjdbRQq%zf>+W9`OpM_@H$ex2QfGQ6-8ceOFTy`6F#u zP;K+SBe|ADQ#|MS+gxn**|HwLeQR;4^dffWqQ0lJ7P@8(bPYbWd7x8fV&mebfo}!0 z?O+*s4un8bVGjZD5I#Eqkd`P=S-_(N^n;z>ck~t&Kl`-#1wmggLl55`RU?s;b)LSa z@Vc+w$B>cNVpQkWp5v!BA!8G2A-O*pl`jWrWUP@@DP$A-mvcP0Fn$b~A?7@g3oaq- zJ5VYDXb(|fiIk7q$sZm5wfW{dxQ-~W1?C^*u0|CjwTSR$vp;UHFxFf-Q&8?mTi)`e!ONUJS_XF$3o}7{_ zwV)!&`}+lw$jq2idM%t66cqFe$V3J8P^AFVNKmOmM?pFWOnMT9<$=jmH3IbI|5Yg@ zek{I1gY`zJ>iY2EnB7Zp1t|ZXMDwZAAFRf*{F#s4jH{s&=Yms&|Ax{-?`*KV|Ho5w zKhhD`1d$V9ah@IgI|FUTs_r^e76AP+wzC7~=jdlQLnw%HF~1t&U9kHJ9k@vIURc>P-EWUAaEs z8K8}Q_W}5vowv-fcbonksaPhU_}yv#j#pszTDMFpHKkQH?aN{AAo?CVCk$swy^aB1 zRm7_W?4_Op;J?%(G=K@vnTCO_lMTdODNvM{1`Oi8@YN$Qcn#Fn{dfP5PK_iHi%RDT zk=z+&gF}YG!>1(YXm+)ll(}F++R;@Y6S_Pj((ajhBF%6U6}iqJzknXR+X8~!_X6$L zhnYZ3gBx4MfDsCJAJRRKqaIP z2qEyo@VcLJ0F=Xcxhooh%({%)KEmd$4l{WA?-hF5-PByW?N{S$A;yfM?5NbH|MNAs zF{4waor3uefpa0aAFvBOYYkhJ-Ua1=#biYY__q-LBN$?iffYm*Uq!&1<;db+l_uM# zn=Rz5^1&`g-!eOFQ|sk)seI~>?JSw^uz+~L{a*qYg+wg6NGQ3Q#pc&<4CsSStKLhHT`a2!A1c_(>4hknr=HygOY+9-w}3 z*o(^+{yNDKmdk77S4y)T<=_D)fokSynn%*ERq&@U1&dv?g|5!+yu7^!1QBHj$WBB> zMUg5H(AGE15($!%`ZKggs6<{7b(!Nx+w3&*zI)d@QC8bvkvl})c_nBQI}!YbZ15*} zg5(Pp_KY282LCxiSs>93LuT@d9(ZE4J#9>=k1Bjl~rvomCN&?dRY03dj4YtL8O z|4xEXCSM_W;7EUWJ{n9=mGwBMP1nX+#a2Hi<89m3t=nZDM8A@!)K6TtIpwAT=Ld6X zw}ho*0Q$jaoA zr1Wofzl#Va1gK+iSG!=!0oudE_vQu(6)0nP`1x;>kp%!7P?!6;znA#}&nP>;Wu-Ef zPK(HqE$iQhnJSetT>7kYi35z&w`0=ZPdpbrcI82N$4&p$Rk>VX;6PjD-~5CXCsbjk z#E}=dXbkOJBMem#57(S+RU7(3H|&)wDnNtPmGxw#rR}7-cULvI3D7Aba2m zI2%+<=>rHK39#p1K>70o5EDf!WQ(_un+~-W6Qc=Ud9cB&d`D{&es=X3su#*c=zwVh z4+Ydy-c=odBDB!lfW7&0=&bMDtd!&rq4G(8pYfGz^*AV9ThO+(hLPx+=&`=F4TIru!t-okM7Uf-W=Y8+jS2^nl~8>qV^7CgG}5 zmdbg5eVzVQ@X_6Z6K`s8bx?Pr5{q;z<^3chYy+Q%Z_!KRCOUQ_rugNJN7Rq#w8xR| z&f=3|x9lpX?H(}kAqsO4T&MRHf*QKN-qRBe4NarU-t;R6M>!bb2zVtzG0XA91Nf54 zK2=B^3-Gc}`mOwsnv-%=*7)_rOd+eGh3$;+MbPmD517L^=+`IOf^976i&kIo{MOlU zemkxEhL8gV$4V_?#4HSK6Rj5J-pG?B9uqoep``ReRGZ-6hQ*yuONHBh0aj`O*MI)7 z{~}mh@bE|89a$nM?7EP7WpfP$ z7J`wzxTpGzCt;qsD6;_e@bk`%B$@m-zXMf30!lMZ`N_HO?;XrxszpnFiM-79^%k(a zquSe*x6}}J@(WWWYhNe@U91zKyw$}@>h1J6uUMx~%;(4W@GLfM2@z=nEFvw5{?Vh4 z^;eg%u+QE-P~o%~{RRw2re+B^ABOk}W%kR+4}BI3H!EBrWOjs?h$#|TmFDj+-O#L9 zZZ!6R+Aykii4vUK@Ic@_x*6ds)x%Z<^yyT9(t~Rr$Qpq5SppIy^rb>U&TR)J(m0D8 zIASYmuhw>j~dldlU0u_HwjOxGuDvmFKjOGDIDEYx!@mn1>6VN zbjARJP{yrCap+x zje~I^q?HMN*KRT!f980t+kef2=z}IO{evGsx!%M5wlVf23BCl*%)p8p^f%w_wqJ4u zycdrbP*F(nQ8(U3v%iUPq-p;rQ`cEVpqhEgSZqS(#qm+lj~cKv)YtA4mZ^5nF@~a`rupE@5LY_O72d*s~j!v3UC#LxlgX=shu0 zB8l+iOOj!75J7(jhFT-5N-5ZHGOVA!S;nSB9!f;?{r?srkkGQZpV}j*XlG|0kTAya z*m!|adH~>wz{-yQ-{UQ`8*-l#!p+<6tnug)U%1d2aHv&FRscE#6WY)1G@0CzYQg{0 z5gb=dWVn6donTgWpMN&qH7*%1&n@iq`d}p_7WP2GBoBDUFKb=%eZ09ZjJ zbOU_KIEfGG1HGUVgD}hi*1rRdA!gr z?{%e}de|C6yN6i8Rv*OvCs%a4wnIz(5zGXjPQ-vB+Yb*XidIGIjtGvG?k%m`;8!?h z7HbsNLwi!ySG7j++PAfh__W22vFnpayaYi-f$zT3r3k1uv*Unu1T z?yFReYVX!3v0Ya`Oo#h%`iduPki})Mx(ej}u2}X99>SL`zeBOucJQ1`ccDLQSR=dp z!7*&n$tX{`x!U&T>rsIH>O=pHP;BwXo1vr$84Yf7N-^aQ3SHl~ok`D}oSlCk#|2tC zI5f-2EH{X4z>4{9as2Tq`suCEq{fzhO4&wP@Co~Fa*E&WGg2GZ|D@gHJ5ZAx*}i`z zMpY`oyrg1X_!er_ z;_d46^)hwbPu{{!n~&)n{1UGFB^P9tTIq#`<-8=W%y2a2Hj8w;*3d}3ewC-Cx|b~8 zO$f6_ZfU+JF78jDerNE4h4F8S=T>Mt?b!pXH&o^4m36gqFu0p0#vP$|PFZu|UC_`<9gPl2XkJD8eWRd92_N=jdiZ%%3u$hlAf^+iGeZIL+yO!1M=o0`y*JXJ!A#arAhPTK4JA*|UmtwJ zRHmh?x^O@J^|^5)X$`nx?K{VCs$&y?!?%$+4{1-X@ADDmj=^Epji6njwjJT!7i%Y# zY))=14ul+4bggQuIJ_k)>x5iSs7zgmLK|vZcR>*UJ$Dl0- zn_gGKt~RXlh_egOkL|5M4q&VIhs%UdJOfVs_04*AM7ngWcPt&Hg_FF!;&CSNF>M$_ zbv0=69vG^c9d-1$Lmhs8cgxa%H;j^lGl9Swl$2F5;N#rCKa(zLbfu z7-j?h1SlACN6tpI8nE!^4$61?oD}`E5@dMPl~nczT|z5&b)+jGHW&pu#j+scqF#qi z8RgqAD+i?smF!bzTB&#c+`7+#fGmhe;M4|i&J2C=+n?>J833#UH^T0SXIPIU(gU4^ zRg)UBg!fYEl4lFs4370cYK0V{;W6|gpr_XKr~g>hcF3Z#7#?| zzhdlK@sJcliLDC82R1&OG9U=yH)KGKR@gk2mM)_9BcKc(<7sNR_;YHPIj*Um-u8}O z|G@=o4Vd+%2TjQSb>7lFbBuiS#r4geK@K=E*6qJON#j<$`6nGawSWD|Z5SduFhrO% zi>?D>0UD?N01}0JKQ$N^7y443^NxaUkky->H^4{Di(Wrruu-Y9a9zWF956lgxX`b#K&U`5EmUKCS-#C1hF(v|Qy&iW8NcPC{yjahB z2kio04i>BwG3rCRC`(Wo8qUBBMN*#-tnktH%zw6q(NTlv6Q2m01Wq}Bc5P-=Igol- z;p=Cx<a48xb$^L^Oz^PwQQ+4yqm@cR=q5JVp~Jai2Xy&}kq2lhpn%PQeGWWRl-1+LfAVzr z;ivil7!-j~Ko1=u{blw5;RpdN4-W&6p91I?pDnCmoKYyP`dvkzP&=4DuP7oWDebA` z3P8&+73t$JTRiKvl5tqJ%v?zLrX3hR9R>Uai}@ zn65c3yj7LItH?X>K=HNvcwL}Af2NnQuU&qE5gc{LDK5{jD3fnjkX}YLu=MM-+JNBE zd5219{Yy7`mT<;9r;>Eny;GfWG*){kz1xP40ae)j-z~W0BjHU5I|)ErNwnDTFMfk1 z0`etT!9jTm#9ngKzrZBInE*Dl5$H}3ZWZJz0UJyMfap+6WPDXYU~X;>(B3X6(Hw&{ z6@iV~roI&Oe?NcuWNPG>iN9yEYhV+#KlTawP?MsFVJ?;^U3W9!uizAc_xdws$gwP_O!k6ln3x*YVkwFi{{L!cvi^DAKToXGuWL2+h4$Get znb3#R!?o&zk53>Azj|wP-}vJ0Tq7|li0JURB7)5BHcMNPl4 zhvBEN10bA#KQYrNySl5sCHVAA2x{TX1zuhu2CzE9OA%Ft<0RByFp?w!2z^~-U4e2t z57ySPnI;t^@cRmgkGm0 zOHP;51-f-A=gxvRopd*SVkB0stG~sse`%_}&NXQ`**0w)`*c=>o1ESU*3}`hzm)nl^P)tgHh? zPDU$jrcB$IW56A`;7FMPs2CW2<}*6IY9E$48Z&zJ-9=FKdEWD#(<8T_j)?meEgxD8 z6|zJW?FEgp=mML3c4$lq4MF5&UQ)lVBop)RKh4L0lg4Vk`)=M=^JnRtUWLiu5o+Nz zSm$pT${+k@t8^y@bx*qzpDQ#G{uYJZb^uc=58v7{J=K#Zh0eQgpvZ^fe9p5jZh{a` zk?NfOeNO=Cm%)zo;K2jLX9vpx0#AgWi*TU+uYMYzGjnt(=UMmZ%a<>yAMPZx`pa$6 z376jm<^FJDhMs!t8m`5AgPt$Ieu!GPcVCv>N*v7yMEv-z$ARs6R0aji8ysqPm2ZHkp4rHNs zIZPVBTa6pQfJm(*0J#3n!NEP<4L163v%RmIO{N^3sn_L!nWEJXKNTfSx1+KQE99#` zsgC?=hItR0`v7|KZH__urKV57TshjbN~!vhHC*SKmd!0>b=WoG@uYb@vG%R&*B{V; zm7fnqkXEoJq=Z!qqC{>B{+Pf&!whEYd3J1ce+miX$nUc`qg5e8n~8);sz> z1kel|ue9MSv4_7|dzSWLaP@ zTZ957(yjo&nV{_0)&C10+E-r1ezX^*cI`je{pumceY9ZP^!2=rcqMsjuYVc=ljY7w zs?_Ih)Uqoo^vl1-kFKFsT+l}NCSFBaO}Tnl)hw<&n^^m8Q&im4*?w3#p0h1zS2%)O z{w3(8!EDiE-yhyr?xWZF%{g&}21>Im59UF0zhAipJGx8zEy4>J`e;vrPi?fa1;ILzL-gym6NOYPT$o(Zy4|#Cv@{%SFaX(Gx z3=B&L`M{{SF01fl4>^1f#uttKth%^+(w7;B@v_5BXyny=T+$HzGrLOND-Ui^;jnE) zGOS6}iwIBuj4i#z1P9g;TX16ms}s1#Nn$?OKdlRQlcExZ7X@V^Dg0nNgTe0zrDVMY-_&cvbiM z@yG3zRA^e(>LRQ#)v~5j&ARp0pZiZLjEsD#$EfRC#=m=~!bKWTCexV<%|C3IFfVFw z&z^B}^VMCP@8_D6C8j=-etS8t>l(a32>86`Pq8-Y_de7K-$z3Lg#m$~^{8V0#>S3^ z^&kpH0vF&(HG(}b8e+NN#GF3o3>^$M9XohJwsDfS3TXy}Dw<Nwen+=X-$WR_TH7u&5kZd_ptCoMbj;K;pAfHC0C4; zbpBD}-do1Ms@$@h(0vvx_Rfao9LmV%CQ#IT3j*&DO1kxTU{C)P6&3YQ?v9xMWQd~t zP%}e;L!gzmq7oXblrZLPF$1t=6X)hQ7jLPMYFQ538cewo#inn-7y*(HT#AfoWd}_P zU&uv;WGWsTUU3!|Ggt|^am!l5L2?ip9xC+VeHo(i+cyCd@(n)!@`P@JOEO_CtK(FG z@{z>wU-s)}MWiZeM;;527bB}swIqvWDRP#lMS*>VFgEEanLjElw@W}Ug1RyLPf1=! zy{cY$xBR&|+IDuhSNA}1P>~4I?!Km_ZH0k9YrM?zb7|>Tu!54(;m={X4EIWg3#h8( z^a)(lmh4g5Vn@va7rEO^H?<_%&?C4*)x z=X+~5t6n5pW|PR;O)BM5Fw@o!!MHiq-dOJxB2%oKW!`oc!}C*wcS@P80zoDi=mstP<2B)biAsyYg$0mg6wIhHo| z_6CqtIMxq!hqj^y{Dz@B9@{As<#y=3*vs(@b~&Hgo?emH<2C?q!arc7z+i^6xp3`C zeDuDWW!%P3WZxZTcS76o*th+p(#I6^(<3{h9YhalbaU^OtX)qR)1BzbB}#~0(d-42CW~l_q#{wf1>+}YY9n-2 zpvNo$QT7dFFhI6p9KeR4m4x-TKMn!vL*X6ofdG;aY**3<@+T7G#4yVY!qt)WVmy*k zxiNL5qLyF~_;%@KRZPXCDSmv#@}w8VLF@6_ z*XkVxEIpkc1Uj$0pZMhb5e{-wt-GUIS%rlqvl)Uvp#KnEeZf{3a5vpPQw$2_1qzLu zZ9KYiTa87UC-`xT4&adQ)j2sj8||IlB!h@P6hZ~; zr5SwVQCDzWL0VX8HE~k?zH&}r#xchy(NDZg?`q`Q2-(Gobn|7^(X}j%7t_};A9V%e zQk^9dh>3J0HzG2P_cY+R^P(r}E?jrYRS!%%%dCn@Imf^V)=c` z{CKs-5-zCnj2k*51-ap(0%HD*;Nio3^zcdeX}+~sS96W!XFzYe@Qx`}R#=$?KVyKo zNNEmF9zLO*jc!8kxG`N`L@1YJ-X~e_l?HyI+|X&c)KSgoGj)rYX;$4liK9Ui$szZO8{;5kHmVG?SFyqPd|iGUMv?KKP>B=rUo zkqRL7hJ-~oZfX-I`s7>FYugsyAdaKsKUYrRe2y7XJxISW=lQ=rg7LP*?)L6P8$E}Z z|33rXG*^gd2J9D##dJ+H0&#}U4MN#2DtCY%bBDf6cI?s#6a35B)*n)gr;(epxfq3n zvd0D=VZvRE-SR*EBJqh4@J#rWiYhgcaZaXF9ag<;On$)Fyj7?#t247~XI5MQLRi zoR66mn=1=iRhZ_w!rkQGl@&J)YrQPRx`zs5e>LFIsAkT7MH)Qs*H#ugFVH$*iPb>6NVy_({P!? zhNFO~&)6A24v)ldm+V~)q#klk6 z6qTp#T=9`ERfO41*g0+3DMLcN|H;Lg#jJRrb97bLeI84|JMw>s9_))slOwBW)iAqN|0u42mPSGI%FP?x+ z1qmYqqz5PR4`hMP0`7>Ck1qxsP;6kZ0LXRR|2}br;`)-8@?m`z=Dij%CA43{!`-zp zvpBbP9x}5nm`~NG=D0cA;BjeShD=#74qbP?gNn?$RG3_5FtY98()!W`j!i&VLjNxf z5N25K3{+0r@Kxyl)-_dFY?l{Y*zxQK+njW*ksWDtv|9g1=#i^+a~f!H4RAhwYb zwtyAPUN0|((`9*m{h6S;oe#m7EQLz+T2`QZf5DtRDLc1b>PpkK|7#-EJhf)Q5T{sn zRQ4gLMBXIy&AUFJUgH7G6#$FSXW_1ZAXgzI2L*~gH^68Vl8Xz^T|ixkv_-fdcmLWu zW~`X&Q;w^VbK_Q1hr4=@_Na+=eM1=>42Qpd+xb;<_G$_h44A=ckObZ7ne9WsE0UNg zThF|c{kB}gW9P=jy|V%1KGDz>L|Rx04X^TYZ7WV?%n*#C^F&wZn}Avk0jm@lv=gGx zt7JCd3!jTXxCRO-0FEG%M)$Bx1%}wQaBQ*k#?z43h8Xf&s~z#~N$paj32}pz_8Ge_ z>1gzleLCBwWm&_G{w^qzHANYlV*V@1a+eN6)DV7oRsI%bqcYAW@Bomgc14;{shW)z zy4;wq<%bfk{82@G{1iL46#N;%&x@SqCDJ=ougW*qZmRO9T~}R>`iu6(SM)Ph%hGtN z%0xhKpTZ*v$0Dgq0)t-^G^D$&SfLI;$bRO7eNXl#R|3{sD5}KWbPH0;DOfvZO3&r* zjf~H^rP0IA9n1WwO~1F~m_-CEh1}NDi%_k4h7Yxce{d*C_SqSzvgB9ap~bK?7VGPn zRl9L&{)NA?lmPNesq0>uwH}{v>B5T`64;6)$NGOHdXxC>7NR}#j(l|kv3iH0O zKtVA}qhs5(dfV}-#fc4^lS%8>?5#M|F+)DXaMOXBHDFdCj{|@}9MCRT{y8yG zPp+g->iv5GPP0LgG$kAGE2X@Jj!zk9n0%O(}VZ#xnkeN^=W+0Ugxovke$Q-djFG!MGe8c=7IG_V!FlI z&O-#;c*fMBpT^~(t=ch_AXh4j2EF94A2py3h_lRuozKwaSP#~i!jcjL*i<0+w2Rf0 zy&MU?0sN#Lq(7$Y!AhxBY6fLjrYKn0k-ISrqn6*leVnFUXw)ZYKhZA!6I9I#w@mQ3 z7+G0=;EK1!`j4tB6FY*MEp07S@9$>fO^oH{*v^Nu;l}301oM@gj0>XBY(%NJeCRvR zT&9uDe)--NY=iX_b*3uIuOGJ?gUY(-T-zO<57cg7K&+iy35_^xns1?|h}0o}YM1x? zg{Zhr1QZ1km~i1ilG+jT7hDD(Bb&IJV1-4^RZH*eY)Gm3U$^R#n37fw>SaYbt>at< zoKbY3COWb_k|<+Xva(ha?4{&Fc!)a7+e@PMXo24k9P)@H+Yj&yeF!u|m*zadN;VJj zAl|+R93MZw0VqdDFlu_$x{nJRAhliy7=o{GuLJZ_Na_%zIIQY&3kfB_vr7R5uL14s zP}t^=jHG^Z&H86+E}HTK_*eV*UQUS}lsx6P;x6woTeO`D`t*1zzm{Z~I(nMo6XVlH z4fi8klUK4rE~SJhciHuv;LMFII5U4sH|oFJ_%^Pj(PDEyeuEQ@i%R*HP;t>o0<+kl zGQ$iu4CD=FDQ6%N=}=M*`pVDCn`XCM415bHd$PZ7KtUjeCMG5^e4vpuUAA{|aUuH( zfs`>dhrp<7fh%+|aQFSiei~RF|0Nu)j(&h`f~UG?tR>I#0EZ4$`L7kN+RJjT;q!+T zb}!WHiXykn>#yuBZ!MqIp-u{>ObG3Bm&D<);I|J@2i)<~-<^HonoY>5g}BZ(u9(R> zrsL}IKLD+DAiL)i|pcTy*;D{`<*|xdq_;_L)mW5B`f{B7jUSV^dDBSpsQ^i%Ae=**zIZc%b z#aGFoZ(GQ^eL?SjflnM%aRY=g!Qr)!E_aK|i&>>*q_8so_2hTQmO-&x=!u)F=Jm&K zZ=aYoyL5cfF(y(-JM8)1TmrVG6Mkm90}l=?X=>N%ZdUV7$>uVlB(&p|V@rrXFgyt0 zN11dc?F6$Lov_t?Xoug9G@18)2zO_-P*SuoSd*lq853C~^wX8F8(xnA1MFV6LlvAA!MA)4H$(`X zNQ9tNHsc<0h#`@6cCOHung{6SF+f<6q}8#bz`($!v9V}~z9T2=02wpNFUh8rG`2i; zF7lsBh8Q&t*F8+ks;mm{?i}8Tn#YYgF5Vg;g}B7`wdUwLUE;@-E>X@$!ml--PsO~s zng}i5BxDI9#;_(O!F4PxPX;zhNtRa7nf&}}?cdiir!x*YlAy`NIeUA>*Isn7oR8&d zBeTw7I(;y$W9tuqKK4is|20rE|XZ1)1iS|&#ueyU$Wa}AP_u_35Fjz`}W-KG{4LWa3%MzpFO$6x$X zQmowlAbU!oD0NFY3bb5L0qcb@&7jW23s(Y=e;S z%o=I%L95EWy_WB!{B?@=hH{P4VXN=@viVD-P4V4;2KjyN zB5yi4y+-|3XzO>5DttYlRg2>T8c6O{Tt8o>z!TD(?d_fu?dC|rksKw<{yDx!#0h5+{o;2X%3GShG#QNf6mNfS$Hk1Z_w|5g7|dKM{& z2iL!r_6sZ84Ys%5V`3-$Zt-K7iR0Dg%c)7a{Ei)CPpP1%c^UY3r(fOZtX?lmu|i`} zP)L*h)ZU)81!5kl3oX$=D=8|3$Dpc!E`Q3o_qH)FhdMaeS~~!M!_fliD_bVblMkw{ zbAn5`53oK!Eaw^1DtaSw4Xq|VQ`muhPH~s4r(8xxF5*WS>sGr=zHuk`GrE{L2d)Ej zGYKuKXgTP*>b#GEnt}r)LP7N(cfzH6WMsrZK^?$|5aMb&j{}EXzYY#>%HMOlmOHfh zvE1Q`BH=MI=%SAiD^F8o)-pE-X;_iYuBuMQ5qr+8XiK8mox57NFKk;)NEcV@l~ffz z^6}c`W=T+pEfRn*GfJI)ZyQVJb&;dg!JiqHR0Xl{ zyH#Q)$qz9{-TQL}Lj;?V+_t#bn37T{9Le%~ou?g+i1lpNpy@G0hW{l;7pAsYkWb z#0Y*rGCx-3xR$fI|KmMwrhDxEZbSC++0t>%ObXSB9es2ULvhuS=WN1ZXO3%js()pr zrpCo~PuT_6<#b6__>l+|Sh+`iag9pbc9tLSmTlh9uZ$Jetxcv_*s{7VvMFPD;$}}X zPsp-=cDQivWV%dtQ!)?3CFW%Xq!R<#p#vtU)JumgEsv#eb?j7qO3D%RdhB;+pU(AY zGVhkS@a?~yHnpSg$G^pxOGqBkvXhH)XMp6TrM>VZd-DdaK=@&&-d=dJb)wXx;#|M* z-!mlSe(OW+Z+cYad~Tc)-2K}eC}`9>QaU_a6|vb$sOkBa@rXM=C_nPMu2g%-x@Rsj z#s4IUf<`g~q6IUg!$>|$iiZ13*(_+bysy{o_oGQmliS{duR^`gH$3O5-rLyQE51@V zn-Y|-#5d}l-F1!J9AE9?)uEDMtL>LZe!RPHyA*vr?tAMubncfGS&KPM7~i7Xvc0cT z3&l<(VgkfDB+uNSahv3F8nb;zuBz<5xX}uOg{Vj z6WuW1`&?UJ4Ilk`T-k8*M`uvAaZA$rd~}m}sMM{Z0~NztDw>^BjOZgb?Q<7Nc|*dO zDLd(DiRiwag634ORPEZ&c9h!&=_ z>SN8luXz<4*P&!#u0m`eAHH9@Pf0gbrImF;DnqL@2w&YDybzFyi=;*Z_H@g>>rEkT zCgCkQtI5gkqrt_vA^9MmF~J{VOzdOg3PVli+M>lwJ2wYwc#T&o+(Za@uTK4m?5;+V zv1f9*>+j4H#<{(o(W?uVuHU@AVV95X#VK-TD9eaNk+sT|I2C4( zYU}cqpF1YmFLi%_GlsJy({|VAnU?jdPSisj&yjf}9ZU^DRVBWfzG5sVZrqHc=jNmE zxaqQPV94tw4XCUL`zF?Ey!))jonu6yTk~d{&WhZ+XKqrU>?W#E!q2M}oL=|Z0DtT{ zfqp)({E-JnJ4~gfxAcWsE_UkY`7-D^hmrIT23l~Ks~>_UW(q9$Y=6JAfxmT~0X zy>38$ss3%VGsm)(aFopLt5wL4V^r^XVMqJ){~QC? zm*`xY;;{IC@={Sg7Ikv2bf*{FPPke(HO!#mJ7#20%;%#Btd3QhQqO0yR$kd9 z`N3ZFbdnusV}8>YPOH-|*3Z{l%+OtXpM_uJ<;lVjw%}>npRp(k*S?nBHOcP&B-bo# z#e14bT8=w_e%F?;5G#_${*;n?h<3Y#%S`duUyO!$EqfB$8J~Rl z7w^%R1qW_+o_(_KX7T?XShlRkkIs=RpvDQB)Lre64*o@$gx|AADrzAd7rj{O^K&Lr^Gx zdgz;wW%eBzw_-MjkPGvpdf~%;jkB1tiw7b4FSdusn^~Prr`3$|g|3SjEQyqnmmXoK zr#7wbtMBaEw@x&FxyWEv;2#z4bkVTEiZm6pc`6d|nIa?ouH4GD|I5Xp#In9zMU4>8 zFTa>aM2Dcn)&W_KroajZOA*++FMU3uSkAnr{;j+*lWGAN{IaJvVY^ zcJP7odpc*MQ2Hsp^WN{DiN!fGWMs08`G;EGd^GJdddIpFFdTO9^s4rbn#fY7S3UP* z>-^TXiFF%}OG00Lg|xUzQWu%*#^g<#pMuU@&quV}c3y;F;7mPkK6ahbpQv+4h{~w; z;ij;_j*=d4nYq_~Q)jK{F;|EhC&TQP(Ok=Jz1`j^_yx#?A^}fQ7)%F zeT(npvz6@QqMwIgfwTKjan58kYF_-Om=ly8AM{u{@#)RLc*J!s< z{>Ts2g8h|^iAzi2ig!(um#dl;XSF{=Ej0YDma;SGnKJoyXa+Z;_V*< zv7i}|AIl_PJb&)&#C>xH&!Tx~QDykT&ezX4@5V#MKYkPmX5vk0R31URM(azbcD;1j z!KXeq^ier5@spHmW$ZuWFbs0JRTxjlhK0SEU79=hi?#L8Ey>d9E8AX(zMydQ7$d*g zpk2R>I=e(suEc={%S`NL}u&K{WEII~j^-LcqaL1!5e zRfUjI?3DYIluATDQ9r#s-C5Ay5WhSZ?;=|JYC2e5V{}7yKhd`{fR%GfPxR>7#EPY+ zU%#p;*4x{&XRWVgtLD7UBBJs)>|@b9<+=R`v>?r?TQ4?0AyK5+t-FY6rm^tLyY)^y zLDfpk?3(kgBjFj=6&nZ7<_-7TAz~{_bI)S6h);I5SF> zi{%wnnX@PJU3EdNYA^kU<AL{w0L-G-GwJF>c0z)^e+*D)`|;a=w~x`}>kqGkn~bKkU4};VgORYF=fZ{)@a< zQ7p}K#F6ug*0SjEF7CEgWSEM#XMmxHx~o4}0D(Rvc#Cmvf=@czYM8k2i!JKGIm{wP#MO z7j7jM|FdsnJ02L=tk|zV?E2iEbt6IZUy1Y_ObUm&CUj7)v_rwH89Wy3ICDM5j8j5 zJj*GzkF7N#xc=>gP$W6h*jl`)(o0R&E3;P5jNf19sOiO7EW0w9k0qbHA=5I#Q8^lm^c3sn3<>| zDXfn5X)GV?IbiMB^Uw{dEq)a2QPWcM^|u&|73#@*t19{Ov1^kPHEg?9S)<|?v3z5M>?mU5D$9((TTO}C^4DbgzRgo%WwNoIY$@AJp+Ze3wMqxjfLva+Zw zc5;_D2V+(p^}%r$4n69cea}fHrBbFD`q}t#o|@ATEXhmdD&rolWtnon?x%cS4oLPB zbR^JBp@4%dzP^kQrbFh0Gr|Keq)>g?K#1Xp6G{~Qjvv-14ov446cp*nJkO5{{DRrw z@Q(`Cu{NPDO@#01b1gC>&Na~8<6bdzE}M#Z{J^?dYTj192<2uw)=^O9({bB(As|W^ zALTGawfI>qklf1Z&dFF+b++z<$5U68{O@*GOESl<6H}cUQogi`N!I6{Fi^e-w>72i z5q?Z7Pj$ZU*=rSOE#C+mCc*qKo=Tmz8F;QUJH6RS(RUVd@6PC8PZ-YUzvwsRKgxx< zUy#1Qat6w6P$``!>;%V=!&~qb@r2erKJ+n^kkMsV(GkL%n>sE{EXb(+h`r zBz*m2+T1Ya2c`t)J^#6NaZ|kAS894GAEZd66}eOBY9fO?FWmF%-K=@Ko?%+)=&hkn ziiy1{aVT0Z1%+bQxqV4hQEcSJ%kY{d(nHBu`2cywS)Me|k)sAV!ZYfC zd`3i00Ztxkx6bWB*meI+u$Nb9Y%1aQapR~!6^W)!)QEA}&(JVcg=>Wi_ba)NCYtwA zNtvVF3|d3^r06l0?25jrnklp$UZE&W(D{CAL{`or)0>9bn3#qq)EGur$k75ffMbCBd+{bc7{u zKuVIgM9y#P+`g(-&WFczID3<8Q_p0?>873t*i=hOD$o;;((5os1nGaV=5ATCUeIgP zlS|@@!_?3U%lIb0N24ES5`V%OG+FisvYF5HE4Gb0UE}LA z(%&{7!F)Y6Xy@;sD_NTo*R~%r58-2U>GSc;Pt?2;7d#`uINcqK^%_ z?mn4+u7HV$Efdq^WHME8fs>@#(fJgSSr4&t?tG#|D2<->8lP zMFh~rEj~sR)?mWs-*t11&*(P7GpEAuGX4bYd<}LgV;R#8nl8(0Ylo@3!=9&5Fu`6l z8;RF>UfAA!;7il^*eJ#jB3~FYaM2%WkE*I-NM>=U$Tu zB_>kL!dCE#JsghCdBgObzUm#fu41;pGRghp;@}+ANnOXA(EJ1E2b+Pi5L_4bnH+X)K%k_314l}r_~ zt-fce78R}5Wo#$oVo2owbK^03r@R5HvIZE@&<1i_U46%nHpP@Tj;j=_5AW`#P>k=s z8rE!qR8#l)DtGmS$)^Tg#)1du`IVzCH>3A6+_wEQVly$NGX8EE+rhsJqQ2jUsCBxp z{Kk3&HX8Ry2t@~uE2XF8yM+X@bY}Ehu5v1>7(xz|rG%a6xu4-zrVlSYx1RIIjpnk7 zsAY{+mY_IUSego*vx(cTU{NzmS8kjbaSJ#Y|A{|gJYBK#9P7fRyso*(BPYMITpMkw zqsa||1^?x@0qcPp#mDj+`ai?>N7Bevn@67*UEJolM$Ry1;p$k}-;=I-kK7~b^npM( z>&km74!7fUvQ?>oCX4|jdRd1H^hK`6c?$GjcMH3Q$hRADi4A>{6pIo!#@Yyd0vi^8 zc69iamU4mY?Kwm>dFZ=duu(?_G_tNyQAvu6x19K>0Cva4#RbuVzH()9c^+=zBQjiN z$-Go0t8F8}L5y3O*A{hdl(tLXWEq3#un5sd9a7x00xHc{J;%un&YXYFH1W$BdrhA! zgi@-qeJ=ScO~k2ec+UM)(*Y;>E7DEDRwsSF-9ig@$>f9H3{qOfE>bqz9E1*A+q@UJ zvpC)NKJ2dlpwku~hnv}e!CM7Wa*El#%=h^UtRg4wG2}8LB0s*-hqj-k%iERZX0(nr zxzM>PKTSwPQlLO@Kf3$u?HX@~Fk1&zMEg~2+j89_{>OLYP1v??++ZT)Bqmt3(TBy0%Tp|$Vhaa)&7Z73*i_c%LzAmEM%%#X=)m_t|3)#_82%{j~uc~^$ow+?uV-q+Np8w5o(k`rI=)9nnWeuYzCL;P+)Gzg6b%G?;$&)3iS@m_&-y0AV^&X{~(S0&Zf?yxu^UR)&k`$Lu| za)1Lc(i_Xpg#kS7zM)DRHb9v-gG3*UVQqn&OhsA|4UOs8$CvmSGC5C8iP71u!z4Ab zQc$E?dY$NT3P2!#kfRwbRx37C9I=EWs#0#A0IskS2HZf_*d5yF*REgxaZQSE%6s11 z>*vmou{L|bB8vO69uGpFen>W>ywj(lgcQB>UMIR{K$HI}IeFw#J`fC;LCZwoWKRq9 zOMxT;(JOcr^;iOa)a$yy%BG<6@4MDD{JwrxIWwfPAwOa>e#@fSO2g9Bs6|BZR6diP zoM#3-WB|Vifo@nht2SOs3+CerkSHa>=$o~T%}{H(YNS!1T z5mBJB*{-;}I#dalyl(<(7ArG39L@YH{o)@_<*}EJEh=_7wE0kS>rv6bH0~8jn&l6of|x?$W*#VBa>Cio<`20FY7UTZAlIA zT<0c111S|mqS%c`!+{-#)nZw89QcrOlv^}eO)mQZnenGj=SEh5E(Yh%FAXDj%JK;wr8`ByGI`r*zGUxPOW0^9RyDEUT5aONtw7{aI&DhPB|Hgfkl49NO_&# zaF7}Lj#0o4&S9YQZXD#7f`Ws&tv7E0(&-*M`&Y0~ynXrWx*UY~wId@GDAdL%hq8#s z-A6=5>aX|=qwpto*xDS)a5Xv#sJ5)8?tbk!&<$yOUo;>3?FWH59L%eXmoflIaq;ry z&fYTE}^p9C_FAfKb`Qltnk6iH9~!90#zc6}j1 zXGje-VwXI8+1=Y>vbk>F@h$D33WEdTyCG&S5`5YhIeGzJVk~krC%?agM&!8d3Ij~q z{D6}g!Eg5%g14Js47?cBZTF@;|7>k();ePwjuiXl)|^CwvR~9foYQz?HVIMS%G)+a zOi_CA>4oN!h>;s8XPp3Nsra%uxqvU3-1qxQKVm(lh#FBWvTC!MAI)6KR_~3jN5#P> zzov1e14%O=L~7{ZoOlJgePlo(hI}vx*tuj&0*4r&8>WF00#UI85wSn5k8&TzKvll< zZMGz4?Z=(@il~Zx;|@}VtF{@HXIJ%R*zhxg7#nuawyy>AYODu;vCi5Yc}OEe@YT!x zK49lNVb;^3!xnBQq9sf3N({*7S?Lv*D`LZ1<4n%k;4)`o za!;9?u+AdEQg<^~Hm&0Z(Z`UhEJr{ImMpSTg5^pRfBMu;2nQ3JvFdS}ZT(1V$UPWm zxRRc1>8ji;`;OfXX8!QxTizB!IOm1&w6mvKu9+n0{?Nu5^*%cr-raW?1{Z6FbQ&6) zRIqU($$6q8b=@5p4X3yLu^AiGZl97iRh-y<#eVpko1^3SFHl{csS6$@zn+u z`d-%YPwp>b5-#pc^#w0%Q+4k&n*VR~=Z@y?mfyc;>rftLpk%-2Sod z*yU^WrV}S`?54WX^GwXwJKH|52}bg}P>(8a4iE>fc(~F5LP$RScddPm$(eCOETtOG z-I@audZ#gE`aM%u#s12Yhwe>NxkyzS|QIYmnG}z}_yD8?HzAW9*UgRgq7+tiF>6nKjr{{i*565oXSI)B`Nh`OE*={PH zmwPwA?ikjoL$9=>h7O5&5IR)i(AMxJ+}9$b#Qi~NRP)*TsXvVvt-76?wpGq}9A>@x z3ymIcf@?c?trm1sU+ueAgnB8L{C86znv#D`+m( z7yE`=!ua*veQW(9?ktqynNOT;LpDuZRq>;ZW&S_qVdj8%0v6S%d-cF0ioyQBb9Ocxbd~0(TpXWLpYf)$noZ+e@4wYnY zBOlemeMy)~;US+=$z8dT{~=A5Ns9Wx%MNOHa>{n2J7L0m(Y6^u_&E~ujre=EG^YGL zn}W!OZP9B@6sOSF%mJ^o659*W9Za`Yq~f~L_^XzacX?$sQ*R1$`pRZZ*2AlG_1dg3 zI5w0vd*K_L=I#kf?W)YpS)be+nHav=N)}!i<~k>ULn)h{DlUTO{O>qynS@inUvuBu za!XK}YCrMie@3OM(`{~eC+l!fS$SaW+Q~k?4)?aLMqOwTQ&q3s>PW<;fk*Vl>+^O8 zvTFm=gN1V44X5DgoPjAD426u4_F-|ZaL+ly+$_(@or6v|Y*!^$ohQ^JNTi>5IJb_C zC_9tHi`Lk4aCbq>Bxh`wanmjD_ZfnW&Ny?)ah6p1Iu#|6oJY&)aJ@f%yUbMEhd+7k z%ST4Jw?}kOtUMiy&-Tl>=9 z1{e0|agVasUXePqtH97%*BJE=@Y;3T3s&~?S?Tkeaow$LwOaKd<;9hK>yNGKu|oB8 z{mpf!4R$x$qV^x)!|&321dcS)h?l_RH)tWh5EHv~>sD=F2OPGR@z@V$Vo@9_HXn6K zH}$3KRB{zjgL`GdE;vom9S2l>BMo(eY@rj6FDI(8l-PB-zbheDrts)jdUN(ll z_Q5*$kWFiuqwB?q6#bhnCu&+zOH~b*-_n zbmjxb%i%DPda|>Gt;R9f^ESKDPc?nUfnRizmPhX=FxwqN+#c9Y$0R4V@cL0 zSo@>ro6EE_s6(lDtiBW-#Eq=jZP;kQ|*}~bD~R7hw~xNW}G00Gn2olr%YWP)+0d9F4Mxpg6fO_7YhMc_xGoD9O6-q0+AAwSk-mHRB3gTn@`C);)x#GgY=R{^&FyWJ zb{U$S4Pk`gOMPu$-K-*qS1wJ+SF)}&8Wla*UflMs8fB>!XIf&lw+!QM&N3}mtqJCZ zKl`7Tp`~1&z-B32J7hSRU$+PMIB*%Ar!yXuKR(3)va>l+@{%TJOh;q|WLx(V42s-s{`Y1}uhBZBQCMe*hdt4Aa%1$iN!~9#Dw9?U1szST z`kRB8wCT-W8GfXTG84Uf76YKUmjd#_s&~Yx8;v(uMKF3I>$J(q0aIP-AyJpMo^m}!T zw~S(#&~40T^2cMb@-KfJ3#py&7{njrcQ4J=A1c$_`||gE1xB0fvQB7ewGZT|b#TP? z6sDM;9`b)UxG?(o@)6y2WnS12l)=jGd^M`vfH$YHXiu)N`I7p6vhP5->1CdPqKyYB z_tL>EY+ht7q<)Js7)SpkM-RrKggmDvm)=~7dzLKQ{nxJqMspR{*$5Uo(^Z8tsSkZ} zH2^@)*LTe68CCQS(sLgMa`hH|w;Wj?^Y-50qCc?XrV?1XoSv@J6_u23(V@yfg#C9H zy=L2o+=i%gdvU1t>uyg8zjHRVMb(X-ZVT+q*&HgScDzXjUoST(ngJr9xeD*`va&%Z_f(KSS6V1QYf;(bM+Vso{ERS&mPs3IMXk>=}rm#dUpFOKRarNt!7V@4k?`y?iEyz( zJNo!hgn?ts;KfH19-Uh4GgRZ!%6o)wp-qL*{ zH`?Fc=FqmVdSVpEp|&rVPBqHgP}V*+VjmE3Df|4~DHYAV=&N#YkpUIugR>qLkzZ-K z5FO*h>f>%XHi{lkaV^lQ-lrM{OBg?j=`u%$9U0t;aW_6wChmL+2 z6ZFFiSs*pXbU9LhAb|J%4g1`p2;1ZCi5!DqFMK^o#4n4z&cm?6C9fV2aJy|8>~Pv2 zc8mS0F`0_BQJYUIL%hBL*Xk9qwSyZOMV2a2BFZ9vy}8)y(znt@dY9WBddgPQ`*ae$ zruA!|vT56IKgx3?R_5MVCjMM1@|pZ(w~eW$8?s8!I2SH6ohx04wTt$r<}vpI8N|tz zm6yQXK?<@}EiD6!nk2}p;PrDP%CPN^&DN*;V#BHSu@cgryN2Z=*S==3Q~&v^%)OM< zWnf}ifWZOX`cD@}ZCA4IK6p@Qk;&ipL0lY<-*)>J+@rF;a!@kCf`%6<`DO64tIVacB(n3JS z`ib^U3Ns+=m2BK_FBy(N9;XQezX+lks9?Ik>%BQa$DJ~p&WZu5*(Xe%r6m*!=rjWl ze1z$?V+5me!=!}uuPSqCWS{FYeyE6jW7fVpT#QzZ#^cmzFwX_Zc&6v)pFsiR0;p*N z{gfm>aF%4#u(AdLeY27x49dND_3AxfpA=OOftB#?{rfyse~+WGb+4~>+{D=#;kCou zXqPPxpA1o)X8yH}ZM=+G9yuD<44Cjbi_p`k+AiI5JlWTUUw_{0PYFEG1X!Sc3o(NF zNPv$|+tx75x!+}G?#5)mWXNp?JlKV@oRCZIVUj}4P9trXPnMLMvqg^dLjytnv~XXO zW&k_PalxOQ1J9=s`V26Po1DUMe;1i`IX&L(g-JB%ZMipUPJwK6hdjlz04j;6PhHn6 z03qbM_W`j#WDqSj2TE`F`!-V@lrN6Fk!C-V$}wY%c>~0b|EC^tm4X7Ft1Dp(gGoWU zWjy8=oB=8cD%3OP>oCP_)LbyVwgx0pR;rOeiAfX0Y2+DcmXY=BCf39jqk&|#Vz9|g zm5pIbuTrmlVCf663 z3Cjc4C78WL=)15G?Pe^bVg`f;+v{UdFawznrFvvbV5lrB_91fORgdWE0lH>u_d&3| zFT15?d2Mwhtg|$Sl7>-+MkeDd@buyk5)uMaN(ayjA)Fh)Hj)6-fLJgPj0XHX+lTI3 zP)^xIqm!Wa=}W=c*~oz0r52H6-gbFC>6Dv$=OX##UW6%+kq6S~vJfk){q4Va*EYMr&T+iYYK5wf| z@woRV;Y^=`J{p{-e@%+ltXkWNB6ZYFY;fTrsD^0In1CwPvx&{MgaJ>EZttDs*BhmZ z-Ihi&L>ij?f#r*&+a&Cz6i0MVPTf13cj-SZ%Cibu%_(7w45Y%uE++o9rXqOH#DuLU z*+{F;XB2tlUsU|<105dik3@6Q!9maeeem_z`-DR!2IFS}PA;51{j{m0)7^)9(q!gH zscODg(r2fZaS^v6Mk}A9+}}Jpsy_QkQvKK-mSpeiV(4#{W8&u8MIWno7Ko@wRfV^0Z5Qk1=YeSfn8S-?DfUT1lb# zIm$LSigpftwe5&?