From 9ad511aa3b482c9fe1a31c4a341d66a085eb2fde Mon Sep 17 00:00:00 2001 From: jrtechs Date: Wed, 18 Dec 2019 21:48:02 -0500 Subject: [PATCH] Added asteroids project to the blog --- blogContent/headerImages/asteroids.png | Bin 0 -> 4605 bytes ...veloping-an-ai-to-play-asteroids-part-1.md | 763 ++++++++++++++++++ .../data-science/media/asteroids/2right.png | Bin 0 -> 9411 bytes .../data-science/media/asteroids/4right.png | Bin 0 -> 8264 bytes .../data-science/media/asteroids/5right.png | Bin 0 -> 9554 bytes .../data-science/media/asteroids/GA200.png | Bin 0 -> 39756 bytes .../data-science/media/asteroids/GA50.png | Bin 0 -> 35363 bytes .../media/asteroids/GAvsRandom.png | Bin 0 -> 24402 bytes .../data-science/media/asteroids/code.png | Bin 0 -> 24170 bytes .../media/asteroids/dqn_after.png | Bin 0 -> 7287 bytes .../media/asteroids/dqn_before.png | Bin 0 -> 10092 bytes .../media/asteroids/randomSeed.png | Bin 0 -> 22295 bytes .../media/asteroids/reflexPerformance.png | Bin 0 -> 16927 bytes .../data-science/media/asteroids/reward.png | Bin 0 -> 42943 bytes .../media/asteroids/reward_projection.png | Bin 0 -> 16374 bytes .../media/asteroids/reward_trendline.png | Bin 0 -> 41644 bytes .../data-science/media/asteroids/starting.png | Bin 0 -> 11042 bytes 17 files changed, 763 insertions(+) create mode 100644 blogContent/headerImages/asteroids.png create mode 100644 blogContent/posts/data-science/developing-an-ai-to-play-asteroids-part-1.md create mode 100644 blogContent/posts/data-science/media/asteroids/2right.png create mode 100644 blogContent/posts/data-science/media/asteroids/4right.png create mode 100644 blogContent/posts/data-science/media/asteroids/5right.png create mode 100644 blogContent/posts/data-science/media/asteroids/GA200.png create mode 100644 blogContent/posts/data-science/media/asteroids/GA50.png create mode 100644 blogContent/posts/data-science/media/asteroids/GAvsRandom.png create mode 100644 blogContent/posts/data-science/media/asteroids/code.png create mode 100644 blogContent/posts/data-science/media/asteroids/dqn_after.png create mode 100644 blogContent/posts/data-science/media/asteroids/dqn_before.png create mode 100644 blogContent/posts/data-science/media/asteroids/randomSeed.png create mode 100644 blogContent/posts/data-science/media/asteroids/reflexPerformance.png create mode 100644 blogContent/posts/data-science/media/asteroids/reward.png create mode 100644 blogContent/posts/data-science/media/asteroids/reward_projection.png create mode 100644 blogContent/posts/data-science/media/asteroids/reward_trendline.png create mode 100644 blogContent/posts/data-science/media/asteroids/starting.png diff --git a/blogContent/headerImages/asteroids.png b/blogContent/headerImages/asteroids.png new file mode 100644 index 0000000000000000000000000000000000000000..d3447cfb6cd64dd633ae09161914a1bf92aa150c GIT binary patch literal 4605 zcmcInc{E#Vzuuh=r)oM{YVOybwnq&qf(oIf6D|7DsxhkSP(x6J1fgnZji(jV5Ob&@ zLX{LjRcjur5*6f_#~=t1Bsc9@_pWvS`2M)-p0n0o&wlqG@4Mgkd49iV@8`uG(;I?E zrH%psAZT>+syP504CIaH_z&{%pbhB@?{>)7!00YNKR`wp?tv0%P)YG&~9rH*>iMZ;fSX>TPyJ*llGrk;KKCXLXhe=g0TapPaY ztln*{rViJigynMqAS`Sceckho3jpMR&b$MFn+#M#gg5|PVc!u3fXkp0P8Yi+UtiKY zr>UT8pl}aazH`T^r6#>3s;1_H#DL!u)w{vLdsTh9UIA z*a^O28~vh$8%1Z!(si0wFHnxf3QsqOtpqvlTgW9AxyUW0NczIlROc!+xcy|Z)aGaI z?0K#Fu@!=Pz>yH=oZUR9hZysCLBU+PU%?NLMGX}{ZtT>o9ozS#!QDdS-7q%TSBUBE zwCkzdq(-zsMy5z|rpOQ;`7~#-vhxBC{yNa<)-7KY+do=}F3g_HFW+$-c=<60B;c1l z;7Z!&>{g@3Lb=o?EiH{mlnmF;hTff4b^Vx`h4IkPkmu;z$_#;C$=Ac^)h4uhThq4z=^@Y!(pMFixQb zSLIe#W`t_~d3vy@@BONa@F=>CBz=y<>Q0MVTx{}g+uuhKv`)T48rXtBNliJfh$ENVI#?r7I}O`?8BLob0}C_GIMX6S1!mG?q6`%E zzOe9ul2Y(Q-U;41g(lgea&RRDZ8E37#XQO^O?Q6-OI2$%xfJ-oYj>_^_DyoBoE^z; zMo`SFthgAx$tY6ezU`WEtN&u|PQepO3HGFE7XfjV?2C@(CML;4HpEBYI+qC9VASo_ zvTwfjD)%2h_G!~+I=7*hUljR6=r7i%8l6&9Y?HH8v#MzP5UeS2^r57t?$9GO!CSIf zso1e3{V}vK1W%?jWI)O8o-_Af<1Mcf%SE}mLdsB~6mLSvtR0E7iok7&^_ZAE;kYHX9HV!?NQu`G-Tc*R= zz=e8xR0x}xR@$%owU2FxH|>NHz{8$AQqVi?UQgauWd&_f43nbqcGVEj>KzmRWOKLX zyct`~2FGf0&uirFVl=sIp9!+HZGsAu=Dk)mq~iOayNXE)ZZkBfE0MZIAEVd1PZo3> zIig)#%eP8$zvAb2+i7aY*L6ceWl;K9pWc3i>gk8g;m+5cB4{{q6`RThIu~E23-x5j z&1{czKRF3ERL$V87#Rx5juO2bW}W+PIY1Cwx%-lmVu(;?q`7hafSnFxpH74c&Jv~X z@E*HuNi04}+VU6 zCT{I$`6|=p07Oh&u6)2XQ|N}_vxbUO#L3N$SfTcjY-^h*-EMeleLz6qd&WNA)}w~K zM_Nu_?Bty$xJ^d4g7}{GX2^!SqT>}A8JSo&JF*2@rGVDi3^AeyI=`{8oJ87O>ISu$ zy`HYWRYXZ_LYwmrj;P0z_E-_p@XZiCwJ(^Ls+@*^@p3#~51Hq&yCuA*g2Rk7fvVoT zsmN_^oEj9)&&$itck0EuGXkM_PtTqn6BUXxXU7hLFhy97Jb!sE$yz}pm?gZ4YSFqO z%r_@3Xm>GaWzC{y^Yp-f@(uvblsHh7g;F)`3 zl}!8`1P(p4$H?E9b8UbVOM7OxY9e^c{Np+{hpoRcUNr~O-X5OjoQLHcGae=c~3<;m4s;7*xI_gm-21O4|8S?iTzS-LlCp-?i?q-%^OBO1j{#Q9NNKDR4pUNGzB%R!hg%v) z@~v5{;hZGIr?Vjbr=k07Xi%e+I%4!?3)0gbc~)NJxmgW-|Irfp&vMC6`%B3M1qHpC zK1&I*)G@ifUJwEi+Ps*O@)iBEk;?U-WU08*KQ<}aEe3n#5#^s(&0z#e zU$GM{fxK#v35hyPpzLzUJ!xt6@J8g;l$qYfq9RC6FO$XyOThU!OuUP!X>tE^6BXhf z4H|HJ2P16n%%P_k??FmWIIW+Il6c0$9bPN>Uf-_Z^yz6#()q3si)yZ?7cCC)7GutH z!fT}EVeN0$l2fg#-!_I`t4`_duo}wCe`Ya3poYM2eFUVpzp&Xarw9~V2M0G6WxCrH{d}y3E2@1L^0VK3!>){^?n6DEBFuJ+f6FT;JM$(*lWn+y+w3$VUg# zU*G3c7KsJAL7CUdEhkQHghNrlKjf|ctDw-+ceiFL999(P~2!-LdV*1AH5X+g% zW!l6ssB8Zp!|z#VZq)7J0d@gVD_~n{>Xv6|ah>wSUSylsqc|__9@OYr$me^;8nt6o z$W@{k+EkYBeZHW8z}#2WaCrM4)4bg|JL8Oz(Z^)T!zcTN6D4*A5{ptWGNt7unaCx& zP+OW)TS5(O#t*`CIdSF2fWcPEvZlL%!7Iz6-P!qxpT*F3?^(ah-liXEs1M*GIpH{4 z8g<$aA|&5iA2dFxoH2g!-N$dPGu5|zFA>5iHWQ1JOjIapqwML=MsVWNu+}yCkhR`ztLZ9Pd7950 ziDxPoN=>;8VNgx>2ot%Bzt6MViG6);POeBw7h~t7T(@7)7^<1gHs##pNXEi?*I1gc|qcq|s{-$(lFMcUG*P1zneX@GkB}Q+)V1 z#sZthyzeEAJzf|dE|bfgnq=!UHwCzxiKXH7P0Np#a}6yxI};92cKab^We(vZ&~Gw; zYFUo>#89n#7AI<4+?g`Vt5;8rdk0pWlg-Z=77_C4VVKDhoai1^CvdI5u*&6H?!ZEH==2oxxTxU4QZoJAF%fwH1oojl)Nb^xtP%%(2dPb^38FP)8g6a zAAf*7N0dW@XVxi^2j{W;%KaL!L>ErD^T2>A&oXZa&4sd>Q?ihw(P)O%?c2)|*nmgc@z4qNaKW%1Li;-wM5h3T=wm%WO-U^FDq_X2;aUXmDtM#e3QH03h-y zVQW#u1MI|BrS*1pIs8cW5_J*)*g_640bk!?UZtLT-v1B4=ZBT^c@L*B=0f$# zUt0j6KY+Dv^E#s?;d>bSk;wi(@FUH=AHJOQ*v)MbgTW{i7dt}if48>&9l7Js*=ee! z8HED-N&euISAStJ&zpXmd2w;qBqfcD)iQdB)jdjzr9KctsMNua-?yY79(zqakj0O? z`n-=R_R9JW}t*6m*smt2>Gn1JsCwS#A7VP|asdCL{NEHB} zPyg>41gstq0YgHpp0F{~l@?J6*f09XuN~ptNk`JoZ>YN`O7JK+1y&Ll_|8HBX>YxY z6vWHG&29DDJUPVpzxT@D2jBZg<$|WE!b}C#0D24nLZU&0$Xe|m#&Pw#d;HDt$HPi1 zKVEV)R)`)GUv%WztWGdexx2^lhhh8^UHkX+{(oHMpE894SFqH7qT{$q)Is1fnS1C! XvQaPXfdfxB05G~{dbQl(LHK_Glf6|Y literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/developing-an-ai-to-play-asteroids-part-1.md b/blogContent/posts/data-science/developing-an-ai-to-play-asteroids-part-1.md new file mode 100644 index 0000000..b1b6fe8 --- /dev/null +++ b/blogContent/posts/data-science/developing-an-ai-to-play-asteroids-part-1.md @@ -0,0 +1,763 @@ +I worked on this project during Dr. Homans's RIT CSCI-331 class. + +# Introduction + +This project explores the beautiful and frustrating ways in which we +can use AI to develop systems to solve problems. Asteroids is a +perfect example of a fun learning AI problem because Asteroids is +difficult for humans to play and has open-source frameworks that can +emulate the environment. Using the Open AI gym framework we developed +different AI agents to play Asteroids using various heuristics and ML +techniques. We then created a testbed to run experiments that +determine statistically whether our custom agents out-performs the +random agent. + + +# Methods and Results + +Three agents were developed to play Asteroids. This report is broken +into segments where each agent is explained and its performance is +analyzed. + +# Random Agent + +The random agent simple takes a random action defined by the action +space. The resulting agent will randomly spin around and shoot +asteroids. Although this random agent is easy to implement, it is +ineffective because moving spastically will cause you to crash into +asteroids. Using this as the baseline for our performance, we can use +this random agent to access whether our agents are better than random +key smashing -- which is my strategy for playing Smash. + + +```python +""" +ACTION_MEANING = { + 0: "NOOP", + 1: "FIRE", + 2: "UP", + 3: "RIGHT", + 4: "LEFT", + 5: "DOWN", + 6: "UPRIGHT", + 7: "UPLEFT", + 8: "DOWNRIGHT", + 9: "DOWNLEFT", + 10: "UPFIRE", + 11: "RIGHTFIRE", + 12: "LEFTFIRE", + 13: "DOWNFIRE", + 14: "UPRIGHTFIRE", + 15: "UPLEFTFIRE", + 16: "DOWNRIGHTFIRE", + 17: "DOWNLEFTFIRE", +} +""" +def act(self, observation, reward, done): + return self.action_space.sample() +``` + +## Test on the Environment Seed + +It is always important to know how randomness affects the results of +your experiment. In this agent, there are two sources of +randomness, the first being the seed given for the Gym environment and +the other is in the random function used to select a random action. By +default, the seed of the Gym library is set to zero. This is useful +for testing because if your agent is deterministic, you will always +get the same results. We can seed the environment with the current +time to add more randomness. However, this begs the question: to what +extent does the added randomness change the scores of the game. +Certain seeds in the Gym environment may make the game much +easier/harder to play thus altering the distribution of the score. + + +A test was derived to compare the scores of the environment in both a +fixed seed and a time set seed. 300 trials of the random agent were ran +in both types of seeded environments. + +![Seed Effect](media/asteroids/randomSeed.png) + + +``` +Random Agent Time Seed: + mean:1005.6333333333333 + max:3220.0 + min:110.0 + sd:478.32548077178114 + median:980.0 n:300 + +Random Agent Fixed Seed: + mean:1049.3666666666666 + max:3320.0 + min:110.0 + sd:485.90321281323327 + median:1080.0 + n:300 +``` + +What is astonishing is that both distributions are nearly identical in +every way. Although the means are slightly different, there appears to +be no apparent difference between the distributions of scores. One +might expect that having more randomness would at least change the +variance of the scores, but none of that has happened. + +``` +Random agent vs Random fixed seed +F_onewayResult( + statistic=1.2300971733588375, + pvalue=0.2678339696597312 +) +``` + +With such a high p-value we can not reject the null hypothesis that +these distributions are statistically different. This is a powerful +conclusion to come to because it allows us to run future