=&zOG{)+}>>=oQHl2$ZE__&-3)N|v^FP=D3&tLvj`rSsBu+t;& zK8DAmzcpy|S2R-jAfgrUl|>(y5Mc@q1zmrhJ_=vSwLc#!VZxX>PE0djx5BY%lvhg9 zemq+qAN!wQ=v?hmAVzD~sR%Nvgw{k-c8HMs8|W&Yu{w5c z#jNQYO$L_D7dK7~XkI!ER{rk~H6K&gKho9MCMwnSP_*26TBkA*Dc9XgvL2_W#@j}l zCL;E?ZgljfBT3eB|e`c`cTxT3}Nf*_pM+;kyMk|T+lpezBH$2ahpFFTh6}f?& zE*ZWMTGWJNl0Q0s>aZ^N>3Xi-T6#f_r}o_78`0rS!3O6&r&|x}Z8}5b^y%)ZonfjO zEfE&Kv4dn5kXpzV$(5@&*D3j}j(A{`NG_~Ka$n5I;+HcJ{8SQEODGk7SaaDk-^JvQ zZ<*kVW%yfa#>R!!aT$H2fB;|K53C3m*>N4Iga0V>i0;|p(vxa4*-f&2FtO?%U?Vu( z6kM@YcK9Fy{1{Zbn1Oq8dFmrTZoy*T6$ zURUEV_Hc5z*kyc<)5=nu>iuBUC z=fCFat$T91FIYWII!sVRk(M{EMu?*px;hV^c{^0h)Fkw0FQLBvA?Fu#w-bcpVuSB1 z!L0U#NM|UaZ~jZ&Z-e)jUU8jiE>TPBe9cwFdB`KP`k!a|N{_9v=|nxUi*op7Pv*f* zvfLJHvXq79PQUy_&XZ(y<&EOEu66k;e)h`dQGtS{SMRV*4n^!JIjztRQyo7##*WU}ywV1*W9j=3J=Ly!t&zW`KIu%2t`E8pN0MA0LMPN;go(oBA0t^aebGSj4J$d<^rT^ zw~gwiukot4?5(b-N;*rZ4etiz)L@Rk4gReGK!QjW`u(=el3hlQD)U6|c_sg4OV1xk z-Fq(4V=Fym3&(jW-HQTVj*X*Exfb&aWi~=>*wSS~X}wNl5=2^X%BHc3+7+RPO2Z&egU`)l*UF>=1{V zWxq{HHnWPSl$%@bgA((6IRQLTb1MR_3&l^=LqDw)P5?Pm*i;%c3gYTbKnDvUpx z&qX^N{$?B~xgBd=Ow z&ACy#5A|E*Z=YOQ-5YA}vHrjjJ$&{-@0oP}q=fyX93w5pe=$D1UBtc5Y1YEOO3p^R zWmIBhu>s6QbiO^o{E(}p*`HA%Uw;i!A?(yqzAq?LdwNymccrsMAiD0 zZJ=kFl?w78n<`PJxeWn#hJA4i_Konk!cVkBPvihX-TC{O$>h8215R{mXY0u;awu_Fj+pq7N|F(yG~azH z^6?dW`?XhM9Xc*Eqv9`I9bR_qy5{L06s?GSudU?G@kma->v;6% zd92Mm8ND8vJThn6mno0%okGt;5ahl)KtS1UGg~0s zvSBzk_{$e{J4yk2KbBZzzi7Cp)-NUn)SHdq3GTaE{L*4(Tb^s`R5MfEEt%TXma?w6 zXzxf^Ie?p^nm1u3$z(SMPcRWyiTgPpQzmm`xmH+hF2}Di8sd2nbJ31)u0I$qGfVB| ze(rx$14hRQNSWh>h9}q7B!q;VdtV~Ek}PC>C@f?>HPPI0JFV47sxO6UZA2T$R&$+5 z_IU3e4wn3=jMDo33fZmS!)CV)(O2zeI`7@>FdlSI(usBkJDz*St zkEQQ|2L1F1>w=2a*qkgCIe9B&BQdR6hY&6xpC}?u=_9PxQe>M!&=4(n;~3A}@rJ!? z`xb^t=x{+}KHG#fTTAN)HXHhuPdP@th*JG83+CMx-(AwmeuDd_15}->Rsx}M z+gpua|C_p)30U?p6F?%=2onU}sj27&FK_Q@P$jxcOWR^e53C*K7Ard3aeqUIWLcA& zC%UBbcKUc(juX-7-+O90bZDzco;Xfad_?$}_*Yk~_vTMq7+-+(b~YL* z{%(4e+7c*+7SdReo3O)hozlzd&=mBNr)+1O{nk2@_X8$y9$P zyWZ*a;qvdb&r&c95>)W^Dan+l!C6p|!FH{sr+OQXa4SMy00F(t?# zA0t$%=~7szj+kezzQ#K_iMNNoRCp9hGBr;m+S_^cZfgFM&&vM-H<5xVQt6$;OP!68 zE}?Qm(rFg>fJ=3y5ubIfXngTG5^0&im*OG|gO*|$`ITQy-0`N@d!(`Du>X_R$dHe6 zVKvVJ?v{U;3&xl8@e<3Rt|?cWa*1=|1T zVQ7K~|1E@w$QD4o5jW{2Ch#vx0NZl@UqJMK@yF^K`Yt^*CTPIA#lrHdkpZz((2y%= zI@eEn`w?D74-ACg#DYSI#mB!lSR|Q?3;qv)qZFx1NC)sLa@f+-(-Gw=fRkwED<}_# zLN1%}HoJAI!SmvU3nqF>B3(&bJ#4g&+poMy_yeY&cO~!rVxv{{9zin`xB+~Hh>FTT zN~xbM_4k_)|EMSmAoKia!4?ha{&gQGSVxjLY_2K-t%V{@BY-uO$C72H5Q=0F2)oP2cM~R3Ds9lw{uCZ{ zk8&%Yf^3#{>sJJ+vpQ7RoZcD1rn}geNdjdGkauE%f)>bhZOH0^Fb!}OQ^B7_mTx7u zMs<)n`$r_#M;gv?>pL(*_)X@U_^4SIKX9tGrFQ}mD01s=(8<!d5RDYx;Y6&b`Mtn1|~j6lUp-UO8wLkr`Y zW6LB!QZ)hm!srMPI?v#}{5+{_e_DbvVcms`7g+$#tqtPPeS6E9xxO&rPkMSdaq7LS z75Y%6!jc25_uub&eg4b>LNdm(nQuF|oK7mUI{_Tx2be5!&}V)O0xY`UjmL(84BKzb z+SIh*SK8}4NwAeoKvd=jR84(p3i*jFw%Z?+VxY=LQC(f#1Z5zU;Y9VA_3oI}B`Yf{ zEnwXhJ+Seq0Gc|AnxieBe7jv^EvP3p)tnxq8hU$s2g@xoHAroVbBcj9JPDrr8PKu# z-4^y3Y~4}z?gwrLUyv{(2j02j0SGaSns@lT`{5Y*dU;()0>Qi{*cm_M&3;POnn_o7uN#pFc4^gS31pCCV4*rAIJtWMq6dH%$qpVT{!Tl{zB}$HO(w2F-j@U@+%^ z?~L1R@FzhTtO-;U3@u>zMGwfZO1=obUNV{faq%oOjNuxSdh8QG{nrmwbKL({7s{Ww z>RIoKTA2yh6fDim*runa4K09vRRb>mU~GdI(H-QSdB#>C!eocA=G`E5`VVk8(SJZQ zX<4y!u*_`17dYEU;r*Hb>tl$Yv90Vqj;s}^e!sVU)s?j9cayv411xlC^A37!$Af@O z^LK_^o0x42%dXrnM<|d-SY`~#g{K$ zXmmz%E0>zMKpm7HpM(N#I^61?n?=25AN_!t?g~Ivfv00z&l&HxYY&puMfl z2QG4I`BGe4QT4oHAJoWaL4wWw&qwhr2BqT3jg0`{WCmK__v@o&>>s*?y6W8#bQbJw zIM+u_4=r0p(OmE^_FF9v5GF4&HXRdK`QZ{&7i=)RmpVK&GR+EGod@+=&_MbD^FnQ@ zagKP43l*6_QWF5w=K!3;|2lqJ$mf0J4_=)V)(cAb+CX@gW87+y4YVGRGJFBKMXL#i z=P-|_P;Fn98D%lX14LrN9t5{}c*w!<%5y$nGmZ+{W&aTeZe@`K$#t8yaIfb9w7Ae0Gqo5Ofh{Dw6e?TbUJizv%D%Q>^uk_ zHV05YU}yg=nq4lSP*XkRuqG@l%>8ltQ}3VI+4r#3GqMi~4YL23))1k7wk2jP za6Gm}w0^*){Mp>BZD??VO+*IrigY&WB5@#MLMmofm3W1NhM9ywP zm#J1$Z6ucBSY6R6czV(6>JmASfm- zUeNd1-#-P``zu^)F9C@b4N_bw!DDu~S=uc@_aN_VSh9vL&*t{Fxh*3A=%>3AgeAMc z6Ea8&UP($yg7_luINs0O+qB%H$iF%_hXFPS{??*msaUFH4A5BN1In>j9)1BXN|=#S zS7Q$4_4?q7&d38%U75$X~JnI z#V4j`hBgbEL=~KJ6L8{`O+XnQ63cZB+$bwzl40tpcCgZ>kVXIZL&TcHVzUwmcO{mZ zv_r-MHxn9T8ch({`N9Pzg_ULJv066-o{V2yaCX6CQHdIX74q=(^ki{7vep77{3eKT zE~%-h&G;}?=k@*S+D!}#3erTJD=D|>dk?K|fBqVu9pI7v`vQPC_Kh+wZ`p$gMg`(1 z1muhRWvVY#3R%7HnM^fD1pxBZgfZG`_F%HAS`H?VriW1iguY-yw&F5eM?La6)*-gkOQX<%HOg z0B*z`F0R4F-|4{&@vH>=KGQS~(%%+jzEjz6KDk3r-@duE#R_5*hJ1UIZjuHxOE%Z5 zV7{#715g!Ct*sgT&Xn(h?+`}&uPoU8QYtk`z<$5SL-B0sh$^4dL!&g==hfdtHu-w@ zzZ(DlE7tw{&Hu}!fR+Vb*{f0W_Wk=!eG>UYz(5IZy9qGqAV8t>4goy_4fuDl5$(Pb zl-hdP0#(?k5&)bLOuL9_7DOHp=YhAKl@&mZ^U)Lg_`I8Y2O2U!j}icW4UrfClPV&j zEQF*iv)%y#guxG_=HZCs7>m1l*YqRB~+Ct0;E6e*U$s*<6C#{eu8@l!Ps*cvOy$-?Dw}2_EyD09qrN+ zI1_LmF9`?;u`#H1_a)4
?OSvov_*(>fF;$4vKnza^ zWGHUniIMmR3DYsFLuZA6M*kAU2u^|mY4FnP^L26vVFH&~S!usn|; zWPMj+Yy_&$6U+n+K);wXwRcAwR_YmK9nqZ*=nhUlh^VVmY?C?XgXdNn0)y@c$9TjMq=Emy5XlH8Ta99cO{vDQ3Y!#q>Fvc; z&@SdhvfDtu2tFHDWDAkAj^-eLZ0Hpgb^QD_u!utjSL^_(3Q|dfmV0!kkGFS$k)5@5 zHxMZ+@gf+02xkWsWF&_`ub>r z0SF%?!4an^m$4%GtJTIh(5^(nrVcNIZs2mjU?WEb2@EJp9F4Lf+4Y{n?|Aw8 zCIho}3|N?47=q@;bwi4ozGjp{>27{i!@+|cG&0c;ggplR`heg6YiBOhiR zQnvurfFul#Q%paLzMY&LqDCyiCc$4$g(+|>cGP$@EYs^MTML*5U)ye#xOL;o6(P{i z0l#War&eZq4-j;za`JmxGQttNEg|tE+4D zJZkQ5@_;-Nl#$_#y$Ac&9w!)wkbe*AVw>gke%I>_hkN2j&Y=lrY$zqGs}-p@k5zCw z9Bc#UwKs%Aroihv?0^2;xlJ%i-Bos0#-&rZ2$Cd4GDaM@fAO|vyu6gH=${$mY5@@! k@^$TBL;C-Z+TJN4>9fdc^?Dx^7JR)Bl@!T&s_y!~0C~Wv;Q#;t literal 0 HcmV?d00001 diff --git a/slumbot/visualize.ipynb b/slumbot/visualize.ipynb index 942e80f..b172dab 100644 --- a/slumbot/visualize.ipynb +++ b/slumbot/visualize.ipynb @@ -10,22 +10,165 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import joblib\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] }, { - "attachments": {}, - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 3, "metadata": {}, + "outputs": [], "source": [ - "What you notice is that we fold too much playing against this opponent. " + "def plot(filename, title):\n", + " plt.figure(figsize=(10, 5))\n", + " raw_results = joblib.load(f\"../results/{filename}_raw.joblib\")\n", + " baseline_results = joblib.load(f\"../results/{filename}_baseline.joblib\")\n", + " raw_results = raw_results[:10000] # only plot first 10000 hands\n", + " baseline_results = baseline_results[:10000]\n", + " raw_results = np.array(raw_results, dtype=np.float64)\n", + " baseline_results = np.array(baseline_results, dtype=np.float64)\n", + " raw_results /= 10000.0 # convert in terms of BB/100\n", + " baseline_results /= 10000.0 # convert in terms of BB/100\n", + " plt.plot(raw_results)\n", + " plt.plot(baseline_results)\n", + " plt.legend([\"Raw BB/100\", \"Baseline BB/100\"])\n", + " plt.title(title + f\" (Raw {str(raw_results[-1])} BB/100)\")\n", + " plt.xlabel(\"Number of hands\")\n", + " plt.ylabel(\"Earnings (BB/100)\")\n", + " plt.show()" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot('slumbot_strategy_0_all-in', \"Strategy 0: All-in\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot('slumbot_strategy_1_calling_station', \"Strategy 1: Calling Station\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA14AAAHWCAYAAABnpFhuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAC/QUlEQVR4nOzdd3QUVRvH8e9m0xMSWiD03kLvRanSpFtQkCpIewEFkSZIEQQVBStgBxEVUBSld2lRpPee0BNqEkJI3Xn/WLNhSSEJCaH8PufsycydO3fuLAvk2XvnuSbDMAxEREREREQk0zhkdQdEREREREQedQq8REREREREMpkCLxERERERkUymwEtERERERCSTKfASERERERHJZAq8REREREREMpkCLxERERERkUymwEtERERERCSTKfASERERERHJZAq8RETknhQtWpQ2bdpkdTfSpWfPnhQtWvS+Xe/999+nbNmyWCyW+3ZNkfvl6tWreHh4sHz58qzuisgDSYGXiKRo//79PP/88xQpUgRXV1cKFChAs2bN+PTTT+3qTZkyhd9//z1T+rBt2zYmTJhASEhIprSfUa5evcq0adNo0KABPj4+ZM+enTp16rBgwYJ7anfOnDmYTCbby9XVlfz589OiRQs++eQTbty4kUF3kDVuv7c7X/3797+vfYmIiGDChAls3Lgxw9sOCwvjvffeY+TIkTg4JPz3e+c9e3l50bBhQ5YtW5bhfchIq1evpnfv3lSoUAGz2ZxiAPvOO+/Qrl078ubNi8lkYsKECUnWW7x4MS+++CLFixfH3d2dMmXKMGzYsDT93T98+DAtW7bE09OTnDlz0q1bNy5fvpziOfPnz8dkMuHp6ZnoWM+ePZP8bJYtWzZV/bnzPA8PD/z8/Jg8eTIREREpXsvR0ZFChQrRqVMnDh06lOw1qlevzv/+9z8Ajh49ytChQ6lXrx6urq6YTCYCAwOTPfePP/6gWrVquLq6UrhwYcaPH09sbGyieiEhIfTt2xcfHx88PDxo3Lgxu3btsquTK1cuXnnlFd56661UvTcijxvHrO6AiDy4tm3bRuPGjSlcuDB9+vTB19eXs2fP8vfff/Pxxx8zePBgW90pU6bw/PPP06FDh0zpx8SJE+nZsyfZs2fP8PYzir+/P2PGjKFVq1aMHTsWR0dHfv31V9svTRMnTryn9t9++22KFStGTEwMQUFBbNy4kSFDhjB9+nT++OMPKlWqlEF3cv81a9aM7t27JyovXbp0pl73q6++sht9ioiIsP05NWrUKEOv9e233xIbG0vnzp0THYu/f8MwOH36NLNmzaJt27asWLGCFi1aZGg/MsqPP/7IggULqFatGvnz50+x7tixY/H19aVq1aqsWrUq2Xp9+/Ylf/78dO3alcKFC7N//34+++wzli9fzq5du3Bzc0vxOufOnaNBgwZ4e3szZcoUwsPD+eCDD9i/fz/bt2/H2dk50Tnh4eGMGDECDw+PZNt1cXHh66+/tivz9vZOsS+3u/3zHR4ezubNm3nrrbfYu3cvixYtSvZasbGxnDx5ktmzZ7Ny5UoOHTqU6L2+ePEiu3fv5u233was/w598skn+Pn5Ua5cOfbs2ZNsv1asWEGHDh1o1KgRn376Kfv372fy5MlcunSJWbNm2epZLBZat27N3r17GT58OLlz52bmzJk0atSInTt3UqpUKVvd/v3788knn7B+/XqaNGmS6vdI5LFgiIgko1WrVoaPj49x/fr1RMeCg4Pt9j08PIwePXqkqt3w8PA09WPatGkGYAQEBKTpvPvt1KlTRmBgoF2ZxWIxmjRpYri4uKT5vuN99913BmD8+++/iY6tW7fOcHNzM4oUKWJERESkq/17VaRIEaN169bpPh8wBg4cmIE9Sr/Lly8bgDF+/PgMb7tSpUpG165dE5Undf+HDh0yAOPpp5/O8H5klPPnzxvR0dGGYRhG69atjSJFiiRbN/7v7t3e3w0bNiQqmzt3rgEYX3311V37NGDAAMPNzc04ffq0rWzNmjUGYHzxxRdJnjNy5EijTJkyRpcuXQwPD49Ex3v06JFkeWol9/l+/vnnDQcHB+PWrVt3vdbSpUsNwPjyyy8THfvmm28MNzc329//q1evGmFhYYZh3P3fTj8/P6Ny5cpGTEyMrWzMmDGGyWQyDh8+bCtbsGCBARiLFi2ylV26dMnInj270blz50TtVqhQwejWrVuS1xR5nGmqoYgk6+TJk5QvXz7JUaY8efLYtk0mEzdv3mTu3Lm2KTI9e/YEYMKECZhMJg4dOsRLL71Ejhw5ePLJJwHYt28fPXv2pHjx4ri6uuLr60uvXr24evWqre0JEyYwfPhwAIoVK2Zr//apMz/88APVq1fHzc2NnDlz0qlTJ86ePZuoz59//jnFixfHzc2NWrVqsXnzZho1amQb2QgPD8fDw4PXXnst0bnnzp3DbDYzderUZN+vYsWKUaRIEbsyk8lEhw4diIqK4tSpU3bHjhw5wpkzZ5JtLzWaNGnCW2+9xenTp/nhhx9s5bff1+3ufKYpMDAQk8nEBx98YHt/3N3dad68OWfPnsUwDCZNmkTBggVxc3Ojffv2XLt2Lcm+rF69mipVquDq6oqfnx+LFy++p3tLypdffkmJEiWS/TOEhKmZd06v2rhxIyaTyW4a4e3vR2BgID4+PgBMnDjR9lmbMGEC3333HSaTid27dyfq05QpUzCbzZw/fz7ZfgcEBLBv3z6aNm2aqvssV64cuXPn5uTJk3blS5YsoXXr1uTPnx8XFxdKlCjBpEmTiIuLs9X55JNPMJvNdtPzPvzwQ0wmE6+//rqtLC4ujmzZsjFy5MhU9elO+fPnx8nJKVV1U/scXVKf2WeeeQawTiG8m19//ZU2bdpQuHBhW1nTpk0pXbo0CxcuTFT/+PHjzJgxg+nTp+PomPIkoLi4OMLCwu7ah9Ty9fW1TSdMTV0gybrLli2jcePGttHAnDlzki1btru2eejQIQ4dOkTfvn3t2v3f//6HYRj88ssvtrJffvmFvHnz8uyzz9rKfHx8eOGFF1iyZAlRUVF2bTdr1ow///wTwzDu2g+Rx4kCLxFJVpEiRdi5cycHDhxIsd68efNwcXGhfv36zJs3j3nz5tGvXz+7Oh07diQiIoIpU6bQp08fANasWcOpU6d4+eWX+fTTT+nUqRM///wzrVq1sv2H/eyzz9qmZs2YMcPWfvwvyO+88w7du3enVKlSTJ8+nSFDhrBu3ToaNGhg94vnrFmzGDRoEAULFuT999+nfv36dOjQgXPnztnqeHp68swzz7BgwQK7X2QBfvrpJwzDoEuXLml+H4OCggDInTu3XXm5cuWSnF6XVt26dQOsgU96zZ8/n5kzZzJ48GCGDRvGX3/9xQsvvMDYsWNZuXIlI0eOpG/fvvz555+88cYbic4/fvw4L774Ik8//TRTp07F0dGRjh07smbNmlRdPzIykitXriR6RUdH2+p888039OvXD19fX95//32eeOIJ2rVrl2SQnR4+Pj626VXPPPOM7bP27LPP8vzzz+Pm5sb8+fMTnTd//nwaNWpEgQIFkm1727ZtAFSrVi1VfQkNDeX69evkyJHDrnzOnDl4enry+uuv8/HHH1O9enXGjRvHqFGjbHXq16+PxWJhy5YttrLNmzfj4ODA5s2bbWW7d+8mPDycBg0apKpPWSW5vz93On/+PJcuXaJGjRqJjtWqVSvJoHnIkCE0btyYVq1apdh2REQEXl5eeHt7kzNnTgYOHEh4eHiq7+H2z/fp06f58ccfmTt3Li+99FKSwVR83eDgYPz9/Rk6dCi5cuVKlMQmJiaGtWvX3rX/SYl/P+58v/Lnz0/BggXt3q/du3dTrVo1u2cTwfq+RkREcOzYMbvy6tWrExISwsGDB9PcL5FHWpaOt4nIA2316tWG2Ww2zGazUbduXWPEiBHGqlWrbNOLbpfcVMPx48cbQJLTUZKaGvfTTz8ZgLFp0yZbWXLTZQIDAw2z2Wy88847duX79+83HB0dbeVRUVFGrly5jJo1a9pNqZkzZ44BGA0bNrSVrVq1ygCMFStW2LVZqVIlu3qpdfXqVSNPnjxG/fr1Ex2789rJSWmqYTxvb2+jatWqtv2GDRsm2XaPHj3spoQFBAQYgOHj42OEhITYykePHm0AiaYhde7c2XB2djYiIyNtZUWKFDEA49dff7WVhYaGGvny5bPrU3KAZF8//fSTYRiGER0dbeTJk8eoUqWKERUVZTv3yy+/TPQ+xr9fd35eNmzYYAB209nufD9SmgrXuXNnI3/+/EZcXJytbNeuXQZgfPfddyne49ixYw3AuHHjRpL337t3b+Py5cvGpUuXjB07dhgtW7Y0AGPatGl2dZP6O9OvXz/D3d3d9mcSFxdneHl5GSNGjDAMwzrdNVeuXEbHjh0Ns9ls68P06dMNBweHJKcSp9XdphrGS89Uzt69extms9k4duxYivX+/fdfAzC+//77RMeGDx9uAHaf26VLlxqOjo7GwYMHDcNIfprfqFGjjJEjRxoLFiwwfvrpJ6NHjx4GYDzxxBN2fzeSk9xnu0OHDnb9ie9DUnULFChg7Ny5M1Hb69atS3EqYUpTDeOPnTlzJtGxmjVrGnXq1LHte3h4GL169UpUb9myZQZgrFy50q5827ZtBmAsWLAgyX6JPK404iUiyWrWrBn+/v60a9eOvXv38v7779OiRQsKFCjAH3/8kaa2kspOd/uD8vHfCNepUwcgUbaspCxevBiLxcILL7xgN0ri6+tLqVKl2LBhAwA7duzg6tWr9OnTx+7b5S5duiQaUWjatCn58+e3G9k4cOAA+/bto2vXrmm6Z4vFQpcuXQgJCUmUBRLAMIwMy57n6el5T9kNO3bsaJcsoHbt2gB07drV7j2rXbs20dHRiabV5c+f3zYlDMDLy4vu3buze/du24hFStq3b8+aNWsSvRo3bgxY/wwvXbpE//797RIk9OzZM01JDu5F9+7duXDhgu1zBdbRLjc3N5577rkUz7169SqOjo5JZs0D62iej48PefLkoUaNGqxbt44RI0bYTQ0E+78zN27c4MqVK9SvX5+IiAiOHDkCgIODA/Xq1WPTpk2AdYre1atXGTVqFIZh4O/vD1hHwSpUqPBAJ6z58ccf+eabbxg2bJhdAoek3Lp1C7Amp7iTq6urXZ3o6GiGDh1K//798fPzS7HdqVOn8u677/LCCy/QqVMn5syZwzvvvMPWrVvtpuOl5PbP95IlSxg9ejQrV67kpZdeSjQdz9XV1VZ31apVfPHFF3h6etKqVatEI0vLly/Hz88vXUsi3O39ij8eXzc172u8+H9Xr1y5kuZ+iTzKlNVQRFJUs2ZNFi9eTHR0NHv37uW3335jxowZPP/88+zZs+euv7TEK1asWKKya9euMXHiRH7++WcuXbpkdyw0NPSubR4/fhzDMJL9hSz++ZPTp08DULJkSbvjjo6OiX5hcXBwoEuXLsyaNYuIiAjc3d2ZP38+rq6udOzY8a59ut3gwYNZuXIl33//PZUrV07TuWkVHh5u99xdWt3+TAwkZGwrVKhQkuXXr1+3Ky9ZsiQmk8muLD4jYWBgoO0ZleQULFgwxeef4v8M7/yzdnJyonjx4im2nVGaNWtGvnz5mD9/Pk899RQWi4WffvqJ9u3bp+qZmpS0b9+eQYMGER0dzb///suUKVOIiIhINLXr4MGDjB07lvXr1yd63uj2vzP169dnwoQJ3Lp1i82bN5MvXz6qVatG5cqV2bx5M82aNWPLli288MILKfYrNDTU7pdqZ2dncubMeU/3mlqbN2+md+/etGjRgnfeeeeu9eOD0jufNwLrFzu315kxYwZXrlxJd6bRoUOH8tZbb7F27Vo6dep01/p3fr7btWtHrly5eOONN1i6dClt27a1HTObzYn+LrRq1YpSpUoxevRofv31V1v5smXL7M5Ni7u9X7cH+W5ubql6X+PFB5N3/psg8rhT4CUiqeLs7EzNmjWpWbMmpUuX5uWXX2bRokWMHz8+VecnlQb6hRdeYNu2bQwfPpwqVarg6emJxWKhZcuWqVpg1mKxYDKZWLFiBWazOdHx5EYX7qZ79+5MmzaN33//nc6dO/Pjjz/Spk2bNI2sTJw4kZkzZ/Luu+/ansHKLOfOnSM0NNQusDSZTEk+2H7ns2vxknr/UipPqu0HRXK/7CV376llNpt56aWX+Oqrr5g5cyZbt27lwoULqRoJzZUrF7Gxsdy4cSPJIO32X8xbtWpF7ty5GTRoEI0bN7YlNAgJCaFhw4Z4eXnx9ttvU6JECVxdXdm1axcjR460+zvz5JNPEhMTg7+/P5s3b6Z+/fqANSDbvHkzR44c4fLly7by5Lz22mvMnTvXtt+wYcNMWePsTnv37qVdu3ZUqFCBX375JVUJKPLlywdY06vf6eLFi+TMmRMXFxdCQ0OZPHky//vf/wgLC7MFsOHh4RiGQWBgIO7u7il+keHm5kauXLmSTTSTGk899RQAmzZtumvwVLBgQcqUKWMbxQRrwpYjR47YpX1Pi9vfrzu/YLl48SK1atWyq5vc+wokSnEf/8XM3Z7LE3ncKPASkTSLfxj79v+I0/rN5vXr11m3bh0TJ05k3LhxtvLjx48nqptc2yVKlMAwDIoVK5biek/xmQZPnDhhm7oG1jVyAgMDE61/VaFCBapWrcr8+fMpWLAgZ86cSXKqYHI+//xzJkyYwJAhQ9KdMS4t5s2bB2C33lOOHDkSZVGEhJGjjHbixAkMw7D7s4qfFpWeaVB3iv8zPH78uN3aQDExMQQEBNiNKMZPc7pz0d3U3PvdPsfdu3fnww8/5M8//2TFihX4+Pikap2t+MV2AwICUrXeWr9+/ZgxYwZjx47lmWeesWVjvHr1KosXL7ZLiBEQEJDo/Fq1auHs7MzmzZvZvHmzLTNogwYN+Oqrr1i3bp1tPyUjRoywCyzvnJqbGU6ePEnLli3JkycPy5cvT/UXKAUKFMDHx4cdO3YkOrZ9+3aqVKkCWP/tCQ8P5/333+f9999PVLdYsWK0b98+xQXh46d5xif5SY/4RYpTm6QjNjbWru6yZcvw9va2ZYlNq/j3Y8eOHXZB1oULFzh37hx9+/a1q7t582YsFovdKOw///yDu7t7on9/4z+T5cqVS1ffRB5VesZLRJK1YcOGJEc2li9fDkCZMmVsZR4eHol+0U1J/EjKne1/9NFHierGL2x6Z/vPPvssZrOZiRMnJmrHMAxbWvoaNWqQK1cuvvrqK9svO2B9PufOKXPxunXrxurVq/noo4/IlSsXTz/9dKrua8GCBbz66qt06dKF6dOnp1g3I9LJr1+/nkmTJlGsWDG7jIslSpSwjWrE27t3L1u3br2n6yXnwoUL/Pbbb7b9sLAwvv/+e6pUqXLXaYapUaNGDXx8fJg9e7ZdpsM5c+Yk+lyUKFECwG50IC4uji+//PKu13F3dwcSf9biVapUiUqVKvH111/bFsdOzWhM3bp1AZIMCpLi6OjIsGHDOHz4MEuWLAGS/jsTHR3NzJkzE53v6upKzZo1+emnnzhz5ozdiNetW7f45JNPKFGihG3UIzl+fn40bdrU9qpevXqq+p9eQUFBNG/eHAcHB1atWpViYHPy5MlE6fafe+45li5dapfpct26dRw7dsw2VThPnjz89ttviV6NGzfG1dWV3377jdGjRwPWqXRJPTs5adIkDMOgZcuW6b7XP//8EyBV05CPHTvG0aNH7eouX76c5s2bp+rzl5Ty5ctTtmxZvvzyS7vR4FmzZmEymXj++edtZc8//zzBwcF2S0RcuXKFRYsW0bZt20TPf+3cuRNvb2/Kly+frr6JPKo04iUiyRo8eDARERE888wzlC1blujoaLZt28aCBQsoWrQoL7/8sq1u9erVWbt2LdOnTyd//vwUK1bMlqAhKV5eXjRo0ID333+fmJgYChQowOrVq5P89j7+l70xY8bQqVMnnJycaNu2LSVKlGDy5MmMHj2awMBAOnToQLZs2QgICOC3336jb9++vPHGGzg7OzNhwgQGDx5MkyZNeOGFFwgMDGTOnDmUKFEiyVGOl156iREjRvDbb78xYMCAVK1XtH37drp3706uXLl46qmnEqUer1evnt3zSOXKlUvT1K0VK1Zw5MgRYmNjCQ4OZv369axZs4YiRYrwxx9/2B50B+jVqxfTp0+nRYsW9O7dm0uXLjF79mzKly+foWsRxStdujS9e/fm33//JW/evHz77bcEBwfz3Xffper8Y8eO2a1DFi9v3rw0a9YMJycnJk+eTL9+/WjSpAkvvvgiAQEBfPfdd4me8Spfvjx16tRh9OjRXLt2jZw5c/Lzzz/bBd3JcXNzw8/PjwULFlC6dGly5sxJhQoVqFChgq1O9+7dbSn1U5twpXjx4lSoUIG1a9fSq1evVJ3Ts2dPxo0bx3vvvUeHDh2oV68eOXLkoEePHrz66quYTCbmzZuX7LTP+vXr8+677+Lt7U3FihUBa9BRpkwZjh49altrL7327dtnS7Jz4sQJ2xQ+sAYTt0+fmzdvHqdPnyYiIgKwBsXxdbt162Yb0WzZsiWnTp1ixIgRbNmyxS4lfvxnIV78VL3b12t78803WbRoEY0bN+a1114jPDycadOmUbFiRdu/V+7u7nTo0CHR/fz+++9s377d7lhQUBBVq1alc+fOtlHLVatWsXz5clq2bEn79u1T9V7d/vmOiIjg77//Zu7cuZQsWTLRVOTY2FhbXYvFQmBgILNnz8Zisdimdt+6dYsNGzYwe/bsRNcKDQ21jdDHf9Hy2WefkT17drJnz86gQYNsdadNm0a7du1o3rw5nTp14sCBA3z22We88sordqNVzz//PHXq1OHll1/m0KFD5M6dm5kzZxIXF5fkc3Jr1qyhbdu2esZL5E73PY+iiDw0VqxYYfTq1csoW7as4enpaTg7OxslS5Y0Bg8ebAQHB9vVPXLkiNGgQQPDzc3NAGyp5ePTyV++fDlR++fOnTOeeeYZI3v27Ia3t7fRsWNH48KFC0mmm540aZJRoEABw8HBIVF65F9//dV48sknDQ8PD8PDw8MoW7asMXDgQOPo0aN2bXzyySdGkSJFDBcXF6NWrVrG1q1bjerVqxstW7ZM8v5btWplAMa2bdtS9X7FpzFP7nVnynHSmE4+/uXs7Gz4+voazZo1Mz7++GMjLCwsyfN++OEHo3jx4oazs7NRpUoVY9WqVcmmk78zbXl86vVFixYl2ZfbU9sXKVLEaN26tbFq1SqjUqVKhouLi1G2bNlE5yYnpffszvdn5syZRrFixQwXFxejRo0axqZNm5JMnX/y5EmjadOmhouLi5E3b17jzTffNNasWXPXdPKGYU2FXb16dcPZ2TnJz+LFixcNs9lslC5dOlX3F2/69OmGp6dnopTwgDFw4MAkz5kwYYJdn7du3WrUqVPHcHNzM/Lnz29b4uHO+zKMhFTfTz/9tF35K6+8YgDGN998k6b+3ymlz/udS0s0bNgw2bq39zstn4UiRYokmcL+wIEDRvPmzQ13d3cje/bsRpcuXYygoKC73k9S6eSvX79udO3a1ShZsqTh7u5uuLi4GOXLlzemTJmS5LIaSbnzPsxms1GwYEGjb9++if4dTSqdvJeXl/HUU08Za9eutdVbunSpYTKZEp1vGAl/p5N6JfV+/fbbb0aVKlUMFxcXo2DBgsbYsWOTvLdr164ZvXv3NnLlymW4u7sbDRs2THKJi8OHDxuAXX9FxMpkGA/wE9IiIpnIYrHg4+PDs88+y1dffZXo+DPPPMP+/fs5ceJEFvROUqtRo0YA9yXpA1inWOXLl49x48bx1ltvpfq80NBQihcvzvvvv0/v3r0zsYfyqPvf//7Hjh072L59e1Z3JZEhQ4awadMmdu7cqREvkTvoGS8ReSxERkYmmpL1/fffc+3aNdsv7re7ePEiy5Yty/SMhPLwmTNnDnFxcWn+bHh7ezNixAimTZuWqqydIsmpUqVKulPhZ6arV6/y9ddfM3nyZAVdIknQiJeIPBY2btzI0KFD6dixI7ly5WLXrl188803lCtXjp07d9oW5Q0ICGDr1q18/fXX/Pvvv5w8eTJDkkNI5rlfI17r16/n0KFDvPXWWzRu3Ngu0YCIiMjdKLmGiDwWihYtSqFChfjkk09sCRe6d+/Ou+++awu6AP766y9efvllChcuzNy5cxV0ic3bb7/Ntm3beOKJJ9K0vICIiAhoxEtERERERCTT6RkvERERERGRTKbAS0REREREJJPpGa80slgsXLhwgWzZsiljj4iIiIjIY8wwDG7cuEH+/PlxcEh5TEuBVxpduHCBQoUKZXU3RERERETkAXH27FkKFiyYYh0FXmmULVs2wPrmenl5ZXFvREREREQkq4SFhVGoUCFbjJASBV5pFD+90MvLS4GXiIiIiIik6hEkJdcQERERERHJZAq8REREREREMpkCLxERERERkUymZ7xERERE5IFlGAaxsbHExcVldVfkMeXk5ITZbL7ndhR4iYiIiMgDKTo6mosXLxIREZHVXZHHmMlkomDBgnh6et5TOwq8REREROSBY7FYCAgIwGw2kz9/fpydnVOVOU4kIxmGweXLlzl37hylSpW6p5EvBV4iIiIi8sCJjo7GYrFQqFAh3N3ds7o78hjz8fEhMDCQmJiYewq8lFxDRERERB5YDg76dVWyVkaNtOqTLCIiIiIikskUeImIiIiIiGQyBV4iIiIiIiKZTIGXiIiIiEgG6dmzJyaTCZPJhJOTE8WKFWPEiBFERkbe134ULVrU1o/4zJC9e/fm+vXrtjobN2601TGZTLi5uVG+fHm+/PLLJNt8+eWXGTt2LADvvPMO9erVw93dnezZsydZ/8yZM7Ru3Rp3d3fy5MnD8OHDiY2NtauzceNGqlWrhouLCyVLlmTOnDkZcv8PIgVeIiIiIiIZqGXLlly8eJFTp04xY8YMvvjiC8aPH3/f+/H2229z8eJFzpw5w/z589m0aROvvvpqonpHjx7l4sWLHDp0iH79+jFgwADWrVtnVycuLo6lS5fSrl07wJp1smPHjgwYMCDJa8fFxdG6dWuio6PZtm0bc+fOZc6cOYwbN85WJyAggNatW9O4cWP27NnDkCFDeOWVV1i1alUGvgsPDgVej5B950JoPuMvJi09RER07N1PEBEREXlIGIZBRHRslrwMw0hTX11cXPD19aVQoUJ06NCBpk2bsmbNGtvxq1ev0rlzZwoUKIC7uzsVK1bkp59+sh1funQp2bNnJy4uDoA9e/ZgMpkYNWqUrc4rr7xC165dU+xHtmzZ8PX1pUCBAjRu3JgePXqwa9euRPXy5MmDr68vxYoV49VXX6VYsWKJ6m3btg0nJydq1qwJwMSJExk6dCgVK1ZM8tqrV6/m0KFD/PDDD1SpUoWnn36aSZMm8fnnnxMdHQ3A7NmzKVasGB9++CHlypVj0KBBPP/888yYMSPF+3pYPbbreH3++edMmzaNoKAgKleuzKeffkqtWrWyulv35NstARwLDudYcDgFsrvR68liWd0lERERkQxxKyYOv3FZMxJy6O0WuDun79fmAwcOsG3bNooUKWIri4yMpHr16owcORIvLy+WLVtGt27dKFGiBLVq1aJ+/frcuHGD3bt3U6NGDf766y9y587Nxo0bbW389ddfjBw5MtX9OH/+PH/++Se1a9dOto5hGKxatYozZ84kqvfHH3/Qtm3bVKdW9/f3p2LFiuTNm9dW1qJFCwYMGMDBgwepWrUq/v7+NG3a1O68Fi1aMGTIkFTf18PksRzxWrBgAa+//jrjx49n165dVK5cmRYtWnDp0qWs7to9uRweZdu+dCMqhZoiIiIiklmWLl2Kp6cnrq6uVKxYkUuXLjF8+HDb8QIFCvDGG29QpUoVihcvzuDBg2nZsiULFy4EwNvbmypVqtgCrY0bNzJ06FB2795NeHg458+f58SJEzRs2DDFfowcORJPT0/c3NwoWLAgJpOJ6dOnJ6pXsGBBPD09cXZ2pnXr1owfP54GDRrY1VmyZIltmmFqBAUF2QVdgG0/KCgoxTphYWHcunUr1dd6WDyWI17Tp0+nT58+vPzyy4B1mHPZsmV8++23dkO4D4NLF85w5Oc3mXi5ASeNArbyudsCGdmyTIYt+CYiIiKSldyczBx6u0WWXTstGjduzKxZs7h58yYzZszA0dGR5557znY8Li6OKVOmsHDhQs6fP090dDRRUVG4u7vb6jRs2JCNGzcybNgwNm/ezNSpU1m4cCFbtmzh2rVr5M+fn1KlSqXYj+HDh9OzZ08Mw+Ds2bO8+eabtG7dmk2bNmE2J9zT5s2byZYtG1FRUWzfvp1BgwaRM2dO2/Nbhw8f5sKFCzz11FNpeh/E3mMXeEVHR7Nz505Gjx5tK3NwcKBp06b4+/snqh8VFUVUVMLoUVhY2H3pZ2r8tGk/ndc/SR5gmfNKykbNtR27FRPHvnOhVC6U3Va24cgl3lt5hAGNStC+