experiments +understanding that a specific seed on average will not have a +statistically significant impact on the performance of a random agent. +However, this finding does not help us understand the impact that the +seed has on a fully deterministic agent. It is still possible that a +fully deterministic system will have varying scores on different +environment seeds. + + +# Reflex Agent + +Our reflex agent observes the environment and decides what to do based +on a simple rule set. The reflex agent is broken into three sections: +feature extraction, reflex rules, and performance. + +## Feature Extraction + +The largest part of this agent was devoted to parsing the environment +into a more usable form. The feature extraction for this project was +rather difficult since the environment was given as a pixel array and +the screen flashed the asteroids and then the player. Trying to +achieve the best performance with the minimal amount of algorithmic +engineering, this reflex agent parsed 3 things from the environment: +position, direction, closest asteroid. + + +### 1: Player Position + +Finding the position of the player was relatively easy since you only +had to scan the environment to find pixels of certain RGB values. To +account for the flashing environment, you would just store the +position in the fields of the class so that it is persistent between +action loops. The position of the player would only be updated if a +new player is observed. + +```python +AGENT_RGB = [240, 128, 128] +``` + +### 2: Player Direction + +Detecting the position of the player could be made difficult if you +were only going off the RGB values of the player. Although when the +player is upright, it is straight forward, when the player is sideways +things get super difficult. + + +```python +action_sequence = [3,3,3,3,3,0, 0,0] + +class Agent(object): + def __init__(self, action_space): + self.action_space = action_space + + # Defines how the agent should act + def act(self, observation, reward, done): + if len(action_sequence) > 0: + action = action_sequence[0] + action_sequence.remove(action) + return action + return 0 +``` + +![Starting Position](media/asteroids/starting.png) + + +![4 Turns Right](media/asteroids/4right.png) + + +![5 Turns Right](media/asteroids/5right.png) + + +We created a basic script to observe what the player does when given a +specific sequence of actions. I was pleased to notice that exactly 5 +turns to the left/right correlated to a perfect 90 degrees. By keeping +track of our current rotation according to the actions that we have +taken, we can precisely keep track of our current rotational direction +without parsing the horrendous pixel array when the player is +sideways. + + +### 3: Position of Closest Asteroid + +Asteroids were detected as being any pixel that was not empty (0,0,0) +and not the player (240, 128, 128). Using a simple single pass through +the environment matrix, we were able to detect the closest asteroid to +the latest known position of the player. + +## Agent Reflex + +Based on my actual strategy for asteroids, this agent stays in the +middle of the screen and shoots at the closest asteroid to it. + +```python +def act(self, observation, reward, done): + observation = np.array(observation) + self.updateState(observation) + dirOfAstroid = math.atan2(self.closestRow-self.row, self.closestCol- self.col) + + dirOfAstroid = self.deWarpAngle(dirOfAstroid) + + self.shotLast = not self.shotLast + if self.shotLast: + return 1 # fire + if self.currentDirection - dirOfAstroid < 0: + self.updateDirection(math.pi/10) + if self.shotLast: + return 12 # left fire + return 4 # left + else: + self.updateDirection(-1*math.pi/10) + return 3 # right +``` + +Despite being a simple agent, this performs well since it can shoot at asteroids before it hits them. + +## Results of Reflex Agent + +In this trial, 200 tests of both the random agent and the reflex agent +were observed while setting the seed of the environment to the current +time. The seed was randomly set in this scenario since the reflex +agent is fully deterministic and would perform identically in each trial +otherwise. + +![histogram](media/asteroids/reflexPerformance.png) + + +The histogram depicts that the reflex agent on average performs +significantly better than the random agent. What is fascinating to +note is that even though the agent's actions are deterministic, the +seed of the environment created a large amount of variance in the +scores observed. It is arguably misleading to only provide a single +score for an agent as its performance because the environment seed has +a large impact on the non-random agent's scores. + +``` +Reflex Agent: + mean:2385.25 + max:8110.0 + min:530.0 + sd:1066.217115553863 + median:2250.0 + n:200 + +Random Agent: + mean:976.15 + max:2030.0 + min:110.0 + sd:425.2712987023695 + median:980.0 + n:200 +``` + +One thing that is interesting about comparing the two distributions is +that the reflex agent has a much larger standard deviation in its +scores than the random agent. It is also interesting to note that the +reflex agent's worst performance was significantly better than the +random agent's worst performance. Also, the best performance of the +reflex agent shatters the best performance of the random agent. + +``` +Random agent vs reflex +F_onewayResult( + statistic=299.86689786081956, + pvalue=1.777062051091977e-50 +) +``` + +Since we took such a sample size of two hundred, and the populations +were significantly different, we got a p score of nearly zero +(1.77e-50). With a p-value like this, we can say with nearly 100% +confidence (with rounding) that these two populations are different +and that the reflex agent out-performs the random agent. + + + +# Genetic Algorithm + +Genetic algorithms employ the same tactics used in natural selection +to find an optimal solution to an optimization problem. Genetic +algorithms are often used in high dimensional problems where the +optimal solutions are not apparent. Genetic algorithms are commonly +used to tune the hyper-parameters of a program. However, this +algorithm can be used in any scenario where you have a function that +defines how well a solution is. + +In the scenario of asteroids, we can employ genetic algorithms to find +the optimal sequence of moves to make to achieve the highest score +possible. The chromosomes are well defined as the sequence of actions +to loop through and the fitness function is simply the score that the +agent achieves. + +## Algorithm Implementation + +The actual implementation of the genetic algorithm was pretty straight +forward, the agent simply looped through a sequence of events where +each event represents a gene on the chromosome. + + +```python +class Agent(object): + """Very Basic GA Agent""" + def __init__(self, action_space, chromosome): + self.action_space = action_space + self.chromosome = chromosome + self.index = 0 + + # You should modify this function + def act(self, observation, reward, done): + if self.index >= len(self.chromosome)-1: + self.index = 0 + else: + self.index = self.index + 1 + return self.chromosome[self.index] +``` + + +Rather than using a library, a simple home-brewed genetic algorithm +was created from scratch. The basic algorithm essentially is in a loop +that runs functions necessary to iterate through each generation. +Each generation can be broken apart into a few steps: + +- selection: removes the worst-performing chromosomes +- mating: uses crossover to create new chromosomes +- mutation: adds randomness to the chromosome +- fitness: evaluates the performance of each chromosome + +In roughly 100 lines of python, a basic genetic algorithm was crafted. + +```python +AVAILABLE_COMMANDS = [0,1,2,3,4] + + +def generateRandomChromosome(chromosomeLength): + chrom = [] + for i in range(0, chromosomeLength): + chrom.append(choice(AVAILABLE_COMMANDS)) + return chrom + + +""" +creates a random population +""" +def createPopulation(populationSize, chromosomeLength): + pop = [] + for i in range(0, populationSize): + pop.append((0,generateRandomChromosome(chromosomeLength))) + return pop + + +""" +computes fitness of population and sorts the array based +on fitness +""" +def computeFitness(population): + for i in range(0, len(population)): + population[i] = (calculatePerformance(population[i][1]), population[i][1]) + population.sort(key=lambda tup: tup[0], reverse=True) # sorts population in place + + +""" +kills the weakest portion of the population +""" +def selection(population, keep): + origSize = len(population) + for i in range(keep, origSize): + population.remove(population[keep]) + + + +""" +Uses crossover to mate two chromosomes together. +""" +def mateBois(chrom1, chrom2): + pivotPoint = randrange(len(chrom1)) + bb = [] + for i in range(0, pivotPoint): + bb.append(chrom1[i]) + for i in range(pivotPoint, len(chrom2)): + bb.append(chrom1[i]) + return (0, bb) + + + +""" +brings population back up to desired size of population +using crossover mating +""" +def mating(population, populationSize): + newBlood = populationSize - len(population) + + newbies = [] + for i in range(0, newBlood): + newbies.append(mateBois(choice(population)[1], + choice(population)[1])) + population.extend(newbies) + + +""" +Randomly mutates x chromosomes -- excluding best chromosome +""" +def mutation(population, mutationRate): + changes = random() * mutationRate * len(population) * len(population[0][1]) + for i in range(0, int(changes)): + ind = randrange(len(population) -1) + 1 + chrom = randrange(len(population[0][1])) + population[ind][1][chrom] = choice(AVAILABLE_COMMANDS) + + +""" +Computes average score of population +""" +def computeAverageScore(population): + total = 0.0 + for c in population: + total = total + c[0] + return total/len(population) + + +def runGeneration(population, populationSize, keep, mutationRate): + selection(population, keep) + mating(population, populationSize) + mutation(population, mutationRate) + computeFitness(population) + + +""" +Runs the genetic algorithm +""" +def runGeneticAlgorithm(populationSize, maxGenerations, + chromosomeLength, keep, mutationRate): + population = createPopulation(populationSize, chromosomeLength) + + best = [] + average = [] + generations = range(1, maxGenerations + 1) + + for i in range(1, maxGenerations + 1): + print("Generation: " + str(i)) + runGeneration(population, populationSize, keep, mutationRate) + + a = computeAverageScore(population) + average.append(a) + best.append(population[0][0]) + + print("Best Score: " + str(population[0][0])) + print("Average Score: " + str(a)) + print("Best chromosome: " + str(population[0][1])) + print() + + pyplot.plot(generations, best, color='g', label='Best') + pyplot.plot(generations, average, color='orange', label='Average') + + pyplot.xlabel("Generations") + pyplot.ylabel("Score") + pyplot.title("Training GA Algorithm") + pyplot.legend() + pyplot.show() +``` + + +## Results + +![training](media/asteroids/GA50.png) + + +![training](media/asteroids/GA200.png) + + +``` +Generation: 200 +Best Score: 8090.0 +Average Score: 2492.6666666666665 +Best chromosome: [1, 4, 1, 4, 4, 1, 0, 4, 2, 4, 1, 3, 2, 0, 2, 0, 0, 1, 3, 0, 1, 0, 4, 0, 1, 4, 1, 2, 0, 1, 3, 1, 3, 1, 3, 1, 0, 4, 4, 1, 3, 4, 1, 1, 2, 0, 4, 3, 3, 0] +``` + +It is impressive that a simple genetic algorithm can learn how +to perform well when the seed is fixed. When compared to the +random agent which had a max score of 3320 with a fixed seed, the +optimized genetic algorithm shattered the random agents' best +performance by a factor of 2.5. + +Since we trained an optimized set of actions to take to achieve a high +score on a specific seed, what would happen if we randomized the seed? +A test was conducted to compare the trained GA agent with 200 +generations against the random agent. For both agents, the seed was +randomized by setting it to the current time. + +![200 Trials GA Random Seed](media/asteroids/GAvsRandom.png) + + +``` +GA Performance Trained on Fixed Seed: + mean:2257.9 + max:5600.0 + min:530.0 + sd:1018.4363455808125 + median:2020.0 + n:200 +``` + + +``` +Random Random Seed: + mean:1079.45 + max:2800.0 + min:110.0 + sd:498.9340612746338 + median:1080.0 + n:200 +``` + +``` +F_onewayResult( + statistic=214.87432376234608, + pvalue=3.289638100969386e-39 +) +``` + +As expected, the GA agent did not perform as well on random seeds as +it did on the fixed seed that it was trained on. However, the GA was +able to find an action sequence that statistically beat the random +agent as observed in the score distributions above and the extremely +small p-value. Although luck was a part of getting the agent to get a +score of 8k on the seed of zero, the skill that it learned was +somewhat applicable to other seeds. After replaying the video of the +agent play, it just slowly drifts around the screen and shoots at +asteroids in front of it. This has a major advantage over the random +agent since the random agent tends to move very fast and rotate +spastically. + +## Future Work + +This algorithm was more or less a last-minute hack to see if I can +make a cool video of a high scoring asteroids agent. Future agents +using genetic algorithms would incorporate reflex to dynamically +respond to the environment. Based on which direction asteroids are in +proximity to the player, the agent could select a different chromosome +of actions to execute. This would potentially yield scores above ten thousand if trained and implemented correctly. Future training +should also incorporate randomness to the seed so that the skills +learned are the most transferable to other random environments. + +# Deep Q-Learning Agent + +## Introduction: + + +The inspiration behind attempting a reinforcement learning agent for +this problem scope is the original DQN paper that came out from +Deepmind, “Playing Atari with Deep Reinforcement Learning.” This paper +showed the potential of utilizing this Deep Q-learning methodology on +a variety of simulated Atari games using one standardized architecture +across all. Reinforcement learning has always been of interest and to +have the opportunity to spend time learning about it while applying +for a class setting was exciting, even if it is out of the scope of +the class presently. It has been an exciting challenge to read through +and implement a research paper to get similar results. + +Deep Q-Learning is an extension of the standard Q-Learning algorithm +in which a neural network is used to approximate the optimal +action-value function, Q\*(s,a). The action-value function is the +function that outputs the expected maximum reward given a state and a +policy mapping to actions or distributions of actions. Logically, this +works as the Q function follows the Bellman equation identity, which +states that if the optimal action for the next step state is known, +then the optimal output given an action a’ follows by maximizing the +expected reward of the equation, r+Q*(s',a'). Thus, the reinforcement +learning part comes in the form of a neural network approximating the +optimal action-value function by using the Bellman equation identity +as an iterative update at every time step. + + +## Agent architecture: + +The basis of the network architecture is a basic convolutional network +with 2 conv layers, a fully connected