SoHEDYqIiIg8oEwmU7qn+91vHh4elCxZEoBvv/2WypUr880339C7d28Apk2bxscff8xHH31ExYoV8fDwYMiQIbZnnwAaNWrEt99+y969e3FycqJs2bI0atSIjRs3cv369buOdgHkzp3b1o9SpUrx0UcfUbduXTZs2GA3xa9YsWK2zITly5fnn3/+4Z133rEFXn/88QfNmjXD1dU11e+Br68v27dvtysLDg62HYv/GV92ex0vLy/c3NxSfa2HxWM31fDKlSvExcUlOawZP+x5u6lTp+Lt7W17FSpU6H519a5q7UwYsnY1xQDQtFweW9mWE1eoM2UdA37YicVi8M7ywxwJusFrP++5310VEREReSw5ODjw5ptvMnbsWNv0ua1bt9K+fXu6du1K5cqVKV68OMeOHbM7L/45rxkzZtiCrPjAa+PGjTRq1CjNfYkf5brbND6z2WxXZ8mSJbRv3z5N16pbty779++3e5RnzZo1eHl54efnZ6tzZ/bENWvWULdu3TRd62Hx2AVeaTV69GhCQ0Ntr7Nnz2Z1l2yMZhPt9neMbcqXXavZ9qetOkpQWCQrDgRx5loEJy6F3+8uioiIiDz2OnbsiNls5vPPPweso09r1qxh27ZtHD58mH79+iUa+cmRIweVKlVi/vz5tiCrQYMG7Nq1i2PHjqVqxOvGjRsEBQVx8eJFtm/fzvDhw/Hx8aFevXp29S5dukRQUBCnT59m0aJFzJs3zxZoXbp0iR07dtCmTRu7c86cOcOePXs4c+YMcXFx7Nmzhz179hAebv19s3nz5vj5+dGtWzf27t3LqlWrGDt2LAMHDsTFxQWA/v37c+rUKUaMGMGRI0eYOXMmCxcuZOjQoWl/kx8Cj13glTt3bsxmc5LDmvHDnrdzcXHBy8vL7vWgKFmhNjQZa9vP/UEeHCblJND1JUxY7OrGWix3ni4iIiIi94GjoyODBg3i/fff5+bNm4wdO5Zq1arRokULGjVqhK+vLx06dEh0XsOGDYmLi7MFXjlz5sTPzw9fX1/KlClz1+uOGzeOfPnykT9/ftq0aYOHhwerV68mV65cdvXKlClDvnz5KFmyJCNHjqRfv358+umnAPz555/UqlWL3LlzJ2q7atWqjB8/nvDwcKpWrUrVqlXZsWMHYB01W7p0KWazmbp169K1a1e6d+/O22+/bWujWLFiLFu2jDVr1lC5cmU+/PBDvv76a1q0yJpn+TKbyUjrwgSPgNq1a1OrVi3bB8pisVC4cGEGDRp01+QaYWFheHt7Exoa+mAEYYf/hAWJ13AYG/MyP8Q1s+3P6lKNAfMT1mMIfLf1femeiIiISHpERkYSEBBAsWLF0vRskWSsdu3a8eSTTzJixIis7kqWSemzmJbY4OF4QjGDvf766/To0YMaNWpQq1YtPvroI27evGnLcvhQscQlWZzXdN1u//agq1huj0ztkoiIiIg8Gp588kk6d+6c1d14JDyWgdeLL77I5cuXGTduHEFBQVSpUoWVK1cmSrjxUMhRJMniPrV8cPYuy9QVRxIdC7hyk+dnbaNADjeczQ6Uy+dF5ULZqVIoO2YH+/TzhmHQe+4OCuZwo0vtIpTxzZYptyEiIiIiD57HeaQroz2WUw3vxQM31RDg0B/gUxY+r2lfPj6EoqOX23Y/erEKw3/ZS0xc8n/ko58uy+Jd5wmPiqVgDjf+CbhmO1alUHZ+H/hEhndfRERE5E6aaigPioyaavjYJdd4JPm1A5/S0HGuffmFXTQpmwcns4nve9WiQ9UCrH29IcOalcbVKeGPPptrwsDn1BVHOBp8g/Mht+yCLoA9Z0MIiYhGRERERETSRoHXo6R8Bxhw2yLQEdf45lp3Dlb9nQalrJloiuRwY/BTpVjUrx6NyvjQt0Fxdr3VjI7VC6bqEtUnr+VWdBwR0bGZcAMiIiIiIo8mTTVMowdyquGdZtaDSwfty4bsh5MbYMUIaP0hVLXPhGixGHT68m8OB4VxIzIhqCqQ3Y2VQ+pTccLqRJdxMptoVTEfb7ergLe7U6bcioiIiDyeNNVQHhSaaijJc0jijzUmEv58FWIjYclAiAy74xQTC/vXZf+EFgxsXMJW3rdBcbK5OvHusxUTNxlnsGTPBSq/nTgoExERERGRBI9lVsNHXtXusGK4fVlMhP3+u4UgbwUYsDXR6a89VZrTVyP4+9Q1OtawTkHsVKswFQp488vOc1Qu5M3hizf4ctMp2znRsRacHRXHi4iIiIgkRVMN0+ihmGoIEH4JzvjDwu4p1+v0I5RN32LKMXEWSo1ZAcCzVQuwePd5yvpmo9eTxXihRqF0tSkiIiICmmooDw5NNZSUeeYBv/Z3r/fzS/DH4HRdwsnsQE4PZwAW7z4PwJGgG4z4ZR9nrkakdKqIiIiIZKKiRYvy0Ucf2fZNJhO///57lvVHFHg9XnwrQeOxUKY1FKqdUL7r+3Q3+VOfOgxrVjpR+eXwyHS3KSIiIvKw6tmzJyaTyfbKlSsXLVu2ZN++fVnar4sXL/L0009n6jXmzJljd++enp5Ur16dxYsX29Vr1KiRXb28efPSsWNHTp8+najN06dP4+bmRnh4OAcPHuS5556jaNGimEwmu8Dydp9//jlFixbF1dWV2rVrs337drvjkZGRDBw4kFy5cuHp6clzzz1HcHBwhr0PyVHg9air+IL15wvzoP9maDgcOv8Ive9IiPFBGTjwK6Rx5mkZ32wMfqoU3/asYVfe9/ud99JrERERkYdWy5YtuXjxIhcvXmTdunU4OjrSpk2bLO2Tr68vLi4umX4dLy8v273v3r2bFi1a8MILL3D06FG7en369OHixYtcuHCBJUuWcPbsWbp27ZqovSVLltC4cWM8PT2JiIigePHivPvuu/j6+iZ5/QULFvD6668zfvx4du3aReXKlWnRogWXLl2y1Rk6dCh//vknixYt4q+//uLChQs8++yzGftGJEGB16Puua9gQqh1keU7DbotOAoPgl96waZp6bpMk7J52Tu+OaOfLgvA1ZvR7Dkbkq62RERERBIxDIi+mTWvNH4x7eLigq+vL76+vlSpUoVRo0Zx9uxZLl++bKszcuRISpcujbu7O8WLF+ett94iJibGdnzv3r00btyYbNmy4eXlRfXq1dmxY4ft+JYtW6hfvz5ubm4UKlSIV199lZs3bybbp9unGgYGBmIymVi8eDGNGzfG3d2dypUr4+/vb3dOWq8Rf534ey9VqhSTJ0/GwcEh0Yifu7s7vr6+5MuXjzp16jBo0CB27dqVqL0lS5bQrp3199iaNWsybdo0OnXqlGwQOX36dPr06cPLL7+Mn58fs2fPxt3dnW+//RaA0NBQvvnmG6ZPn06TJk2oXr063333Hdu2bePvv/9O8d7ulbIaPs5yl4Sxl+GHZyFws7Xs2qmUz0mBt5sT/RqWYOqKIwCcv36LKoWyZ0BHRURE5LEXEwFT8mfNtd+8AM4e6To1PDycH374gZIlS5IrVy5bebZs2ZgzZw758+dn//799OnTh2zZsjFixAgAunTpQtWqVZk1axZms5k9e/bg5GRdN/XkyZO0bNmSyZMn8+2333L58mUGDRrEoEGD+O6771LdtzFjxvDBBx9QqlQpxowZQ+fOnTlx4gSOjo4Zco24uDi+/976SEu1atWSrXft2jUWLlxI7dq17cpDQkLYsmUL8+bNS9X1oqOj2blzJ6NHj7aVOTg40LRpU1tQuXPnTmJiYmjatKmtTtmyZSlcuDD+/v7UqVMnVddKDwVejztHZ+i5FDa+CxungoP5npusXyo3m49fISbOwubjl4mOtfBUubwZ0FkRERGRB9/SpUvx9PQE4ObNm+TLl4+lS5ficNtaq2PHjrVtFy1alDfeeIOff/7ZFnidOXOG4cOHU7asdTZRqVKlbPWnTp1Kly5dGDJkiO3YJ598QsOGDZk1a1aqs0C+8cYbtG5tzW49ceJEypcvz4kTJyhbtmy6rxEaGmq791u3buHk5MSXX35JiRIl7OrNnDmTr7/+GsMwiIiIoHTp0qxatcquzvLly6lUqRL586cu4L5y5QpxcXHkzWv/e2fevHk5csQ6MBAUFISzszPZs2dPVCcoKChV10kvBV5iFf8tTlxM4mOGAZY4MCfxcYmLTVTuZLb+o7L7zHXm+lsfklw3rCElfDwztMsiIiLyGHFyt448ZdW106Bx48bMmjULgOvXrzNz5kyefvpptm/fTpEiRQDrs0iffPIJJ0+eJDw8nNjYWLt05K+//jqvvPIK8+bNo2nTpnTs2NEWvOzdu5d9+/Yxf/58W33DMLBYLAQEBFCuXLlU9bNSpUq27Xz58gFw6dIlypYtm+5rZMuWzTZlMCIigrVr19K/f39y5cpF27ZtbfW6dOnCmDFjAAgODmbKlCk0b96cnTt3ki1bNsB+muGjQM94iZX5v3mysVHWn/EB2Jm/YWJ2mJQLAv9bbPnEOvi8DkzwtpYfX2vXlJPZBGALugBG/rKP9UeC2Xn6embehYiIiDyqTCbrF8VZ8TKZ0tRVDw8PSpYsScmSJalZsyZff/01N2/e5KuvvgLA39+fLl260KpVK5YuXcru3bsZM2YM0dHRtjYmTJjAwYMHad26NevXr8fPz4/ffvsNsE5f7NevH3v27LG99u7dy/HjxxONLKUkfuqi9e213qPFYrmnazg4ONjuvVKlSrz++us0atSI9957z66et7e3rd4TTzzBN998w/Hjx1mwYAFgnTa4cuXKNAVeuXPnxmw2J8pQGBwcbEvG4evrS3R0NCEhIcnWySwa8RJ7h36HtRPh75lQvDEcW5FwbE4rqP8GbP7A/pz5z0Gd/8FT48DJzTbidbsdp6/Ta471gdDfBz5BSEQ0IRExtKqYD2dHxf8iIiLy6DKZTDg4OHDr1i0Atm3bRpEiRWwjPkCSqdRLly5N6dKlGTp0KJ07d+a7777jmWeeoVq1ahw6dIiSJUtmWp8z8hpms9l27ynVAWz1Nm7cSI4cOahcuXKqr+Ps7Ez16tVZt24dHTp0AKyB5Lp16xg0aBAA1atXx8nJiXXr1vHcc88BcPToUc6cOUPdunXTemtposBLrELPJGxvmW79eXvQFe/OoCve3zOtL68CeBb52e7QU2XzcOJyOKf/W1S569f/EB4VC8DH647zTY8aFNc0RBEREXlEREVF2Z4Xun79Op999hnh4eG2qXalSpXizJkz/Pzzz9SsWZNly5bZRrPAGnwMHz6c559/nmLFinHu3Dn+/fdfW6AwcuRIWybAV155BQ8PDw4dOsSaNWv47LPPMuQe0nsNwzBs937r1i3WrFnDqlWrGDdunF29iIgIW73g4GAmTZqEq6srzZs3B+CPP/5INNoVHR3NoUOHbNvnz59nz549eHp62gLE119/nR49elCjRg1q1arFRx99xM2bN3n55ZcB60hb7969ef3118mZMydeXl4MHjyYunXrZmpiDVDgJfHqvQrbPk19/TKtoMU78ElV+/Kw8wzx3cf18mVZdTCYZ6sW4MMXKmMymXji3fWcD7llC7oAAq7cZNHOc4xsWTaDbkREREQka61cudL2zFS2bNkoW7YsixYtolGjRgC0a9eOoUOHMmjQIKKiomjdujVvvfUWEyZMAKyjP1evXqV79+4EBweTO3dunn32WSZOnAhYn83666+/GDNmDPXr18cwDEqUKMGLL76YYfeQ3muEhYXZ7t3FxYUiRYrw9ttvM3LkSLt6X331lW3qZY4cOahUqRLLly+nTJkygDXwik8BH+/ChQtUrZrwu+cHH3zABx98QMOGDdm4cSMAL774IpcvX2bcuHEEBQVRpUoVVq5caZdwY8aMGTg4OPDcc88RFRVFixYtmDlzZvreqDQwGUYaFyZ4zIWFheHt7U1oaKjdA5CPhAneicvKPwMdZsM7/31Ys+WH3KWg22/WDIgHFsPxNbD3xzvaCk3U1KqDQUxaeohz12/h7mwmIjoOgDJ5s7FqaIOMvhsRERF5iEVGRhIQEECxYsVSnaVPHg27du2iSZMmXL582e45tKyS0mcxLbGBRrwkwbNfw+E/oNILsOC/lcM7zAYnV+t6X3HR4HLHlMAKz1pf1brDdy0TyqNvJlrvokV5X1qUT3hocfTi/fy0/QyO5rQ9sCoiIiIij67Y2Fg+/fTTByLoykjKaiAJKnWEF+dBubbQczkM8LcGXWBd7+vOoOt2RerCyMCE/YBNd71cneI5AfBwVvwvIiIiIla1atWiW7duWd2NDKfAS5JW9AnI65e2c9xyJGz/1Ali/0uJGhMJ81+wTmX8sBzcCAbDwOW/7Idxmu0qIiIiIo84DTVIxirTGo4us24HbgInDzi6HI7/txL5jQvwY0e4FkDLqDACXaFz7C+20y0Wg8jYONw1CiYiIiIijxD9disZq9N8+KiSNT39r33g1rXEdS7utdutGPQrS/b48drPe2xlfw1vRJFcHoiIiMjjTXngJKtl1GdQUw0lY5lMkL2wdTupoCsJRU1BdkEXwFMf/pXBHRMREZGHSXxihYiIiCzuiTzuoqOtj8/EL/KcXhrxkoznkEQ87+QBb56H6wHw1VNw6xoxnvlxCr9AfYcDiarHWgz2nQuhYgFvTCZlPRQREXncmM1msmfPzqVLlwBwd3fX7wRy31ksFi5fvoy7uzuOjvcWOinwkoxnuuPbgLGXrVkRAXIWh35/QdQNnAI2wcpRxHjmo2fZosRaLLzZqhx+46zPg7X7bCvl8nkx48XKxFkMyuf3JjrWwvBf9hIZE8ekDhXIk03reoiIiDyqfH2ty9DEB18iWcHBwYHChQvfc+CvwEsy3qkNCdsNhicEXfHipyKGnAGgeA5nJrQrbzvco24R5vqfBuDwxTBafrQZs4MJ/1FNCLwawZI9FwCoWzwXPZ8olnn3ISIiIlnKZDKRL18+8uTJQ0xMTFZ3Rx5Tzs7OOCQ1oyuNFHhJxqv0IuxbYN1uPCb5eub/FsWLi7Irnti+AhPbV2D8kgO2ACzOYlD//Q28/3wlW73gG/bniYiIyKPJbDbf8/M1IllNyTUk47V8F54aD29esCbbSI75v5GwmFtwfC2sfgsO/m47PLF9Bf558ynMDtY2omIt/HXssu34/nOhmdF7EREREZEMpxEvyXjuOaH+63evFx94XT0B859LKI+ZDVU6A5DXy5Xf/lePdp9tBWDxrvO2ao5mPWArIiIiIg8HjXhJ1nHJlnT5yfV2u5UKZqdled9E1WLiLJnRKxERERGRDKfAS7JOHr+ky/cvhEj7aYSDnyqZqFpMrHUxuziLwaZjl/nf/J3M3RaohRZFRERE5IFjMvRbapqEhYXh7e1NaGgoXl5eWd2dh9/s+hC0z7rtWylhG2CCffB16EIYX28+xabjl7kSHk3x3B44OJg4cSncrt7a1xtSMo9nZvdcRERERB5zaYkNNOIlWeuJ1xK2C9a0P2aJs9v1y+/F9BerMK1jZQBOXbmZKOgCWHUwKMO7KSIiIiJyLxR4Sdaq+DyMPgev7YWSTe2PvZ0T3i0MdwzKupjtP7auTg5sfKORbX/aqqMs3HGWoNBIdp25zu4z1zOr9yIiIiIiqaKshpL1XLJZX96FoMVUWDU64VhkKPz7NdTqYyuqUjg7T5bMzaGLYQAMaVqKork97Joc8cs+u/383q5sHdXknlccFxERERFJDz3jlUZ6xus+iL4J00pCTERCWYEa0Gddiqe9s+wQX20OSPb4J52r0q5y/ozqpYiIiIg85vSMlzzcnD1gzEVo+0lC2fkdEHEtxdPGtPajXolcdmXf96pl29Z3DCIiIiKSVRR4yYOreg/ovSZh/+rJu57ybc+aFMrpBsDwFmVoUNqH0nmtGQ49XTSzVkRERESyhn4TlQdboVrgUxYuH4EfnoURp8DslGx1VyczP/Wpw75zobZFl71crfW14LKIiIiIZBWNeMmDr0oX68+oMAj4667VC+Zwp1XFfDg4WBNpOP2XBTE6TlMNRURERCRraMRLHnxPvApbpsOt67DjOyjxFKQhO6GTozXwevWn3aw6EIRffi8Mw8DTxZFnqxe0jYiJiIiIiGQWBV7ycCjZFPYvgiNLYWJ26LEUitVP1am5PJxt28v2X2TZ/ou2/Ql/HuKjF6vQoLQPOW+rJyIiIiKSkZROPo2UTj6LnN0O3zRL2M9XBfrdfdohwLnrEfy68zzrj15i79mQZOt1r1uEZ6oWoEqh7FrvS0RERETuKi2xgQKvNFLglYVuBMGM8mCJte733Qj5q6apifiPe1hkLB+sOsr2gGscDb5hV2dAoxKMbFk2I3osIiIiIo8wreMlj6ZsvvD64YT9gM1pbsJkMmEymfB2c2JShwqsGtqAl58oalfnwPnQe+yoiIiIiIg9BV7ycPHMA7X6WbfP/pMhTY5vW55fB9S1BWCbj1/h5OXwDGlbRERERAQUeMnDyOG/nDAxtzKsyepFcjKseRnbvv/JqxnWtoiIiIiIAi95+OQoav3pYM7QZj1dHGlXOT8A4VGxGdq2iIiIiDzeHpnAKzAwkN69e1OsWDHc3NwoUaIE48ePJzo62q7evn37qF+/Pq6urhQqVIj3338/i3os6ebiaf1piUsoi74J/34Dt0Luqek9/2U9fHfFkXtqR0RERETkdo/MOl5HjhzBYrHwxRdfULJkSQ4cOECfPn24efMmH3zwAWDNOtK8eXOaNm3K7Nmz2b9/P7169SJ79uz07ds3i+9AUs3030iXEQdXT8Kn1RKOLXsdRgaCW450NV2zaE7OXIu49z6KiIiIiNzmkQm8WrZsScuWLW37xYsX5+jRo8yaNcsWeM2fP5/o6Gi+/fZbnJ2dKV++PHv27GH69OnJBl5RUVFERUXZ9sPCwjL3RuTu4qcY3rxiH3TFe68ovH4EvPKlueludYvw665z5PVyubc+ioiIiIjc5pGZapiU0NBQcubMadv39/enQYMGODs728patGjB0aNHuX79epJtTJ06FW9vb9urUKFCmd5vuYv4xY2DDyRfZ3pZiEx7WngXR+tfiThLejpm7/KNKBbuOMuNyJh7b0xEREREHmqPbOB14sQJPv30U/r162crCwoKIm/evHb14veDgoKSbGf06NGEhobaXmfPns28Tkvq5Chmv++eC8YlETi/W9i61tfhPyE6ddMHzQ7WoM6SAeuKj168jxG/7OOz9SfuuS0RERERebg98IHXqFGjbIveJvc6csQ+EcL58+dp2bIlHTt2pE+fPvd0fRcXF7y8vOxeksUKVIPWHybsv/A9OCTzUZ7bBhZ0hSn5IOziXZt2+G807drNaE5fvYlxlwBsSwprfq09fAmARTvP3fW6IiIiIvJoe+Cf8Ro2bBg9e/ZMsU7x4sVt2xcuXKBx48bUq1ePL7/80q6er68vwcHBdmXx+76+vhnTYbk/ar5ifd2u12rYPc/6SsrBxVB3YIrNOplNtu2G0zby6lOleL1Z6STr7j8XStdvrIs4Z3Nx5LuXa1KjqHVq67glCdMg3Z0zNu29iIiIiDx8HvjAy8fHBx8fn1TVPX/+PI0bN6Z69ep89913ONwxClK3bl3GjBlDTEwMTk5OAKxZs4YyZcqQI0f6suDJA6RwbeurbBvr9MLcJWHthITjXgUSn3MjCOKiIXthaxM53e0Of7LuOH/sOc/0F6tw5UYUx4Jv0KRsXvzye3E+JGEB5xtRsTw/25+m5fJSPr8X3/ufth2rUUSfLREREZHHncm421yqh8T58+dp1KgRRYoUYe7cuZjNCaMM8aNZoaGhlClThubNmzNy5EgOHDhAr169mDFjRqrTyYeFheHt7U1oaKimHT4sPiwLNy7Ci/OhXJuE8lN/wfftrNtvXgBnDwCiYy3M+/s0k5YeSrbJGkVycPBCGLdi4pKtE++ZqgWY8WKVe7kDEREREXkApSU2eOCf8UqtNWvWcOLECdatW0fBggXJly+f7RXP29ub1atXExAQQPXq1Rk2bBjjxo3TGl6PupwlrD/j7BfTZkHXhO3wS7ZNZ0cHej9ZjICprRjaNOlphjtOX7cFXW0q5ePUlFa82aoszfzy4vxfZkSfbNaU9L/tPk9U7N0DNBERERF5dD0yI173i0a8HkLznoGT6+GZL6ByJzAMa6D14W1BlU9ZeGkBePjA+negek/wKU1snIWe3/3LlhNX+Oylqni6OLLmkPW5wDzZXHFyNNG5ZmFyeDgnuuwf/gfZ+Of3/GmpR9/GZRjeoux9umERERERuR/SEhso8EojBV4PoZ9egqPLrNuDdsBnNe5+jocPDE9FGvjgQ+CSzVrfydXuUOxPXXA8upRvY1vydmx3to1qQv7sbum4ARERERF5ED2WUw1FknX7c12pCboAbl6+e52QMzCrHnxUAd7JCxO8Ye1EmPcsxETieHQpAM+aNwPQ/4edWCz6nkNERETkcaTASx59lTsnXe6aHUo0Sf64YcD102CxWPcv7oU9P0LMf9kMQ84AdwRSW6bDyXXWQCyeSzYA9p0Lpfiby1l9MIjTV2+m+3ZERERE5OHzwKeTF7lnJhOMvQyTb1uWYNx1+0WXW39oHa3a/kVC2aox8PfnidvbtwC6L4HYyFRd3qNgBbgtQWLfeTsBeKl2YaY8UzEtdyIiIiIiDymNeMnjwdHZ+nwXQL3B9kEXWFPJt3wXXL0TypIKugBObYStH0PMbYHXgG3JXtrJOx8np7SiZ72i1CqWk2yu1u87fvznDNNWHeHwxTD2ng1J+z2JiIiIyENDyTXSSMk1HnGRYdZ1v2JSMRWwyBNweisUrQ89l8K1ADixFoo3ggu7IfQcrJtoncr4zGzbaSER0VR5e02i5pa9+iTl83snKhcRERGRB5OSa4ikl6sX9N0IZVpZ9984DsNPwrBjMD4EOs5JqHt6q/VnfCKOnMWgVh/IXQoqvQCO/2U5jIuxu0R2d2eGNC2V6NLBYambuigiIiIiDx8FXiJ38ikNnX+CCaHgmQc8ckO2vNZnxco/AxU72tev87+k2zH999frwC8QdtHu0JCmpfmpTx1K5vG0lX2zJYCio5bR9et/lP1QRERE5BGjwEskrVq+l7Dt1x6qdku6XmRowvb0sgnZEf9Tt0Qu1r7ekLK+1qyHW09cBWDLiSucuhKeoV0WERERkaylZ7zSSM94SapdOW6/bliH2VAlcer677YGMPHPQ4nKnyqbh/L5vahUMDsNy/hwNTyaT9cfJyQihlyezrxYsxDebk64OpnJ5eGMyWTKzLsRERERkTukJTZQ4JVGCrwkTWKjE9LYl2oBXRYmWS08KpboWAtztwXy8brj6b5cTg9nOtcqxNCmpXE0a0BbREREJDMp8MpECrwkzQ79AQv/m47onhtaTIHf+kL2IjBgq22B5XixcRZWHgzii79Osf98aBINps62UU3In93tXnouIiIiIilQ4JWJFHhJmoVfgg8SZzG0mZB8cHXgfChtPt0CQNXC2elUsxAv1ixM4JWb3IiMpUQeD2ItBj/9c4Zpq47i6mQmPCrWdv7xd57GSSNfIiIiIplCgVcmUuAl6fJlI+vaXkkZdw0czMmeeuLSDXJ6uJDTwzlVl5r450G+2xoIgIMJ9k9ogYeLI2GRMbg7mTUFUURERCSDKPDKRAq8JN1iIiFoP3zbAoy4hPJmb8MTr2XopYqOWmbbrlk0BztPX8digLuzmV/618Mvvz67IiIiIvdKCyiLPIicXKFQTRh/zX564ZpxsKhnpl3230Br0AUQER2H/6mrmXYtEREREUmaAi+RrNL244Ttg7/BhT3W7Zhb1myI9yCvl4vd/oBGJSie2wOAtYeCuRoedU/ti4iIiEjaaKphGmmqoWSo8MvwQUnrdqcfwT2XdSoiwIBtkLd8upoNvRXD+eu37KYUfrj6KJ+uP2HbH9q0NAYG3m5ONC/vSwFlQBQRERFJk7TEBo73qU8ikhRPHyjeGE5tgOBDEH0j4djyEfDysuTPTYG3mxPebk52Zd3qFOFCSCS/7joHwIy1x2zHvtp0im2jn0rXtURERETk7jTVUCSruee0/twwGW5dTyh3cs3Qy+TxcuXDFyrzZbfqiY5dCI0kMiYuibNEREREJCMo8BLJavWHJWzfnnL+xFq4dgoi07+IclJqF8+Fh7M1fX1uz4QU9bM2niTwys0kz7l+M5rQWzEZ2g8RERGRx4me8UojPeMlmWKC993rvHEcPPNkyOUuhNziWPANKhXMzstz/mXv2RAAnMwm/h79FN5uToz8db9tWmK8raOa6FkwERERkf8onbzIw6ZU87vX+aAUzHvWuhbYPcqf3Y1GZfKQ08OZ8W39aFE+LwAxcQZHg27w665ziYIugCfeXa+MiCIiIiLpoMBL5EHQYbb9fvbCSdc7uQ6+fdq+zDDAkv7ns6oVzsEX3WpQNJc7AK8v3MvIXxOCu6cr+GIyJdR/e+khtp24ku7riYiIiDyOlNVQ5EFwZyKNVh+CbwUwO0NsFCzqAef+tR6LvgE/PA8vLYCd38GyYYnbG30eXDxTvmZcLERcgWy+ABTL7UHg1QiCwiJtVWZ2qUarivk4ffUmDadtBGDJngss2XOBub1q0bC0T3rvWEREROSxosBL5EHgeFvglb0wlL5j6uErayE6Aqbks+6fWANv50y+vakFoNvvUKJx8nUW9YAjS63bL/6Ar3dRu8OL/1ePaoVzAFAklweL+tdl+upj+J+6CsDZaxGpuDERERERAU01FHkwOJjBq4B1u96rSddxdofW01Pf5rwO1qQdd+bPCTkLc9smBF0AC7rSuVYhu2rxQVe8mkVz8lPfOnSokh9A6edFRERE0kCBl8iDov8WeHUP1OqTfJ2ave33fcrCAH8YEQA1X4EOswCTfZ2J2SHutlTw+36GgE2Jmq70dRG+b2OdntimUr5ku+D2Xyr6ycsOM2vjSbaeuILFouSoIiIiIinRVEORB4V7zoTFlFNSbzCcWAcd54JP6YTy1h9af1bubA22bjcpN5RpBc9+Zb8umNkZ4qJtuw3WtuPoW4E4ut1x/m1ye7rYtt9beQSAZ6sWYPqLVe7edxEREZHHlNbxSiOt4yUPhY3vwcYpSR9zz21NqgHW58AuH4WVIxOO1+gNbZKf0hgWGcOC7We5GBrJoh1nuREVS9Fc7mwcnsLzZCIiIiKPIK3jJfK4azQSJoRaXwP/tT8WH3Q1etOafKNOf2u9eGYniLiWbNNerk70aVCccW39WNCvLgAht2KSrS8iIiIiCrxEHn0+pWH4qcTl1Xva75dtY/35z2x4vxh83QwuHU6xaQ8X6/NeIRExLNt3kZ2nkw/YRERERB5nesZL5HHgkQvKPwMHf7PuDzsG2fLa1/G2z2rIue0wsw60+wyqdsVuFeX/FMjuZtse+OMuANyczFgMgxdqFKJTrUKU8PHE1cmcobcjIiIi8rDRM15ppGe85KF167o18KrUyZqa/k5xMdYkHMlpNgnqDoJb18Ajod63WwJ4e+mhZE/rWL0g0zpWvpeei4iIiDyQ0hIbKPBKIwVe8kjb/hUsfyN1dYceBO+CGIbB5uNX6P7t9mSrvtXGj95PFsugToqIiIg8GBR4ZSIFXvJIs1hgxzdQoDoUqAZRN6yjZH8MTly3/efWKYj/iYyJY/ZfJ7kQcouQiBhWHwq2HTM7mDg2+WnMDomnK4qIiIg8rNISG+gZLxFJ4OBgv4CzSzao1t0afJ1cb1/3tvW/AFydzAxpmrCuWEychTiLQdm3VhJnMbgZHYuXq1Nm9l5ERETkgaWshiJydy3fS1x2ca817fz+X+wXZf6Pk9kBF0cHHP8b5boQciuzeykiIiLywNKIl4jcnU9peOO4ddRr51w4sw12zrG+ADzywPDjiU4zmUzEWqyzmQ+eD6Osr6bnioiIyONJI14ikjqeeaByJ6jWLfGxm5eSPc0vnzXYsqTzcdKTl8P5atMpDpwPpdKEVQxbuJfYOEu62hIRERHJKhrxEpG0qfKSdYTr4GIIPggX96RYPYeH9bmuRTvP0bZy/lSv6XU+5BYHzofSb95Ou/Jfd53jwPlQRj5dhiZl8yZztoiIiMiDRVkN00hZDUVuE3IGPqqYsD/6nDUhx22Kjlpmt5/Tw5lBjUvSK4X08rFxFkqOWZHipV2dHDg0sSUOypQoIiIiWSQtsYGmGopI+nkXst+fWtC6UHMKrt2M5uN1x0npO587R7kADr/dkn/HNGVMq3IARMZYiLFoyqGIiIg8HBR4iUj6mUzWhZRv915RCDmb4mmht2IoNno5o37dl+jYP6eusu5IwjNjW0Y2JvDd1rg5m/HJ5kK3ukVsx2LiNGAvIiIiD4c0P+MVEBDA5s2bOX36NBEREfj4+FC1alXq1q2Lq6trZvRRRB5k3gXhjRPwQcmEso8qwIs/QJlW9GtQnC82nUry1J//Pcu6I5f4a3gjVh8MZsiCPXbHlw5+koI53O3KnMwJ3xfFxFrAJcPuRERERCTTpDrwmj9/Ph9//DE7duwgb9685M+fHzc3N65du8bJkydxdXWlS5cujBw5kiJFity9QRF5dHj6wIRQWNwX9i2wli3oCsDwzgvpULU+ZX2zcelGFI4OJm7FxPHkexsAuHwjCr9xqxI1ObxFGSoU8LbuhJ4HRxfwyI3ZwYTJBIZhXaT5fMgtXB0dyOnhjMmk571ERETkwZSq5BpVq1bF2dmZHj160LZtWwoVsn+uIyoqCn9/f37++Wd+/fVXZs6cSceOHTOt01lJyTVEUnAtAD6pkrjcpywM/MeuaP2RYHrN2ZGo6uQOFehcqzDm+KQZpzbC9+3B0xfeOAokTtgB0LpSPj7rXFXBl4iIiNw3aYkNUhV4rVq1ihYtWqTq4levXiUwMJDq1aunrrcPGQVeIimIi4VJuZI+9tYVMDslKj4SFMbP289S3MeDluV9yePlCkeWQcAma8C2dEhC5TKtoGRTiv7qm+QlNr7RiKK5PTLgRkRERETuLsMDr4dNVFQUtWvXZu/evezevZsqVarYju3bt4+BAwfy77//4uPjw+DBgxkxYkSq21bgJZIKgVsgPNgaiP3W11o2IgAW9YSAv6DSi+CaHWr2Bp8yic+fnBdiI5Ntfme7tTy3MCEBh4ujA1GxFpYMfILKhbJn6K2IiIiIJCctsUGak2sEBQXxzz//EBQUBICvry+1a9fG1zfpb6CzwogRI8ifPz979+61Kw8LC6N58+Y0bdqU2bNns3//fnr16kX27Nnp27dvFvVW5BFU9Enrz9sDr+NrrEEXJDwHdmItvLor8fkpBF0A1f9oSuDky+DoDECz6X9x/FI401Yd5eseNVK9SLOIiIjI/ZLqwOvmzZv069ePn3/+GZPJRM6cOQG4du0ahmHQuXNnvvjiC9zd3e/SUuZasWIFq1ev5tdff2XFCvsFWOfPn090dDTffvstzs7OlC9fnj179jB9+nQFXiKZwXzbPzHnE6/NxbWT1iwZKT2X9cZx+KBU4vL9i6BqFwByeFgDsC0nrvD6wj3M7PJoTnUWERGRh1eq1/F67bXX2L59O8uWLSMyMpLg4GCCg4OJjIxk+fLlbN++nddeey0z+3pXwcHB9OnTh3nz5iUZAPr7+9OgQQOcnZ1tZS1atODo0aNcv570oq9RUVGEhYXZvUQkDYrWt/7c/kVCmVuOhO014xK242Jh3aSE/ebvgGeehP2OcxO2l/zPtvlWaz/b9sXQlEfLRERERLJCqgOvX3/9lTlz5tCiRQvM5oRpPGazmebNm/Ptt9/yyy+/ZEonU8MwDHr27En//v2pUaNGknWCgoLImzevXVn8fvzUyTtNnToVb29v2+vOjI4icheBW+z3cxSDkYEJ+9s+gQt7rEHX/Odh8wcJx+oNsv4cHwKjzkL5DvDybSPZcTEAVCzozUcvVgHAwznNM6hFREREMl2qAy+LxWI3UnQnZ2dnLBZLhnTqdqNGjcJkMqX4OnLkCJ9++ik3btxg9OjRGXr90aNHExoaanudPXs2Q9sXefTdkb+n2UTrz7YfJ5R92dCaDfHUhoSyEk8lbJtM4PrfA6v5qiSUT8oNZ7cD4PBf+vk4S9rzBf196iqtP9lM0VHLGL/kQJrPFxEREbmbVH813KZNG/r27cs333xD1apV7Y7t3r2bAQMG0LZt2wzv4LBhw+jZs2eKdYoXL8769evx9/fHxcXF7liNGjXo0qULc+fOxdfXl+DgYLvj8fvJJQdxcXFJ1KaIpFP5Z6FkU+t29Z5wcS/s+Na+TqHa0HM5OCSTIMPR1X7/m2bQbxNmk3VKYlhkDOFRsXi63P2ft0thkYxavJ/1RxIyJM71P03/RiXI5+2W2rsSERERuatUp5O/fv06L730EqtWrSJHjhzkyWP9JefSpUuEhITQokULfvzxR7Jnz56Z/U3WmTNn7J6/unDhAi1atOCXX36hdu3aFCxYkFmzZjFmzBiCg4NxcrKuJ/Tmm2+yePFijhw5kqrrKJ28SBod/hM2vgtPv5eQ7fB2E7wTtvNVgb4bU062cec5/4l19KBk+JeAiXzermwe0RhHc+JB/ajYOA5fvEGZvNloMG0Dl29EJaqzsF9dahXLmXIfRERE5LGXqet4HT58mL///tsunXzdunUpW7Zs+nucCQIDAylWrJjdOl6hoaGUKVOG5s2bM3LkSA4cOECvXr2YMWNGqrMaKvASyWBbZsDaCdbtTj9B2VZ3PyeJwCvelJjOfBnXlh1jm5LbM/Fo9XsrjzBr48lE5W+2KsuHq48RFWudMt2xekEOXgijRtEcTGxXHpPJBLt/gCUDofFYaDg8VbcnIiIij67HfgFlSDrwAvsFlHPnzs3gwYMZOXJkqttV4CWSwWKj4LMa4FsJnv/OtjZXii7shvBLkC0ffFE/0eGikT8C4D+6CaevRvC/+bsolMONDzpWptmMTYnqn3z+Cualr3LSrQJPXX8z0fFXnyrF681K2wd8b5wAT5/U36eIiIg8cjIt8IqOjub333/H39/fbsSrXr16tG/fPsXkG48KBV4iD6A7RsDiA6/UGNykJMP2toGb1ue8NlV6l+7bCyeqFzC1FaaJ2RMK6r0KzSclqiciIiKPj7TEBqnOanjixAnKlStHjx492L17NxaLBYvFwu7du+nevTvly5fnxIkT99x5EZE0c0hIpBGRrSjebk7JV8VCAS7zZquynHjnaYY1L2MLugAa7BvF8r4V6VEwCP9ck6htOgzAmkPBYL5t6uK2T2Dbp9btuFjrQtD3ktnVMODfb+DK8fS3ISIiIg+sVI94NWvWDA8PD77//vtE0VxYWBjdu3fn1q1brFq1KlM6+qDQiJfIA+jg77Coh3U7f1Xou5GI6FjWHb7E3rMhtKjgi4MJ1hy6RLWgRTQ//d9aYR1mw+/9E7dXuTPs/cm2WzHya5pVLcn0w41JlB6/718w7xmIDLEGgH4drCnzvfKn6RZufFyXbNcPWXeGHgLvAmk6X0RERO6/TJlq6O7uzvbt26lQoUKSx/fv30/t2rWJiIhIe48fIgq8RB5QJ9dbAyCAat2h3adJ15ucF2Ij09z8zPxT+d+FNK4TOPZywjNr+3+BPT+Cd0FrUNfyXajZG4DY6EgcpyQs7n6+7Y8UqN46zX0UERGR+ytTphpmz56dwMDAZI8HBgZmWSp5ERG7aYC7vodzOxLXCdqffNBVsKZ1tCoZRc/+Ztv2i/yWmJyl796n/QutPy8dgV97w8l1sGsuxEXDstet5UBsbIzdaVdCH+0vsERERB5HqV5A+ZVXXqF79+689dZbPPXUU+TNa/12Njg4mHXr1jF58mQGDx6caR0VEUlRvsr2+yc3QMEaEBUOK0bCretwdFnS5w7eBTmKWbejPob1k2DPT/DEa1zd9Ru5wg7jYwqxVY/GkcirZ3FKarkxT18ItyYfYslAsMTCn68lfd2ZtWHcdSzhV+yKY2Oi736/IiIi8lBJU1bD9957j48//pigoCDrmjaAYRj4+voyZMgQRowYkWkdfVBoqqHIA8wwrCNJO75NKHtiCGz9KPlzmk6AJ4cme/jEqlmU9B/FDcONbKZbnLbkoWH0R3zm9AltzH8nVBx9DqIjIFtejD0/YUrq2TFgbmwzuprXYjZZ/+n90WjBSyb7Z2NXODfn6TcX3eVmRUREJKtl+jpeAQEBdunkixUrlr6ePoQUeIk84I6tgh9fSLlOrX5Qqw/kLnX39vb/Yp0m+J/gnDWofeF1PLhFf8c/Gez4OwA3Rl2h+qS1RMdZcCSW6U6zaGf2t5133FKAZtHTAPAkggOur6R42UuvB5PHy/Xu/RMREZEsowWUM5ECL5GHwLHVsKArxEUlPjbyNLhlT31bAZtgbtuE/QbDuVxzODXfWQtAHYdDnDdyUaREebacsJ8y6EkEHcxbOWwpzE6jDAAL+tbhRmQsu39+m+EOPyR72TcrbmLKc5WTPS4iIiJZL1OSa9zN2bNn6dWrV0Y1JyKSfqWbw6jTictfWpi2oAugyJMJ2wVrQcNR+GRz4fOXqgHwt8WPs0Zeu6BrRMsy1CuRi3Dc+SGumS3omt21GrWL56KpX16GD0r5mdiDOzYSE3cP64KJiIjIAyXDRrz27t1LtWrViIuLy4jmHlga8RJ5iFgs1nW6Qs7CSwvANZ1/Z+NiwOQADma74hOXbtB0+ia7sn4NizP66XK2/fCoWCKiY8nt4YKDQ+JsHBdDb/HTpoO4HF9KozZdKb24BU6RV/go9lleHD6TfN5u6euziIiIZLq0xAapzmr4xx9/pHj81KlTqW1KROT+cHCAZ7+893bMTkkWF8nlQdXC2dl9JgQAJ7OJ+iV97Op4ujji6ZL8P7X5vN14vW0NoIa1oG4/2PAOzzpsvvd+i4iIyAMj1YFXhw4dMJlMpDRAFp/pUETkceBkduC3/z1h24+zGJiTGNVKkzzW0bLCDpc5FxMFaMRLRETkUZDqZ7zy5cvH4sWLsVgsSb527dqVmf0UEXng3XPQBVCymW3TiL517+2JiIjIAyHVgVf16tXZuXNnssfvNhomIiKp4OhCnGEN4IbN38a4JQeIjHm0n50VERF5HKQ68Bo+fDj16tVL9njJkiXZsGFDhnRKROSxZTIRjfWZsgvXbvC9/2nKvrWSlQcuZnHHRERE5F5oHa80UlZDEclskZPy4xp3E4CvYlvxTmxXALrVKcKkDhWysmsiIiJym0xZx6tw4cIMGjSI1atXExsbe8+dFBGRpMUHXQB9HJfT07wSgD/2XsiqLomIiMg9SnXgNW/ePFxcXBg4cCC5c+fmxRdfZP78+YSEhGRi90REZILT9/Q2L8OiCQoiIiIPrVQHXg0bNuTDDz/k+PHjbN26lSpVqvDpp5/i6+tLkyZN+Oijj7SWl4hIJnnLaT5D+SGruyEiIiLplOrA63bly5dn9OjR/P333wQEBNC5c2fWrVtHhQoVqFChAsuWLcvofoqIPD6ajLX+bPsJvHHcVtzD+DOLOiQiIiL3KkOTa0RERLBq1SqyZctG06ZNM6rZB4qSa4jI/Ray5w+y/96NMMMdr4nKbigiIvKgSEts4HgvFzIMgw0bNnDr1i3q1atHjhw5eOaZZ+6lSRERuYMpd6n/tgx+3n6GTrUKZ2l/REREJO1SPdUwJCSEHj16ULFiRfr06UNYWBj169enadOmtG3blnLlyrFv377M7KuIyGMpm4cHAC7E8uP2M1ncGxEREUmPVAdeb7zxBv7+/nTq1In9+/fTsmVL4uLi8Pf3559//qFcuXKMGTMmM/sqIvJYcnByBcDFFEPb0PlZ3BsRERFJj1Q/41WgQAF+/PFHGjZsyPnz5ylUqBDr16+nUaNGAGzfvp127doRFBSUmf3NcnrGS0Tuu6gbMLVgwv6E0Kzri4iIiNhkygLKwcHBlC5dGrAGYa6urhQqVMh2vHDhwly+fDmdXRYRkWS5ZCPOPY9tN3LtlCzsjIiIiKRHqgMvi8WC2Wy27ZvNZkwmk23/9m0REclYMf3/tm27bnkvC3siIiIi6ZGmrIZff/01np6eAMTGxjJnzhxy584NwI0bNzK+dyIiAoCrVy42F+pP/bOzs7orIiIikg6pfsaraNGiqRrVCggIuOdOPcj0jJeIZJUT+/wpubglV8hO7gmns7o7IiIij71MWccrMDDwXvslIiL3wNHZxfqT2CzuiYiIiKRVqp/xEhGRrGV2sgZe2QmHW9fh5HrY+3MW90pERERSI03PeN24cYNjx45RpkwZPD092bVrFx999BG3bt2iQ4cOdOnSJbP6KSLy2HN0ck7Yea9ownbe8uBb8f52xjBg3wK4chzqDwNn9/t7fRERkYdMqgOvTZs20aZNG8LDw8mRIwc//fQTzz//PAUKFMBsNrN48WIiIiLo06dPZvZXROSx5eiWLcnymyHBeNzvwOvKcfitn3X71nVoM/3+Xl9EROQhk+qphmPHjqVjx46cPXuWIUOG8OKLLzJo0CAOHz7MgQMHmDhxIp9//nlm9lVE5LGWO3dedjgkDrDOBF2zLzixzvq6XdgFiLij3r24dVtbpzZkXLsiIiKPqFQHXvv27WP48OEUKFCAkSNHEhYWxosvvmg73qlTJ06ePJkpnRQREet6ifkGr+bD2BeYmm0M2y1lADDioqwV9v8CE7zhh2etr5PrrVMCrwXA9HLwfjH4/X8pX+TM33Bux907ExedsH3tFMRGpfOuREREHg+pnmoYFhZGzpw5AXB2dsbd3Z1s2RKmvWTLlo2IiIiM76GIiNgUyOFOz1Gf4eXmROTkj8EAv82D4NDHcPW4feV5z0Cp5nD1RELZnvnwxBDwKW3dj7gGUTcgRxHrlMFvW1jLxwSDk2vyHYmLsd8PD4bshdN/Y4FbYf0kyF0a2n4MqVi+RERE5GGS6hEvk8lkt47XnfsiInJ/5PJ0wcnswCmnUgmFdwZd8Y6vto5I3e7gb9afN6/CjPLwcSX4tQ98XDmhzjt5IWBT8p24M/BaMTL1N5BUW3NawRl/2DUX1r2dcv2oG9aRPBERkYdIqke8DMPgqaeewtHRekpERARt27bF2dmaZSs2VuvKiIjcTz97v0LlywOTPlhvMGz71L6s/LNwcDFsnGJ93W7/wsRtzG1r/dnjT1g/Gc7+A0+/D7X6guWOwOvocji+Fko1TfuNbP/Kfv/KseTrLuppDRyrdoX2eq5YREQeHqkOvMaPH2+33759+0R1nnvuuXvvkYiIpMpp55KUiZyDG1GE44YFB2Y5fUS5fF4Urv6yfeDVYykc/jN9F4oPwABWjIAd38LlI4nrzX8OXt1jfb4sfpStxVRrUNb1V3B0Sbr964F2u+E3b+CZXF/iR+t2/6DAS0REHiomw9B8jbQICwvD29ub0NBQvLy8sro7IvIY+2DVUT7bcCLJYwFTnsb0do6EgvEh1me4Zj0BNy4k32jXXyF/NfjzNTj8x137YClYG4dz/9y13o0SbcjWbX7iA8EHYVa9pE8avAtyFodjK619cjDDtBIJxzvOhfId7nptERGRzJKW2ECBVxop8BKRB4VhGJwPucWoX/ez5cQVu2Pd6hRhUvvycOkQeBcC19v+vTqyDH5+CZ4aDwF/gZM7OLpC+8/A2SOh3q997KcgPjEEtn5k2z3b+BPePVeRZfsvEuj60t07XG8wPPk6uFsTNWGJg7dzAdb/hv6Mq0Nb89/25/iUg8uHk29zQujdrysiIpJJMjzwatmyJRMmTKBOnTop1rtx4wYzZ87E09OTgQOTee7gIafAS0QeVGsPBfPK9wmp4HeObUouz2Sm96XGjWBrgHZ+Bzz7FVR6wbpw8rxnuFp/AtV/cbNV/dppGk3NuwF4Muojzhk+vO64iFcdf7dv068DvDDXOu1xQVdb8S3DmWpRs3nX6Wvam7eluovG+BC+2RJACR9PGpfNk/57FRERSYe0xAapesarY8eOPPfcc3h7e9O2bVtq1KhB/vz5cXV15fr16xw6dIgtW7awfPlyWrduzbRp0zLkRkREJPWa+uXl85eqMfDHXQAcvBBG/VK5MZlMBF65yZGgG3i7OVG7WE4cHFKRlTZbXuhzx0LMuUvB0AMEnr4G+CdUffFLIqN3s9+rAcPDLQSFRrJwx8tsvVKRBS6TbPViz+3C8dopu6ALoHP0WHxy5uS1a4N4L6YT21xfTdU9b9h9mFKr+/FlXGtqjHmVbB8UBM88MGBbwsiaiIjIAyDVUw2joqJYtGgRCxYsYMuWLYSGWqd3mEwm/Pz8aNGiBb1796ZcuXKZ2uGsphEvEXnQNflgI6eu3ATg5SeK0qCUDy/P+dd2fMozFXmp9j2suQX4n7xK56+s0wJnd61Oywq+Sdb78e/TnPvzHRqY91HHIekpg2NiejE/rilNy+Vl7eFgAJ5w2M9856kA1Iz8nH9dE2ZR1I78jH9cB6XYv2P1PqRUs95a9kRERDLVfXnGKzQ0lFu3bpErVy6cnJzS1dGHkQIvEXnQbThyiV5z/012qauXahdmXBs/ft99HosBnWsVSnOA8texy/T4djt++bxY/lr9ZOuduhxOkw//opTpHGtcRiQ6XjTyR9v2qiENOBZ8g8E/7bar42CCYrk9OHk5HLD28y/nIRRxuJRiHz+I6Ui+Rq/QpVnK0+RFRETSS8k1MpECLxF5GGw5foWu39w92yBA6byerBrSIE3BV/zzZJULZWfJwCdSrLv1xBVWHwzixj/zmO48m+Ne9dh33czXsa04bBShUE43Vr7WAA8X6+z3q+FRVJ+8lhI+Hvw+8AmyuToRGRNHsxl/ERIRw43IWH50mkw986G79nOD4xM0Hrs81fclIiKSFhn+jJeIiDxcfL0Tkmq4Ojmw/NX67D4TwrBFexPVPRYczrnrtyiU0z3V7QeFRQLgmIpnxZ4omZtb0XG84t+AxZENIDLhWOC7rRPVz+Xpwt7xzXFzMuPs6PDfPZjZPKIJAJExcRzZFgMbehDt5MWCW7UILtqON17pARYLYXNfxOv0agAaxPonal9ERCQrKPASEXkElcyTje971WJH4DXaVM5PcR9PiuX24OrNKH7bfYEC2V3J7u7MLzvPAfDmb/t59alS1Cxqn5AiNs7CiF/2cfxSOF5ujnSvW5RdZ67zxV/WBZJTO2micdk8vP98JVbsv8iGo5cBGNi4RLL1vd2Sn8Lu6mSmSsMO0DAUJ8Og/NkQOub771tGBwe8Xl7EmR9fo/CxOZixEHTpEr55lPFQRESy1iM31XDZsmW8/fbb7Nu3D1dXVxo2bMjvv/9uO37mzBkGDBjAhg0b8PT0pEePHkydOhVHx9TFoJpqKCKPkqc+3MjJyzdt+2+3L88TJXNTwscTgH8Dr9FxdvKjRv9rVIIRLcum6Zo3ImM4fTUCv3xeqcuumA6n9myi+O9tAVgfV4Xqb65NMZgTERFJj8d2quGvv/5Knz59mDJlCk2aNCE2NpYDBw7YjsfFxdG6dWt8fX3Ztm0bFy9epHv37jg5OTFlypQs7LmISNaY2K4CKw9e5Ie/zwAwbslBAIY0LYWHsyNztgUme27nWoUY1rxMmq+ZzdWJCgW809Xf1CpeuT6Rf7jharlFE/MeeC+37djNBm+x8IwXztl8aNWyNTk8nDO1LyIiIpCOEa+zZ89iMpkoWLAgANu3b+fHH3/Ez8+Pvn37ZkonUyM2NpaiRYsyceJEevfunWSdFStW0KZNGy5cuEDevHkBmD17NiNHjuTy5cs4O9/9P1+NeInIo6joqGUpHvfL58WsrtXYczaEyJg4mvv5PvABS3TQYZxnp5zRcIDnx8x6o+f96ZCIiDxy0hIbOKS18ZdeeokNGzYAEBQURLNmzdi+fTtjxozh7bffTl+PM8CuXbs4f/48Dg4OVK1alXz58vH000/bjXj5+/tTsWJFW9AF0KJFC8LCwjh48GCS7UZFRREWFmb3EhF51Jyc0orJHSow+unE0wafKpuHES3LUCSXB+2rFODFmoUf+KALwNm3HNtrzkixTtWQ1al+Tk1ERORepHmq4YEDB6hVqxYACxcupEKFCmzdupXVq1fTv39/xo0bl+GdTI1Tp6wPek+YMIHp06dTtGhRPvzwQxo1asSxY8fImTMnQUFBdkEXYNsPCgpKst2pU6cyceLEzO28iEgWMzuY6FqnCAD9GpYgNs7C1pNXqVo4O16uD++zUQXrduTUP+9T3OEiPV1ncC40ho+cZlLBIRCAvo7LuBQeRZ5srlnbUREReeSlecQrJiYGFxdrmuK1a9fSrl07AMqWLcvFixcztnfAqFGjMJlMKb6OHDmCxWIBYMyYMTz33HNUr16d7777DpPJxKJFi9J9/dGjRxMaGmp7nT17NqNuTUTkgeVodqBhaZ+HOugCyJ8zGwzewc6XA/lu5MusmdKXfMO2YPgkjOw1mraRE5fCs7CXIiLyOEjziFf58uWZPXs2rVu3Zs2aNUyaNAmACxcukCtXrgzv4LBhw+jZs2eKdYoXL24L+vz8/GzlLi4uFC9enDNnrA+N+/r6sn37drtzg4ODbceS4uLiYgs0RUTk4VP8vwyN8XJ5Z4Mef8IHpQDwjr5Ej2+3s3VUk6zonoiIPCbSHHi99957PPPMM0ybNo0ePXpQuXJlAP744w/bFMSM5OPjg4+Pz13rVa9eHRcXF44ePcqTTz4JWEfnAgMDKVLEOn2mbt26vPPOO1y6dIk8/63psmbNGry8vOwCNhERecR5JPy/4u86mPIh32AYBiZT5qS3FxERSXPg1ahRI65cuUJYWBg5cuSwlfft2xd3d/cM7VxaeHl50b9/f8aPH0+hQoUoUqQI06ZNA6Bjx44ANG/eHD8/P7p168b7779PUFAQY8eOZeDAgRrVEhF5nNwRYL1iXk6x0W40LZeX2V2r4WhO80x8ERGRFKXrfxaz2WwXdAEULVrUNoqUVaZNm0anTp3o1q0bNWvW5PTp06xfv97WV7PZzNKlSzGbzdStW5euXbvSvXv3LM3GKCIiWaRSJ9tmB/MWANYeDibw6s3kzhAREUm3NK/jVbVq1SSnYphMJlxdXSlZsiQ9e/akcePGGdbJB4nW8RIReUTExcC2T2FdQubaP+PqUHzAQsrnz9wFnkVE5NGQqet4tWzZklOnTuHh4UHjxo1p3Lgxnp6enDx5kpo1a3Lx4kWaNm3KkiVL0n0DIiIimc7sBDV72xW1Nf8NoeeyqEOJhd6K4ey1CCwWrTUmIvKwS/MzXleuXGHYsGG89dZbduWTJ0/m9OnTrF69mvHjxzNp0iTat2+fYR0VERHJcC5eULAmnPvXVmTcCsm6/vzn0o1Iar2zzq5sYOMSDG+ReIFrAIvFIDw69qFP/y8i8ihL84jXwoUL6dy5c6LyTp06sXDhQgA6d+7M0aNH7713IiIimclkgt5roN8mrppyAhAXE2VfxzDgeqB92dWTEH4507q19cSVRGWfbzjJqoNBSdbvO28nlSas5qtNpzKtTyIicm/SHHi5urqybdu2ROXbtm3D1dUVAIvFYtsWERF5oJlMkK8yt7Bmt12x9ywbjlwiOCzSenzjVPi4MnzTApYMhFlPwKfV4IOSMMEblr6eqd37sGNl23a/eTv569hl29TDOIvBluNXWHvYuibltNX60lNE5EGV5qmGgwcPpn///uzcuZOaNWsC8O+///L111/z5ptvArBq1SqqVKmSoR0VERHJTHEmJzBgb2Aws09Zpx6uePUJyv31nrXC2b+trzvt+AbKtoKSTTOuLxYobwqkaPGSPFe9IIcvhvH1lgAAeny7nR51i9DziWI0/mCj3XkVCygpiIjIgyrNgdfYsWMpVqwYn332GfPmzQOgTJkyfPXVV7z00ksA9O/fnwEDBmRsT0VERDJR/lxecBlycgOA2qbDlPvypdSd/MNzMGgn5C6ZIX3xun6IZS5vwnlgAnjXWm93fK7/aeb6n050npNZC0CLiDyo0rWOV5cuXfD39+fatWtcu3YNf39/W9AF4ObmpqmGIiLyUHFy9QTgvVxLGV76MgtcJiVZ74QlP89HjeOW4Wx/YN2EDOtLtrBjdvttAianWP+tNn6AdeqhiIg8mNI84hUvOjqaS5cuYbFY7MoLFy58z50SERG570o0gbN/43njFANvvGZ3aGxML1q9PIYuX/tj/PedZbmoOTgSyydOn9HKvB0O/5kh3TAMg7WHgqh7W1mh2EB6PVGMxmV9KOvrReev/ubEpXBye7qw/o2G+J+8CsDNqLgM6YOIiGS8NAdex48fp1evXokSbBiGgclkIi5O/+iLiMhDqHZf2DjFriiuWk9K+TfHYsAPX/9D/ESRnvWKsvtsCHvPhjAvrpk18AI2/7sTn0KlKOub8iKaKTl5+Sa3bkXAbZnhHYvUY1xbP9v+2tcb2v7fBTD/9/PQxTDOXY+gYA73dF9fREQyR5oDr549e+Lo6MjSpUvJly+f7R99ERGRh5pbDshTHi4dtO6POovZ1YtCRzdw+mqErVpzv7xMaFcegHWHg+k9N2F63+zf1rDVEsSMFyvzTNWCqb70ztPXmLnhJP8GXqNW9D987fyNfYW46ETn3P7/b/kCCYHeoQthCrxERB5AJsMw0jQh3MPDg507d1K2bNKLOD7qwsLC8Pb2JjQ0FC+v9H+jKSIiDyDDsK7RlauENc08sP9cKG0/2wJAgexurBvWEFcns+2UCyG3CJr+JNUcTtA3eiirLdaMv5M6VKBbnSJJXuavY5eJjbPQpGweTCYTRUctsx3b6dKPXKYb9if4dYAX5qbY9W7f/MPm4wnrf9UvlZsOVQqQz9uV2sVzYXbQF6UiIhktLbFBmke8/Pz8uHIl8cKOIiIiDz2TKVFmwooFvVk5pD4nLoXTzC8vLo5mu+P5s7vhWzQPnDlBnycKsnqztfyt3w/g5epI+yoFbHW/3nyK2X+d5Ep44hEsgCGOv9oHXZU6wb6f4dDvEBUOLp7Jdt3Txf6/9M3Hr9gCsZblfZndrfrd7l5ERDJRmrMavvfee4wYMYKNGzdy9epVwsLC7F4iIiKPmrK+XrSplD9R0BXPwdG6+HL1Ap7M7FLNVr494Bpgnf73ytwdTF52ONmgq6zpDEMcf00oqDsICiS0xbGVKfaxS+0iOJut/617uVqDsGz/BWPbTuoLUxGRrJbmqYYODtZ/1O98tutxSa6hqYYiIpLI/Bfg+Cpo9xlU68b3/oGMW3KQ4j4eVCzgzZI9F+yql8zjSa1iOYmOtfDLznOUM51mhcto+zYnhMKtEHiviH1ZGpy5GkGDaRtwczJzeFLLdN6ciIgkJ1OnGm7YsCHdHRMREXkkmf9LQXg9AOJiKJbbA4BTl29y6vJNu6rd6hRhUocK1p2bV/mg3En45Y6g683/AjW37FD6aTi2wrp/Yh2UfCrV3XJytH5JGhOXsPTL5RtReLs54eyYrqU8RUQkndI84vW404iXiIgk8lElCDlt27U88yW/nvVk+BYDsAY//qObkM/bzf68n7vAkaUJ+3nKw//sl2vBMGBi9oT9AjXgpQXgkfuu3boSHkWNyWsBODWlFfvPh/LcrG00KuPD1z1qpuUORUQkCRk+4rVv3z4qVKiAg4MD+/btS7FupUqVUt9TERGRR0HxhrDre9uuw2996QiUe+pjfgqvznOVfcgXsge86tiyJXL5qH3QBTBga+K2TSao2Qf+/cq6f34HrBkPHT6/a7eczAmjWjEWCysPBhFrMVh7+BJPf7yZsa3L8UTJuwdwIiJy71I14uXg4EBQUBB58uTBwcEBk8lEUqfpGS8REXksRYXD8uEQewsO/mZ/rMdS+Os9CNxsHa0q0RgCt8LFPRDz3/pg+atCr1XwX5KORDZPh3UT7ctGnQXXlP8fuhUdR7lxySfleKZqAWa8WCXlexMRkWRl+IhXQEAAPj4+tm0RERG5jYsnPDPLOi2w/LOwsFvCsbltErbP77C+7tR9SfJBF0ClFyBgE4RdgCtHrWU3Lt418HJ1cuCJkrnYeuJqksdvRMakeL6IiGScVAVeRYoUSXJbREREbmMygV87eG2f9fmt4P13P2f0OXDJlnId74LQ/XewWODtHNYyy91nmJhMJn7oXZuTl8PZefo6R4JucOryTfJ5u/Lzv2eJsxhcvxlNdnenRNmKRUQkY6U5qyHA8ePH2bBhA5cuXcJisdgdGzduXIZ0TERE5KGVowgM2ALftYLT/z23NfQgzG0H104m1Gs68e5B1+0cHMAzL4QHw/md8Ht/aDMDCiS/OLLJZKJknmyUzJNwnT/2XuDnf8+y4ehlqk5aQ8fqBZnWsXJa71JERNIgzVkNv/rqKwYMGEDu3Lnx9fW1+4bMZDKxa9euDO/kg0TPeImISKpFhlmnHZZrCzVfSSg3DGsWxBxF097mh+Xgxm3rgrnlhJFpewzg38BrdJztb1d2bPLTSjEvIpJGaYkN0hx4FSlShP/973+MHDnynjr5sFLgJSIiWWqCd/LHXloIpVukqpl1h4NZ8O9ZVh8KBmDXW824Eh7FsIV7eb15aRqXyZMRvRUReaSlJTZI81db169fp2PHjununIiIiGSSJYNSXfWpcnn5snsNXJ2svwpsO3mF5jM2sf98KC9/9y9nrkZkVi9FRB5LaQ68OnbsyOrVqzOjLyIiInI3T6XwLLVnXvv9TR9Yk3zERid7SmycdeLL8v0X7cr3ngtJbw9FRCQJaU6uUbJkSd566y3+/vtvKlasiJOTk93xV199NcM6JyIiIneoPwzq/A8iroF3ATixFn54znrMLbt93fWTrD+/bAT/22bNhPjjC+CeG579Am6F8EfBH5l2rizL91e1OzUq1j55loiI3Js0B15ffvklnp6e/PXXX/z11192x0wmkwIvERGRzObkZg26AEo2hWe/gsV9wLgtWNq7IGH70kHrz8DN1kANoGpXOL0Nv0t/8p3zn5SInEccZtspkTF3T1cvIiKpl6bAyzAMNm7cSJ48eXBzc8usPomIiEhaOP33f7IlNqFs2ev2dSxx8FPnhP3bF3YGnnA4wCnvOoTeiuFGZCyTlx2iax2t3SkiklHS9IyXYRiUKlWKc+fOZVZ/REREJK1M//13fvYf2DnHmvkwOty+ztaPISb5hBnfO7/HllvPsJ8XKGE6j5PZgWs3o7FYrM+AhUfFMndbIBdCbmXSTYiIPNrSFHg5ODhQqlQprl69mln9ERERkbTKUSxh+8/Xkq6zbmKqm1vnMhynyGtUm7SG4m8u54+9F6gwfhXj/zjI8F/23mNnRUQeT2nOavjuu+8yfPhwDhw4kBn9ERERkbTK65f6uk0nQIfZCfttP0myWm2Hw7btV3/abdveekJfvoqIpEeaA6/u3buzfft2KleujJubGzlz5rR7iYiISBYoUN1+v1AdGLI/Yf+F72FEADw5FBydE8rNztBzOTh72p3uiJJriIhkpDRnNfzoo48yoRsiIiJyT4o3gvM7rduF6kCvlWAyQb/N1uQbuUsl1C3aIGG7zNPWNPRvnrfuTy8PYef4pPh2mlQfwNAF1qmFLo4ORMVaqF4kx325HRGRR43JMAwjqzvxMAkLC8Pb25vQ0FC8vLyyujsiIiIJrp0Cs0tCqvm7sVjA4Y7JL1MLQVQYAJFjrvHjP2doUNqHY8E3+N/8XeT3dmXtsIaYHUy4OFrTz0fHWjhz7SYlfDwxmUwZeUciIg+0tMQGaZ5qeLvIyEjCwsLsXiIiIpJFchZPfdAFiYMugPIdbJuuTmZ6PVmMknk8cXIwUdB0mYuhEfiNW0WZsSsZvXgfMXEWun7zD02nb2LxrvP3fg8iIo+oNAdeN2/eZNCgQeTJkwcPDw9y5Mhh9xIREZGHWKM3E7YneFvT0B9YTLNFZdji8hrjHOfZDv+0/SzrDl9ie8A1APxPKfGGiEhy0hx4jRgxgvXr1zNr1ixcXFz4+uuvmThxIvnz5+f777/PjD6KiIjI/eLqbb+/Zhz88rJt92XHVTTzy2vb7//DTtu2TzaXTO+eiMjDKs2B159//snMmTN57rnncHR0pH79+owdO5YpU6Ywf/78zOijiIiI3C/O7lD95RSrfNW9Bu2r5L9PHRIReTSkOfC6du0axYsXB8DLy4tr16zTC5588kk2bdqUsb0TERGR+6/tRzAhFIo3TnysWEMAmpbLi6ODfSINi0X5ukREkpPmwKt48eIEBAQAULZsWRYuXAhYR8KyZ8+eoZ0TERGRLNRotPWn2QWe+8a6bbGu79W2cn6Ov/M0J955mpefKArAF5tOZUEnRUQeDmkOvF5++WX27rWu6TFq1Cg+//xzXF1dGTp0KMOHD8/wDoqIiEgWKVwbhh6yrvHl6GotO70FDiwGwGQy4Wh24GZUrO2UdYeDs6KnIiIPvHtex+v06dPs3LmTkiVLUqlSpYzq1wNL63iJiMhj6dhq+LFjwn7jsdDQ+oXr8eAbNJthfdygcRkfvnu5Vlb0UETkvktLbKAFlNNIgZeIiDyWIq7B+8USlzd/B8KD2Rl4hedOtQbgl/71qFE0533uoIjI/ZcpCyi3atWK0NBQ2/67775LSEiIbf/q1av4+fmlvbciIiLy4HPPCaPPQ8UX7MtXj4Ftn1D9wo8EunYh0LULO9f9kjV9FBF5gKU68Fq1ahVRUVG2/SlTptgyGgLExsZy9OjRjO2diIiIPDhcPOG5r6DP+hSr5Q5cwqELYfepUyIiD4dUB153zkjUDEUREZHHVIHqMD4EXj8MDUclPmy6yoer9WWsiMjt0pzVUERERASTCbzyQ+PRiaYf1nE4TNzNa8mcKCLyeEp14GUymTCZTInKRERE5DHnnjiRht8FPeclInI7x9RWNAyDnj174uLiAkBkZCT9+/fHw8MDwO75r6xy7Ngxhg8fztatW4mOjqZSpUpMmjSJxo0b2+qcOXOGAQMGsGHDBjw9PenRowdTp07F0THVb4WIiIjc7uiKREW1HY4QHBZJXi/XLOiQiMiDJ9XRRo8ePez2u3btmqhO9+7d771H96BNmzaUKlWK9evX4+bmxkcffUSbNm04efIkvr6+xMXF0bp1a3x9fdm2bRsXL16ke/fuODk5MWXKlCztu4iIyEMr5HSioioOJzh0+aYCLxGR/zwy63hduXIFHx8fNm3aRP369QG4ceMGXl5erFmzhqZNm7JixQratGnDhQsXyJs3LwCzZ89m5MiRXL58GWdn57teR+t4iYiI3GGCd8L2SwvhR+szX/5t11O3evUs6pSISObLlHW8HnS5cuWiTJkyfP/999y8eZPY2Fi++OIL8uTJQ/X//tH39/enYsWKtqALoEWLFoSFhXHw4MEk242KiiIsLMzuJSIiIrd5epr1Z+MxkLe8rTjH6dVZ1CERkQfPI/Ngk8lkYu3atXTo0IFs2bLh4OBAnjx5WLlyJTly5AAgKCjILugCbPtBQUFJtjt16lQmTpyYuZ0XERF5mNXuC37tIZv9/7E/Hnfg1qK9vNmqHDk87j6rRETkUfbAj3iNGjXKllExudeRI0cwDIOBAweSJ08eNm/ezPbt2+nQoQNt27bl4sWL6b7+6NGjCQ0Ntb3Onj2bgXcnIiLyiLgt6DrlVhGAK6HhLNp5jpkbTwAQGhHDnrMhRMdasqSLIiJZ6YEf8Ro2bBg9e/ZMsU7x4sVZv349S5cu5fr167b5lTNnzmTNmjXMnTuXUaNG4evry/bt2+3ODQ4OBsDX1zfJtl1cXGyZHEVEROTuCvv6QADMdP6Ep6PysT3AmxOXwmk6/S8AutUpwqQOFbK4lyIi99cDH3j5+Pjg4+Nz13oREREAODjYD+I5ODhgsVi/Watbty7vvPMOly5dIk+ePACsWbMGLy8v/Pz8MrjnIiIijyfHis9CwHoAVriMZn5sX5pOD7UdD7x6M6u6JiKSZR74qYapVbduXXLkyEGPHj3Yu3evbU2vgIAAWrduDUDz5s3x8/OjW7du7N27l1WrVjF27FgGDhyoUS0REZGMUq2b3W79a79Rz+EAy5xHE+j6Eg3Cl9vX3/8LrBgJlrj72EkRkfvrkQm8cufOzcqVKwkPD6dJkybUqFGDLVu2sGTJEipXrgyA2Wxm6dKlmM1m6tatS9euXenevTtvv/12FvdeRETkETPA37ZZ2OEyPzpPobyDdb2vbiGz7Ov+2hv+mW19nVgHcbH3r5/XTsGmDyDyAc1aHHENTv0FsVGJj0WF3//+iEi6PTLreN0vWsdLREQkdYx/v8W0bGii8kvmvOR56xgAkTFxuL6TM/HJ/beCbyY8B7b/F2ug98wX4JUf5ra1ltfsA60/SH+7UTfgzN+QoyjkLnXv/TQM+H0A7P0poWzwLshVAmIiYWYduB4A2QvDa/vAZLr3a4pImqUlNnjgn/ESERGRh5MpW9KJq87HeBF5NYLpa46yY+9etiQ123/X99Dq/eQbP7XR+rN4o9R3KOyCNegC+K2f/bGATalvJymrxsCuudbtVh9ArT731t7lo/ZBF8Cn1RLXCzkDp7dC0Sfv7XoikukemamGIiIi8oAp8zR0/8M6UvPUeE5WGgaAIzE0mLaB3/dcoJHDnqTP3f4FWO5IO28YMNkXJnjD9+2tr6Sm4AGEnIW/Z8HNK9b96JswvVzyfS1U0/pzcV9r+xO8rdupfe7s5PqE7f2/pO6clMREpL7umnEQfAh+7ASf1oCz/9779UUkwynwEhERkcxhMkHxhtbpcfVfJ39566iMjykMByyMd5zLZKfvbNWHRfdncdxtIze751l/WiywdwEsHQKxt+yvEZ1MhsR1E2HlKJj2//buOzyqKv/j+Htm0jskJAEChF4jXQhSBWERC+qiIiJYVkVYQRGEnyiIIuiqKyLq6qqwdlnFRlukClIkEnqTYhAILaQBqXN+fwyZZEiBaCYh8Hk9zzxz7znnnntuOG7y3XPv99aHBePghRou1cbigXlkLXQbd+5cH8G/usHmz/Mbbf4cJleF/T9e+FrDGl24TWkk7XN8+4XBQyuhWpPCber3dHwfioO3YmH3Aji5B97rBTlZFz5H4tb8IPNirlFE/hTdaigiIiLlwtfHF4BISxL7fO4uVD/hqef4av4C2LbKUZC01/G99UuY+2DRnb5UFyYcBw+v/LKs07BlTv7+OtdkHtEZHwMWHtwAdxlPovMqjsQXfY7ZNxQ+R54fJsGqf7qW5WQUGMsZx/H1ukPPZ4ru/3wLx8PaNx3b3oFQvSUMXwfHd8OviyE3C1rd7XjGa++SovvITAWPsJLP8/O/87dn3wBj94NfEc/biUiZ0IqXiIiIlA+f4GKr7Nc8RhV/LyIbX83CXMdtf6mp5979dWxbyf2unp6/bUyh1a2Cbg79HnAkonhn5T5+XLOm6IYjN0NogSQZa94o3Cb9WOGgCxwBXF7uss2fO1akfnyl5GsoKC/oAkdwladaI4gdDp0fg4BqULNt8X3YLyIz5PkJOX6YdPFjFJFSU+AlIiIi5aNaE8dKTUHjDsKkFKzXTQKgZ9Nw4nHctnc48aijTda5550a9IL7/gdj9kH/AqtYy56HZ6s4tvNu0csT1ghqxwLwjUdvNh1yTRu/yN6+yKEOX3CSfzT6KL8g+9wtjnY7bPjA8VxVSc+MPRviuIXv+1H5ZQUTSX/7aP5tflu/cjwXNmcoHI4vvs/zWW3wQIFny/oWSEZyMYHXhvdd95N/u/hzi0ipKZ18KSmdvIiIyJ+UdRoOrIa6XcHTp1D18y8+z4Sz/+CUd02qRDVx3k5nrn0aS9cnAFix+zj+ybtpN//6/APv+sKRrfDsKcf+4zshqDoAg99bx497Tjibrh3fk+SzWfzltR9pbElgkfc4lzFEZ3wCwAGfuxwF/d+C08fhwCrY878/fu3dnoROf4epURfXPuZ2uO3dktucOuBYTfSt4gjk8jTuB3d+7LqydfBnR5r6k3uK7uvReKha9+LGJiKlig204iUiIiLly8sfGvUuMugCCKvtSCRRJfOQyzNM8YmOhBEHk84w5P31/PWrZNIf2ZR/4Ce35wdd4Ay6MnNynUHXvddEc2BaPyKDfWgSGcTo6xqxy9TmzqwJzsOmZg90bq+zn0tq8fUwxypXUUFXSJ387TF7S772FS9efND14HK4acaF21WJdgRd59s1z7HytmSyIzvjzI6OxBvnB12dHs3fXvLsxY1NREpNyTVERETkknLIWvQzWp9uSqJJ/1z6Ts/PwNfi1W3sDfDDlnNe+vVek/gm/hAjP4t3KX7qetfbA61Wx2rQWnszGmfMIhMvQv29mHf/1Uz8ZhtZhy/8p9KO678kfNNMzjS7gyi/UCxP7IG0REcwFFILMlJhWq0LX7hPCGQk5+/XaH3hYy7Gj68U/4zZgNnQvD+kHnIkMfk9rmzOKSKFaMVLRERELin3dI9hXu7VhcqzjCdNn1lIeqbr80sfdPoBbnsvvyAoijdPX1so6PL2sOJhc/3T53ha/nvAMnFkLbRYLDSvEcx/h3XCg/PeJXbOslavAvCLvQF9399N27jr6PJhEs/P2wEB4VD9KkfQBeATBLf8C7yLuA1pwGxHxsPbP4Rxv0GvcytOnR8r8rwX9MwpuOcb6PhIye1u+RdMSoHm/Xlj6R6+tl3nKLfqT0MRd9GKl4iIiFxS6lcL4C6fJxmelsmt1pW86vU2ADtM7SLbf/zLcXoN7Uv0pBSw2zmSepaXpi0v0J8/0aH+PH9Li0LHNq0eWKis4CNRNbxOQ4F3KL9f9XFeO9yE1LUBwCeFjn1v1X4e6V6f0ABv14qWdzo+h+PhnW4FBnCTY8UpT8dHoH4PiLyqyGstye+nzrBi93Fa12pDs790h95TYHKBWxA9/aH7OMhMg5gBHDhxmu4vLwegjSWR/t6ARYGXiLso8BIREZFLitVq4e272/CvFfvAZyATrAPoG23hhpQgrs3OJaqKL3e2r82z323jP2t+Y/+5AGLrs31YsOUIY/672dnXe0Pa0bNpRLHnurlVTdIycli7L4kfdjiyKD7UtZ6zflrV53nr+GDn/qbEDFIJAMDTZsHTZuXV21tSPdiXm2euBmDU5/F8eH+Hok9YoxXc/wNseA96Tiy8wuTh5XhvVym99sNuXvvB8eyWt4eVTRN74+Npg36vwLzRcON0aDvU5Zi86wXIzvuT8GJevCwif4gCLxEREbnktK1TlXfucX2Z7zXntbmxZQ1+STjF1nMp4udtPsw7K13TyderFlDieXw8bTzQpR4PdKlXZH2qdzhDsp5ktteLALSz7maBpSurxvUgPNAHYwwWiwVjDFX9vUg6ncXpzAukcq/V3vEpI8YYZ9AFkJlj53RmjiPwav+A41OEjOz8pTxn4JX6uyMz4u3/gWY3l9kYRUTPeImIiEgl1T66Kt//vQsNwx3B1ZNfbmHv8dMA/P3aBvzy9HXUDfP/U+dYvz+JFfb8Fai1gdexcFQXwgMdGRkt5+5LtFgs/POOVgBkZBf9XJg7GGOYtnBnofJc+4XfFpSdm98mG5tr5Rf3FH+g3Q4LxzsCtAOrHPunT170mEWuVFrxEhERkUrttrZRTFvgGnzc0b4WVf29/nTfXjYr2bm5NM14n+qWJEbfekOxq2ie5zIk5tjLJvAyxrDxYDI+HjbqVfN3rGABy3YeY93+JI6knOWb+MMux1gtYDeQexGvac3OdYzzltY12XnIB1LPa5CbA6ePQVANR3B15gR8+3fYvTC/zX/6O55di/8E7l8MUW3/zCWLXNYUeImIiEil9kDnujSrHsSIT34hNSOHTvVDqR7sWyZ9P3ZdI56ft4Oz+LDP1CgxqLKdC7x2H03nn4t3M6RTNL6eNuIPJnN13arO+os1b8sRRnyy0bn/8oCWdKofyr2zfi6y/ScPdODeWT+TmWMvcsXLGMO2w6nMWLqHE+lZxP3meOdZ/Wr+3NqmJtHvfULLCE++SRngOOCVxo5gqyT2bNj4oWN7zQwYMKtU1yhyJVHgJSIiIpWah81K10bV2DSxN+mZOQT6eJZZ339tG8XGg8nM23wEcDw/VZzE1Azn9vQle5i+JP+5q7+2jeLlAaVLmlHwuS2AJ+ZsctlvXiOI5DPZRAb78MG97Qny8XSOb/3+JKKq+Lm0v+f99c4XSRfUpk4VOBennbUX+NldKOg63+9xkH0WPMsm6BW53OgZLxEREbksWCyWMg26AEL8vJh5VxvnfmaBhBTn69EkHI9iVrX+G/d7qc5rtxt+PZYOwMCrC798+a4OtZn3aBdWj7uWL4d1Iui86/7+XKAIjlsKo8fNcwm66oX5c3u7KEb0aECn+mHO1bgcLmJVrs8LMGxN4fKUBJgSeTGXJ3JF0oqXiIiIyAVcFRXMziNpxNYPLbZNkI8ne6b0dWY5XLnnBF9sOFhgtSwXbw9bsccXdDjlrHN7dO/G3Nm+NqPnbCIxJYOn+jXl9naFgzGAJpGB7ExMA+Cz9QmEB3lz36wNhdrd1KoGo3o1cu7nBV77jp9mebUb6Z72HdTuBH5VocdTENHs3HNeJyGgGthzoUo0nDpQeBB2u17ELFIEBV4iIiIiF/DZgx05m5Vb+MXI5ymY5bBbo2o0jgh0Bl5dXlzG/x7rSojfhZN+ZJ27ZdDX00ZYgDdhAd788Hi3CxzluKXx+Xk7WLrzGEt3Hiu23Q1X1XDZL/j82dDjAwn0Hszme3s7rwdwBFMB1QBIybBzfOBq6oX5Y7VayJ4ShWe2I+AjNwusPhccq8iVRoGXiIiIyAX4eXng51X6P5vCArxoGB7AnmPpHEvL5IYZq/huRGeqXCDjYl6qdz+vi1shy5OX+bAo65/qSU6uITUjmwbhrpkZm1YP4uroqqw/kARAWmYO2w6nsm5/Er6eNvYeT2f9/iSsVgubDiY7jxt4dW1ubVOTIWnT2e5zn6PQng0o8BI5nwIvERERETfxsFn532NdufWtn9iYkMzvp87S+rnFbHqmN96eVo6nZbLjSCod64e6PKeVl+rd01a6W/ZqhuQntritTRQv3hYDwJnsXGf/NSic/MLH08YXD8dyJiuHZs8sAuCGGasueL6Vu4+zcOsRMsgPJE1OFpaSFwZFrkgKvERERETcyGKx8H/XN2XA2/kJKVpO/l+Rbd8f2o6O9ULJygu8PEqXgr5742p8OSyWUH9vogu8PDroIgM43yJWzFrWCnG+H2zTwWTCArzwsFpJTM3gUHLes2hW7MaC1WLgrU4w7CfwL/55OJErkQIvERERETdrH12VfS9cT73/m19iu/MTYZR2xctisdC2TtVSj6/g8TWCfTic4kiN//QNzbi/c91C7eIPJtN/5mrnfoC3hyPoAizpifCPejBqK4QUnQRE5EqkwEtERESkHFitFpY/0Z1hH//CjiOpF3WMZwVkB5z3aBfOZOe63LZ4vkAf1z8hl4/pDi+f1+i1FjAppewHKFJJKfASERERKSfRYf4sGNmFzb8nM2Ppr9zWpia7EtPJtdvJyjW8vWKvS/vx1zcp9zFW8feiygXa1Avz59FrG3A8PZO/tKiOv5cHw7Me5RnP/xBhSc5vOCnY8d3jKeg6Biylu3VS5HJiMcaYih5EZZKamkpwcDApKSkEBQVV9HBERETkMhI9bp5zO/6Z6y4q9fylICvHTqMJCwCoyXFW+4ws3Oj+H6BW+3IemYh7lSY20NvtRERERC4R914TDYCXh7XSBF0AHgXeA3aIajTLeJ8U4+fS5sSJxPIelsglRbcaioiIiFwinujdmDpV/ejfumZFD6VUrFYLz/dvwdKdx3iwaz061gsFbmPOijgGLLsWgMNJ6YRV7DBFKpQCLxEREZFLhL+3B0OvKZxFsDK4u2Md7u5Yx6VsQLe27PixKU1zdpCbm1NBIxO5NOhWQxERERFxG8u5zIz2nOwKHolIxVLgJSIiIiJuY7c4brCqs/fjCh6JSMVS4CUiIiIibpNuCwEg21r8e8FErgQKvERERETEbTYHdAbgREpaBY9EpGIp8BIRERERt8k5d6uhl0XJNeTKpsBLRERERNymVXQ4ADa7kmvIlU2Bl4iIiIi4jc3TG4AG2bvglaZgz63gEYlUDAVeIiIiIuI2Fs8CSTXSDmO2flVxgxGpQAq8RERERMRtzoS3ctlfNec14n5LqpjBiFQgBV4iIiIi4jYeXj5EZ3zi3O9i28ptb63h4Q/jWLvvZAWOTKR8KfASEREREbdpHBFIoI8HU7LvcilfuC2RO99Zy/4TpytoZCLlS4GXiIiIiLhNaIA36/+vFw1adQUg2a8u4/s2cdY/+922ihqaSLlS4CUiIiIibuXrZeOODnUBCDmzn4da+QAGG7ks33WcLzYcrNgBipQDBV4iIiIi4n4F08j/sxkHfAbxpddErNgZ+9/NhZqnZ+ZgjCnHAYq4lwIvEREREXE/3yqFilpZ99HBugOLxbV8/f4kWkxcRN3x89l6KKWcBijiXgq8RERERMT9IprBrf+Gvv9wKX7Q9j1RVXxJz8xh7sbf+WRdArf/a42z/ra3fuJ0Zk55j1akzHlU9ABERERE5Apx1QDHd/v74f0+8PvP9LBtIip5Ay0mni3ykMwcO0dSztIgPLAcBypS9rTiJSIiIiLly2qDjsOcu596TXGpDvR2rA34etoAmL8lsfzGJuImlSbwmjJlCp06dcLPz4+QkJAi2yQkJNCvXz/8/PwIDw9nzJgx5OS4Lk0vX76cNm3a4O3tTYMGDZg1a5b7By8iIiIirur1KFT073vacWBaP7Y824cD0/pRP9wfgK83Hirv0YmUuUoTeGVlZTFgwACGDRtWZH1ubi79+vUjKyuLn376idmzZzNr1iyeeeYZZ5v9+/fTr18/evToQXx8PKNGjeKBBx5g0aJF5XUZIiIiIgLgV5X0QQsAOGCP4IuHYunVLMKlye3tagHg5WEl+UwWM5bs4beTeuGyVE4WU8nydM6aNYtRo0aRnJzsUr5gwQJuuOEGDh8+TESE4z/at99+myeffJLjx4/j5eXFk08+ybx589i6davzuDvvvJPk5GQWLlx4UedPTU0lODiYlJQUgoKCyuy6RERERK44hzfCO93J8KuOz9idharjfkvitrfWuJQ1rxHEvEe7lNcIRUpUmtig0qx4XciaNWuIiYlxBl0Affr0ITU1lW3btjnb9OrVy+W4Pn36sGaN63/QBWVmZpKamuryEREREZEyYPMCwCf3NMwZCnuXulTbi1ge2HZYf4tJ5XTZBF6JiYkuQRfg3E9MTCyxTWpqKmfPFp1JZ+rUqQQHBzs/tWrVcsPoRURERK5A5wIvMlNh21z48BYocDNWixrBhPp7lcmpjDG8t2o/D324ga2LZ8OzVSFxS5n0LXIxKjTwGjduHBaLpcTPzp2Fl53L0/jx40lJSXF+Dh48WKHjEREREblsePkXLns2BCYFQ04Wvl42NkzoxfInulOvmqNt/WpFHHMRdiam8dz32/lx22+0WP0omFx4uzOc+u2Cx57NyuXrjYf4cM0Bhry/nsXbj/6hMciVrULf4zV69GiGDh1aYpt69epdVF+RkZGsX7/epezo0aPOurzvvLKCbYKCgvD19S2yX29vb7y9vS9qDCIiIiJSCkE1oGY7OLShcN3z1aBeDyz3fE10mD9jejdm2Me/ULUUK2DZuXaWrt/EyRxvMiy+/Ow9jGqWFNdG06+Cu7+CRf8HV/8N2gwFW/6fyJt/T+bWN38ip8B9jyt2H6dbo2q8e087vDwumxvIxM0qNPCqVq0a1apVK5O+YmNjmTJlCseOHSM8PByAxYsXExQURLNmzZxt5s+f73Lc4sWLiY2NLZMxiIiIiEgp/W2J4/vUAZje0rVu3zKw28FqxdPmCHB+PnCK5DNZhPhdOACL+3EBfZbflV9gKabhR7c6vueNhvljYfzv4OXHmawcbnpjdZGHrNh9nEYTFrDpmd4E+3lecCwilSZET0hIID4+noSEBHJzc4mPjyc+Pp709HQAevfuTbNmzRg8eDCbNm1i0aJFTJgwgeHDhztXrB5++GH27dvH2LFj2blzJ2+++SZffPEFjz32WEVemoiIiIhUiYaHVkKtjq7ln94BQKBP/npBq8mLSTh55oJdWo9vL7ZucNa4oitMLkeXvMG7K/fx+OebnMU9m4SzfkwsqxrPYaTtSzpYdgCw62jaBcchApUo8HrmmWdo3bo1EydOJD09ndatW9O6dWs2bHAsTdtsNr7//ntsNhuxsbHcfffd3HPPPUyePNnZR926dZk3bx6LFy+mZcuWvPLKK/z73/+mT58+FXVZIiIiIpKneku4fxE8eSC/bM//IDeHtmG5fBT+CVdZ9gLQ9R/LeG/VfjJzcjmWmkGRb0jKLjp5Go9tJ6L19fTLnFJkdcS6KbT/4TZ+2PY7AI0iAnhvaHvC931F1G9zeczzSz73fo7e1p/xtBW3jCbiqtK9x6ui6T1eIiIiIuXg5F6Y0caxfeu7sONb2PEdANEZnxRqHlsvlI8f6IDVmh8IbXr/77RM+A9nrAH42dPzG09KITUjm4HvrGXb4VS8ycJg4UuvicRYDzibjc56mJMNb2NMj1o0/3m8I/PieX4evJv29SMKlVeYzHRH4hCf4IoeyRWhNLFBhT7jJSIiIiJSpND6+dvfPwZZ+YHTijHduevddRxKzl/RWrPvJM98u5Xn+8c4CpL20zLhPwBsCb6WDvZ4SEmAqo7EbUE+nnw3ojNHUjNITMnA02bh4OphxOx40tnnHe1qcHW3UJjRxHVsVg+w5wDgfWwT1O9dhhf+J5xJgrc6Ocb22DbwUIK4S0mludVQRERERK4wbe91fBcIugDqhPrzQJe6hZp/tDaB6HHzGPaf9bzz6lPO8uN+9eDOj6HBdXDLv5zlVquFmiG+tK1ThauiQmjaczBDAv/NMntrAK46/VP+qhuATwgM+Q6eOeksOp1rK4MLLSM/vwdpR+D08SJX56RiKfASERERkUtTp78XW9Whbqhz28tm5RbrjxzwuYud3kN4a991POgxD4A5OV3ZEnUnVL8K7v4v1Lq62D7rhvkz6/G/0r2mY99n78L8ymY3w7jfoG5XAA4TBsBLC4pP4FGuss/Csufz95c+X3xbqRAKvERERETk0hRSp3CZVyAAzWoEsfO5v7Dx6etYe8MJ/un1FgA+lmyX5j5NejIkNvqiT2mxWLAc2eha2HUM3P4f12F4OtLZW+w5bDt83rvB3Cn5oOMF0ytegoKpGlIPu7ZLOQjPVoWs0+U3NimRAi8RERERuTTZPODaCa5lWWmOwOPkXnxMBlX8vai6aETRx/d8hhvvHkWNEN/Snbfpjfnbf1taeAxAsI/jFsOqljT6vb6qyG4yc3L537ZEDief5UR6ZtGZF0sjMx1mdnBsL5sCz4ZA0n7H/rlnzlyYXDi4zrUsbrbj53d4Y+H24lbKalhKymooIiIiUs6MgV9/gI//Wriu43BYO7Nw+V1fQKM/+MqgrDNw+BeoHQvWop/hss9oj/Xkbn43YXTOfJ0D0/oVanP722tYfyDJuT+yZ0O6NAzDz8uDWlV9CfRxffFyRnYu+46fpl41f2xWi/Ol0WSmwbs94cSuosc7Zh+kHYa3O4N3MIzZA8+H59c3vxVuew8SfoJZBcY5/hB4B1zcz0SKpKyGIiIiInL5sFigQS+o2Q4ObXCtKxh0jdrqSKPu8yf/z3EvP4juXGITa/UYOLmbKMsJgkknIzsXH09HkJada+ejtb+5BF0A05fsYfqSPS5lH9zbnh6NHUFSv9d/ZO/x/FsDP3uwIx3rhcLuRcUHXeD4mfg7njnDJ9iRzTC0IZw8d65tXzk+5zv8i/OZNXE/3WooIiIiIpc+iwX+tgSePgE3F7HC1eYeCKn154Oui9V1jHPzZc9/0fnFZXy6PoENB5Jo+NQCnv0uP+lG44hAl0MLvGqMez/4mYNJZ/jp1xMuQRfAuyv3QW42fP1IfuHVDzkCzP5v55d9cju8e61j+/Sxcx0vuPA1HIq7cBspMwq8RERERKTysHlC67sdwUeeKtFw04zyHYenn3PzOlscJ9IzGf/VFv769hqXZm/c1ZoFI7vwzuC2PHNDM5Y90Z29L1zPJ3/r4Gzz6uLdbPrdNUGHBTuB6fvhuTDIzcSOhZHBrxHXfJwjwGw10HEr5PlyMogeN49fkjyg/1uOd44V9H+HHcEbOJ4Zk3KjWw1FREREpPIJqQUTkx3Pf1krYC2hSh0Ia+y8BbBneDpLjrk+L/XrlL54nHtOq3fzSJe6TvXDiK0Xypp9J5m78ZCz/MGu9ehdJZF2i/rDifz23+d25Juj4Xzz1hpqhvgy9dYYunq7rqQBvJfTF4Bb3/yJHo0b0MRrBE9mvOao7P08KblepKRDbSBt1dt85z+YTg2qER3mX/R1Zp2BfzSA7AKrcQ8shai2F/4ZiQsl1yglJdcQEREREQBSj8CrTZy7H7afy8d7PAj29eT9oe3x9y55jWPf8XSuf/1HMrLtAARxms0+fyuybbOM9zmDj0tZlypJPH76NT71vIW+f/0bb36znJ+T/YH8exmDOM0q70f5xd6Irxq8wLc7Uhhhm8sTnnMA2GGvTd+sqWya2IdgX9dkHwB8+QBsmVO4/Lb3oMVt7D6WTv+Zq7kqKpj/3NcBL48r64a60sQGCrxKSYGXiIiIiDhNqwMZyY7t/m9Bq7uKbmeM4zm185zJyuG9H/fzyuLdLPIaS2Pr7y71Y7IfZKFHL/73eFdsFgtzNx5i6oKdJQ6pf6sa+HrZOJOVyzfxhwvVh3OK9T7DnfvpxoejI/ZSv1oRGQ4nBRd7ntz+7/DS4av418p9AHzxUCxX161a4tguNwq83EiBl4iIiIi4mH0T7F8B178MV59bsbLbYWpNyD4Dd3wEn98NQTXhr+87sg5GtHC8gyusIVgsrNmwgdjve+b32WMC9i5PcCY7Fz9PG9YCGTmGf/IL8zYfKXY4q8ddS81z7y47k5XDB6sPsOFAEst2HademD8TbmhKl4hsPKa3wIIjFNhzzy80rFcfu93wzo/7yM6x80iPBtgmhzg6ve09iPmrSyD2mz2cblmvOffDArwZ1KE2o3o1xFJEkHk5UuDlRgq8RERERMTFVw/B5s8cmRVrdYBvhl/4mILG7IVtc2H+E479cQmOtPDFSDqdxcKtifRqFk54oA/GGPYeP82h5LO0q1Plgrc4OmWkwLTaAAyr8g6nA+uy4UASZ7Oy8SWLJrUj+erkLZCbCSM2OILEjwfAnv85u1iZG8P/5TxATU6wzjQFYPkT3Yt/Zuwyo/d4iYiIiIiUF79Qx/cv/3F8iqo/c7L44/9RP387dkSJQRdAVX8v7upQ27lvsVhoEB5Ag/BSvgzZJ5hkAgkhjT2JyRw6cpBRHl/ykM88AL451h28PB2Bl+Xcs1vBUS5ddLVtYZVtJABf5XbmJ3tzMnK6lG4cVwgFXiIiIiIif0abwa4vcj5fSUHX+arW+/PjKQW7xQoGfvAeW6juZpaD3XHLojMt/fnp6Qu41baKW22r2JU8BCKbu2G0lduVlXZERERERKSshTeF3lNcyyalQOPrXcta3w1R7R3bFiv0eKpwXw16uWeMxahqUkpukHPW8W21Ob7PJjurkuvdVOQhlqy0MhjZ5UeBl4iIiIjIn9VphOO9YqO2Or4B6nZzbWPzdiTg+Ms0GLsfuo11BGgPLIXOj8P/HXG8H6yCpXebVLjQy3Eb45Hjx5xFJ9r8vcjjP19/gJSz2e4YWqWmwEtEREREpCxYLI4XO+dl9Gt/v2OVCyAgErqOgRqtoOMw8A3JPy6qLfSaCF5+5T1ix5gKsnlhGvRxKUqqeS2HMr2Z8PUW7vjtZvbZI5mbew2W8KbwaDzc8Br832GOGEcq+XV7j3PP++td+tiZmMprP+zmeFomAP+N+503lu5h7/F0ZxtjDCt2H+fXY+lcjpTVsJSU1VBERERELkvpxyD7LGf8apD8QiNqWJK4KfM5Npv6RTbfP/V6l7TxxyY3JNx+jP6Zk4k3Dfh1Sl+sFgtpGTm0nJyfCTHQx4O0jBzn/jUNQrmtTRQfr0sg7rdTAEy/sxXXx1TH03ZprxMpnbwbKfASERERkcuZMYbbZizhwOHjJFH4790mkYF8+reOVPH3cq04946vb3NjeTR7BPDn3uUV6OPB63e2pkeT8D/VjzspnbyIiIiIiPwhFouF/45wvMz51+Pp3D/7Zwa0rUWPxuGEBXpRPdi36AOr1oekvdxkW0Om8WRMzsPFnqNvi0gGdajD3e+tK7ZNWkYO87ccuaQDr9LQilcpacVLRERERKQI+1bAf/IzHdbP+JBcbM79iCBvlj3RHR8PG1Zr/mpYWkY2uxLTaF27Cpk5ufh5efDuyn1Mmb+D/q1q8Nqdrcv1MkqjNLHBpX3TpIiIiIiIVA71usG4g87dO6JOsWFCfnp8q8WCn5eHS9AFEOjjSbvoqtisjnoAb09HmJKde/msESnwEhERERGRsuEThLF6AjCurcHHM3/FqzRBVF5SjcycXDJzcst2jBVEgZeIiIiIiJQZi93xDq+gRSPxseWvbtlL8YRTXuD1w45jNJ6wkP4zV2O3V+7VLwVeIiIiIiJSdvLeXQZ4nD1OuzpVALitTc2L7sLT5no7YvzBZJo8vZBP1iXw7x/3VcoXNCu5RikpuYaIiIiIyAVMDgN7Nvz9FzKCovn1WDrNqgcVer6rODsTU7lxxqoSb088MK1fWY32D1M6eRERERERqTjegXA2CXKz8fG00aJmcKkObxIZxE/jepKemcPR1AzufGdtoTZpGdkE+niW1YjdToGXiIiIiIiULdu5lyvnZv3hLqoFelMt0Ju6Yf7MeTgWPy8bdUL9aTFxEQCnTivwEhERERGRK1le4JV+tEy6ax9d1bn981O9CPb1xMujcqWrqFyjFRERERGRS19KguP747/C2VOQdRp2L4LPBkH2WVj+IkwKdnySE0rVdbVA70oXdIFWvEREREREpKwFREJ6omP71yWw6Kn8/SmRrm1fi4G//wKh9ct3jOWs8oWKIiIiIiJyaRvwQf72l/fnB13FmdHG8Z2RAim/u29cFUiBl4iIiIiIlK06nSBmQMlt2t0Hnn75+z9Mgmm14Z/N4dtHYXorSCubZ8QuBXqPVynpPV4iIiIiIhch5RD8s1n+vncQjD/o2iY3G54LK76PtkPhxuluGV5ZKE1soBUvEREREREpe8E1offz+fu2IlK/2zyhy+ji+8g+W/bjqiAKvERERERExD1a3pW/bS0mr1/HR6DDMIi8Cmq0hgdXQP1rz1Va3D7E8qKshiIiIiIi4h6ePvnb2RlFt/EPg77TXMsa9IK9S8HkOvZ3fAeB1SGqnXvGWQ4UeImIiIiIiHt4+OZvB9e8+OMsNse3PRdO/Aqf3+3YHxEHYQ3KbnzlSLcaioiIiIiIe1itjuQY4c3gusmlOO5c4LXtK3ijbX75G20dL13OC8QqEa14iYiIiIiI+7Qd6viUhk9IyfU7vnOshuUFaJWAVrxEREREROTS0vyWC7c5e8r94yhDWvESEREREZFLi80D+r4E2+ZCcC3HytamTx11fmEQfY1jxasS0QuUS0kvUBYRERERqQCph+HUAajTqaJH4lSa2EArXiIiIiIicukLquH4VFJ6xktERERERMTNFHiJiIiIiIi4mQIvERERERERN6s0gdeUKVPo1KkTfn5+hISEFKrftGkTAwcOpFatWvj6+tK0aVOmT59eqN3y5ctp06YN3t7eNGjQgFmzZrl/8CIiIiIickWrNIFXVlYWAwYMYNiwYUXWx8XFER4ezkcffcS2bdt46qmnGD9+PG+88Yazzf79++nXrx89evQgPj6eUaNG8cADD7Bo0aLyugwREREREbkCVbp08rNmzWLUqFEkJydfsO3w4cPZsWMHS5cuBeDJJ59k3rx5bN261dnmzjvvJDk5mYULF17U+ZVOXkREREREoHSxQaVZ8fojUlJSqFq1qnN/zZo19OrVy6VNnz59WLNmTbF9ZGZmkpqa6vIREREREREpjcs28Prpp5/4/PPPefDBB51liYmJREREuLSLiIggNTWVs2fPFtnP1KlTCQ4Odn5q1arl1nGLiIiIiMjlp0IDr3HjxmGxWEr87Ny5s9T9bt26lZtvvpmJEyfSu3fvPzXG8ePHk5KS4vwcPHjwT/UnIiIiIiJXHo+KPPno0aMZOnRoiW3q1atXqj63b99Oz549efDBB5kwYYJLXWRkJEePHnUpO3r0KEFBQfj6+hbZn7e3N97e3qUag4iIiIiISEEVGnhVq1aNatWqlVl/27Zt49prr2XIkCFMmTKlUH1sbCzz5893KVu8eDGxsbFlNgYREREREZHzVWjgVRoJCQkkJSWRkJBAbm4u8fHxADRo0ICAgAC2bt3KtddeS58+fXj88cdJTEwEwGazOYO7hx9+mDfeeIOxY8dy3333sXTpUr744gvmzZtXUZclIiIiIiJXgEqTTn7o0KHMnj27UPmyZcvo3r07kyZN4tlnny1UX6dOHQ4cOODcX758OY899hjbt28nKiqKp59++oK3OxakdPIiIiIiIgKliw0qTeB1qVDgJSIiIiIiULrYoNLcanipyItT9T4vEREREZErW15McDFrWQq8SiktLQ1A7/MSERERERHAESMEBweX2Ea3GpaS3W7n8OHDBAYGYrFYKno4pKamUqtWLQ4ePKhbH+WCNF+ktDRnpLQ0Z6S0NGektC6lOWOMIS0tjRo1amC1lvyKZK14lZLVaiUqKqqih1FIUFBQhU88qTw0X6S0NGektDRnpLQ0Z6S0LpU5c6GVrjwlh2UiIiIiIiLypynwEhERERERcTMFXpWct7c3EydOxNvbu6KHIpWA5ouUluaMlJbmjJSW5oyUVmWdM0quISIiIiIi4mZa8RIREREREXEzBV4iIiIiIiJupsBLRERERETEzRR4iYiIiIiIuJkCr0ps5syZREdH4+PjQ4cOHVi/fn1FD0nKwdSpU2nfvj2BgYGEh4fTv39/du3a5dImIyOD4cOHExoaSkBAALfddhtHjx51aZOQkEC/fv3w8/MjPDycMWPGkJOT49Jm+fLltGnTBm9vbxo0aMCsWbPcfXlSDqZNm4bFYmHUqFHOMs0ZOd+hQ4e4++67CQ0NxdfXl5iYGDZs2OCsN8bwzDPPUL16dXx9fenVqxd79uxx6SMpKYlBgwYRFBRESEgI999/P+np6S5tNm/eTJcuXfDx8aFWrVq89NJL5XJ9UrZyc3N5+umnqVu3Lr6+vtSvX5/nnnuOgjncNGeubCtXruTGG2+kRo0aWCwWvv76a5f68pwfc+bMoUmTJvj4+BATE8P8+fPL/HqLZKRS+uyzz4yXl5d5//33zbZt28zf/vY3ExISYo4ePVrRQxM369Onj/nggw/M1q1bTXx8vLn++utN7dq1TXp6urPNww8/bGrVqmWWLFliNmzYYDp27Gg6derkrM/JyTEtWrQwvXr1Mhs3bjTz5883YWFhZvz48c42+/btM35+fubxxx8327dvNzNmzDA2m80sXLiwXK9Xytb69etNdHS0ueqqq8zIkSOd5ZozUlBSUpKpU6eOGTp0qFm3bp3Zt2+fWbRokfn111+dbaZNm2aCg4PN119/bTZt2mRuuukmU7duXXP27Flnm7/85S+mZcuWZu3atebHH380DRo0MAMHDnTWp6SkmIiICDNo0CCzdetW8+mnnxpfX1/zr3/9q1yvV/68KVOmmNDQUPP999+b/fv3mzlz5piAgAAzffp0ZxvNmSvb/PnzzVNPPWW++uorA5i5c+e61JfX/Fi9erWx2WzmpZdeMtu3bzcTJkwwnp6eZsuWLW7/GSjwqqSuvvpqM3z4cOd+bm6uqVGjhpk6dWoFjkoqwrFjxwxgVqxYYYwxJjk52Xh6epo5c+Y42+zYscMAZs2aNcYYx//4Wa1Wk5iY6Gzz1ltvmaCgIJOZmWmMMWbs2LGmefPmLue64447TJ8+fdx9SeImaWlppmHDhmbx4sWmW7duzsBLc0bO9+STT5rOnTsXW2+3201kZKT5xz/+4SxLTk423t7e5tNPPzXGGLN9+3YDmJ9//tnZZsGCBcZisZhDhw4ZY4x58803TZUqVZxzKO/cjRs3LutLEjfr16+fue+++1zKbr31VjNo0CBjjOaMuDo/8CrP+XH77bebfv36uYynQ4cO5qGHHirTayyKbjWshLKysoiLi6NXr17OMqvVSq9evVizZk0FjkwqQkpKCgBVq1YFIC4ujuzsbJf50aRJE2rXru2cH2vWrCEmJoaIiAhnmz59+pCamsq2bducbQr2kddGc6zyGj58OP369Sv076o5I+f79ttvadeuHQMGDCA8PJzWrVvz7rvvOuv3799PYmKiy793cHAwHTp0cJkzISEhtGvXztmmV69eWK1W1q1b52zTtWtXvLy8nG369OnDrl27OHXqlLsvU8pQp06dWLJkCbt37wZg06ZNrFq1ir59+wKaM1Ky8pwfFfm7SoFXJXTixAlyc3Nd/gACiIiIIDExsYJGJRXBbrczatQorrnmGlq0aAFAYmIiXl5ehISEuLQtOD8SExOLnD95dSW1SU1N5ezZs+64HHGjzz77jF9++YWpU6cWqtOckfPt27ePt956i4YNG7Jo0SKGDRvGo48+yuzZs4H8f/OSfg8lJiYSHh7uUu/h4UHVqlVLNa+kchg3bhx33nknTZo0wdPTk9atWzNq1CgGDRoEaM5IycpzfhTXpjzmj4fbzyAibjN8+HC2bt3KqlWrKnoocgk7ePAgI0eOZPHixfj4+FT0cKQSsNvttGvXjhdeeAGA1q1bs3XrVt5++22GDBlSwaOTS9EXX3zBxx9/zCeffELz5s2Jj49n1KhR1KhRQ3NG5ByteFVCYWFh2Gy2QhnHjh49SmRkZAWNSsrbiBEj+P7771m2bBlRUVHO8sjISLKyskhOTnZpX3B+REZGFjl/8upKahMUFISvr29ZX464UVxcHMeOHaNNmzZ4eHjg4eHBihUreP311/Hw8CAiIkJzRlxUr16dZs2auZQ1bdqUhIQEIP/fvKTfQ5GRkRw7dsylPicnh6SkpFLNK6kcxowZ41z1iomJYfDgwTz22GPOVXbNGSlJec6P4tqUx/xR4FUJeXl50bZtW5YsWeIss9vtLFmyhNjY2AocmZQHYwwjRoxg7ty5LF26lLp167rUt23bFk9PT5f5sWvXLhISEpzzIzY2li1btrj8D9jixYsJCgpy/rEVGxvr0kdeG82xyqdnz55s2bKF+Ph456ddu3YMGjTIua05IwVdc801hV5TsXv3burUqQNA3bp1iYyMdPn3Tk1NZd26dS5zJjk5mbi4OGebpUuXYrfb6dChg7PNypUryc7OdrZZvHgxjRs3pkqVKm67Pil7Z86cwWp1/bPSZrNht9sBzRkpWXnOjwr9XeX29B3iFp999pnx9vY2s2bNMtu3bzcPPvigCQkJcck4JpenYcOGmeDgYLN8+XJz5MgR5+fMmTPONg8//LCpXbu2Wbp0qdmwYYOJjY01sbGxzvq81OC9e/c28fHxZuHChaZatWpFpgYfM2aM2bFjh5k5c6ZSg19GCmY1NEZzRlytX7/eeHh4mClTppg9e/aYjz/+2Pj5+ZmPPvrI2WbatGkmJCTEfPPNN2bz5s3m5ptvLjL1c+vWrc26devMqlWrTMOGDV1SPycnJ5uIiAgzePBgs3XrVvPZZ58ZPz8/pQavhIYMGWJq1qzpTCf/1VdfmbCwMDN27FhnG82ZK1taWprZuHGj2bhxowHMq6++ajZu3Gh+++03Y0z5zY/Vq1cbDw8P8/LLL5sdO3aYiRMnKp28XNiMGTNM7dq1jZeXl7n66qvN2rVrK3pIUg6AIj8ffPCBs83Zs2fNI488YqpUqWL8/PzMLbfcYo4cOeLSz4EDB0zfvn2Nr6+vCQsLM6NHjzbZ2dkubZYtW2ZatWplvLy8TL169VzOIZXb+YGX5oyc77vvvjMtWrQw3t7epkmTJuadd95xqbfb7ebpp582ERERxtvb2/Ts2dPs2rXLpc3JkyfNwIEDTUBAgAkKCjL33nuvSUtLc2mzadMm07lzZ+Pt7W1q1qxppk2b5vZrk7KXmppqRo4caWrXrm18fHxMvXr1zFNPPeWS1ltz5sq2bNmyIv9+GTJkiDGmfOfHF198YRo1amS8vLxM8+bNzbx589x23QVZjCnwSnEREREREREpc3rGS0RERERExM0UeImIiIiIiLiZAi8RERERERE3U+AlIiIiIiLiZgq8RERERERE3EyBl4iIiIiIiJsp8BIREREREXEzBV4iIiIiIiJupsBLREQuKwcOHMBisRAfH1/RQ3HauXMnHTt2xMfHh1atWhXZpnv37owaNapcx5Vn6NCh9O/fv0LOLSJypVDgJSIiZWro0KFYLBamTZvmUv71119jsVgqaFQVa+LEifj7+7Nr1y6WLFlS0cMREZEKoMBLRETKnI+PDy+++CKnTp2q6KGUmaysrD987N69e+ncuTN16tQhNDS0DEclIiKVhQIvEREpc7169SIyMpKpU6cW22bSpEmFbrt77bXXiI6Odu7n3QL3wgsvEBERQUhICJMnTyYnJ4cxY8ZQtWpVoqKi+OCDDwr1v3PnTjp16oSPjw8tWrRgxYoVLvVbt26lb9++BAQEEBERweDBgzlx4oSzvnv37owYMYJRo0YRFhZGnz59irwOu93O5MmTiYqKwtvbm1atWrFw4UJnvcViIS4ujsmTJ2OxWJg0aVKxPxO73c7YsWOpWrUqkZGRhdq++uqrxMTE4O/vT61atXjkkUdIT0931s+aNYuQkBAWLVpE06ZNCQgI4C9/+QtHjhxxtsnNzeXxxx8nJCSE0NBQxo4dizHG5Tz//e9/iYmJwdfXl9DQUHr16sXp06eLHbeIiFyYAi8RESlzNpuNF154gRkzZvD777//qb6WLl3K4cOHWblyJa+++ioTJ07khhtuoEqVKqxbt46HH36Yhx56qNB5xowZw+jRo9m4cSOxsbHceOONnDx5EoDk5GSuvfZaWrduzYYNG1i4cCFHjx7l9ttvd+lj9uzZeHl5sXr1at5+++0ixzd9+nReeeUVXn75ZTZv3kyfPn246aab2LNnDwBHjhyhefPmjB49miNHjvDEE08Ue62zZ8/G39+fdevW8dJLLzF58mQWL17srLdarbz++uts27aN2bNns3TpUsaOHevSx5kzZ3j55Zf58MMPWblyJQkJCS7nfOWVV5g1axbvv/8+q1atIikpiblz5zrrjxw5wsCBA7nvvvvYsWMHy5cv59Zbby0UnImISCkZERGRMjRkyBBz8803G2OM6dixo7nvvvuMMcbMnTvXFPy1M3HiRNOyZUuXY//5z3+aOnXquPRVp04dk5ub6yxr3Lix6dKli3M/JyfH+Pv7m08//dQYY8z+/fsNYKZNm+Zsk52dbaKiosyLL75ojDHmueeeM71793Y598GDBw1gdu3aZYwxplu3bqZ169YXvN4aNWqYKVOmuJS1b9/ePPLII879li1bmokTJ5bYT7du3Uznzp0L9fPkk08We8ycOXNMaGioc/+DDz4wgPn111+dZTNnzjQRERHO/erVq5uXXnrJuZ/3s8n7N4uLizOAOXDgQInjFRGR0tGKl4iIuM2LL77I7Nmz2bFjxx/uo3nz5lit+b+uIiIiiImJce7bbDZCQ0M5duyYy3GxsbHObQ8PD9q1a+ccx6ZNm1i2bBkBAQHOT5MmTQDH81h52rZtW+LYUlNTOXz4MNdcc41L+TXXXPOHrvmqq65y2a9evbrLdf3www/07NmTmjVrEhgYyODBgzl58iRnzpxxtvHz86N+/fpF9pGSksKRI0fo0KGDsz7vZ5OnZcuW9OzZk5iYGAYMGMC77757WT2rJyJSURR4iYiI23Tt2pU+ffowfvz4QnVWq7XQ7WvZ2dmF2nl6errsWyyWIsvsdvtFjys9PZ0bb7yR+Ph4l8+ePXvo2rWrs52/v/9F91kWSrquAwcOcMMNN3DVVVfx5ZdfEhcXx8yZMwHXxB9F9XH+z7kkNpuNxYsXs2DBApo1a8aMGTNo3Lgx+/fv/6OXJSIiKPASERE3mzZtGt999x1r1qxxKa9WrRqJiYkuQUFZvntr7dq1zu2cnBzi4uJo2rQpAG3atGHbtm1ER0fToEEDl09pgq2goCBq1KjB6tWrXcpXr15Ns2bNyuZCzomLi8Nut/PKK6/QsWNHGjVqxOHDh0vVR3BwMNWrV2fdunXOsryfTUEWi4VrrrmGZ599lo0bN+Ll5eXyHJiIiJSeAi8REXGrmJgYBg0axOuvv+5S3r17d44fP85LL73E3r17mTlzJgsWLCiz886cOZO5c+eyc+dOhg8fzqlTp7jvvvsAGD58OElJSQwcOJCff/6ZvXv3smjRIu69915yc3NLdZ4xY8bw4osv8vnnn7Nr1y7GjRtHfHw8I0eOLLNrAWjQoAHZ2dnMmDGDffv28eGHHxab8KMkI0eOZNq0aXz99dfs3LmTRx55hOTkZGf9unXreOGFF9iwYQMJCQl89dVXHD9+3Bm0iojIH6PAS0RE3G7y5MmFbgVs2rQpb775JjNnzqRly5asX7++xIx/pTVt2jSmTZtGy5YtWbVqFd9++y1hYWEAzlWq3NxcevfuTUxMDKNGjSIkJMTlebKL8eijj/L4448zevRoYmJiWLhwId9++y0NGzYss2sBx7NXr776Ki+++CItWrTg448/LjFdf3FGjx7N4MGDGTJkCLGxsQQGBnLLLbc464OCgli5ciXXX389jRo1YsKECbzyyiv07du3LC9HROSKYzGlufFbRERERERESk0rXiIiIiIiIm6mwEtERERERMTNFHiJiIiIiIi4mQIvERERERERN1PgJSIiIiIi4mYKvERERERERNxMgZeIiIiIiIibKfASERERERFxMwVeIiIiIiIibqbAS0RERERExM0UeImIiIiIiLjZ/wO0BiK+/RcoOQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot('slumbot_strategy_2_dumb_equity', \"Strategy 2: Dumb Equity\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA14AAAHWCAYAAABnpFhuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAC3qklEQVR4nOzdd3hUxRrH8e9m0yud0EPvvSNdmlQVUHpRUBHkAkpTlCpwbXhFmlhAAQWUDlKlSZHeOyT0ElpCSE/O/WNlw5JCFhIC5Pd5nn2yZ86cOe/JbmDfnTkzJsMwDERERERERCTVOKR1ACIiIiIiIs87JV4iIiIiIiKpTImXiIiIiIhIKlPiJSIiIiIiksqUeImIiIiIiKQyJV4iIiIiIiKpTImXiIiIiIhIKlPiJSIiIiIiksqUeImIiIiIiKQyJV4iIpIujBgxApPJ9MTON2/ePDJlykRISMgTO6fI02jq1KnkzZuXiIiItA5FJE0p8RIRq4MHD9KmTRvy5cuHq6sruXLlomHDhkycONGm3tixY1m0aFGqxLB161ZGjBjB7du3U6X9lNS/f38qVKhApkyZcHd3p3jx4owYMeKxP2gn93V4GsyZM4evv/462fX9/PwwmUwJPpo0aZJ6gSYitd7LMTExDB8+nPfeew9PT09r+YPX7+HhQZUqVfj5559TPIaUEhsby4wZM2jZsiV58uTBw8ODUqVKMWbMGMLDwxM85ocffqB48eK4urpSuHDhZL13GzZsiMlkok+fPg+tGxoayqRJk2jUqBE5cuTAy8uL8uXLM2XKFGJiYuLVP3XqFG3atCFjxoy4u7tTs2ZN1q9fH6/ejh07ePfdd6lYsSJOTk6JJuozZsxI9H1sMpmYPXt2kvEndHy2bNmoV68ef/75Z7z6D9b18PCgRIkSjBkzhtDQ0ATPcfDgQUwmEzt27ABg7ty5dOrUicKFC2Mymahbt26i8UVERDB48GBy5syJm5sbVatWZc2aNQnW3bp1KzVr1sTd3R1fX1/69u0b79/Abt26ERkZybRp05L8vYg870yGYRhpHYSIpL2tW7dSr1498ubNS9euXfH19eX8+fNs376d06dPc+rUKWtdT09P2rRpw4wZM1I8ji+++IKBAwfi7++Pn59firefkmrWrEnFihUpVKgQrq6u7N27lx9//JFKlSqxadMmHBzs/27LntfhadC8eXMOHTpEQEBAsur7+fmRMWNG3n///Xj7cubMSf369VM4wjjR0dFER0fj6upqLUut9/KiRYt49dVXOX/+PLly5bKWP3j9ly9f5vvvv+fEiRN899139OzZM0XjSAkhISF4eXlRrVo1mjdvTrZs2di2bRszZ86kdu3a/PXXXzYJyrRp03jnnXdo3bo1jRs3ZvPmzfzyyy+MHz+ewYMHJ3iOBQsW0KVLF+7evUvv3r359ttvk4zp0KFDlClThhdffJFGjRrh7e3NqlWrWLhwIV26dGHmzJnWuufPn6dChQqYzWb69u2Lh4cHP/30E4cPH2bdunXUrl3bWnfEiBGMHTuWMmXKcOfOHU6cOEFCH5POnDnD1q1b45VPmDCB/fv3c+HCBXx9fRONf8aMGXTv3p1Ro0aRP39+DMPg6tWrzJgxg8OHD7N06VKaN29urW8ymWjYsCFdunQBLK/J5s2bmTNnDm3atGH+/PnxzjF+/HgmTJjAlStXrInW7t27qVy5Mvv27aNMmTJs2LAhwfjat2/P77//Tr9+/ShcuDAzZsxg586drF+/npo1a1rr7du3j+rVq1O8eHHeeustLly4wBdffJFgAjl48GDmzp2Lv7//E+15FnmqGCIihmE0bdrUyJo1q3Hr1q14+65evWqz7eHhYXTt2jVZ7YaEhNgVx+eff24Ahr+/v13HPS2++OILAzC2bdv2SMfb8zqkpXuva7NmzYx8+fIl+7h8+fIZzZo1S6Wo7GfPe9keLVu2NGrWrBmvPKHrv3btmuHp6WkUL148xeNICREREcaWLVvilY8cOdIAjDVr1ljLQkNDjcyZM8e7xo4dOxoeHh7GzZs347UTFhZm+Pn5GaNGjTIAo3fv3g+NKTAw0Dh06FC88u7duxuAcfLkSWvZu+++azg6OhrHjh2zlt29e9fIkyePUaFCBZvjr1y5YoSGhhqGYRi9e/c27PmYFBoaanh5eRkNGzZ8aN2ffvrJAIydO3falN+8edNwcnIyOnToYFOe2O+lTZs2hoODgxEWFhZvX61atWze2+fOnTNiYmIMwzCMkiVLGnXq1Ekwtn/++ccAjM8//9xaFhYWZhQsWNCoXr26Td2XXnrJyJEjhxEUFGQtmz59ugEYq1atsqm7a9cuAzDWrVuX4HlF0gMNNRQRAE6fPk3JkiXJkCFDvH3ZsmWzPjeZTNy9e5eZM2dah71069YNiLuH5siRI3To0IGMGTNavx09cOAA3bp1o0CBAri6uuLr68sbb7zBjRs3rG2PGDGCgQMHApA/f35r+/f3psyaNYuKFSvi5uZGpkyZaNeuHefPn48X86RJkyhQoABubm5UqVKFzZs3U7duXevwmpCQEDw8PPjPf/4T79gLFy5gNpsZN26cvb9Gay/dg0Mljx07xrlz5x56fHJfB8A6LGv+/PmUKFECNzc3qlevzsGDBwFLz8O93ri6devG65XavHkzbdu2JW/evLi4uJAnTx769+9PWFiYTb1u3brh6enJ6dOnadq0KV5eXnTs2JG6deuyfPlyzp49a32tUrKXctGiRZQqVQpXV1dKlSrFwoUL6datm805NmzYgMlkivfNfUBAACaTyaYn68F7vBJ7L69fvx6TycTChQvjxTRnzhxMJhPbtm1LNO7w8HBWrlxJgwYNknWdWbNmpVixYpw+fdqmPDmvz5IlSzCZTBw4cMBa9scff2AymXj11Vdt2itevDivv/56smK6n7OzMzVq1IhX/sorrwBw9OhRa9n69eu5ceMG7777rk3d3r17c/fuXZYvXx6vnc8++4zY2Fg++OCDZMeUJUsWSpYsmayYNm/eTPny5SlatKi1zN3dnZYtW7Jnzx5OnjxpLc+ePTtubm7JjuN+S5cu5c6dO3Ts2PGRjgfIkCEDbm5uODo6Jqu+r68vJpMpXv3bt2+zdetWmjVrZi3LkydPsnrhf//9d8xmM2+99Za1zNXVlTfffJNt27ZZ/70NDg5mzZo1dOrUCW9vb2vdLl264Onpybx582zarVixIpkyZWLx4sXJujaR51Hy/rJF5LmXL18+tm3bxqFDhyhVqlSi9X755Rd69OhBlSpVrP8xFyxY0KZO27ZtKVy4MGPHjrUO01mzZg1nzpyhe/fu+Pr6cvjwYb777jsOHz7M9u3brR8UT5w4wa+//sqECRPIkiULYPlgCvDpp5/y8ccf89prr9GjRw8CAwOZOHEitWvXZu/evdZkZcqUKfTp04datWrRv39/AgICePnll8mYMSO5c+cGLEPMXnnlFebOnctXX32F2Wy2xv/rr79iGEayPkBFR0dz+/ZtIiMjOXToEMOGDcPLy4sqVarY1CtevDh16tRJdGjPPcl9He7ZvHkzS5YsoXfv3gCMGzeO5s2bM2jQICZPnsy7777LrVu3+Oyzz3jjjTf466+/rMfOnz+f0NBQevXqRebMmdmxYwcTJ07kwoUL8YYuRUdH07hxY2rWrMkXX3xhvZ8jKCiICxcuMGHCBACb+5kSExUVxfXr1+OVe3h4WD/0rl69mtatW1OiRAnGjRvHjRs36N69u/X1SwmJvZerVatGnjx5mD17tvWD/D2zZ8+mYMGCVK9ePdF2d+/eTWRkJBUqVEhWHNHR0Vy4cIGMGTPalCfn9alZsyYmk4lNmzZRpkwZwPKecHBw4O+//7a2FRgYyLFjx5J1/1RyXblyBcD6dwqwd+9eACpVqmRTt2LFijg4OLB37146depkLT937hzjx4/nxx9/fOSE52ExRURExPvdgiX5AsvrVbhw4cc+9+zZs3Fzc4uX8CYlKCiI69evYxgG165dY+LEiYSEhNj8ju4JDw+3/t3cvXuXLVu2MHPmTDp06BAv8Vq1ahUmk4lGjRrZfR179+6lSJEiNskUYP03bd++feTJk4eDBw8SHR0d77V2dnamXLly1vfC/SpUqMCWLVvsjknkuZHGPW4i8pRYvXq1YTabDbPZbFSvXt0YNGiQsWrVKiMyMjJe3cSGZw0fPtwAjPbt28fbd2/4zv1+/fVXAzA2bdpkLUtsqGFAQIBhNpuNTz/91Kb84MGDhqOjo7U8IiLCyJw5s1G5cmUjKirKWm/GjBkGYDO8ZtWqVQZg/PnnnzZtlilTJtFhOA/atm2bAVgfRYsWNdavXx+v3oPnTow9rwNguLi42Pyupk2bZgCGr6+vERwcbC0fOnRovN9rQq/JuHHjDJPJZJw9e9Za1rVrVwMwhgwZEq/+oww1vP/3df9j3Lhx1nrlypUzcuTIYdy+fdtatnr1agOwOd/69esNIN7v3N/f3wCMn376yVp27/15v8Tey0OHDjVcXFxszn/t2jXD0dHRGD58eJLX+P333xuAcfDgwQSvv1GjRkZgYKARGBhoHDx40OjcuXOCQ8mS+/qULFnSeO2116zbFSpUMNq2bWsAxtGjRw3DMIwFCxYYgLF///4kY7dHgwYNDG9vb5thsb179zbMZnOC9bNmzWq0a9fOpqxNmzZGjRo1rNsJ/R6SKyIiwihRooSRP39+m7/9Fi1aGBkyZLD5ezAMw6hevboBGF988UWC7dkz1PDGjRuGs7OzzeuQlHtDDR98uLi4GDNmzIhXP7G/mZdfftkIDw+PV79z585J/nuT1FDDkiVLGvXr149XfvjwYQMwpk6dahiGYcyfPz/ev9/3tG3b1vD19Y1X/tZbbxlubm6JxiXyvNNQQxEBLDOKbdu2jZYtW7J//34+++wzGjduTK5cuViyZIldbb3zzjvxyu7/NvveN7fVqlUDYM+ePQ9tc8GCBcTGxvLaa69x/fp168PX15fChQtbZyjbtWsXN27coGfPnjbfAnfs2DHet94NGjQgZ86cNjOQHTp0iAMHDiT4jXNCSpQowZo1a1i0aBGDBg3Cw8MjwVkNDcN4aG8X2P86vPjiizZD76pWrQpA69at8fLyild+5swZa9n9r8ndu3e5fv06NWrUwDCMBL+t7tWr10PjT457M6Q9+Gjfvj1gmXBi3759dO3aFR8fH+txDRs2pESJEikSw8N06dKFiIgIfv/9d2vZ3LlziY6Ofuh7497w2YR6WcDSm5c1a1ayZs1K6dKl+eWXX+jevTuff/65Tb3kvj61atVi8+bNANy5c4f9+/fz1ltvkSVLFmv55s2byZAhQ7J6UZNj7NixrF27lvHjx9sMiw0LC8PZ2TnBY1xdXW2GSa5fv54//vjDrlkxk9KnTx+OHDnCt99+a/O336tXL27fvs3rr7/O3r17OXHiBP369WPXrl3WmB/X77//TmRkpN3DDCdNmmR9/8+aNYt69erRo0cPFixYEK9uq1atrHUXL17M0KFDWblyJR06dLCZACQ2NpaVK1faDDO0R1hYGC4uLvHK701Kc+/3de9nYnUT+r1mzJiRsLCwRGdiFHneaaihiFhVrlyZBQsWEBkZyf79+1m4cCETJkygTZs27Nu3L9kfevPnzx+v7ObNm4wcOZLffvuNa9eu2ewLCgp6aJsnT57EMIxEhwQ5OTkBcPbsWQAKFSpks9/R0THe/UcODg507NiRKVOmEBoairu7O7Nnz8bV1ZW2bds+NCYAb29v6708rVq1Ys6cObRq1Yo9e/ZQtmzZZLXxIHteh7x589ocey9RyZMnT4Llt27dspadO3eOTz75hCVLltiUQ/zXxNHRMcWG+WXJkiXJ+5/uvYYJvdZFixZNVqL+uIoVK0blypWZPXs2b775JmAZSlatWrV4763EGIlMGly1alXGjBlDTEwMhw4dYsyYMdy6dStewpLc16dWrVpMnTqVU6dOcfr0aUwmE9WrV7cmZD179mTz5s288MILSd7jExISYvOlgdlstg7zvd/cuXMZNmwYb775Zrxk3M3NjcjIyATbDw8PtyaT0dHR9O3bl86dO1O5cuVEY0quzz//nOnTpzN69GiaNm1qs++ll15i4sSJDBkyxDr8s1ChQnz66acMGjQoWcNjH2b27NlkypSJl156ya7jqlSpYjNUr3379pQvX54+ffrQvHlzm/dE7ty5bf5uWrZsSebMmfnggw9YtmwZLVq0AGDnzp0EBgY+cuLl5uaW4Hpb95YOuPca3vuZWN2Eho7e+5vQrIaSXqnHS0TicXZ2pnLlyowdO5YpU6YQFRWV4HTFiUnoP9zXXnuN6dOn884777BgwQJWr17NypUrAcs3tA8TGxuLyWRi5cqVCfaWPOr6MF26dCEkJIRFixZhGAZz5syhefPmNj0t9rh3f8dvv/32SMffLzmvw/33piWn/N4Hn5iYGBo2bMjy5csZPHgwixYtYs2aNdbJKB58TVxcXB5pevzUltgHuITWcrJXly5d2LhxIxcuXOD06dNs3749WT2hmTNnBoiXLN1zL/Fs3Lgx77//PrNmzWLRokX873//s4k/ua/PvQlsNm3axObNm6lQoQIeHh7WxCskJIS9e/dSq1atJOP+4osvyJEjh/WRUEK0Zs0aunTpQrNmzZg6dWq8/Tly5CAmJibelyuRkZHcuHGDnDlzAvDzzz9z/Phx3n77bQICAqwPsPTaBQQEJLtXZMaMGQwePJh33nmHYcOGJVinT58+XL16la1bt7Jr1y6OHTtm/RsvUqRIss6TmHPnzlknQrn3BdCjcnBwoF69ely+fNlm0o/EvPjii4Dltb9nxYoV+Pn5PXLvcI4cObh8+XK88ntl917DHDly2JQ/WPdevfvdunULd3f3FLmfT+RZpB4vEUnSvW9j7//P1d5vK2/dusW6desYOXIkn3zyibU8oQ8WibVdsGBBDMMgf/78SX5QypcvH2BZMLVevXrW8ujoaAICAqwTENxTqlQpypcvz+zZs8mdOzfnzp17rIWKIyIiiI2NTVYvnj0Seh0ex8GDBzlx4gQzZ860rg0EJLpIamJS45vre69hQu+P48eP22zfG8734CyS93rNHiap+Nu1a8eAAQP49ddfCQsLw8nJKVmzAhYrVgwAf39/Spcu/dD6zZo1o06dOowdO5a3334bDw8Pu16fvHnzkjdvXjZv3syZM2esCVbt2rUZMGAA8+fPJyYmxma9qoR06dLFZo2mBz8c//PPP7zyyitUqlSJefPmJTjzXrly5QDLkN/7e5527dpFbGysdf+5c+eIiorihRdeiNfGzz//zM8//8zChQt5+eWXk4x58eLF9OjRg1dffZVJkyYlWdfDw8NmUpS1a9fi5uaWYAz2sGcynuSIjo4GSNZC7AnVXb58ebxeP3uUK1eO9evXExwcbDPBxj///GPdD5Z/Ox0dHdm1axevvfaatV5kZCT79u2zKbvH39+f4sWLP3JsIs+6p+/rSxFJE+vXr09waNSKFSsAbKZi9vDwiPdBNyn3el8ebD+hezs8PDyA+B+kX331VcxmMyNHjozXjmEY1vtqKlWqRObMmZk+fbr1QwlYhgIl1gPRuXNnVq9ezddff03mzJmTNVzo9u3bREVFxSv//vvvrXHcL7nTydvzOjyOhF4TwzBsel2Sw8PDI8WTzBw5clCuXDlmzpxp0/aaNWs4cuSITd18+fJhNpttvvEHmDx5crLOldR7OUuWLLz00kvMmjWL2bNn06RJE5vZ8hJTsWJFnJ2drfcQJcfgwYO5ceMG06dPB+x/fWrVqsVff/3Fjh07rIlXuXLl8PLyYvz48bi5uVGxYsUkYyhQoAANGjSwPu5PSI4ePUqzZs3w8/Nj2bJlifZY1K9fn0yZMjFlyhSb8ilTpuDu7m4d/tauXTsWLlwY7wHQtGlTFi5caL0vERL++9m0aRPt2rWjdu3azJ49264e2a1bt7JgwQLefPPNR+7dvmfOnDnkzZvXJml9VFFRUaxevRpnZ+dkJShLly4FsA5rvnr1Knv27HnkYYYAbdq0ISYmhu+++85aFhERwU8//UTVqlWtw5h9fHxo0KABs2bN4s6dO9a6v/zyCyEhIQkO196zZ0+CSxOIpBfq8RIRAN577z1CQ0N55ZVXKFasGJGRkWzdupW5c+fi5+dH9+7drXUrVqzI2rVr+eqrr8iZMyf58+e3+ZD0IG9vb2rXrs1nn31GVFQUuXLlYvXq1fj7+8ere+/D4UcffUS7du1wcnKiRYsWFCxYkDFjxjB06FDr9PBeXl74+/uzcOFC3nrrLT744AOcnZ0ZMWIE7733HvXr1+e1114jICCAGTNmULBgwQR7ODp06MCgQYNYuHAhvXr1StZwoQ0bNtC3b1/atGlD4cKFiYyMZPPmzSxYsIBKlSrFG5KW3Onk7XkdHkexYsUoWLAgH3zwARcvXsTb25s//vgj0eQ0MRUrVmTu3LkMGDCAypUr4+npab3XJDEXL15k1qxZ8co9PT2tPRzjxo2jWbNm1KxZkzfeeIObN28yceJESpYsafPtvo+PD23btmXixImYTCYKFizIsmXL4g11Syr+pN7LXbp0oU2bNgCMHj06WW26urrSqFEj1q5dy6hRo5J1zEsvvUSpUqX46quv6N27t92vT61atZg9ezYmk8maAJjNZmrUqMGqVauoW7duopNePMydO3do3Lgxt27dYuDAgfHW4rp/en03NzdGjx5N7969adu2LY0bN2bz5s3MmjWLTz/9lEyZMgGW99+9nsEH5c+fP15P14N/P2fPnqVly5aYTCbatGkTbwhumTJlrL3bZ8+e5bXXXqNly5bWpSymTp1KmTJlGDt2rM1xZ8+e5ZdffgGwJs5jxowBLEl+586dberfm4xnyJAhj9T7++eff3Ls2DEArl27xpw5czh58iRDhgyJN537iRMnrH83oaGhbN++nZkzZ1KoUCFrXCtWrMDV1dWmt/+eTZs2Wb+gCAwM5O7du9Zrq127trVHtGrVqrRt25ahQ4dy7do1ChUqxMyZMwkICOCHH36wafPTTz+lRo0a1KlTh7feeosLFy7w5Zdf0qhRI5o0aWJTd/fu3dy8eZNWrVrZ/XsSeW482UkUReRp9eeffxpvvPGGUaxYMcPT09NwdnY2ChUqZLz33nvG1atXbeoeO3bMqF27tuHm5mYA1um4703XHRgYGK/9CxcuGK+88oqRIUMGw8fHx2jbtq1x6dIlA4g3Pffo0aONXLlyGQ4ODvGmQP/jjz+MmjVrGh4eHoaHh4dRrFgxo3fv3sbx48dt2vjmm2+MfPnyGS4uLkaVKlWMLVu2GBUrVjSaNGmS4PU3bdrUAIytW7cm6/d16tQpo0uXLkaBAgUMNzc3w9XV1ShZsqQxfPhwIyQkJF59kjmdvD2vAwlMvX1vGvXPP//cpvzetOvz58+3lh05csRo0KCB4enpaWTJksXo2bOnsX///njTsHft2tXw8PBIMN6QkBCjQ4cORoYMGeJN9Z6QpKaTf/DYP/74wyhevLjh4uJilChRwliwYIHRtWvXePUCAwON1q1bG+7u7kbGjBmNt99+2zh06FCyppNP7L18T0REhJExY0bDx8fHCAsLS/La7rdgwQLDZDIZ586di3f9zZo1S/CYe0se3Is5ua+PYcRN9V28eHGb8jFjxhiA8fHHHyc79gfde08l9khoOv7vvvvOKFq0qOHs7GwULFjQmDBhghEbG/vQcyX0nr5Xfv/fz733c2KP+/9NuXnzptGqVSvD19fXcHZ2NvLnz28MHjw43vTyD2s3ob/fIUOGGIBx4MCBh17b/RKaTt7V1dUoV66cMWXKlHi/qwfrms1mI3fu3MZbb71l8+9CmzZtjKZNmyZ4znvv/4f9vgzDMMLCwowPPvjA8PX1NVxcXIzKlSsbK1euTLDdzZs3GzVq1DBcXV2NrFmzGr17907wdzt48GAjb968yXofiDyvTIaRyLRLIiLPkdjYWLJmzcqrr75qHc51v1deeYWDBw9y6tSpNIhOkqtbt25s2LDBOhFDaouOjiZnzpy0aNEi3rf9SYmJiaFEiRK89tprye4pE3kc0dHRZM6cmXHjxvHuu++mdTg2IiIi8PPzY8iQIfznP/9J63BE0ozu8RKR5054eHi8+6R+/vlnbt68Sd26dePVv3z5MsuXL483jEhk0aJFBAYG2kxwkRxms5lRo0YxadKkZE2SIPK4bt68Sf/+/XnllVfSOpR4fvrpJ5ycnBJc41EkPVGPl4g8dzZs2ED//v1p27YtmTNnZs+ePfzwww8UL16c3bt3W+918ff3Z8uWLXz//ffs3LmT06dP4+vrm8bRS1KeVI/XP//8w4EDBxg9ejRZsmR5ImuHiYjI802Ta4jIc8fPz488efLwzTffcPPmTTJlykSXLl0YP368zQQDGzdupHv37uTNm5eZM2cq6RKrKVOmMGvWLMqVK2ddO0tERORxqMdLREREREQklekeLxERERERkVSmxEtERERERCSV6R4vO8XGxnLp0iW8vLweabFEERERERF5PhiGwZ07d8iZMycODkn3aSnxstOlS5fIkydPWochIiIiIiJPifPnz5M7d+4k6yjxspOXlxdg+eV6e3uncTQiIiIiIpJWgoODyZMnjzVHSIoSLzvdG17o7e2txEtERERERJJ1C5Im1xAREREREUllSrxERERERERSmRIvERERERGRVKZ7vERERETkqWUYBtHR0cTExKR1KJJOOTk5YTabH7sdJV4iIiIi8lSKjIzk8uXLhIaGpnUoko6ZTCZy586Np6fnY7WjxEtEREREnjqxsbH4+/tjNpvJmTMnzs7OyZo5TiQlGYZBYGAgFy5coHDhwo/V86XES0RERESeOpGRkcTGxpInTx7c3d3TOhxJx7JmzUpAQABRUVGPlXhpcg0REREReWo5OOjjqqStlOpp1TtZREREREQklSnxEhERERERSWVKvERERERERFKZEi8RERERkRTSrVs3TCYTJpMJJycn8ufPz6BBgwgPD3+icfj5+VnjuDcz5JtvvsmtW7esdTZs2GCtYzKZcHNzo2TJknz33XcJttm9e3eGDRsGwKeffkqNGjVwd3cnQ4YMCdY/d+4czZo1w93dnWzZsjFw4ECio6Nt6mzYsIEKFSrg4uJCoUKFmDFjRopc/9NIiZeIiIiISApq0qQJly9f5syZM0yYMIFp06YxfPjwJx7HqFGjuHz5MufOnWP27Nls2rSJvn37xqt3/PhxLl++zJEjR3j77bfp1asX69ats6kTExPDsmXLaNmyJWCZdbJt27b06tUrwXPHxMTQrFkzIiMj2bp1KzNnzmTGjBl88skn1jr+/v40a9aMevXqsW/fPvr160ePHj1YtWpVCv4Wnh7pNvGaNGkSfn5+uLq6UrVqVXbs2JHWIT0aw4Afm8AIHzi6LK2jEREREUkVhmEQGhmdJg/DMOyK1cXFBV9fX/LkycPLL79MgwYNWLNmjXX/jRs3aN++Pbly5cLd3Z3SpUvz66+/WvcvW7aMDBkyEBMTA8C+ffswmUwMGTLEWqdHjx506tQpyTi8vLzw9fUlV65c1KtXj65du7Jnz5549bJly4avry/58+enb9++5M+fP169rVu34uTkROXKlQEYOXIk/fv3p3Tp0gmee/Xq1Rw5coRZs2ZRrlw5XnrpJUaPHs2kSZOIjIwEYOrUqeTPn58vv/yS4sWL06dPH9q0acOECROSvK5nVbpcx2vu3LkMGDCAqVOnUrVqVb7++msaN27M8ePHyZYtW1qHZ5+/RsO5bZbnczvCiKC0jUdEREQkFYRFxVDik7TpCTkyqjHuzo/2sfnQoUNs3bqVfPnyWcvCw8OpWLEigwcPxtvbm+XLl9O5c2cKFixIlSpVqFWrFnfu3GHv3r1UqlSJjRs3kiVLFjZs2GBtY+PGjQwePDjZcVy8eJGlS5dStWrVROsYhsGqVas4d+5cvHpLliyhRYsWyZ5afdu2bZQuXZrs2bNbyxo3bkyvXr04fPgw5cuXZ9u2bTRo0MDmuMaNG9OvX79kX9ezJF32eH311Vf07NmT7t27U6JECaZOnYq7uzs//vhjWodmn9CbsPlL27LzO9MmFhEREREBLD1Wnp6euLq6Urp0aa5du8bAgQOt+3PlysUHH3xAuXLlKFCgAO+99x5NmjRh3rx5APj4+FCuXDlrorVhwwb69+/P3r17CQkJ4eLFi5w6dYo6deokGcfgwYPx9PTEzc2N3LlzYzKZ+Oqrr+LVy507N56enjg7O9OsWTOGDx9O7dq1beosXrzYOswwOa5cuWKTdAHW7StXriRZJzg4mLCwsGSf61mR7nq8IiMj2b17N0OHDrWWOTg40KBBA7Zt2xavfkREBBEREdbt4ODgJxJncpyc0o7CDxbevZYWoYiIiIikKjcnM0dGNU6zc9ujXr16TJkyhbt37zJhwgQcHR1p3bq1dX9MTAxjx45l3rx5XLx4kcjISCIiInB3d7fWqVOnDhs2bOD9999n8+bNjBs3jnnz5vH3339z8+ZNcubMSeHC8T4J2hg4cCDdunXDMAzOnz/Phx9+SLNmzdi0aRNmc9w1bd68GS8vLyIiItixYwd9+vQhU6ZM1vu3jh49yqVLl3jxxRft+j2IrXSXeF2/fp2YmJgEs+tjx47Fqz9u3DhGjhz5pMKzi0fE1fiFMVFPPhARERGRVGYymR55uN+T5uHhQaFChQD48ccfKVu2LD/88ANvvvkmAJ9//jn/+9//+PrrryldujQeHh7069fPeu8TQN26dfnxxx/Zv38/Tk5OFCtWjLp167JhwwZu3br10N4ugCxZsljjKFy4MF9//TXVq1dn/fr1NkP88ufPb52ZsGTJkvzzzz98+umn1sRryZIlNGzYEFdX12T/Dnx9fePNoXD16lXrvns/75XdX8fb2xs3N7dkn+tZkS6HGtpj6NChBAUFWR/nz59P65Cswruujl+4/7cnH4iIiIiIJMjBwYEPP/yQYcOGWYfPbdmyhVatWtGpUyfKli1LgQIFOHHihM1x9+7zmjBhgjXJupd4bdiwgbp169ody71erocN4zObzTZ1Fi9eTKtWrew6V/Xq1Tl48CDXrsWNxlqzZg3e3t6UKFHCWufB2RPXrFlD9erV7TrXsyLdJV5ZsmTBbDYnmF3fy77v5+Ligre3t83jaVEgV3a2lB3PqphKbIkpaSk88Sf81BRiopM+WERERESeiLZt22I2m5k0aRJg6X1as2YNW7du5ejRo7z99tvxPptmzJiRMmXKMHv2bGuSVbt2bfbs2cOJEyeS1eN1584drly5wuXLl9mxYwcDBw4ka9as1KhRw6betWvXuHLlCmfPnmX+/Pn88ssv1kTr2rVr7Nq1i+bNm9scc+7cOfbt28e5c+eIiYlh37597Nu3j5CQEAAaNWpEiRIl6Ny5M/v372fVqlUMGzaM3r174+LiAsA777zDmTNnGDRoEMeOHWPy5MnMmzeP/v372/9Lfgaku8TL2dmZihUr2mTXsbGxrFu37pnMrl94pRcvjljDtzEvxxWe3QI3TqZZTCIiIiISx9HRkT59+vDZZ59x9+5dhg0bRoUKFWjcuDF169bF19eXl19+Od5xderUISYmxpp4ZcqUiRIlSuDr60vRokUfet5PPvmEHDlykDNnTpo3b46HhwerV68mc+bMNvWKFi1Kjhw5KFSoEIMHD+btt99m4sSJACxdupQqVaqQJUuWeG2XL1+e4cOHExISQvny5Slfvjy7du0CLL1my5Ytw2w2U716dTp16kSXLl0YNWqUtY38+fOzfPly1qxZQ9myZfnyyy/5/vvvadw4be7lS20mw96FCZ4Dc+fOpWvXrkybNo0qVarw9ddfM2/ePI4dOxbv3q8HBQcH4+PjQ1BQ0FPV+zVk2nzGX+4RV/D6LCjeIu0CEhEREXkM4eHh+Pv7kz9/frvuLZKU1bJlS2rWrMmgQYPSOpQ0k9R70Z7c4Nm4QzGFvf766wQGBvLJJ59w5coVypUrx8qVKx+adD3Nbrn5sT6mLPXM+y0FczvDiNtpGpOIiIiIPNtq1qxJ+/bt0zqM50K6TLwA+vTpQ58+fdI6jBTj4epE96jB7DW/Q0aCgXTXkSkiIiIiKSw993SltHR3j9fz6uVyuQB4K6IfAIGGTxpGIyIiIiIi91Pi9ZzI5OEMQCiWcadZTUGwblRSh4iIiIiIyBOixOs5UTKnN8OaFSfUu2Bc4eYvIf3NnSIiIiIi8tRR4vWcMJlM9KhVgMndavB+5DvWciMq6QXyREREREQk9Snxes4UzubJGsfa1u2I8NA0jEZERERERECJ13PH0ezAzk+aWLcjwkLSMBoREREREQElXs8lF0ez9bnPlLJw7WgaRiMiIiIiIkq80oGY7+qndQgiIiIi8gT5+fnx9ddfW7dNJhOLFi1Ks3hEiddzq0z4d9bn5uhQmP4iBJ5Iw4hEREREnn/dunXDZDJZH5kzZ6ZJkyYcOHAgTeO6fPkyL730UqqeY8aMGTbX7unpScWKFVmwYIFNvbp169rUy549O23btuXs2bPx2jx79ixubm6EhIRw+PBhWrdujZ+fHyaTySaxvN+kSZPw8/PD1dWVqlWrsmPHDpv94eHh9O7dm8yZM+Pp6Unr1q25evVqiv0eEqPE6zm1ZcSrfFZqSVzBxV0wqXLaBSQiIiKSTjRp0oTLly9z+fJl1q1bh6OjI82bN0/TmHx9fXFxcUn183h7e1uvfe/evTRu3JjXXnuN48eP29Tr2bMnly9f5tKlSyxevJjz58/TqVOneO0tXryYevXq4enpSWhoKAUKFGD8+PH4+vomeP65c+cyYMAAhg8fzp49eyhbtiyNGzfm2rVr1jr9+/dn6dKlzJ8/n40bN3Lp0iVeffXVlP1FJECJ13PKy9WJAa/UYnhUV9sdEXfSJiARERGRx2EYEHk3bR52rovq4uKCr68vvr6+lCtXjiFDhnD+/HkCAwOtdQYPHkyRIkVwd3enQIECfPzxx0RFRVn379+/n3r16uHl5YW3tzcVK1Zk165d1v1///03tWrVws3NjTx58tC3b1/u3r2baEz3DzUMCAjAZDKxYMEC6tWrh7u7O2XLlmXbtm02x9h7jnvnuXfthQsXZsyYMTg4OMTr8XN3d8fX15ccOXJQrVo1+vTpw549e+K1t3jxYlq2bAlA5cqV+fzzz2nXrl2iSeRXX31Fz5496d69OyVKlGDq1Km4u7vz448/AhAUFMQPP/zAV199Rf369alYsSI//fQTW7duZfv27Ule2+NyTNXWJU05mh3o2m8shb58kVOuXQAIWzUSt5ZfpHFkIiIiInaKCoWxOdPm3B9eAmePRzo0JCSEWbNmUahQITJnzmwt9/LyYsaMGeTMmZODBw/Ss2dPvLy8GDRoEAAdO3akfPnyTJkyBbPZzL59+3BycgLg9OnTNGnShDFjxvDjjz8SGBhInz596NOnDz/99FOyY/voo4/44osvKFy4MB999BHt27fn1KlTODo6psg5YmJi+PnnnwGoUKFCovVu3rzJvHnzqFq1qk357du3+fvvv/nll1+Sdb7IyEh2797N0KFDrWUODg40aNDAmlTu3r2bqKgoGjRoYK1TrFgx8ubNy7Zt26hWrVqyzvUolHg95wpk9eT42JYwyrK9P+Aaqfd2EhEREZFly5bh6ekJwN27d8mRIwfLli3DwSFusNmwYcOsz/38/Pjggw/47bffrInXuXPnGDhwIMWKFQOgcOHC1vrjxo2jY8eO9OvXz7rvm2++oU6dOkyZMgVXV9dkxfnBBx/QrFkzAEaOHEnJkiU5deoUxYoVe+RzBAUFWa89LCwMJycnvvvuOwoWLGhTb/LkyXz//fcYhkFoaChFihRh1apVNnVWrFhBmTJlyJkzeQn39evXiYmJIXv27Dbl2bNn59ixYwBcuXIFZ2dnMmTIEK/OlStXknWeR6XEKx0wO5j4H+34D7/hYoSndTgiIiIi9nNyt/Q8pdW57VCvXj2mTJkCwK1bt5g8eTIvvfQSO3bsIF++fIDlXqRvvvmG06dPExISQnR0NN7e3tY2BgwYQI8ePfjll19o0KABbdu2tSYv+/fv58CBA8yePdta3zAMYmNj8ff3p3jx4smKs0yZMtbnOXLkAODatWsUK1bskc/h5eVlHTIYGhrK2rVreeedd8icOTMtWrSw1uvYsSMfffQRAFevXmXs2LE0atSI3bt34+XlBdgOM3weKPFKJyoWyQcnwBStxEtERESeQSbTIw/3e9I8PDwoVKiQdfv777/Hx8eH6dOnM2bMGLZt20bHjh0ZOXIkjRs3xsfHh99++40vv/zSesyIESPo0KEDy5cv588//2T48OH89ttvvPLKK4SEhPD222/Tt2/feOfOmzdvsuO8N3QRLPdmAcTGxgI88jkcHBxsrr1MmTKsXr2a//73vzaJl4+Pj7VeoUKF+OGHH8iRIwdz586lR48eREZGsnLlSj788MNkX0+WLFkwm83xZii8evWqdTIOX19fIiMjuX37tk2v1/11UosSr3TC4d9/qDyDTvLatG10rpaPFmXTaJy0iIiISDpiMplwcHAgLCwMgK1bt5IvXz5rjw+Q4FTqRYoUoUiRIvTv35/27dvz008/8corr1ChQgWOHDlik+CktJQ8h9lstl57UnUAa70NGzaQMWNGypYtm+zzODs7U7FiRdatW8fLL78MWBLJdevW0adPHwAqVqyIk5MT69ato3Xr1gAcP36cc+fOUb16dXsvzS5KvNILVx8ACjlcIiZgG+/53+S9X/dyeGRjPFz0NhARERFJKREREdb7hW7dusW3335LSEiItcencOHCnDt3jt9++43KlSuzfPlyFi5caD0+LCyMgQMH0qZNG/Lnz8+FCxfYuXOnNVEYPHiwdSbAHj164OHhwZEjR1izZg3ffvttilzDo57DMAzrtYeFhbFmzRpWrVrFJ598YlMvNDTUWu/q1auMHj0aV1dXGjVqBMCSJUviDTOMjIzkyJEj1ucXL15k3759eHp6WhPEAQMG0LVrVypVqkSVKlX4+uuvuXv3Lt27dwcsPW1vvvkmAwYMIFOmTHh7e/Pee+9RvXr1VJ1YA5R4pRthOeJmifnDZaT1+aYzh6ldPHdahCQiIiLyXFq5cqX1nikvLy+KFSvG/PnzqVu3LgAtW7akf//+9OnTh4iICJo1a8bHH3/MiBEjAEvvz40bN+jSpQtXr14lS5YsvPrqq4wcafkMV6ZMGTZu3MhHH31ErVq1MAyDggUL8vrrr6fYNTzqOYKDg63X7uLiQr58+Rg1ahSDBw+2qTd9+nSmT58OQMaMGSlTpgwrVqygaNGigCXxujcF/D2XLl2ifPny1u0vvviCL774gjp16rBhwwYAXn/9dQIDA/nkk0+4cuUK5cqVY+XKlTYTbkyYMAEHBwdat25NREQEjRs3ZvLkyY/2i7KDyTDsXJggnQsODsbHx4egoCCbGyCfdnfCo4ga50cmU4hNeR+HYXz7ycA0ikpEREQkYeHh4fj7+5M/f/5kz9Inz4c9e/ZQv359AgMDbe5DSytJvRftyQ20gHI64eXqxN16n8Yr7xUzKw2iERERERFJWHR0NBMnTnwqkq6UpKGG6Uieut2gXH1wy0TEjy1wuboHX25gGIZ1JhsRERERkbRUpUoVqlSpktZhpDj1eKU3GfKCiydRr/w7ppYQIqJi4lU7dDGIX3ec40541JOOUERERETkuaMer3TK1TsLAA4mg07fbebItQhqFMzCF23LMPD3A6w5Yln/YOiCg9QqnIVJHSvg7fp8dfeKiIiIiDwpSrzSKUcXT+vzUxeuEooXa49epdyoNQBk5TYfOM6jpvkgwWc9+OWvn+jdtFJahSsiIiLplOaBk7SWUu9BJV7plTnupfc13eK24WWzu4l5B687bgAgl+kGEVdnAUq8RERE5Mm4N7FCaGgobm5uaRyNpGeRkZFA3CLPj0qJlzCtnD/5jg4hKFMZZhb+luAYJ3pHmOFgXJ0rZw6x9fR1ahTMknaBioiISLphNpvJkCED165dA8Dd3V2TgckTFxsbS2BgIO7u7jg6Pl7qpMRLyHd0GgA+Nw/Q95/aCdZpYt7JD9tXUqNgpycZmoiIiKRjvr6+ANbkSyQtODg4kDdv3sdO/JV4SZIi3bLhHGb5xy5f8G7AkngZhsH1kEgyezjj4KBvn0RERCTlmUwmcuTIQbZs2YiK0kzLkjacnZ1xcHj8yeCVeKVnjcfBqqGQpxrU7AdrR0Dgsbj9DUbiXKQJTK4KQGRwIJHRsbSdto39529bqwWMb2bTbHRMLI5mrVQgIiIiKcNsNj/2/TUiac1kaKoYuwQHB+Pj40NQUBDe3t5pHU7qiI6EsFvglR2AvbM/pvzJb5gbXZfB0W/Fq16zUBb8srhz6XY4fx2z9I4NdPyN1kWc8e3ywxMNXURERETkSbEnN1C3hMTn6GxNugD8fDMDUN7hpLWsvPkMb5pXUMp0hpDT22m0uxe+J38FDF512ERvxyX4nvkdRvhAbOyTvgIRERERkaeKhhrKQ2XMYrmxtYjDRQJcO8TbH2E44mKKprb5IGOdEujhurAD8lZL7TBFRERERJ5a6vGShyveArxyJLrbxRSd9PEHf0/hgEREREREni1KvOThnD1gwFEo3DiuLFMBaDg6weq3vYvQJXIwp2JzWgquHYUt30BEyBMIVkRERETk6aOhhpI8JhN0nGdJnq4cgDyWmQ5Z87Hlp09e6H8QDAO3mFg2DVvJ8tgT/MdhIZz92/K4GwiNEk7WRERERESeZ+rxEvu4eEK+GuBgtjyaT4AM+eCdzZb9JhMujma+eq1s/GODLz3ZWEVEREREnhJKvOTxVHoD+h0Atww2xa9WyM1l1yK2da8ff3JxiYiIiIg8RZR4SarxLNuSJhHjmRrdwlJw5SB8XQaCL6dtYCIiIiIiT5gSL0k1uTN5cMzIy5qYCnGFt8/CzulpF5SIiIiISBpQ4iWpxt3FMnfLbqMIa2PKx+2IDE2jiERERERE0oYSL0k1jUpkp3qBzICJHlED44Yc/jMFrhxK09hERERERJ4kJV6SajK4O/PrW9Wo7JcRgGKmc3E7f2wMp9aCYaRRdCIiIiIiT44SL0l1n75SGoDpMU3jCiNDYFZry2QbkXfTKDIRERERkSdDiZekuiLZvQgY34zofHVoE/GJ7c6gczA2p3q+REREROS5psRLnphGJX25QuaEd675GPbNUQImIiIiIs8lx7QOQNKPLtXzERlageAtbnibwmx3bp1o+ZmpAOSt9uSDExERERFJRerxkifGyezAK1WL0CJyLL9G1yPSMMevdCvA8jPoIpzdph4wEREREXkumAxDn2ztERwcjI+PD0FBQXh7e6d1OM+k9cev0f2nnTgSzfdOX1LXvN+6L7joa3hfWA93A20PavENlG0Pjs5POFoRERERkYTZkxso8bKTEq+UcfBCEH8du8aEtSdwJooZTv+lhvlI0gc1HAUv/OfJBCgiIiIi8hD25AYaaihponRuH/7ToDDOZgciceK8kc1m/13DJf5BVw4+oehERERERFKWJteQNLXnk4asO3qVyev+w583KhNiuHHayMktLN8YeBLKlted8VncBePqEUxpHK+IiIiIyKNQj5ekKU8XR1qVy8WLJXOyIbY8u4xi1qQLIAR3mswNAsB07TBs/RaiI9MqXBERERGRR6IeL3kqvF2nIB4ujpTI6Y2vtytFsntR8MMVAFwmEyGGK56mcFj9keUxIiiNIxYRERERST71eMlTwcfNid71ClGvaDaK5/DG7GBi29D6VM2fCTDxc0wj2wNG+EBkaJrEKiIiIiJiLyVe8tTK4ePG3LerEzC+GfN83qBP5Hs2+88f2JhGkYmIiIiI2EeJlzwTVvevw4gPP6ZX1l+sZXmWtSP2xJo0jEpEREREJHmUeMkzwdnRgSyeLkzp3ZLY++Y2jJ7/Zlwlw4DIuxy4cJv/rjzG+ZsaiigiIiIiTwdNriHPnNnmVnSOWQSAc1QQfFPeknTd8gegDNA/4nO2ny7Bwt410y5QEREREZF/qcdLnjlRdYfzYsTncQU3z1iTrnvWuQyk5Y0fiIiOYfY/Z/li1XGOXQl+wpGKiIiIiFiYDMMw0jqIZ0lwcDA+Pj4EBQXh7e398AMkVVy6HcaQzybws/N/k6xXMPJXvGODuIUXYKJxyexM61zpyQQpIiIiIs81e3ID9XjJMylnBjf6tG1i3W4eMYai4TMIMtxt6p12bs9e13cY4TgTgFWHrxIeFfNEYxURERERUeIlz6wypcoywuUDukUO4qJbUd6sWxyPiu0TrNvNcTX/Mf8BwImrd4iNVUeviIiIiDw5GmpoJw01fLpExcQSHhWDl6uTpeD2edgxDbZOTLD+wVg/WkSOZUSLEnR7If8TjFREREREnjcaaijphpPZIS7pAsiQBxqNgaZfgLMX0eW6YjQeZ91d2iEAMzGMXXEsDaIVERERkfRK08nL86lKT6jSM+4NXrYdfGbp4XIkhqoFfe1rLzYWQm+AZ9YUDVNERERE0gclXpI+OLlZn+Yw3WDTCackKj9g+1RYOThuu/1cKNok8foiIiIiIg/QUENJHxzivmPY4PI+77mvTbCaYRi2sx6GB9smXUD08kGpEqKIiIiIPL/U4yXpg4MjuGe2DBcE/hMzk0u3x+HmZCajhzMAMbEGr0zewoELQQCMf7U0r+a5g/MDTZ0Jc6fIk4xdRERERJ556vGS9MFkgq5LrZtrYitSY/xflB+9Br8hy4mKieXczVAOXAjCmSh8COHbhetwnlbDesznUa8BUCTqqKUnTEREREQkmdTjJelH9pLw4nBYN5L6DnttdhX+6E8AMhHMWpcPyGQKsdl/KjYn+4yCcQXj82C0n4tJ93qJiIiISDIo8ZL0JXMhAFxM0QS4drAWlw7/nju4s95lAD6m0HiHve74NWPru8CGuDLTr69D/WFQe2BqR22XXQE3ef277cTEGvStX4hrdyLoWDUfpXP7pHVoIiIiIumWhhpK+pKrQoLFB117sMh5WIJJF04e7P6kMaXKVaVrpO1EGzHr/5saUT6yO+FRtJm6jZhYy7ro3/x1it92nuejRQcTPiAq7AlGJyIiIpJ+KfGS9MUze6K7yjmcidvovCjuea3+AOTK4MaMT4cypPg69sVahh2ajSiY3y2u7oXd8FVJ2PdrCgadfFeCwh8oMXAi2jphiNXZrTDCBz71ha0Tn1h8IiIiIumVhhpK+mJ2ghKt4MhiKPgidF4A87pYtu/xyQsF68GIoHiHm0wm+jQqwcCjb/IrHwJgHFmMCSzJzE8vWSpu+RrKtU/1y7l2J5wXxv9FVIylh8vL1ZEXHA4y23mcTb0Z0Y24HdqQDO7/ztG46N24nauHwfl/4PVZqR6viIiISHr1XPV4+fn5YTKZbB7jx4+3qXPgwAFq1aqFq6srefLk4bPPPkujaCXNvPYzfHzDknQBtJkBffdBuY6W7bKvJ3l47ozuvNWmhXX7nEsROLo0LukCCDyWsjE/IDbW4Kct/lT5dJ016QKIDA+Nl3QBvGTeQblRa7h5NxIi78Itf9sKR5fCue2pGrOIiIhIevbc9XiNGjWKnj17Wre9vLysz4ODg2nUqBENGjRg6tSpHDx4kDfeeIMMGTLw1ltvpUW4klbM9731HRwgU354ebLlkQxOLu70jBzAdOevyBd+DOZ2stl/wrFoqq31te/8bV6etCXBfblNgQmWZzfdxkQs0d+9CEEH4na8Phvm/ptw7v0F8lZL6XBFREREhOesxwssiZavr6/14eHhYd03e/ZsIiMj+fHHHylZsiTt2rWjb9++fPXVV2kYsTyLXiiUmetG4rMEFok+brmH6tZZa1lsrMG+87f5Y/cFIqNjk3WeuxHRzN91njOBIVy8HcawRQdtkq7CpgsEuHbAv/Iizoxtyh8tXSw7MheyDJV8a4O17hDHX8l2f9IFUKAOVP73i4rrp5IVk4iIiIjYz2QYhvHwas8GPz8/wsPDiYqKIm/evHTo0IH+/fvj6Gjp3ejSpQvBwcEsWrTIesz69eupX78+N2/eJGPGjPHajIiIICIiwrodHBxMnjx5CAoKwtvbO9WvSZ5eKw9eZsmvk5ns/I21rEz4dA649rSt2O5XojIXocKXewnFBT/TFd5r25SXK+ROsN1bdyMpP3pNoud9weEgLR22UaL9aEotfglT5L9rjrX8Fpb0sTzPVAD67oWgCzChZILt7Cj0H34xv8LrmU5Sc9u/MX98w7Y3UEREREQSFRwcjI+PT7Jyg+fqE1bfvn2pUKECmTJlYuvWrQwdOpTLly9be7SuXLlC/vz5bY7Jnj27dV9Cide4ceMYOXJk6gcvzxxvNydWxFajcHgl6jrsY31sOd6sU4RXNo1kocvwuIq/tccJOOgaV7TmnCtU6GLT3rkbofx56DLj/kzs/jADVyLj7uGaX8t2972kC6BYM8tPn9yQvRRcPWTdtSO2KK9FDodDAJdYi5mj92KLvANu8f8OREREROTxPPVDDYcMGRJvwowHH8eOWT6oDhgwgLp161KmTBneeecdvvzySyZOnGjTY2WvoUOHEhQUZH2cP38+pS5NnnHVCmSmc7V85Mniw5rYSoxvW5H+DYqw1yiMX/gcGkYkPnHLzp1bmbfT8l46cOE2VT5dS+3P1z+QdBn87TmEANcO9Hf8nQDXjhxz7f7wwAo3hvofx233sr0fLEuhyjbbYbgSZZgtG1rXS0RERCRVPPVDDQMDA7lx40aSdQoUKICzs3O88sOHD1OqVCmOHTtG0aJFH2mo4YPs6U6U9Ck6JpaoGIPAOxG0/fwP1roMxMsUP6HpHjkQ95JNWX7wsk155TwezA9slbyTdfoDnD3hx8aW7Zr9ocGI+PUOzIMFPQETfHKTNccCOXQxiHyZ3Rkwbz/HXbrgYoqGSm9C83/veYwKAye35F+4iIiISDpjT27w1Cdej2P27Nl06dKF69evkzFjRqZMmcJHH33E1atXcXJyAuDDDz9kwYIF1l6zh1HiJfa6fOMWOSb6JbjPL3wOAG6Es7DMPxSt9CKmOa8l3WDdD6HuYNuyO1fB0QXcMtgd309b/Kmw6lXK3r+A9D3560CTcZA94fvERERERNKzdJl4bdu2jX/++Yd69erh5eXFtm3b6N+/Py+99BIzZ84EICgoiKJFi9KoUSMGDx7MoUOHeOONN5gwYUKyp5NX4iX2un4nnCxfWu4lDHXwwD32rnXfzOiGZDfdpol5Z8IHv/QZ/DUGIoIt2z55of/BFI1v+5kbvPHdBo64vpF0RQcnGHbNMv2+iIiIiKTPyTVcXFz47bffGDFiBBEREeTPn5/+/fszYMAAax0fHx9Wr15N7969qVixIlmyZOGTTz7RGl6SqnzcnWnjNJHa4Rsp1GwgTd0Ow++WJKerY+KzFzIiyPLTI4u1Pk3iL478uMrnzUAorhQNn8Fx126JV4yNgjmvQaffUzwGERERkefdc9Pj9aSox0sexZ3wKBxMJjxcHCE2BkZlil/ptV/g6BI4OB/KdoBXpsTt2/wVhN6ARmPAZErR2GJjDQp8uAKAqZ0q0qREVsAEVw/C1m/B1Rt2fh93QPu5ULRJisYgIiIi8ixKl0MNnxQlXpIibp+Dr0vHbZduC63/TW5CroF7lic6pK/A0OXE3vcvQTFfL87fDOVuZAwALzrs5gfnL+MqdFliWXxZREREJB1T4pWKlHhJiouNAQdzmobw+apjTFp/OokaBgGuHeO23LMQ6pUP87XDRJbtjMf+n7jqVpgM763H3U0zIYqIiEj6YE9uoLvkRdJaGiddAAMbF+OfD1+0KSuczZMPGhXhvfqFABN+4XP4JvplAEyh1/G4uhtXIxzvfdMxG9HkDD3KgXWWWRqJCoP14+Ds1id7ISIiIiJPqedmcg0ReTzZvV3xH9eUE1dDyJfZHVenuITwlfK5qP/lRo7G5kuyjcLHvyMyhwvOS3sDEH1kKY69lXyJiIiIaKihnTTUUNKzPw9c4ODcUQxymku7yGEUKP0Clb1v4rhzGi3YlPBB92ZnFBEREXnOpMvp5EUk9b1UJjdl8v6Pw6GfMz2TO16uloXIDxz6BsLSODgRERGRp5ju8RIRu+TK4EbJnD7WpAvAp2RD6/Pp2Yfxcbb/xR1w+q8nGZ6IiIjIU0k9XiLy2PI1+wCqNIcsRejpYObU1WCY8h8AQo6swbNg/TSOUERERCRtqcdLRB6fyQTZiltnaMzk6crimBoAHLvjmpaRiYiIiDwVlHiJSIrL5OGMqykagEonvuLEyimELegDMVFpHJmIiIhI2tBQQxFJFV4ZskCw5XmR7UMA2BOThwptBydY/94EqyaT6YnEJyIiIvIkqcdLRFLFnEzvxiuLuHIcgODwKM7euGstn7LhNPmHriD/0BUs2X+Ji7fD2Hf+9pMKVURERCTVqcdLRFJF93qlOPZDHoo5nLeWBVy9Sfshy63bX71WllblcvHflcesZX1/3Wt9vrp/bYpk93oyAYuIiIikIvV4iUiqqJgvI4W9be/pcjNF2GwPmLefveduJdrGwQtafFlERESeD0q8RCTVmEOu2Gy7EUlmD2ebsl1nLYlXVi8XTn76En/0qmHd9/78