layer, and then an output layer +of 14 classes with each representing an individual action. The first +layer consists of 16 8x8 filters and takes a stride 4 while the second +has 32 4x4 filters and only takes a stride of 2. Following this layer, +the filters are compressed into a 1-D representation vector of size +12,672 that’s passed through a fully connected layer of 256 nodes. + +All layers sans the output layer are activated using the ReLU function. +The optimization algorithm of choice was the Adam optimizer, using a +learning rate equal to .0001 and default betas of [.9, .99]. The +discount factor, or gamma, related to future expected rewards was set +at .99 and the probability of taking a random action per action step +was linearly annealed from 1.0 down to a fixed .1 after one million +seen frames. + +![Layer code](media/asteroids/code.png) + + +## Experience Replay: + +One of the main points within the original paper that significantly +helped the training of this network is the introduction of a Replay +Buffer that is used during the training. To break all the +temporal correlation between sequential frames and biasing the +training of a network-based off certain chains of situations, a +historical buffer of transitions is used to sample mini-batches to +train on per time step. Every time an action is made, a tuple +consisting of the current state, the action is taken, the reward gained, and +the subsequent state (s, a, r, s’) is stored into the buffer. And at +every training step, a mini-batch is sampled from the buffer and used +to train the network. This allows the network to be trained in +non-correlated transitions and hopefully train in a more generalized +way to the environment rather than biased to a string of similar +actions. + +## Preprocessing: + +One of the first issues that had to be tackled was the issue of the +high dimensionality of the input image and how that information was +duplicated stored in the Replay Buffer. Each observation given from +the environment is a matrix of (210, 160, 3) pixels representing the +RGB pixels within the frame. For time and being +computationally efficient, it was needed to preprocess and reduce the +dimensionality of the observations as a single frame stack (of which +there are two per transition) consists of (4, 3, 210, 160) or 403,000 +input features that would have to be dealt with. + +![Before Processing](media/asteroids/dqn_before.png) + +Firstly, images are converted into a grayscale image and the +reward/number lives section at the top of the screen is cut out since +it is irrelevant to the network’s vision. Furthermore, the now (4, +192, 160) matrix was downsampled by taking every other pixel to (4, +96, 80), resulting in a change from 403,000 input features to only +30,720 - a substantial reduction in the calculations needed while +maintaining strong input information for the network. + +![After Processing](media/asteroids/dqn_after.png) + + +## Training: + +Training for the bot was conducted by modifying the main function to +allow games to immediately start after one was finished, to +make continuous training of the agent easier. All the environment +parameters were reset and the temporary attributes of the agent (ie. +current state/next state) were flushed. For the first four frames of a +game, the bot just gathered a stack of frames. And following that, at +every time the next state was compiled and the transition tuple pushed +onto the buffer, as well as a training step for the agent. For the +training step, a random batch was grabbed from the replay buffer and +used to calculate the loss function between actual and expected +Q-values. This was used to calculate the gradients for the +backpropagation of the network. + + +## Outcome: + +Unfortunately, the result of 48 hours of continuous training, 950 +games played, and roughly 1.3 million frames of game footage seen, was +that the agent converged to a suicidal policy that resulted in a +consistent garbage performance. + +![Reward](media/asteroids/reward.png) + + +The model transitioned to the fixed 90% model action chance around +episode 700, which is exactly where the agent starts to go awry. The +strange part about this is since the random action chance is linearly +annealed over the first million frames, if the agent had continuously +been following a garbage policy, it would’ve been expected that the +rewards would steadily decrease over time as the network takes more +control. + +![Real Trendline](media/asteroids/reward_trendline.png) + + +Up until that point, the projection of the reward trendline was a +steady rise per the number of episodes. Expanding this out until +10,000 frames (approximately 10 million frames seen, the same amount +of time the original Deepmind paper trained these bots for), the +projected score is in the realms of 2,400 to 2,500 - which matches up +closely to the well-tuned reflex agent and the GA agent on a random +seed. + +![Endgame Trendline](media/asteroids/reward_projection.png) + + +It would’ve been exciting to see how the model compared to +our reflex agent had it been able to train consistently up until the +end. + +## Limitations: + +There were a fair number of limitations that were present within the +execution and training of this model that possibly contributed to the +slow and unstable training of the network. Differences in the +algorithm from the original paper is that the optimization function +utilized was the Adam optimizer instead of RMSProp and the replay +buffer only took into consideration the previous 50k frames, not the +past one million. It might be possible that the weaker replay buffer +was to blame as the model was continuously fed a sub-optimal within +its past 50,000 frames that caused it to diverge so heavily near the +end. + +One issue in preprocessing that might've led the bot astray is using +not using the max pixelwise combination between sequential frames in +order to have each frame include both the asteroids and the player. +Since the Atari (and by extension, this environment simulation) +doesn't render the asteroids and the player sprite all in the same +frame, it is possible that the network was unable to extract any +coherent connection between the alternating frames. + +Regarding optimizations built on the DQN algorithm past the original +Deepmind paper, we did not use a policy and a target network in +training. In the original algorithm, the estimation and attempt at +converging to the target policy is unstable due to the target +network’s weights continuously shifting during training. For the +network, it’s hard to converge to something that’s continually +shifting at every time step and leads to very noisy and unstable +training. One optimization that has been proposed for DQN is to have a +policy and target network. At every timestep, the policy network’s +weights are updated with the calculated gradients while the target +network is maintained for a number of steps. This lets the target +policy be still for a few time steps while the network is converging +to it and leads to more stable and guided training. + +Perhaps the largest limitation in training was the computational power +used for training. The network was trained on a single GTX1060ti GPU, +which led to just single episodes taking a few minutes to complete. It +would’ve taken an incredibly long time to hit 10 million seen frames +as even just 1.3 million took approximately 48 hours. It’s probable +that our implementation is inefficient in its calculations, however it +is a well known limitation of RL that it is time and computationally +intensive. + +## Deep Q Conclusions: + +This was a fun agent and algorithm to implement, even if at present it +has given little to no results back in terms of performance. The plan +is to continue testing and training the agent, even after the +deadline. Reinforcement learning is a complicated and hard to debug +environment, but similarly an exciting challenge due to its potential +for solving and overcoming problems. + + +# Conclusion + +This project demonstrated how fun it can be to train AI agents to play +video games. Although none of our agents are earth-shatteringly +amazing, we were able to use statistical measures to determine that +the reflex and GA agents outperformed the random agent. The GA agent +and the convolutional neural network show very promising and future +work can be used to drastically improve their results. diff --git a/blogContent/posts/data-science/media/asteroids/2right.png b/blogContent/posts/data-science/media/asteroids/2right.png new file mode 100644 index 0000000000000000000000000000000000000000..1b84341ba88cb86cd1091de9404a30aaedc6033c GIT binary patch literal 9411 zcmaiacQ{<#7w+hclF^B-h?3m-e)s-=_j8`pp1s!DXYIB3e%HHps>vf=S|B?R007YH>uJFO03sT~eHA4+ z;q1~5sv=xSgEjQcDG4Qt(k+GX%od_;9by*X5fYAg;tqK1AK>RM5$yWJ-Q7RfGa%%c zWKabF-~s4sshdX>9Yy;*s~2xS0`v=b^?m;G_pkAf+a@8?p5i;t`Qi)g3c)(ub$p`i zY&1Kh0;F2_MD-TQYq#y+pH)!Mugho6My1Q#xRJTvK?oJIi!PzB%iTSf>D&vpd#C$m z(_Vi4bh(I|kV37C0NS5j(%C^A@I-6j^RMx`uYREx)lXO0x|y3y#NSOA>`O}6cd?Wh zoN0P&xjr?t?y_W{=Qq{X@&Kf#=3#Ko8XJh7PiFJ&$*}Gdd!#Tqpi6RpMKeL z>`9lCgT8%al=rnmHZu-)N}1Ry3!k#inuO3K+gS^1g(c}x6-ZtW2Q8Dai6Bl({<>N=q?VE65^ z&V_|CTbKZyk*or|Gd3bUc`E+z?`5n`d|jKWl9kRHy`UbD0ZnJ8gP+TNhg)zw9NAc5`E2>Kvm8aeC z)5YH88D?XYU!BhYMxuUGaOn22)u>+rVQ)9DR990o1n1?a=g0b%D7Eo~J=52(qU3+F zJbOA_1*8FdTeT+4-a#-rcOJ2~OMzFxjZ2?1yr;uAqGN^Qf{JRVo>WVDSP4#ag% zize?!qYJ5b5Ac4Jc*o8(K}?X5@#s>Jfik`DN^Miw%cb^77i$J62&(acl1z{WWoiOb z2a{oFkfxphxQL#_icpve0~8+ad*6rCI3G}?)rWWZIv`=|BsMa!~_wi^Pg16HDf?I;4==h=T1}`SxAE#kf;C zWC+0U4CzhwD;?e9n-TBW3QM>R{p8Ro}XDWO5Yt zCQSDGSGod#(Mp+@UC{~)N($ud$6>1uA>-Zt`a=PK(W-!r$cK3eIA`_!QEXdOJDbppBgeAYDrSJsQ?4bUQB9{QZe~}0Wb$ZQZIs7J!tsrjS zOlW7OL7I~xqTze2Iwcqbv5D(#XleF|I=qmNx*K?T^L`W0m^^*Q6R=%NDpu4sV*-ma zAj0)X<>bgvdGvG1X@Y&I;bZsy`dZ^9IU5h0`$}EXe+KznJDEHl3N*^;#UTbqb~i~% zOPwxnt`f3Ton`=O6#$F}P2~bmgR;F}nj8*$mi}p|HRn}R@g2b-XK7?>XqDrkf*p>X zLq{glxe6L)k#Rc(!Y%Hy4*a?KP&yb}P8C_0xS(Ux?vPyPXA1RT){)Gy!;UlJI>z`= zgO*CT_oU$P4fe$;Xkk8?170z$cJ|vw6$!{Fs8Dj?rP8J!Gl9J4U_U!jQ z^>~@Qa&J~DDZckv<*)Ey2KNv_S)WVBmfjcWXRxwJD`(ehshC{txHfT93&HQp5k@l4 zd+SWB1jpL6Y?vU{2*s!L#IPh@|3AM=JJ?>gq9z$}7~r?