/fgNWc5rU7excO8FNp0IJDbWSP3ARURERFKYEi8RST1vrrXZbGzexe63chIwvhk+bpYFmMf/aRlm6OvtipPZgYr5MtKqXE6b43YE3KT/3P10+XEHC/defDKxi4iIiKQgJV4iknryVIaBZ6DtjLiyKTVghA/bYjvhiGXK+fbmdSy90Qz+ngDRkQxuUoySOb0TbPL9+fsJuH6X/609SdWxa5McqigiIiLytDAZ9+ZwlmQJDg7Gx8eHoKAgvL0T/mAoIg8ICYQvCsUr/i26LkOiexLg2tF2h3tmKN4Smn7O+aAoDlwIov+8fURGxybY/Kp+tflm3Um6veBHZb9MqXEFIiIiIvHYkxuox0tEUp9nVvjwMtQeZFPcznEDXXNdjV8/9Abs/gn8N5InkzvNyuTgRL9CfFA24QWYG3+9ieUHL9N26rYkw9hz7hZ+Q5bT9H+buXYn/JEvR0RERMReSrxE5Mlwdof6H8FbG+E/B6zFI8vdjqvTeyfkrBC3Pas1TKoKk6vDt5Xoc7wrK4r+yd8ufXnT5S+yct+xDxEeFcOrk7cCcORyMPN3XXjMCxIRERFJPrvX8fL392fz5s2cPXuW0NBQsmbNSvny5alevTqurq6pEaOIPE9ylrP89MgGd6/BulGW7WwlIGsReGs9TK0JVw5aygOP2Rxe4uwvYIKP+Z6PXeGb6Jf5Kvo16/7LQWHk8HEDLNPRf//3Gbxdnfhl+1mbdkIjo1Pl8kREREQSkuzEa/bs2fzvf/9j165dZM+enZw5c+Lm5sbNmzc5ffo0rq6udOzYkcGDB5MvX77UjFlEngd3r9lu3wqIe/7iCJjdOlnN9HVcxOKYF6jlcJA1MRWpPu4vwHLfV4tv/070uKCwhIctJuT4lTsMWXCAt2sXoEmpHMk+TkREROSeZE2uUb58eZydnenatSstWrQgT548NvsjIiLYtm0bv/32G3/88QeTJ0+mbdu2qRZ0WtLkGiIpZISP7XaFLtByYtx25F1wcocbpyH4AmTIB7PbwI1TiTZ5zchAlYjJie5/44X8+MUEsHnHTtbEVqR6gSz8+la1ePV2Btzk4q0wmpTyxdXJjN+Q5QAUze7Fqv617btOEREReW7ZkxskK/FatWoVjRs3TtbJb9y4QUBAABUrVkxetM8YJV4iKeSmP2z8DBqNtiRTvqXB2SPpY6LC4ZY/ZC0GJhOM8YXoMJsqfuFzrM97mpdR12E/BXrOJEfewrB9CqwcYtkXOYA1sZXY8dGLuJjNbDtzgxUHL7PxRGCSvWGbBtYjb2b3R79uEREReW6keOIlcZR4iTxFHuw1A24VbsOAw/kJMHxZ7/J+3I5Gn8Lqj6ybD94bZo86RbLyTbvyuDg54OpkfqQ2RERE5NlnT25g9+QaV65c4Z9//uHKlSsA+Pr6UrVqVXx9fR8tWhGRR1X6NTg4z6Yo48nf+ckZaDAS1t63476kC8CJmCSbXtLnBfrM2YuPmxNlHM9R9OICZsY04rSRi40nAik7ajUA7avkoVbhrDQtrXu/REREJHHJ7vG6e/cub7/9Nr/99hsmk4lMmSyLlN68eRPDMGjfvj3Tpk3D3f35HoKjHi+Rp0jkXcushxn84OtSEBVq1+EdI4dyMWNVRr9cimoFMvPilxs5dzOUgY2L0rteIQgPhi+LQdRdAELzN6bE0a4JthUwvtnjXo2IiIg8Y1JlqGGPHj3YtGkTEydOpEGDBpjNluE1MTExrFu3jvfee4/atWszffr0x7+Cp5gSL5GnWFQYbPwv/D0hruzV7yFzQTizAUq0gvM7YNE7cfsbj4W/xoCTG4TeILJgI5xPW3qzMJnBsO0Zu/LWIap9c4AH+Y9rislkSoWLEhERkadVqiReGTNmZPny5dSoUSPB/Vu2bKF58+bcunXL/oifIUq8RJ4Be2fD8RWQtzpUexcc7lsrPjYWFvWCA789cvOxnRdzN9cLvDFjJzsDLP/mvVe/EO83Kvq4kYuIiMgzxJ7cwCHJvfeJjY3F2dk50f3Ozs7ExsYmP0oRkdRSviO0mw01+tgmXWDZfnVa/GMckrjltdmXtlV/aYXXwq7MfznuH9iZWwMeI2ARERF53iU78WrevDlvvfUWe/fujbdv79699OrVixYtWqRocCIiqabevck2TND/CHxyA3JXthTlrQ4fXYFXp8N7e6ByD8vzMq/HHX98OUx9gZ/qhgPg4mRmzZGrvD9vPwPn7ycmVhPGioiISJxkDzW8desWHTp0YNWqVWTMmJFs2bIBcO3aNW7fvk3jxo2ZM2cOGTJkSM1405yGGoo8R8KDwfW+v+OwW3DjDOQsBw6JTBN/YjXMsV0gfk50PT6M7mlT9vMbVahdJGsKBywiIiJPk1Rdx+vo0aNs377dZjr56tWrU6xYsUeP+BmixEtEOLMRfm5pU3T/ws0AX71Wllcr5H6SUYmIiMgTlqrreBUvXpzixYs/cnAiIs+8AnVg+G2Y1RpOrwMgTyY3XiyWnVPXQvj71HVCI5NeJ0xERETSF7sSr8jISBYtWsS2bdtserxq1KhBq1atkpx8Q0TkuWIyQaMxMGUduGdh86D6APT/dSeORPPztgA6VcuXxkGKiIjI0yLZk2ucOnWK4sWL07VrV/bu3UtsbCyxsbHs3buXLl26ULJkSU6dOpWasYqIPF3u3QdmxEBECIzKwoTjDdjgMoAsxvO9tIaIiIjYJ9k9Xr169aJ06dLs3bs33vjF4OBgunTpQu/evVm1alWKByki8lQy/Zt4hd2C/+aD2GgAcpuuUzTyEPByXN2ocPg0OxSoC50Wxp/mXkRERJ5ryf6ff8uWLYwZMybBm8a8vb0ZPXo0mzdvTtHgRESeak6ucc//TbruCbkTRJGP/mTMsiNcuh1G7OFFlh1nNsCojLBjuiVhExERkXQh2YlXhgwZCAgISHR/QEDAcz+VvIiIDZ/4sxaG5G8MQGXTcSJjYvn+b39qjP+LT+Zvt6244gP4rx/ERD2BQEVERCStJTvx6tGjB126dGHChAkcOHCAq1evcvXqVQ4cOMCECRPo1q0bb731VmrGKiLy9Kk9MO652QUPJ8vTqg5HAXAlghYOW+loXpfw8TfPpHKAIiIi8jRI9j1eo0aNwsPDg88//5z3338fk8kEgGEY+Pr6MnjwYAYNGpRqgYqIPJUK1INNn1uex0RgKt4KTqwii5cLVbwy0c9tGTX8v7VWnxbdDDOx9HD801IwqQpUetMyQ6KzexpcgIiIiDwJdi+gDODv728znXz+/PlTPLCnlRZQFhEb10/Ct5UszwvUg7pD4MfGiVZvEPEZp4zcfOA4lz6Oi2139tkNWQqlYrAiIiKSklJ1AWWA/Pnzp6tkS0QkUVkKQ7tf4ehSaPoZXD+RaNURUV04ZeSmXtGsfHH8dQ7GFmCa84S4Ct9WhMFnwS1D6sctIiIiT1SKzWd8/vx53njjjZRqTkTk2VGsKbwyBVy8IFuJBKtcazKN/bna8V3nivzUvQoFs3qwKrYyhcN/tqkX5L/rSUQsIiIiT9gjDTVMyP79+6lQoQIxMTEp0dxTS0MNRSRZLu+HQ39A9lJgdoJiLcAcN8hgz7lbTF5/irVHrwEQ4NoBgIOVxlK6ee80CVlERETskypDDZcsWZLk/jNnNDOXiIhVjrKWRyIq5M3I910rA3DtTjgnPs9FEYeLFDnwOTTtBUYMHJwPOctDtuJPKmoRERFJJclOvF5++WVMJhNJdZDdm+lQRESSL5uXK7fcM0P4RVwib1kWWL5f50VQsF6axCYiIiIpI9n3eOXIkYMFCxYQGxub4GPPnj2pGaeIyHNtYY5+ie/85WWY3x2uHHxS4YiIiEgKS3biVbFiRXbv3p3o/of1homISOIuOPpZnxuevlCjL0bmInEVDi+ANcOffGAiIiKSIpI91HDgwIHcvXs30f2FChVi/fr1KRKUiEh6M/il4ow50pHspltMDOlKloOuXAsswyHXHnGVTq+z9Hr5lk67QEVEROSRpNishumFZjUUkdTiN2R5vDIzMfQ2L2aA0+9xhR9eBmf3JxiZiIiIJMSe3CDZQw3z5s1Lnz59WL16NdHR0Y8dpIiI2Br6UjGb7YzuTsRg5puYV9kYUyZux/ZJj32u41fuMHrZEaZsOM2l22GP3Z6IiIgkLdk9Xhs3bmTJkiUsWbKEwMBAGjduTMuWLWnWrBkZMmRI5TCfHurxEpHUZhiGdZbYnQE36frjDozIuxx1vW+R+uyloMdacHIDLFPSbzt9g8YlfXF1Mj/0HKPHjaDI3b18Ed0WM7F80KoKDcsVxMfNyabenfAo3JzMOJodiIyOZfPJQGZtP8uAhkUpndsn5S5aRETkGWRPbvBIQw0PHz7MkiVLWLx4Mfv27aNGjRq0bNmSli1bUqBAgUcO/FmgxEtEnrSomFgKf/Qnb5pX8LHTLGv5ndrD8ao/AIBqY9dxJTicIS8V4506BZNsLybW4M7IXGQw2d63O9nvG97t1tW6feraHRp8tcmmjgOx+JmucMbIwalPm+JoTvbACRERkedOqide97t8+TLLli1jyZIlrFu3jgIFCvDf//6XZs2aPU6zTy0lXiKSFs7fDKXWZ+spaLrIOpeB1vJFpb7loHNZfth6HoDyeTOw8N0X4h1/POACl1Z+SYnLi8huupngOXa6VKPSkJVExxos3HuRb9ad5MKtuGGIhU0XWOz8Me6mCACO9DxH8ZzeWsNRRETSrSeaeN0vNDSUVatW4eXlRYMGDVKq2aeKEi8RSSudf/iHzSevU9IUwHKXD232LYipSTHTed6Ofp/zsVmoXywbX7QtSyYPZ+5GRHPx0zIUcbiYZPvbYkrQPmoYeUxX2ezSn9+i6/JtzCuEG870cFzOO47LbOrfNVyYU/AzenbpltKXKiIi8kx4YomXYRisX7+esLAwatSoQcaMGR+1qWeGEi8RSStXg8P5fNVx7oRH0fLmTzS7NStenZUxlXknqj8AXavno2sNPzp/+TtbXP+TYJvRA05wfPcGSm58C4CA2Oz4OVy1qRPl4IqTmzfcvRbv+CtGRjJ/cganf4cc3g6NZNHei4xYegSAAyMa4e3qFO84ERGR50GqzGp4+/ZtunbtSunSpenZsyfBwcHUqlWLBg0a0KJFC4oXL86BAwceO3gREUlYdm9XvmhblmmdK9Gs1+cYPrnj1clmumV9HhgSQZup2xju9DMAYa7ZYfhteP8EhtkFw68Wjl7ZyJk9i/WYB5MuAKfY8Likq3JPLjnksO7zNd1i//iGGIbBllPXKTdqjTXpAlh3NH57IiIi6VGye7x69OjBpk2b6Nq1K0uXLsXBwQHDMPj6669xcHBg0KBBeHp6snTp0tSOOU2px0tEniqGASMz2BRFmlz4IKIna80vkC86gD9dhlp2dJgHRRrHbyM6AsZkS9753lhNRMaCRITcwntaJWvxebLT3m2qzT1hALkzutGgeHaGtyihe8FEROS5kypDDXPlysWcOXOoU6cOFy9eJE+ePPz111/UrVsXgB07dtCyZUuuXLny2BfwNFPiJSJPnesn4dtK8Yr/F/0qr5vX42u6RayjGw7Dkvj3OTYGQq6CoyuYHMAtA3xZHO5csq338XUwW4YOHl0/h+Ibe1l31Yz4H7GGiZfrVOL8pascO3WSk4alV25Ys+L0qGWZ9TYm1mD/hduUzuVjHaIoIiLyLEqVxMvR0ZHz58+TI4dliIm7uzsHDx6kYEHLtMVXrlwhV65cxMTEPGb4TzclXiLyVNo9A5ba3sd13fAmiynYslH1HXjpv/a1aRhw8wy4eMOZDVCiFTg6W3fHxMSy9+vWVLrzV6JNvBoxgj1GEQBalM3JTv+bXAkOB+Dj5iV4s2Z++2ISERF5iqTKPV6xsbGYzXGLcprNZpthIxpCIiKShnKUi3veaAxAXNIFUHuQ/W2aTJC5IHhmhTJtbZIuALPZgUrvL0yyibIOp63Pl+6/ZE26ADadCLQ/JhERkWeUoz2Vv//+ezw9PQGIjo5mxowZZMliuSn7zp07KR+diIgkT85y0HsneOeAf6ba7mv6BXhkTrVTx7aZgcPv3RLc90mZIGp43qXnZo94+zaeCKTosD+Z2L48jUr6plp8IiIiT4NkDzX08/NLVq+Wv7//Ywf1NNNQQxF56p37B35sZHlerDm89jM4mJM+5nE8OMHHsEBY/C4cnG8t+r76Wm7jTc/aBfh5awBfrjlh3fdyuZx83a586sUnIiKSSuzJDZLd4xUQEPC4cYmIyJOQtyp0/xOyFgP3TKl/PpMJBhyFWwGQu7Jl8o08VW0Srx4B70O3FTDvdTpfO0dOp+x8G/0K/kYODVUXEZF04bEWUE6P1OMlIpJM68fBxvFx2zkrwKU91s1lLk3pE9QJgL0fNySjh/ODLYiIiDzVUmVyDbDcx7V7925CQkIA2LNnD126dKFt27bMnj370SMWEZHnT72h8O72uO37ki6Acj6htHDYShXTUebsOPeEgxMREXmykj3UcNOmTTRv3pyQkBAyZszIr7/+Sps2bciVKxdms5kFCxYQGhpKz549UzNeERF5lmQrDkWbwvEV8XblvraBic4bAPjwVAGoV+gJByciIvLkJLvHa9iwYbRt25bz58/Tr18/Xn/9dfr06cPRo0c5dOgQI0eOZNKkSakZq4iIPIte+znuefeVllkWH1Ds7Bz8hiwnOib2CQYmIiLy5CT7Hq8MGTKwfft2ihUrRmRkJG5ubuzZs4eyZcsCcOrUKcqXL//cTyuve7xERB5BbAxEhYGLJwRdhMnVISKI6y55yRJxjjOxvjSLHEu/l8pRMKsnNQtnwdUpFWdiFBERSQGpco9XcHAwmTJZZsdydnbG3d0dLy8v634vLy9CQ0MfMWQREXmuOZgtSReATy4Yeg5GBHEqRwsACjhc4ajrG/z05xZ6/LyLaRtOJ9GYiIjIsyfZ93iZTCabKX8f3BYREbFX2SyxEBC3vd31PcuTLcD5GlCiJYTegDpDYMvXUKiBZbHoB0XcAQcncHJN/aBFREQeQbKHGjo4OFCqVCkcHS252oEDByhWrBjOzpbpf6Ojozl8+DAxMTGpF+1TQEMNRURS0LHl8FsH+4755BY43Ddg4/AimN/V8rzHX5C7YoqFJyIikpRUWUB5+PDhNtutWrWKV6d169bJbU5ERASKNYPOi8AtA/zQGGIiHn5M0HnImC9u+59pcc/PrLckXkeWQMDfULoN5KkSt//oMsui0vlqpNQViIiIJMszs4Dyp59+yvLly9m3bx/Ozs7cvn07Xp1z587Rq1cv1q9fj6enJ127dmXcuHHWXjqADRs2MGDAAA4fPkyePHkYNmwY3bp1S3Yc6vESEUlF26fCysHWzT2xhajgcMqmSmzmwji8tyuu4NsqcP245Xmt96HSGzChpG271ftYhizu/zWurPufSsBEROSxpNoCymkpMjKStm3b0qtXrwT3x8TE0KxZMyIjI9m6dSszZ85kxowZfPLJJ9Y6/v7+NGvWjHr16rFv3z769etHjx49WLVq1ZO6DBERSUrxFuBouU9rTqbetIv8mM+iXufr6FetVaLv3rI8+XMIjPCJS7oANn8ZP+kC2PatbdIF8NNLcPNMSl+BiIhIgpLV49WkSRNGjBhBtWrVkqx3584dJk+ejKenJ717906xIO83Y8YM+vXrF6/H688//6R58+ZcunSJ7NmzAzB16lQGDx5MYGAgzs7ODB48mOXLl3Po0CHrce3ateP27dusXLkyWedXj5eISCq7fd6SEPnVYuWRa7wzazfFfL0oGLiOSU5fc9WUjewth8Pih/w/U+t9cM8Cq4YmXsevFnRblrLxi4hIupHi93i1bduW1q1b4+PjQ4sWLahUqRI5c+bE1dWVW7duceTIEf7++29WrFhBs2bN+Pzzz1PkQuyxbds2SpcubU26ABo3bkyvXr04fPgw5cuXZ9u2bTRo0MDmuMaNG9OvX79E242IiCAiIu6eg+Dg4BSPXURE7pMhj+UBNCnly6GRjfFwNvPVjwFwHrIb17h2Zj/Z7jvkVGxOCjlciiuo0Rde/HfEQ+GGsG82FGsBOctD0Dn4n2UNSgI2xz9/dARc3AOZC4Fn1lS5RBERSX+SlXi9+eabdOrUifnz5zN37ly+++47goKCAMu08iVKlKBx48bs3LmT4sWLp2rAibly5YpN0gVYt69cuZJkneDgYMLCwnBzc4vX7rhx4xg5cmQqRS0iIg/j6WL5r+rFckXg/L+Fp9db99eOmMAVIxPvOS7kPcdF0PJbqNA5roEshaHBiLjtjH7QbTnMaGbZ3vkDVH7T8vzudfi8YFzdoRfj1h8TERF5DMm+x8vFxYVOnTqxdOlSbt26xa1bt7h06RLh4eEcPHiQL774wu6ka8iQIdb1wBJ7HDt2zO6LSklDhw4lKCjI+jh//vzDDxIRkRRnylrU+jxb6EkAxke145yRnUic+DL6Nb6ssQMqdObE1Tt0+v4f/IYsZ+K6k+zwv4nNyHq/mnHPd8+w/Ay9aZt0AQRdSKWrERGR9CbZ08k/yMfHBx8fn8c6+fvvv//QGQULFCiQrLZ8fX3ZsWOHTdnVq1et++79vFd2fx1vb+8Ee7vAknC6uLgkKwYREUk9flk8+TumJDXNh61lV5zzsueDhkzbdJppG88w8a9TtCibk1cnbyUkIhqAL9ecsG0nsztV82fmrapjKPjPMIi11LOuBXa/yVXh/RPglT3+PhERETs8cuKVErJmzUrWrCkzfr569ep8+umnXLt2jWzZLCP/16xZg7e3NyVKlLDWWbFihc1xa9asoXr16ikSg4iIpB4fdyf2etamZlhc4tWlRSMyeTjj4mi2ljWasCnJdgJuhBJwI5SLDneZ5QxcO2KZHTExXxaBYYHg6Py4lyAiIunYMzOd/Llz59i3bx/nzp0jJiaGffv2sW/fPkJCQgBo1KgRJUqUoHPnzuzfv59Vq1YxbNgwevfube2xeueddzhz5gyDBg3i2LFjTJ48mXnz5tG/f/+0vDQREUkm7xyFbLaz58gJQKV8GePVHfNyKQLGN8N/XFM+bFos3v5gwz3xE/1nv+32wXn2BysiInKfZ2YB5W7dujFz5sx45evXr6du3boAnD17ll69erFhwwY8PDzo2rUr48ePj7eAcv/+/Tly5Ai5c+fm448/1gLKIiLPiEMbF1BqfXcA/GOzk2XoQbzcLF+uGYbB69O2czk4jFEtS1GvWLYE2/C/fpd6X2wADNY6D7SdDbHmAKjcA3xyWbbH54Pw21CsObSbnXoXJiIizyR7coNnJvF6WijxEhFJO38dvkDUb105YeRmQ7ZO/P5eA0wmk93tLNp7kX5z9wGQxdOFXV084c5lKPEy3N/esv6w60coUBe6LE6RaxARkeeHPbmB3UMNz58/z4ULcbM87dixg379+vHdd9/ZH6mIiIgdKhXMzjDXoRwq+h5ze7/4SEkXQMuyOa3Ps3q5QN5q/ONWm5aTtrD+2LW4ijn+Xe/LKYlhianl1lnY+DkEXXzy5xYRkRRnd+LVoUMH1q+3rJ9y5coVGjZsyI4dO/joo48YNWpUigcoIiJyj7erE9uG1Gda50o4mh/9NmUHBxOze1QF4OjlYCatP8Xr323nwIUgus/YyZZT1/+t6GT5eXwFbPmf/ScyDIiNjXtuzyCTeV1g/RhY84n95xURkaeO3f9rHTp0iCpVqgAwb948SpUqxdatW5k9ezYzZsxI6fhERERsPE7Cdb9MHnGzFH6+6rjNvg8XHrQ8yV4yrnDzl3HP796A/XMtsyGO8IG/PrVt/MohS/nIDJZZEXf9aHk+MkPcMdcta5ERE2V7bGwM/PIKXN5n2T70e1zyJiIizyy7//eKioqyzhK4du1aWrZsCUCxYsW4fPlyykYnIiKSSor5eiW67+yNUMqMWEWMb9m4e7vCg+DcPxB8CdaNhIVvxR3wz1SIiY7bXn9fInY30HKv2INWfQT+m2F0lrhkbIQPjMoEp/+yrbt98iNcoYiIPE3sXserZMmSTJ06lWbNmrFmzRpGjx4NwKVLl8icOXOKBygiIpIaTCYTB0Y0YsvJ6xTO7olfZg8KffSndX9weDSXboeRJ3eVuIN+bJRwYxHBMDozVO8DIdcsQxMf5s4lWNw7ecH6b4QafZJXV0REnkp293j997//Zdq0adStW5f27dtTtqzlxuMlS5ZYhyCKiIg8C7xdnXipdA4KZfPC0exAm4q5bfZHxxrg7A7V3k24AdcMttvbvk16za/OC6Hj75bnVw6CW4bE67b/Le75ydWWHjcREXlmPdJ08jExMQQHB5MxY9yClQEBAbi7u5MtW8LrpjwvNJ28iMjz625ENGuOXGXg7/uJijF4s2Z+Pm5ewrIzKgz2/wbL+lm2c1aArkvg88IQHZa8E/TdZxmqOKOpbXmDEVAzgeGIAX/DjGaW53WHQt0hj3BVIiKSWlJ1OnkAs9lsk3QB+Pn5PfdJl4iIPN88XBx5uXwuMrhbJt744W9/Nhz/d3p5Jzeo1B1GBFkeb60HFy/48JJl++WpcQ0VaWJZdLl73NBFvHNBRj/IWgw8s9ue2Mkj4YD8akLRfxOv5AxfFBGRp5bdPV7ly5dPcN0Uk8mEq6srhQoVolu3btSrVy/FgnyaqMdLROT5t//8bVpN2mLdXjugNoWyJT4Zh9W1o5bhh9454spiosHBbLswc3gw7JwO6/5dhqXbCvB7IeE27+/1ev84ePnadzEiIpJqUrXHq0mTJpw5cwYPDw/q1atHvXr18PT05PTp01SuXJnLly/ToEEDFi9e/MgXICIikpbK5slA9xf8rNs/bzubvAOzFbdNugDMjrZJF4CrN9R635JwdV2WeNIFkCFf3PNHWUtMRESeCnbPanj9+nXef/99Pv74Y5vyMWPGcPbsWVavXs3w4cMZPXo0rVq1SrFARUREnqThLUpy6loIm09e58bdyNQ5SRIJl2EYXLsTQTaf3JjyVIXz/8AdLdsiIvKssrvHa968ebRv3z5eebt27Zg3zzKTU/v27Tl+/Hi8OiIiIs+SxiUtw/qiop/8Asaz/jlH1bHrmLE1AMp3thQeXgjREU88FhEReXx293i5urqydetWChUqZFO+detWXF1dAYiNjbU+FxEReVY5mS1DBFcfucqNkAgye7qkaPu3QyMZMG8/GdycqFYgM6Vy+fDVmuOUyZ2Br9acAGDcimN0b+8ed9Dpv6DoSykTQHQkODiCwyPNtfVwhhF/mKWISDpld+L13nvv8c4777B7924qV64MwM6dO/n+++/58MMPAVi1ahXlypVL0UBFRESeNB83J+vz17/bztoBdeLVMQwjwUmnAO6ER3HxdhjFfBO+4fqD+fv565hl1sQFey9ay9cevWZ9XiFfBihSO+6gbZMeP/EKD4KzW2H1MEvi9dJnsPkLS8+as4dl9sXsJeFWAITdhpzl7GvfMGBeZzi6FMp1hJcnP168IiLPgUdax2v27Nl8++231uGERYsW5b333qNDhw4AhIWFWWc5fN5oVkMRkfQjPCqGF7/cyMXbYTibHTjxaVzCc+LqHRpN2ATAuFdL075KXptjDcOgxbd/c+hiMLN7VOWFQlnitd979h6WH3z4fVvTu1Si4bbOlvu8AIZesExl/yj2/AxL3nt4vSHnYXwey3MXb6g/7N/EzD3p4wBCrsEXheO2O/0BhRo8WrwiIk8xe3KDR0q80jMlXiIi6UtQaBRlR60G4Nee1aheMDMAfkOWW+tU9svI/HdqWLe3nrpOh+//sW73rV+IAY2KEhEdw/7zQYz78yj+1+9yOzQKgI+bl6BxyeycCbxLvszurD58lciYWD5fZfmCs2PVvHxaMRR+bGRp8NXpUOa1xIOOjU14+GDQBZhQ8pF+DwA0GgM1HpK07ZgOVw7Cnpm25SOCLItQO7k9+vlFRJ4y9uQGdg81vCcyMpJr164RG2t7w3HevHkTOUJEROTZ4+ka91/lvF3nrYlXFk9nrodYZju8dDvc5pjBCw7YbPu4OzNr+1mGLTqU4DmczSZyZ3Qnd0ZLb1LP2gUwDINDF4P489AVZv9zjg8aNSSjoxtEh8GCnrCoF/RYCznLWxoJvQknV8OhBZb7wHqssexbORS2T4YKXeHq4aQvtlpv2D4p8f2X9yd9fOAJWPFB/HLXDJZjp9e3JG4NRsTti4mCrRMtPXiVe+ieMBF5btmdeJ08eZI33niDrVu32pTfG+MeExOTYsGJiIikNbODiffqF2LiX6cIi7T8Hxcba1iTrnt17kZE4+HiyN5ztzh/M8ymjdHLjiR5joQm7TCZTNQrlo0/D10BoN6XG9ha5R3ct0+wVIiNhu/qQuZClgWZ716zbeC7utDxdziyxLL9YA/UO1sswwZ3z4Brx+CVqeCeCSp2g0mV4+oVeQmi7oL/Jjg4H175LvHJOA79kXB5+G2Y9u99an9PsE28Dv0B60Zanv85CD6+kXqTfYiIpCG7E69u3brh6OjIsmXLyJEjR6I3FIuIiDwv8mX2AODw5SDuRkQzZcNpm/3nboZScvgq3JzMhEXFfQHpbHYgMsZ2ZMjkjhVoUDw7weFRVBqzluoFMvNSKd8Ez9uybE7GrjjK7dAobodG8XnEqwyvZbZMhHHPjVOJB75nJoTdil8+4Ch457Q8bzjKdl/WIpZhgYYBsTGWBaB/fjlu/6iM4OBkSdRKt4krPzAfNo63batGX9j6TcKxXdgF87tB0Pm4MiPWsp0xX8LHiIg8w+xOvPbt28fu3bspVqxYasQjIiLy1PFwNgNw/mYYJYevSrTe/UkXQP+GRQiLiiE21qCorxdNSvniZLb05mTxdCFgfLMkz+vqZGZm9yq0mrQFAP+b4dCwN5zbDhd3WWYgDL0Rd4B7Znh5Ksxpa9k2OVh6qwCafQUXdkK1XnFJV1JMJkvSBfDix3Bmfdy+2Cj4401LYrbwrfjHZsgH/Q5YkreEEq9ptRMfthiTSotVi4ikMbv78kuUKMH169dTIxYREZGnUpX8mcjhE3+m3vGvlmbLkPr88mYVm/LqBTKTw8eVrjXyMaBhET5oXJQWZXNaky57lM2TgQ+bWr7s3HA8EMMtI3RfDsOuwqAzUOmNuMqdF0KRRtD83+GIRxbH7SvcyNJLlaOstSg8KobI5CwOnasiDA6ATAVsyxNKugDqDrX8NJmg2wrwzA657xu+mNS9Yts19byIPJ/s7vH673//y6BBgxg7diylS5fGycnJZr9m+hMRkedNZk8Xtg19kUV7L9Jv7j68XB357a1qlMzpA0CuDG58/Xo5/vG/wfAWJXF1Mqfo+V0c49rbevqG7dT0DUaAVw7IXzsuqXJ6YMr3yj0hQx7r5s27kXyz7iQztgbg6+3KhoF1Hx6zW0bou9cydPG/fgnXKfISdPjNtszvBfjghKX3a2SG+MfU6As1+8Nn+S3bu36E43/C25vBM2vSMYmIPEPsnk7e4d8bXh+8tyu9TK6h6eRFRORJO3YlmCZfbwbipqZP0o3TMLGC5flbG+JmPgSOXAqm6Tebbaqv6V+bwtntWBfs1FqY1dryvPtKiAiGO1egQpekZyWMjbHcdxZ8Gep9aFv3/pjBsojzfx4yi6KISBpL1XW8Nm7cmOT+OnXq2NPcM0eJl4iIpIXOP/zD5pOWof61Cmfh3bqFrFPbn78ZykeLDrHpRCBL+9QkKjaW8r7OmBycCI114KctAZTPm4HoGIMuP+5IsP1SubzpWt2PPw9doV+DwpTJneFJXVqcgC0wo2nc9oigJx+DiIgdtIByKlLiJSIiaWHEksPM2Bpg3a5TJCsz37DcWzZ62RF++Nvfpv7L5XIy4fVyvDx5K/vP37b7fMdGNyEm1iA8KibB6e5TzdUjMKU6mMww/OaTO6+IyCNI8QWUDxw4QKlSpXBwcODAgQNJ1i1TpkzyIxUREZFkeat2AZvEa+OJQGb/c5ZmpXPES7oAFu27RPEc3gkmXQvfrUH5vBkxDIOyI1cTHB4d/3y/7GbTiUDA0sP2v3blyeThnGLXkyjzv+cwYuDsVshXI/XPKSLyBCSrx8vBwYErV66QLVs2HBwcMJlMJHSY7vESERFJPYZhsOzAZd77dW+C+z9rU4aomFg+WngIgDYVc/PXsWvcvBtJ8RzeBN4J57M2ZahfLLvNcZHRsfx56DK+3q68/t32BNsunsObZe/VxOyQyut3RkfCmAcm1aj/MdT+IHXPKyLyCFK8x8vf35+sWbNan4uIiMiTZzKZCImI3zsF0KpcTtpUyI2Dg4nI6FhGLj3C77svWPdP6lCeAlk9EzzW2dGBVuVyATD3rWoJJl9HLwczf9d52lXJmwJXkgRHZ3B0g+iwuLK/RkP13uDklrrnFhFJRclKvPLly5fgcxEREXmyWpbNydAFB6lVOAsujmYyujvxRs38FM8R902rh7Ptf+9OZlOy79OqWiAzf/SqwUcLD3Lsyh0KZvXgdKBlEebF+y6lfuIF0Ho6zO1kW3bTH7KXSP1zi4ikErvX8QI4efIk69ev59q1a8TG2i68+Mknn6RIYCIiIhKfh4sjAeObJVnn/nuxcmVw46fulfFxc0riCFsV82VkZb/agGV4Y+85e1hx8ApRMclYbDklFG8RN6PhCMtaaUypDhW7Q4uvn0wMIiIpzO7Ea/r06fTq1YssWbLg6+trs56XyWRS4iUiIpLGXiyejQ5V85I/swc9axd4rLZMJhOBdyIA2HX2FgPm7ePt2gUp6mvHul8pZfdPcHwFhFy1bHtkgzdWQuaCTz4WERE72T2dfL58+Xj33XcZPHhwasX0VNPkGiIikt4s2X+Jvg9M6LFrWAOyPIlp5s9ug7kdIfRGwvsL1IUui1M/DhGRBNiTGzjY2/itW7do27btIwcnIiIiz5aWZXMy682qNmWVxqzlyKVgNp8M5PClIGb/cxa/Ict555fdKXvyfNVh0BnIUTbh/V45U/Z8IiKpxO4erzfffJPKlSvzzjvvpFZMTzX1eImISHoVE2tQ8MMVD613dFQT3JzNKXvy6Aj4/Q2IvAvXT0DoTcvMhz55wIiF4ItQuQc0/QJMqTzlvYjIv+zJDexOvMaNG8dXX31Fs2bNKF26NE5Otjfr9u3b1/6InyFKvEREJD3769hV3pix66H1yubJQLvKeXitUp7UWfvrm/Jw80z88rc3Jd47JiKSwlI18cqfP3/ijZlMnDmTwD+CzxElXiIikt5tOH6Nbj/tBKBF2Zws3X+JV8vnYufZm5y/GWZTt3zeDCx894WUD2L3TFiawJe9+WtD16Upfz4RkQSk+ALK9xiGwYYNG8iWLRtublrEUEREJD2qWzQb+4c3wmQCb1cnJrYvD8DOgJsM+v0A/tfvWuvuPXeb5Qcu06xMjpQNonDDhMtdfVL2PCIiKcSuHq/Y2FhcXV05fPgwhQsXTs24nlrq8RIREXm4Axdu0/LbLdbth6099kgu7oGIYMvMhquHwdaJ8Wc5jAoHB0cwP9LSpSIiSUq1Hi8HBwcKFy7MjRs30m3iJSIiIg+XK4PtyBi/IcsBWPhuDcrnzZhCJ6kQ99zJw/LzzAa4cggCj8G57bBzuqW8yttQvTdkzJcy5xYRsZPd08mPHz+egQMHcujQodSIR0RERJ4DmT1d6FOvULzyiX+dild2/mYof5+8TnRM7KOfsEjjuOdTX4A/3oxLugB2TIMZzR+9fRGRx2R3v3uXLl0IDQ2lbNmyODs7x7vX6+bNmykWnIiIiDy7mpbOwbfrbROt41fu2GzvOXeLVydvjds/pgkujo8wFb1v6YfXCTpnf7sPiggBI0b3komI3exOvL7++utUCENERESeN0Wye9KkpC8A5fJmYPyfxwiPirGps3jvRZvtK0Hh5MvsYf/JzE6WxZTvXIq/r9q7sH0yYALDiFvnKzwYJlezrAH27j+QrVjS5wi+DF/9W6fXVrhxCvJUBS9f++MVkXTH7unk0ztNriEiImK/czdCqf35eut2vaJZWX88MF69Vf1qU9TX69FOEnYLQgIh5CrMvG9Y4dALMC635fmQ8+DkDqMz2x6bryZ0X550+4f+sCzi/KDynaDVpEeLWUSeafbkBnbf43W/8PBwgoODbR4iIiIiD3J1tv3IkVDSBTBt0+lHP4lbRshaBHJXtiRXABnyxj0HGJ8nftIFcPZvGOEDczsl3n54UMLle2dZjr129NFjF5Hnnt2J1927d+nTpw/ZsmXDw8ODjBkz2jxEREREHpTZwyXB8lK5vBn9cilK57LcM7Vgz0X8hixnwZ4Lj34yJ1f46DK8twd6bQMHO+4ZO7rUch/Xg0JvwrL+tmXmB65pXlf7YxWRdMPuxGvQoEH89ddfTJkyBRcXF77//ntGjhxJzpw5+fnnn1MjRhEREXnGmR1M+I9rysp+tehTrxD7P2lEwPhmLHuvFp2r5eOLtmVt6n+48ODjnzRzQXDxtDzvsc52n4MjjAiy3P/1oKhQ2+2wW/BZftuyjPnhw4vgfl/v2fXjcPB3y3BHEZEH2H2PV968efn555+pW7cu3t7e7Nmzh0KFCvHLL7/w66+/smLFitSK9amge7xERERSx6XbYUzffIaftgQA4D+uKaZ7E2GklE1fwMb/QtdlkLcq3D5nGSpYrgP879/kr+d6yxphgcdhUpX4bbSfC34vgMu/96LFxsKoB0b9lG0PDUdbkrFtkyFPFajZL/G41nwCV49Y7hW7vB/ObbWsPRZ2C7KXeLxrjgyF0OuWYZcikqLsyQ3sTrw8PT05cuQIefPmJXfu3CxYsIAqVarg7+9P6dKlCQlJoHv+OaLES0REJPWcvxlKrc8sk3A0KJ6d77tWsu6LiI7h75PXKZTN89FmPrwnOgIcExj6ODYXRD7kc8yIRO7z+uVVOL0u4X33VHvXkuBlLxU3syLAxT0wvV7ix5XtAK9MsTzf8j8wYqFm/8Tr3y8kEL74dz01F28YfBYcHusWfxG5jz25gd3TyRcoUAB/f3/y5s1LsWLFmDdvHlWqVGHp0qVkyJDhUWMWERERwdMl7qPJ2qNX8RsSf6ZBRwcTW4bUJ7u366OdJKGkC8C3jKWn6VF0XmD5efov+OWVhOtsn/zvtPZ22j8Hgs5DliKw6wdL2fE/odsKMD/ko9w/U+OeRwTDiveh+QT7YxCRx2Z3j9eECRMwm8307duXtWvX0qJFCwzDICoqiq+++or//Oc/qRXrU0E9XiIiIqlrxhZ/Riw98tB6ni6ObP/wRZtk7bEEXYQJ9w3rK1APXvwEvHPC2hHwwn8gW/Gk2zAMWDsczv27Llj2UpbJPR6cmONhvHJATJRliGBSEuuBA7h+Cr6tGL+8YH3ovNC+eEQkQak61PBBZ8+eZffu3RQqVIgyZco8TlPPBCVeIiIiqe90YAgv/W8zkdGxSdbrXa8gAxs/ZOFje8TGWBIep0fsTUvMTX/4+yvYk8BEZPnrQKnWUKELRNyxDCV0y2BJ4mY0g7NbEm83ocTr2jHYMQ2OLoO71yxlld6M6y0DeHU65KsBPrkf67JE0rtUHWr4oHz58pEvX77HbUZERETEqmBWT06MeQnDMLj3FfHGk4Fcvh3O/N3n2XvuNgBerk4pe2IHs33TzydXpvzwQr+4xKvdr1Csafx6rvd9cDOZoPu/k5aN8Ikrf+dvmFoTHB9IDqMjYeVg2PWjbXnhRtD8K/DIChvHW8oW9LT8rNkfGox41KsSETsk++7Kpk2bEhQU963K+PHjuX37tnX7xo0blCjxmLPuiIiIiNzHZDLh4GB51CuajQ5V87Lw3RdoUDwbACevPkOTemUuCB1/h+5/Jpx0Jde9Keyjw+HU2rjyWa/GT7oAWn5r+Vl3SPx9f+t+L5EnJdmJ16pVq4iIiLBujx07lps3b1q3o6OjOX78eMpGJyIiIpKAfectXwYvP3iJCWtOsPvsrTSOKJkKN7QM8bNXhn9HF1XvA26Z4spntYYji+HnVhCwOa683keWxaM/OAle2S1lJhOU72TbrquPZTp8EUl1yU68HrwV7DFvDRMRERF5ZK3K5QQgPCqW/607SespW+kzZw8xsc/p55Puf1pmI6w/zHL/Wem2cfvmdYEzG+K2+x2EOoMs6395ZrNtp+6HUOJleH22ZTs8CEZnSe3oRQQ7Ei8RERGRp0V27/hTwi87cJmjl4PTIJonwCcXVHoDnNws262/hwJ149frsjjphZJ9csFrMy3DHu8xYlI0VBFJWLITL5PJFG/1+BRfTV5EREQkGTpX87M+f71SHuvzPw9dToNo0kiH+ZD13+ntS7wMH99IOBlLSJYicceKyBOR7FkNDcOgW7duuLhYvmEKDw/nnXfewcPDsnL8/fd/iYiIiKQmN2czez9uyJ3waPJmdmfRvotERMcS/bwONUyIozP03v5oxzqYLTMmfpbfsj3Cx9JbltzETUTsluzEq2vXrjbbnTp1ilenS5cujx+RiIiISDJk9HAmo4czAJ2r5eP7v/0hHeVdj83lgTWHfm5l+dnpDyjU4MnHI/Kce+wFlNMbLaAsIiLy9PlqzQm+WXcSRwcTp8Y2xTAM3RKRHLfOwobxsH+ObXlCCzOLSDxPdAFlERERkbSW1dPS8xVrGPSes4flBy7zQaMimEwmfNyccHc2U6dIVjJ7xp+UIyg0imUHL/HRwkO0rZibz9uWfdLhp52M+eCVKZbZEidoPVaR1KQeLzupx0tEROTpExweRZkRqx9a7/2GRWhcypewyBhaTdqSYJ1jo5vg6mRO6RCffv6bYGYLy3O3jBB2C16ZBnmqgEc28N8IuSvDoQWwcjBkKwGvTgffUvafK/IujM0JBetD7YFwdivkrQb5XrCsNybyjFCPl4iIiKQrHs7J+0jz5ZoTfLnmRJJ1QiNjEk28nushjC5ecc/D/l2QeuHbkKkAYIKbp23rXzsCh363JF6n18OWr6HpF5ClsGX/jdOwrJ8lWbsbCCVfsSRaAN9Wsfw8/ZflcY9ndui8yLIGmchzRomXiIiIPPPMDiYKZfPk1LUQu49tXyUvmTycmLTeklgcvBhEnSJZ49XbffYmXX/cScFsnkzrVBFfH9fHjvup4lsW8tex9Gzd7+aZxI8JD4KDv8Mfb1q2v60E5TrB+X/gxklLmf8my889P8OwQNj1AwRfSLi9kKswrzO8t/vxrkXkKaShhnbSUEMREZGnU0hENJHRsew7f4s3Zuyylp8Y8xLOjg5cvB3GC+MtvSvdavhRu0gW6hXNZu3B8huy3HrM1E4VyZ3RjQ/m78fXx5UmJX0Zs/woIRHRAAxsXJSgsCjyZHSjU7V8z18vWHgwbBgH2yen7nla/wDbp0CZ1+DPQXHlg/zBPVPqnlskBdiTGyjxspMSLxERkadbaGQ0tT9bz/WQSAACxjez7jMMg4jo2ASHEr745QZOB961+3xOZhMnP2366AE/rSJDYWwO27JPbsLF3RB8EeZ3e3gb/Q5CdCR8W9G2PG8NaD4BshWLK/tnWlzy1XkRFKwXt88wdO+XPJV0j5eIiIikW+7Ojuwa1pA1R65SOJunzT6TyZTo/Vu/9qxGlbHr7D5fVIyB35Dl1C+WjX3nb3PzbiRv1ynAgIZFcHF8hifpcHKLX+Zgtky2AeCeOW4yjkZjIFdFiAqFWa0tZT3+ggx5Lc9LvAxHFlmeF2sO7WbHb7vq27D/V7i0F2Ii48rndoKjS6HbcvCrmRJXJpIm1ONlJ/V4iYiIPL/Co2IIDo/i8u1wMro7kyujGwU/XGHd37pCbv7YY7k/6fM2ZRj4+4Ek22tRNicDGhYhJDyaX3eeY6f/TXrXK0RWLxdCI2N4sVg2HBwsPTlP5cQdR5ZY7rkCKNoM2s9Jun5iAo9bhhT6loYKXcDslHC9L4vDnUtQqjXcPg8Xdtju73cIbp+FvNUtSaBIGtNQw1SkxEtERCR92X/+Np8sPsSgJsVwcXSgzdRtvFohF1+9Vo4bIRH0mbOXbWduPFLb2bxc+G+bMszdcZ4tp68z7+3qFMzqSUR0DF6utsmJYRgsPXCZGVv86d+wCLUKx58AJNVE3LGd9TC1fFM+6ck87tdrK2QvmbrxiDyEEq9UpMRLREREEhMaGc1/ftvHmiNXH7kNTxdHQiKiebt2AW6FRvJe/cLkyuBGgft63gA6VM3L2FdKP27IT5f7Z0hMjo5/QOEGqRePyEMo8UpFSrxEREQkOWJjDb7bfIY1R67Sq05B8mf14MUvLVO1NyqR/f/t3Xl8TOf+B/DPTJbJvkuChIQglpCIImKtVGhoVau9qq6tVcS1XltVLb2ItcVP6XKL9rZVamntUmtpBGmCkMQuQRZE9sg2z++PaU6MLDLMZDJ83q/XvHLOeZ55zvfw3Mr3Pud8D9JzC3Hm5oMnjtPUxQoTejZF6I9/qR03NZbj0n/66CR2vSopAu5fAa78Dhz4GGjzLtDjI+C/rwDZyep9resCU+L1EycRmHjpFBMvIiIieho5BcUIWHgQ2QXF+N/IDvBvaI+jl+7CxtwYccnZ+HTXxUq/27iOpVRxcff4zghZdRx1rBU4PesFXe1Z2gTITVNtT0kArF31Gw+9sFjVkIiIiKiWsVIY47d/dUZxiRJNXFTPS/VupUoYOjV2wohAD+QUFMPazAQPi0pw/V4u+qz8AwCkpOu9jg1gaiQHANzNLkBuQTEsFS/gr3M9ZgK7Jqm2N74GjDtVdX+iWkCu7wCIiIiIXhSeTpZS0vU4mUwmFdQwMzFC87o28HW3e6QdGNLRA7YWZUU3Bn19Um0MpVJgwqZoNJq5G8mZ+dq/gNqiSa+y7XsJQF66/mIhqiaDSbwWLFiATp06wcLCAnZ2dhX2kclk5T6bNm1S63PkyBG0bdsWCoUCXl5e2LBhg+6DJyIiInoKO0IDcW5uL5yf2wvXF4Wgmas1nK3NYGai+hXu3K1MnLquSjoKi5Xw/084fo25A6UAAhYdwr9+ikarOfvhMWM3vou4gefmCRNbN2BORtl+QbbeQiGqLoNJvAoLCzFw4ECMGTOmyn7r169HcnKy9Onfv7/Udv36dYSEhKBHjx6IiYnBxIkT8f7772P//v06jp6IiIjo6diYmZQrLX/4392l7be/jMDr/3ccTT/eiwd5RWr9dp69g5yCYgDAJ79ewPSt5xCfkqXzmGuETAbI/77NUlms31iIqsFgEq958+Zh0qRJ8PGpumyqnZ0dXF1dpY+ZmZnUtm7dOnh6emL58uVo3rw5xo0bh7feegufffaZrsMnIiIi0pq6tuZq+2dvZUrbfVq54s8ZL6ODp0O5720+cwu9P/8DJcrnZOWrNOGK363fOIiqwWASr+oKDQ2Fk5MT2rdvj2+//VZtST0iIgJBQerVf4KDgxEREVHpeAUFBcjKylL7EBEREenbplEd1fbr2Zph1786Y+17/qhnZ47vRrbHsE4eGNW1EZa81Vqt74ELKTUZqu7Ye6p+5jz9e9OIaspzVQZn/vz5ePnll2FhYYEDBw5g7NixyMnJwfjx4wEAKSkpcHFxUfuOi4sLsrKykJ+fD3Nz83JjLlq0CPPmzauR+ImIiIiqq2MjR+wIDcTJa/fRp5UrGjpaqrUrjI0w97WW0v5Afzd4zlS9hHnMD6p3gq15ty1CWtetuaC1zX8Y8PscIOL/gE7jAWuXJ36FSF/0uuI1Y8aMCgtiPPqJj6/+S/Fmz56NwMBA+Pn5Yfr06Zg2bRqWLl36TDHOnDkTmZmZ0icpKemZxiMiIiLSFl93O4zu1rhc0lURmUyGJs5WaseW7jfwlw87NS3bXt4UmGsLHJitv3iIqqDXFa8pU6Zg2LBhVfZp1KjRU4/foUMHfPrppygoKIBCoYCrqytSU9WXolNTU2FjY1PhahcAKBQKKBSKp46BiIiIqLbwdLLE5bQcaT+3sESP0WjBo2XlS/25Cug2HVBYlW8j0iO9Jl516tRBnTp1dDZ+TEwM7O3tpcQpICAAe/bsUesTHh6OgIAAncVAREREVFsseMMHhSVKvOXvhnE/RuNudgFWH7yMf/Vsou/Qno6RMTArFbiwHdgxuuz4ovrAtOuARfkCI0T6YjDFNRITExETE4PExESUlJQgJiYGMTExyMlR/b82O3fuxDfffIPY2FhcuXIFa9euxcKFC/Gvf/1LGmP06NG4du0apk2bhvj4eHzxxRfYvHkzJk2apK/LIiIiIqoxdawV2DC8Pdo1LEtIlodf0mNEWmBiBvgOApqFqB9f1gRQKvUTE1EFDKa4xieffIKNGzdK+35+fgCAw4cPo3v37jAxMcGaNWswadIkCCHg5eWFFStW4IMPPpC+4+npid27d2PSpElYuXIl3Nzc8M033yA4OLjGr4eIiIhIX5ytFWjqYoVLqTlP7mwoBv0I3L8KrG6r2lcWA8nRQH1//cZF9DeZeG5eYV4zsrKyYGtri8zMTNjY2Og7HCIiIqKnci+nAO3+8zsAYMmbrTGgbX0YGxnMzVCVe5gFhLmrtv/5K9Cou17DoeebJrnBc/C/LiIiIiLSlKWpMWQy1fa0refgNWsvvjhyBalZD/Ub2LMyswGcW6i2s5KB4kL9xkP0N654aYgrXkRERPS8+OrYVSzcU76k/I2wkAp6a09RiRJfHr0KW3MT7L+QiqyHRXC3t8D4nk3g5WwFI7ns2U7wzSvArVPqx6xcgPcPAnbuzzY20SM0yQ0M5hkvIiIiItKuUV0b458BHvCeva9cW1GJEit/v4wuTZzQoZGjdKz/mhO4cCcLfVvXxfTe3nB3sKjyHCVKgQFr/4RcBmwc0R7ZD4sRGHaoXL9ztzKx+3wyRnb2xOy+LZ7twvwGl0+8clKBI2FA/zXPNjbRU+KthkREREQvMDMTI9wIC8HKf/hKx5YfSECTWXvxf4evYNxP0YhJysBn4ZfQfekRXLiTBQDYdS4ZW/+69cTxU7Ie4mxSBqITM/DNsWsVJl2P+u/x6890PQAA/2HAe1vLH89MAqI2AHnpz34OIg1xxYuIiIiI4GpjJm2vPnRF2r6bXYDh60/hQV5Rue9kPyxW2795PxenrqejX5t6UAqB+Tsv4l5O2TNWqx4Zd0YfbwwN8MC26FsIbOyE7suOSG2xtzPRqr7ts12QVxDQ9zOg6KHqZcq//Qu4flT12TkBePO/QKs3IT3oRqRjTLyIiIiICE1drKVtTydL9Grpgi+PXgOACpMuAMgtKMafV+8h9nYmtkbdRkJqNgBg6i/nqjzX1/9sh1dauAAABndoCAC4tvBVNPpoDwDgbk7Bs11MqXYjVD/PbSnftnWk6jPztioxI9IxJl5EREREBHtLU5z9pBfu5xagUR0rPCwqkRKvUvGf9oaxXIZNp5Pw8Y5YbDqdhE2nk6p9Dm9Xayx9qw183MqvZsnlMvi62yEmKQNpWQ+xYPdFHL9yHx908cSAtm4QQuBgXBpO30jHB10bwclKUf2Lq9um8rbEk0CToOqNkxgJ3DoNNHkFqNOs+ucnAhMvIiIiIvqbrYUJbC1MAAAKYznqWCtwN7ts9cnMxAgA4GZvXuH3FcZyFBQrYWtuArkMWD+8PXzd7ap9fuO/qxlO33peOjZ581lM3nxWrd+Xx65hanAzvN3OHXWsq5GA1WkKfPIAgACKHwK7JgHnfla1KStezSunMBf4Nlg1RuxWYNTh6n2P6G9MvIiIiIioHJlMhl9DAxFx9T6+O3kTH3TxlNraezpI2yZGMhya0v2J1Q2ro6hEWe2+S/cn4GpaDla841u9L8j/rilnagkM+Aq4/geQfQf46R/l+3adBrw8S/1Y/t+JGwDc+avacRKVYuJFRERERBWqZ2eON/3d8Ka/m9pxC1Njnbzr63/vd8D8nRfh28AOV9Ny8e0J9QqHvVq4wNHKFD+dUt3emJr9DC97dvBUJV4VObYEMDEHukwGhABSY4Gzm9T7zLUFxp0BnJo8fQz0QmHiRURERES1grWZCZYOLHseK6i5M3ILS6RCHKW6N3PGh99HIb+w5OlP9o8fgL3Ty245fNypr4G434A70ZWPEbdTlZwRVYNMCCH0HYQh0eTt1ERERESkfX9cvosh/y17QfK2sZ3QtoH90w1WmAsYmwFy1fNruHYU+O61yvsbmQIlZSXy8eGxqot30HNNk9yAL1AmIiIiIoPSzNVabf9IfNrTD2ZqWZZ0AYBZBe8Pk8mBRj2Awb8A028AfT8va/uyK3D2Z+DwIuD0N0BR/tPHQs813mpIRERERAbF2doMF+cHo+/q47h2NxcpWc/wrNfjFI8kdYO3Vlxqvt1w4OB8ID9dtb991CONMuClkdqLh54bXPEiIiIiIoNjYWqMMd0aAwA2n7mFwuLqV0SskmNj4PUvgHe3VP1+r6lXAJv65Y/vnqwqvJEWp7qN8cJ2IPWCdmIjg8ZnvDTEZ7yIiIiIaofY25nou/q4tF/HWoElb7ZGD2/nmglAWQLk3gMOzALOb6m6b/BCICC0ZuKiGsNnvIiIiIjoudeqvi2szcqenLmbXYDhG07jYdEzVDvUhNwIsHYB3vwG8B1cdd/9HwE5d2smLqqVmHgRERERkcH6a/YrmBrcTO3YvJ0XK+2fmvUQn/9+CZl5RdoNpMsUVcVDv/cAvyEV93mYod1zkkHhrYYa4q2GRERERLXPlM1nsfWvW9J+4zqWMDGS4/0ujeDhaIHbGfmIuvkA30XclPoM8KuPpQPbwEgu021wcx+plDjga6D127o9H9UYTXIDJl4aYuJFREREVDudv5WJfv93/MkdH7F1TAD8GzroKKK/LfUCch+5zXBupm7PRzWGz3gRERER0QvHx80WW8cEoG0Du2p/J6egBp4HG7oTcGhUtp+dqvtzUq3D93gRERER0XPDv6EDto0NRG5BMV5a8DvyCkvw86iOaFnfFscu3UVwS1cYyWUIWfUHLtzJwubTSeji5QR5NW43zH5YhKISAXsLE8hkGtye6NwcGB9ddsth/gNVUQ56oTDxIiIiIqLnjqXCGGfn9IJcJpOe4XrVp67UXlr5cPf5ZOw+nwwTIxmKSgQG+rvBw8kSoT281MbLKShG58WHkZlfhC5NnPD9yA5PH1xOCuDs/fTfJ4PEWw2JiIiI6LlkYiSvtHDGW/7uavtFJaqyB1uibmHp/gQs25+g1p6SmY/MfFUlxD8u33u2wL57HbgT82xjkMFh4kVEREREL5wx3Rvj0n/6YGhAQ7T3KF9cY/+FFLX9wmL1enSR1+5rflK/98q21/fR/Ptk0FjVUEOsakhERET0fMotKMYvUbcw57cLase3jumEN9f+Wa7/j+93QCcvJ81Osm8mcPIL1TarGxo8VjUkIiIiItKQpcIYLeqV/+W5oqQLAMLjnqI6YbuRZdtCAMc/By4d0HwcMjgsrkFERERE9Dd7C1Np29RYjsJipVr7jtBA9F9zAgCw/sQNdG/mjIYOFohLzsK1e7kY271x1RUPjR759XueXdl2z08AS2fg6iHA1BIwMgG8QwCvoIrHyUtX9TNWaHqJpCe81VBDvNWQiIiI6Pm2LzYZ9ham6NDIEXvOJ+PLo1cxuVczqez8j5GJ+Gj7+Qq/u2xgG7zl71b54HnpwBLP6gfTMBAYthuQyQBlCXD1MJCwBzjzX6BxT2DINg2vjrRJk9yAK15ERERERI/o3aqs7PyrPnXVytADwLsdGiAm6QG2R9+WqiGWuvUgr+rBLRyA/uuAHaOrF8zNE0DefcDSCfhzFfD73LK2qweBtDjVe8Ko1uOKl4a44kVEREREpYpLlHj/uzM4knBXOhbQyBFL3moNYyMZnK3NKi1pD6USyE0DljdTPz45Dsi6A3zTU7U/bDdw67R60vU4z27A298B5nbPdD2kGU1yAyZeGmLiRURERESPm7/zIr49cb3Cto9DmmNkZ8/Kn/1Kv666fXD/R0CXKarnvQBgrq3qp1NT4N6lsv6BE4E7fwHXj6mP88qnQOD4Z7sQ0girGhIRERER1SDvutaVtv1ndxxCVh2HUlnJeoeDJxAQCky/Cbw8u+y4YxPVz0eTLgDwHwr0Xlx+nNw0zYIuKQYOfgrcOK7Z9+ipMPEiIiIiInpGA/3d8Me0Hri68FUMD/Qo134xOQu3M/KrHsTcTlVEo9Tb35Xv8/LHgEMjwKWF6j1gczOBRt1VbcUFmgX9yzDgj2XAhhBVaXvSKRbXICIiIiJ6RjKZDO4OFgCAOf1aYk6/llKb9+y9eFikRNbDIs0GdWkBDP4FSL0AKKwA55ZAw4Dy/RoGAteOlL/18EmuHCzbLn4ImJhr9n3SCFe8iIiIiIh0yMzECAAQsuo4Tl67r9mXm7wCdJ4IvPR+xUkXAJQUqn7aNai4XQjgyGLVM2NzbVUrYydWAkWPVGCM3apZXKQxJl5ERERERDrk624nbb/3TaT2T1D6LFhSJLBrsirJevTWwd2TgSMLy/b/4wyEf6I+xq+hQOETSuHTM+GthkREREREOvT1P9vhcHwaRn0fhWKlQHJmPuraavG2vty/S9k/zFS9WBlQT7SqYtcAyEhUbRdkAfkPgLidQJt3AHN77cVIXPEiIiIiItIlEyM5erV0lfZzHhZr9wTu7avXb+BG9f2u04CJ58v2fxkBfNYC2DcdWOxRdmtiRpLWQn2RccWLiIiIiKgGOFqa4n5uIW5l5KOJS+Xl5zX2aOJlpABKHqtu2CwECF6gKltf/zyQdApo+QYgN1Lvd/NExeMfXgC8sU578b6gmHgREREREdWA+7mqIhjD15/GogE+GNS+kmIYT+PdzUDWHdXtgqXPb9X1BT48qt7PrkH5IhzuHVTPh1UmJ1V7cb7AmHgREREREdUAX3c7xCRlAABmbjuv3cSrabDqZ1pcWeLlO7h63x2xH7i0H3BuDlg4qCocKqxVtx4CgDHLzGsDEy8iIiIiohrwy+gA9Pu/E4hLztLdSZybA1OvAjK5KomqDpkMaNa7bN9/mOpnSTGwfRRw+YDWw3yi238BKecBvyGA/PkoS/F8XAURERERUS1nbCTHf4e2k/YfFpWg/YLfMXz9KeQVarHghqVT9ZOuqpjbqX4qrIGrh4EHN599zCfJSwd2TgC+7gHsHA8k/qn7c9YQrngREREREdUQC9Oyghbes/cBANIS7iLi6n30bO6ir7Aq5uil+pmfDnzfHzA2A6bfBOTGwPYPgTrNgG7TtHvONe3LyuMDQH6GdsfXIyZeREREREQ1xEpR8a/fn/x6AX4N7OFgaVrDEVXB1FJ9v/ghELVeVf0wbqfqmLEZEDi+euNl3gYubAcOzFLtD94KNAlS7/No0gUAZ38CmvfVPPZaiLcaEhERERHVEGMjOY78uzusFMZo71F2O+DtjHz4/yccEVfv6zG6x5jZlj+2b0ZZ0gUAx5ZVbyxlieodYaVJFwD88KbqPWFXDqr2f59b/nvxu4CEfdUOuTZj4kVEREREVIM8nCwROy8Ym0cH4LdxgdJxIaDbwhuaMnmkmmHz1yru06ibaiUr/wFQkA1cPQQ8rOAaCrIrP8//BqhK4R//rOxY94/Ktq+EaxZ3LcXEi4iIiIhIT1rWs0W/NvWk/fm7LuJIQpoeI3rM2Eig30rgne+BbjPKt8f9plrJWuwBLHIDvn8DCHNXJWOPKsor2+5fwcuYVzQv2zazA7pMAZq9qtqv4/2sV1ErMPEiIiIiItITI7kMqwf5YXigh3Rs2PrTaPrxXkzeHIOMvEL9BQcAzt5l5eV9B5Udt3pCIZDYX8q2f5+nnlj5DgJGHABs6gOm1uW/O/UqYGQMmFio9vf8Gzj4qWpJMD9D9dMAMfEiIiIiItKzHs2c1fYLi5XY9tdtBH9+DEUlSrW29NxCvPv1SRyMS63JEAF7D+DdLcCQHcC/L5UdNzYDWg4AAsaVHSstzJF4Eji+ovxYDToAky8CH90CJpwFGr+sOu7dV5V0AYDykRL7fywD5tkBixuqfp7dpL3rqiGsakhEREREpGddm9ZB9OxXcP1+LuKSszBreywAIDWrALce5MPTyRIxSRkY9d0ZpGUXAAD+vHofR/7dHYnpeWjb0L7Siola1bRX2fasFNWLjht0BOR/l8nPvQuc+xkoylft34kp698gABiyvfyY9h4VH3/9/4CLOyqOY/uHQNPeZe8aMwAyIQx0rU5PsrKyYGtri8zMTNjY2Og7HCIiIiJ6TnnM2A0AqGdrhu/f74Cey49W2re9pwM2fxhQU6FVbudEVcn5x7X/EHh1iebjFeUDC1zL9ut4A3fjAY8uqmfPHBs/dajaoEluwBUvIiIiIqJa6J127vj5TBLuZD6sMukCgFPX03EoPhUve+v5JcwNAytOvDw6P914JubA3EygIEe1LTdSPeMlkz1bnHrAZ7yIiIiIiGqh2f1alDv26estcSMsBGsHty3XFpOUqdH4Qgj8EHkTfyU+eOoYy/F5CxjzZ/njLSopR19dCquy2xkNMOkCmHgREREREdVKVgpjzO6rSr4CGjli8Zs+GBLgAQDo41MXN8JCcCMsBKO6NgIA5BcWVzZUhX47eweztsdiwBcVJEpPSyYDXFoCvRer9hU2wD9/1d74Boy3GhIRERER1VIjO3tiZGfPKvuYm6hWgv64fK/C9j+v3kPY3niM7OwJG3MTqYLi8gNllQlLlAJGci2uJHUcDbR+GzC3N9gVKm1j4kVEREREZMDSsh8CAOJTsvHR9vMwNZLDxEiGr/+4rtZvwqYYAMCygW3Q3sMBiellLzW+k5EPdwcL7QZm4aDd8QwcqxpqiFUNiYiIiKg22XQqETO2nX+mMSxMjXBuTi8YG/FJJE1okhvwT5aIiIiIyICZmxpV2ta8rg0a1bF84hh5hSXIKdDsGTHSDG81JCIiIiIyYA+LSqTtVvVtEHs7CwDQ1MUKeyd0Uetb+m4wAHi3QwOM6dYYXZYcBgDcyylEyKrjsFIY47N3fNGiHu/u0iYmXkREREREBux13/qIvJ4OBwtTONsopMTLUlH+V/0f3u+A7dG3MbtvC9iam6i1Ba0oe1fYrB3nMeWVZvBtYAerCsYhzfFPkYiIiIjIgJmZGGHF274AVBUMSw3u0LBc30AvJwR6OT1xzOjEDLz330gAwMmZPeFqa6adYF9gfMaLiIiIiOg50amxEyJmvoyoj4Pwlr9btb5zcmZPyGVAoJcjQns0Lte+7uhVbYf5QuKKFxERERHRc6SurblG/V1tzXBtUQgAIK+wGJdTc3DgYqrUfj+3UKvxvaiYeBEREREREQDAwtQYX/2zHQDg898v4fPfLyOP1Q61grcaEhERERFROQ0dVS9UPnb5rtbHVipfvFcJc8WLiIiIiIjKKa16aG9hqpXxtkffwqe74mBuYoTbGfno6e2Mb4a2g0wm08r4tR1XvIiIiIiIqBw3e9WKV1p2ATxm7Mbgb04+9UpVUYkSM7edR3puIW5n5AMADsan4WBcmtbire2YeBERERERUTnGcvWVqBNX7uP4FVW5+pyCYhQUl1T0tQrlFZTgYZESADCjj7d0fPymaGw6lYiT1+5rIeLajbcaEhERERFROQ6W5W8x/Oe3p9DG3Q5nkzIAAEendkdDR8snjpVfpErSjOUyjO7WGEohsGRfAvIKSzBj23m1vv8b2QG/RCXhxv08bBzeHrYWJhUNaXC44kVEREREROXYVfJsV2nSBQAffh/1xHFOXU9Hx0UHAQDGRqpVtLfauqFuJS9lfu+/kdgRcwcxSRk4fSNdw6hrL654ERERERFRhf6Y1gMxSRno16Yeen9+DPEp2Wrt8icUxoi8dh/vfHVS2q/39zvGnG3MEDGzJwCgsFiJr45dxbIDl8p938jo+Sm8wRUvIiIiIiKqkLuDBfq1qQcA+GVMJzRwsIC1whiTX2kKACh5QrGNuOQstf3vRrYv18fUWI5xLzfBjbAQOFsr1NqGrz/9xHMYCoNIvG7cuIGRI0fC09MT5ubmaNy4MebMmYPCQvW3aJ87dw5dunSBmZkZ3N3dsWTJknJjbdmyBd7e3jAzM4OPjw/27NlTU5dBRERERGSwrBTGODatB87PC4aNmerGuYTUbByKT4UQ5ZMjpVLgq2PXAAAD/Orj+qJXpUqJlTk1Kwg3wkLUbkPcdDpRi1ehPwZxq2F8fDyUSiW+/PJLeHl5ITY2Fh988AFyc3OxbNkyAEBWVhZ69eqFoKAgrFu3DufPn8eIESNgZ2eHUaNGAQD+/PNPDBo0CIsWLULfvn3x448/on///vjrr7/QqlUrfV4iEREREZHB6NumHubuvAgAGLHhDADA190OOQXFyMovgomRXCobDwB+Dew0el/XhuHtEfz5MQDAzft5Woxcf2SiovTUACxduhRr167FtWuqLHrt2rWYNWsWUlJSYGqqehBwxowZ2LFjB+Lj4wEA77zzDnJzc7Fr1y5pnI4dO8LX1xfr1q2r1nmzsrJga2uLzMxM2NjYaPmqiIiIiIgMw5xfY7Ex4ma1+l5f9KrGL0qevDkG2/66jRl9vDG6W+OnCVHnNMkNDOJWw4pkZmbCwcFB2o+IiEDXrl2lpAsAgoODkZCQgAcPHkh9goKC1MYJDg5GREREpecpKChAVlaW2oeIiIiI6EU397WWiJ79Clb+wxcAUFleNbKzp8ZJFwBYmBoBAML2xuNKWvYTetd+BnGr4eOuXLmC1atXS7cZAkBKSgo8PT3V+rm4uEht9vb2SElJkY492iclJaXScy1atAjz5s3TYvRERERERIZPJpPB3tIUr/vWx+u+9QEA1+/l4qNt5xHc0gXRSRnwdLJEaA+vpxq/4O8XLgPAR9tisXl0gFbi1he9rnjNmDEDMpmsyk/pbYKlbt++jd69e2PgwIH44IMPdB7jzJkzkZmZKX2SkpJ0fk4iIiIiIkPk6WSJn0Z1xLBAT6z8hx8mBjWFidHTpRwfvdpcKuJx6kY6PGbsxg+RNyss5GEI9LriNWXKFAwbNqzKPo0aNZK279y5gx49eqBTp0746quv1Pq5uroiNTVV7Vjpvqura5V9StsrolAooFAoKm0nIiIiIiLts7c0xbaxnRC04ph0bNb2WGTkFT31Kpo+6TXxqlOnDurUqVOtvrdv30aPHj3g7++P9evXQy5Xz5wDAgIwa9YsFBUVwcTEBAAQHh6OZs2awd7eXupz8OBBTJw4UfpeeHg4AgIMe9mSiIiIiOh55OVsjem9vbF4X9ldcBfvGGbNBYMornH79m10794dDRo0wLJly3D37l2kpKSoPZv17rvvwtTUFCNHjsSFCxfw888/Y+XKlZg8ebLUZ8KECdi3bx+WL1+O+Ph4zJ07F2fOnMG4ceP0cVlERERERPQEY7o3xo2wEMx7rSUAoFipfMI3aieDKK4RHh6OK1eu4MqVK3Bzc1NrK73H09bWFgcOHEBoaCj8/f3h5OSETz75RHqHFwB06tQJP/74Iz7++GN89NFHaNKkCXbs2MF3eBERERER1XJWClXqsv9CKgqLlTA1Nog1JInBvsdLX/geLyIiIiKimnc4IQ3D158GADhYmuL0rCAYyTUvU69NL8R7vIiIiIiI6MXRxcsJ9WzNAADpuYVISDGsd3sZxK2GRERERET0YjM2kuPPmT1x4EIK6tubo5mrtb5D0ggTLyIiIiIiMhi9Wlb+KqjajLcaEhERERER6RgTLyIiIiIiIh1j4kVERERERKRjTLyIiIiIiIh0jIkXERERERGRjjHxIiIiIiIi0jEmXkRERERERDrGxIuIiIiIiEjHmHgRERERERHpGBMvIiIiIiIiHWPiRUREREREpGNMvIiIiIiIiHSMiRcREREREZGOMfEiIiIiIiLSMWN9B2BohBAAgKysLD1HQkRERERE+lSaE5TmCFVh4qWh7OxsAIC7u7ueIyEiIiIiotogOzsbtra2VfaRieqkZyRRKpW4c+cOrK2tIZPJ9B0OsrKy4O7ujqSkJNjY2Og7HKrlOF9IU5wzpCnOGdIU5wxpqjbNGSEEsrOzUa9ePcjlVT/FxRUvDcnlcri5uek7jHJsbGz0PvHIcHC+kKY4Z0hTnDOkKc4Z0lRtmTNPWukqxeIaREREREREOsbEi4iIiIiISMeYeBk4hUKBOXPmQKFQ6DsUMgCcL6QpzhnSFOcMaYpzhjRlqHOGxTWIiIiIiIh0jCteREREREREOsbEi4iIiIiISMeYeBEREREREekYEy8iIiIiIiIdY+JlwNasWQMPDw+YmZmhQ4cOOHXqlL5DohqwaNEivPTSS7C2toazszP69++PhIQEtT4PHz5EaGgoHB0dYWVlhTfffBOpqalqfRITExESEgILCws4Oztj6tSpKC4uVutz5MgRtG3bFgqFAl5eXtiwYYOuL49qQFhYGGQyGSZOnCgd45yhx92+fRvvvfceHB0dYW5uDh8fH5w5c0ZqF0Lgk08+Qd26dWFubo6goCBcvnxZbYz09HQMHjwYNjY2sLOzw8iRI5GTk6PW59y5c+jSpQvMzMzg7u6OJUuW1Mj1kXaVlJRg9uzZ8PT0hLm5ORo3boxPP/0Uj9Zw45x5sR07dgz9+vVDvXr1IJPJsGPHDrX2mpwfW7Zsgbe3N8zMzODj44M9e/Zo/XorJMggbdq0SZiamopvv/1WXLhwQXzwwQfCzs5OpKam6js00rHg4GCxfv16ERsbK2JiYsSrr74qGjRoIHJycqQ+o0ePFu7u7uLgwYPizJkzomPHjqJTp05Se3FxsWjVqpUICgoS0dHRYs+ePcLJyUnMnDlT6nPt2jVhYWEhJk+eLC5evChWr14tjIyMxL59+2r0ekm7Tp06JTw8PETr1q3FhAkTpOOcM/So9PR00bBhQzFs2DARGRkprl27Jvbv3y+uXLki9QkLCxO2trZix44d4uzZs+K1114Tnp6eIj8/X+rTu3dv0aZNG3Hy5Enxxx9/CC8vLzFo0CCpPTMzU7i4uIjBgweL2NhY8dNPPwlzc3Px5Zdf1uj10rNbsGCBcHR0FLt27RLXr18XW7ZsEVZWVmLlypVSH86ZF9uePXvErFmzxLZt2wQAsX37drX2mpofJ06cEEZGRmLJkiXi4sWL4uOPPxYmJibi/PnzOv8zYOJloNq3by9CQ0Ol/ZKSElGvXj2xaNEiPUZF+pCWliYAiKNHjwohhMjIyBAmJiZiy5YtUp+4uDgBQERERAghVP/xk8vlIiUlReqzdu1aYWNjIwoKCoQQQkybNk20bNlS7VzvvPOOCA4O1vUlkY5kZ2eLJk2aiPDwcNGtWzcp8eKcocdNnz5ddO7cudJ2pVIpXF1dxdKlS6VjGRkZQqFQiJ9++kkIIcTFixcFAHH69Gmpz969e4VMJhO3b98WQgjxxRdfCHt7e2kOlZ67WbNm2r4k0rGQkBAxYsQItWMDBgwQgwcPFkJwzpC6xxOvmpwfb7/9tggJCVGLp0OHDuLDDz/U6jVWhLcaGqDCwkJERUUhKChIOiaXyxEUFISIiAg9Rkb6kJmZCQBwcHAAAERFRaGoqEhtfnh7e6NBgwbS/IiIiICPjw9cXFykPsHBwcjKysKFCxekPo+OUdqHc8xwhYaGIiQkpNzfK+cMPe63335Du3btMHDgQDg7O8PPzw9ff/211H79+nWkpKSo/X3b2tqiQ4cOanPGzs4O7dq1k/oEBQVBLpcjMjJS6tO1a1eYmppKfYKDg5GQkIAHDx7o+jJJizp16oSDBw/i0qVLAICzZ8/i+PHj6NOnDwDOGapaTc4Pff5bxcTLAN27dw8lJSVqvwABgIuLC1JSUvQUFemDUqnExIkTERgYiFatWgEAUlJSYGpqCjs7O7W+j86PlJSUCudPaVtVfbKyspCfn6+LyyEd2rRpE/766y8sWrSoXBvnDD3u2rVrWLt2LZo0aYL9+/djzJgxGD9+PDZu3Aig7O+8qn+HUlJS4OzsrNZubGwMBwcHjeYVGYYZM2bgH//4B7y9vWFiYgI/Pz9MnDgRgwcPBsA5Q1WryflRWZ+amD/GOj8DEelMaGgoYmNjcfz4cX2HQrVYUlISJkyYgPDwcJiZmek7HDIASqUS7dq1w8KFCwEAfn5+iI2Nxbp16zB06FA9R0e10ebNm/HDDz/gxx9/RMuWLRETE4OJEyeiXr16nDNEf+OKlwFycnKCkZFRuYpjqampcHV11VNUVNPGjRuHXbt24fDhw3Bzc5OOu7q6orCwEBkZGWr9H50frq6uFc6f0raq+tjY2MDc3Fzbl0M6FBUVhbS0NLRt2xbGxsYwNjbG0aNHsWrVKhgbG8PFxYVzhtTUrVsXLVq0UDvWvHlzJCYmAij7O6/q3yFXV1ekpaWptRcXFyM9PV2jeUWGYerUqdKql4+PD4YMGYJJkyZJq+ycM1SVmpwflfWpifnDxMsAmZqawt/fHwcPHpSOKZVKHDx4EAEBAXqMjGqCEALjxo3D9u3bcejQIXh6eqq1+/v7w8TERG1+JCQkIDExUZofAQEBOH/+vNp/wMLDw2FjYyP9shUQEKA2RmkfzjHD07NnT5w/fx4xMTHSp127dhg8eLC0zTlDjwoMDCz3mopLly6hYcOGAABPT0+4urqq/X1nZWUhMjJSbc5kZGQgKipK6nPo0CEolUp06NBB6nPs2DEUFRVJfcLDw9GsWTPY29vr7PpI+/Ly8iCXq/9aaWRkBKVSCYBzhqpWk/NDr/9W6bx8B+nEpk2bhEKhEBs2bBAXL14Uo0aNEnZ2dmoVx+j5NGbMGGFrayuOHDkikpOTpU9eXp7UZ/To0aJBgwbi0KFD4syZMyIgIEAEBARI7aWlwXv16iViYmLEvn37RJ06dSosDT516lQRFxcn1qxZw9Lgz5FHqxoKwTlD6k6dOiWMjY3FggULxOXLl8UPP/wgLCwsxP/+9z+pT1hYmLCzsxO//vqrOHfunHj99dcrLP3s5+cnIiMjxfHjx0WTJk3USj9nZGQIFxcXMWTIEBEbGys2bdokLCwsWBrcAA0dOlTUr19fKie/bds24eTkJKZNmyb14Zx5sWVnZ4vo6GgRHR0tAIgVK1aI6OhocfPmTSFEzc2PEydOCGNjY7Fs2TIRFxcn5syZw3Ly9GSrV68WDRo0EKampqJ9+/bi5MmT+g6JagCACj/r16+X+uTn54uxY8cKe3t7YWFhId544w2RnJysNs6NGzdEnz59hLm5uXBychJTpkwRRUVFan0OHz4sfH19hampqWjUqJHaOciwPZ54cc7Q43bu3ClatWolFAqF8Pb2Fl999ZVau1KpFLNnzxYuLi5CoVCInj17ioSEBLU+9+/fF4MGDRJWVlbCxsZGDB8+XGRnZ6v1OXv2rOjcubNQKBSifv36IiwsTOfXRtqXlZUlJkyYIBo0aCDMzMxEo0aNxKxZs9TKenPOvNgOHz5c4e8vQ4cOFULU7PzYvHmzaNq0qTA1NRUtW7YUu3fv1tl1P0omxCOvFCciIiIiIiKt4zNeREREREREOsbEi4iIiIiISMeYeBEREREREekYEy8iIiIiIiIdY+JFRERERESkY0y8iIiIiIiIdIyJFxERERERkY4x8SIiIiIiItIxJl5ERPRcuXHjBmQyGWJiYvQdiiQ+Ph4dO3aEmZkZfH19K+zTvXt3TJw4sUbjKjVs2DD0799fL+cmInpRMPEiIiKtGjZsGGQyGcLCwtSO79ixAzKZTE9R6decOXNgaWmJhIQEHDx4UN/hEBGRHjDxIiIirTMzM8PixYvx4MEDfYeiNYWFhU/93atXr6Jz585o2LAhHB0dtRgVEREZCiZeRESkdUFBQXB1dcWiRYsq7TN37txyt919/vnn8PDwkPZLb4FbuHAhXFxcYGdnh/nz56O4uBhTp06Fg4MD3NzcsH79+nLjx8fHo1OnTjAzM0OrVq1w9OhRtfbY2Fj06dMHVlZWcHFxwZAhQ3Dv3j2pvXv37hg3bhwmTpwIJycnBAcHV3gdSqUS8+fPh5ubGxQKBXx9fbFv3z6pXSaTISoqCvPnz4dMJsPcuXMr/TNRKpWYNm0aHBwc4OrqWq7vihUr4OPjA0tLS7i7u2Ps2LHIycmR2jds2AA7Ozvs378fzZs3h5WVFXr37o3k5GSpT0lJCSZPngw7Ozs4Ojpi2rRpEEKoneeXX36Bj48PzM3N4ejoiKCgIOTm5lYaNxERPRkTLyIi0jojIyMsXLgQq1evxq1bt55prEOHDuHOnTs4duwYVqxYgTlz5qBv376wt7dHZGQkRo8ejQ8//LDceaZOnYopU6YgOjoaAQEB6NevH+7fvw8AyMjIwMsvvww/Pz+cOXMG+/btQ2pqKt5++221MTZu3AhTU1OcOHEC69atqzC+lStXYvny5Vi2bBnOnTuH4OBgvPbaa7h8+TIAIDk5GS1btsSUKVOQnJyMf//735Ve68aNG2FpaYnIyEgsWbIE8+fPR3h4uNQul8uxatUqXLhwARs3bsShQ4cwbdo0tTHy8vKwbNkyfP/99zh27BgSExPVzrl8+XJs2LAB3377LY4fP4709HRs375dak9OTsagQYMwYsQIxMXF4ciRIxgwYEC55IyIiDQkiIiItGjo0KHi9ddfF0II0bFjRzFixAghhBDbt28Xj/6zM2fOHNGmTRu173722WeiYcOGamM1bNhQlJSUSMeaNWsmunTpIu0XFxcLS0tL8dNPPwkhhLh+/boAIMLCwqQ+RUVFws3NTSxevFgIIcSnn34qevXqpXbupKQkAUAkJCQIIYTo1q2b8PPze+L11qtXTyxYsEDt2EsvvSTGjh0r7bdp00bMmTOnynG6desmOnfuXG6c6dOnV/qdLVu2CEdHR2l//fr1AoC4cuWKdGzNmjXCxcVF2q9bt65YsmSJtF/6Z1P6dxYVFSUAiBs3blQZLxERaYYrXkREpDOLFy/Gxo0bERcX99RjtGzZEnJ52T9XLi4u8PHxkfaNjIzg6OiItLQ0te8FBARI28bGxmjXrp0Ux9mzZ3H48GFYWVlJH29vbwCq57FK+fv7VxlbVlYW7ty5g8DAQLXjgYGBT3XNrVu3VtuvW7eu2nX9/vvv6NmzJ+rXrw9ra2sMGTIE9+/fR15entTHwsICjRs3rnCMzMxMJCcno0OHDlJ76Z9NqTZt2qBnz57w8fHBwIED8fXXXz9Xz+oREekLEy8iItKZrl27Ijg4GDNnzizXJpfLy92+VlRUVK6fiYmJ2r5MJqvwmFKprHZcOTk56NevH2JiYtQ+ly9fRteuXaV+lpaW1R5TG6q6rhs3bqBv375o3bo1tm7diqioKKxZswaAeuGPisZ4/M+5KkZGRggPD8fevXvRokULrF69Gs2aNcP169ef9rKIiAhMvIiISMfCwsKwc+dOREREqB2vU6cOUlJS1JICbb576+TJk9J2cXExoqKi0Lx5cwBA27ZtceHCBXh4eMDLy0vto0myZWNjg3r16uHEiRNqx0+cOIEWLVpo50L+FhUVBaVSieXLl6Njx45o2rQp7ty5o9EYtra2qFu3LiIjI6VjpX82j5LJZAgMDMS8efMQHR0NU1NTtefAiIhIc0y8iIhIp3x8fDB48GCsWrVK7Xj37t1x9+5dLFmyBFevXsWaNWuwd+9erZ13zZo12L59O+Lj4xEaGooHDx5gxIgRAIDQ0FCkp6dj0KBBOH36NK5evYr9+/dj+PDhKCkp0eg8U6dOxeLFi/Hzzz8jISEBM2bMQExMDCZMmKC1awEALy8vFBUVYfXq1bh27Rq+//77Sgt+VGXChAkICwvDjh07EB8fj7FjxyIjI0Nqj4yMxMKFC3HmzBkkJiZi27ZtuHv3rpS0EhHR02HiRUREOjd//vxytwI2b94cX3zxBdasWYM2bdrg1KlTVVb801RYWBjCwsLQpk0bHD9+HL/99hucnJwAQFqlKikpQa9eveDj44OJEyfCzs5O7Xmy6hg/fjwmT56MKVOmwMfHB/v27cNvv/2GJk2aaO1aANWzVytWrMDixYvRqlUr/PDDD1WW66/MlClTMGTIEAwdOhQBAQGwtrbGG2+8IbXb2Njg2LFjePXVV9G0aVN8/PHHWL58Ofr06aPNyyEieuHIhCY3fhMREREREZHGuOJFRERERESkY0y8iIiIiIiIdIyJFxERERERkY4x8SIiIiIiItIxJl5EREREREQ6xsSLiIiIiIhIx5h4ERERERER6RgTLyIiIiIiIh1j4kVERERERKRjTLyIiIiIiIh0jIkXERERERGRjv0/v9+iNiXj9LwAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot('slumbot_strategy_3_smart_equity', \"Strategy 3: Smart Equity\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot('../results/heuristics_slumbot_strategy_4_cfr_abstraction', \"Strategy 4: CFR (Preflop using Heuristics)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot('../results/slumbot_strategy_4_cfr_abstraction', \"Strategy 4: CFR with Abstraction\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [] } ], @@ -36,8 +179,16 @@ "name": "python3" }, "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", "name": "python", - "version": "3.10.8" + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" }, "orig_nbformat": 4, "vscode": {