%+0+YmpZnoaW8^QERo8UI zZMy%kk`A9=JvsdWCZ2!lqahPXS@|XL){ldA=U_x{OT8gv^0-6Ww}dcQz*G}QrDm*} z>}Kep2=D#GdJ5xdt4KhX8y}wF{M9%Ox zDee>%q3i9Z&84lJ{o;rQsjJ4+!3B@jPKmzGogRTf10dfcuz>eVuo&>@i~O9?>)8y9 zFIajqC-40$x$JOL_Im`iNLiqZSL|xi=F2p?&QBqBjLrEKZ+TB>Tc2XB?S|GB8Ry@5 zzdpHa2}};sR9wH7TE77YOmph$ERs0~m_JL?7*Q4sNVupNAy|+FWJZ=UOiLDJLdoRO zDXyrG=a3$ev>^8oo+{@Vwv~|q_<79D!8G;Bv?tW0F-+}k*S-sezkf7G5m< z>>RRnKeba`k zSG*h#&P@P@uoZ1{}sdH@d_mXABm>1l3RS zCFac?DYXot#`nvyn) z7hxhFiWn^yJw!*kC)SCYzQUMNqvA|=WSz(@HpS?4M8+x(r$0avEpwslnk*8>?_UjH z?57;h)7RiXfs!oP;d&5ETh%()F%vr1nc6Mky5GGXS=!uKT74n4BnI3{s#+m(`88$O zY_<620BB)afY?RSNy5V)83%QXTwMv#VrFdfcaq?MV>NbiNx{rXs*y9ckuxeISE__y zJzg5blG6Fu_?p_X$TPt;4FB*w{5BPMdXUlSIHlqFCAZ0KQ*<0+!ztdH(IL zePBpVB_nYo$TKlts()WmreAyLp-jK#NS`{wvnF06;8Q|OYO+X%xWjW=dK^ouTOarV zui?w8e}#X1JwE+?8aJI~92FhoGPpumA2h*wj7dxk{RcC063f+bIlyA+$n!KTNK07W zRwR;d|L_5<3LX7Y!1du06ahL`1zpo6XNouXPYekfENi;N2N&mloDonsq`OqQd$N1R z7(4K1BXFs*4QGrrV(3~Rg$EWHKZa_QV>A{+XJG1qan)V~4>>&!8Se4nMUz@FU}G$w z`}8#lqAeX?3N(~+Z`bs)wpFAchLBP^hr3xX$WN}D{ojbgucJB0<8EaD?r(sum#Y@J z^5@T@xack~FQMH0Fa~lW86J6xSyC9R-H00YCa4}5*K{-^^Z4%cx_qcam1TBhi%)kb zS#<1>2d)|KPQ`Cgrol|_FYyxl>fY19E%SGg`<>~9cY2Q}_w_2B$?CA(+ToZ}^x=2T zuuw7_@YyOfuH@ME2$Jyat^>YbG)WIFBU*{)WdBlTO3MWBQtdyCKhNE3u6#LYb2U{8 zn1-h-Q90&9a|6c@E>@29JeP_Lb}umCr-r_an6jNl442WIKqMgH!6k=8q$f>53Cd~#R^{A!&nAxE4WLza&Qn*t*s{gn_$`n z`W*dO;}Y}k4Ck*3Z+}Dx&a6+pZ?um58sf&5{)}{#dEC0pG3DdM@Mb*M&SDYndf#=C z1C6^>!I9=iCiPqfaNMhh-msh%`Gk1=y<&~VFx^4wcs{mHv(p5(1|-d_d6cVlkpEM6 zho3m;0BQIy0KBQ?l7E(a=C-N2&HK5lbZ^$wYRgfgaw3p*lhAvKC!w_XP*9%j8eSQA zL>sj7K_=#r{;>W~Hc?{R@a8BsnGAu!ZS;=^>r0(FQ5ze$Mw>I>HK!5|qP@9O&ciej4f=vv#A6D73<@wYi=FnY<13qj z-uN8WGlbfdi9=vI?^9~Dh#O@s*;8GNf9O_i9=Clj+Pw3Qh4n^~Z9GB&+bzuH{-spf z`4MFThzY&y__|YAsN(=#UN!*&Iu|m6dvt3*Lm=7~XujkA`Kk(lIYhr%=H#h2&muhhhR7D7rwkM%t>;v_e2 z@7Sx=|A>s5_Ay^K<`YXFZ(+mgA*K#HwfOQ}8r${~9_&vx)wR@nA08~*SuVX|2C_3G zaWRrhkxYeIBxc>Nk=NfJBW8AmK-k!HYr-FjKkJ=w{r4p6^$M4r@BL0>o*>HnrJVSo zL5Fqs@md2X0P;gA)aLc(VQ9uX z&U{-d!Mga0GE$n}@IFQN@`Q)y>^yN}-QO~6R$_EpTgPQPxA{YVtx$^G7)gE%5UX6r zjx*qtv-#5Pq;{F}<@CuDTbsi#m0s%y4A61Evwf4srvXmDLMzRvL~$m0%wb`dX~xlQF-`^P3y#OfsuTli|3Gbf4L znCd-PmT}Gel?5vW!OjIXZ7M1!Pvy%b4M5wBiChJcu;Sn6pbLqd3V;}O3zl6uRoef` zp`Q3!t4u<}wufBDf(C{cz4wW9szgJl(C6PL`cZ)$ZdZ?a220-)<_n1kbolT(U7l&; z2jJlt@VXZ_5|h=Ob?4^x3cKEX@8lfUd_Ps6nUL6V=#1 z8-Jst5mpu?Hjn_{l(|ZewARNow+|;0Au{DN$e)s?>nH_FmVuAL~}(tZaAea7weth;ja)3~GZ-fdBKHO{KX zy>=c!Labefk&wGjv(+7(qev8&=#DQK@c+Jb&J@329q|+!v6LRM&Cy;U-mk|0;TIsZ zJiNB|OG^qlk<@qMq$t#QsJ!s#rK11b-xB%AbZmEO&d;o$TI!M!O6A<-vyJKM@vp>C zydundr9z?0&_DS!Jz2v9qe{C>%_#5zGX{2r{-OW31%|j^^z{Yl&o_Nt#%e>MHO(!2 zxR{DEzuB(IJ2gr_FGu4PCz!FsEYf$IgFgMSz*#yYS3QwL}%i~P!4u4 zZ#nV9d#d#fuR;NH+Dem=l>{SKbiH#DRF}oyK9x&?LbdMP0L_}D(DP${taSMSv7-KM zj9C3uhw9+C?i;x^ZFTX@?Z>N;WXO95NNandQc^&!(#_?<`EYtg^mh66ryvb1I}|J* zJ(yC0?hH9CG~@6oo#t=du?-$v?89#};XYn&Iz6+c#GlTFL|X4t`yQ{*5XVRKaWZ@u z9iaDrd5X~$ptpWdl;?iZY51|<7&u-k1&h87EAaO}E9piWu332bmO@J?%NKs(YmQ=+ zZ+=&8b}Czx`#I4t%Jz@Ft7tKzoO_E*U4YgP9E6mm>y<=R^QuT-dZQ;P{{E46Bv}zg zp`TvIJbMPriXMv7^*adVZl^6@7--_Ay{eKD~{9J|LC zOgJ@`;ho%{i|3#CCyez{b_Qd8Neu?A8fejaVf(d`^0zBID^RW!OrC@Qtu7sq9i|(f zv8Xn?)}ir4Jd*UnnMoXfX1mqw}T+SYGtd>$be7ah6Ec-45? z*_-arQptiSW>%m{XCT0-hapNJrZ4+yQ2YC?qvrW>N*+JTN(UvwBvX~M0gpF`vka7R zNUrt^@}7P(Mr^D9P`Ku3#yvIO>*rZ$<|x)d%r_D+lgm?O31Z)12iYe0&>|L%B}Qt! zX4)l|n>0rh6nWoco|^z+`}A=DJh2Sx1uF3A_*%BR8`7WTaZd4$!9~PMoP* z#z{-Hi}w55V)t}YSKe#}KZi;lQcUsL+mQLIFH(Fwq)5=)wH1&KorNa|LaWIHt26@^ zho~1|?vIKk%aO7HEM776zI=Nrf<{D=oMywS*ju zezvW6=AqFqd>^q&zu9+}KXn%VFqC)ZNxkUd-6AxA&|J!p(2TJRS;RyGE18Tdz_ko* z)Al+xsQ5@zlxm91mUkvF4rkYCzp)f{sZvS+q`1L(s`VPiM@Fs-NuUk5#<^UkogZ_L zW2_({>b&V!U6lqHZq19j`q#E6nE>sp~aZTc_Vg@N~NO1#C zn|QP!*qI{tX(zDEN~Kbxfe0gmY+pQ7l<`Y88wvWZSkz0m+cebbb^5jaQsu#=|CD?Q zN70Hj`&tEF2cg#}ZiB2e&21pDUJ4iVkD{-3^`symM(9vAT1s_PSdQixcr@Zo6xMHe-guzXa$Jr(l@1c4+%fN$d2j`g!yFUWFQ zu_hq6ZQ?9DR=)H!TJe9KJN5W(A-Qn9(o|99=4a4&Bdw-lqLhVH?JkQ7+g~wAYh~_L zs^s#0N%>XbjP?iLzFtSL_bVZk_;-BSVhYxhcqe{7we^AQi==mI+2!ti=R{vV&t;ey zn`qFU2#M;ei-(_<KXau83yzKa7TZg?hYi3!^B zqHeKl%KVNw3Pw^^5NSt>LSfVa^JsLUxAk*fM+Qm&5T>s;^`1>zmu*8|Iq=0F9$+jT~d>A2u{F|wJvpyJmxgPuXPCW7oim7Z8v3|+EcJkN96{m*hOQt#P+u}&h@EYj%TzVd(AH?A#Ma*#)utP-Rwvh z*t4rObJ4(fV4%haDygaukSb7Ej+6A?#}1ZDr$Bp3J(2SEf`y-^iJOXvB3^~+cl}nj zR*QlZi%+5zw+8VK{>VOV&lM+?LCTE{XCvFzUYyF#cMo`aC~>cqKx4j#W{T0gttc-? z^WLci5RpB4PE5=xl{?W3xlWB=X(IWLb=1S?kdF>@v9x}#;J%}A#f53>at&m6~w2)r(3 z746g0c3|gu@_wB}c}CyDk7If1HL8`Bxlq;zTAR4Y_c@9AgBm{5L*HK{y)A|`^4txw z=JzB7p&!d z?r+RA)Q1pIjR2HJfdW@)Dx90+r6MG&Ox5`q%U)IRbpEVCARSfnVTTeAU)QPYX<5~v zm0&o?hSf?<_|Sho*=%`o_+ZSYKq4(da{VrGj?( zKAa9b5FFKgT>~-=4-$y!9ne8s8jH^mhd0fbVFg`L1PUV9+0mgM{9xht(VLAB_(8V}SRJ!9Mwa&e;)P z*>=8Tt<#lqJ-mlzvSAmbvtRtb((ZaL(;0oKaHg@%r*k5s1cE@YGLZvjopmA~EfzE4 z{PFeGXp$1H2vqH+*GZFHR-Q2Gv6i9XNC9`PYjlAA`t|%&;cO5>C%;qTdvHRp_y-7? z3=b@G?$K8(I1u;x1-mwp$(GT%4~agTWpcm0-NwjpKGfbn_fcm$fdz!q2G&k)?Jc)eXpC09Y!g5;+aOHAUAU zgwAZsI{nR@9<08nMw9Pg+NyN0aPGeuKyIgiw>D40987`;l<`Z?kzzu}70`Q_XgpuZ z?+J5v*Gz?pFaZdRIGCfJ`m)N|VN6{WWnI#&F-^S)N#7Mr4?!-5fN%GjibO+6W=0 z>W~|Yw==o)-?q8jT7UFRVm@dT?7r`VWDs!lw9C5=J{FF%ip$A(M+9YNHD(86?vdln zD<82K*Clc3Pcgul4ObI!x35JJxl?U*(z7k-U=LK5aV@yIGex)4M}$SJ``zQ34;|Wk z=3EB1^q;X^2*|Smgsn0$(52>IGf<}p)~-@AVuUvl`MKIuQ{2Xc_dS|;pP5{$>9dO&&(*+ura-u!YnL;P-P0A_lxavBdZUDdpX4*pBP-hat3FAc(Eks9+zIBpc z{O-1Q^UmK*Knegl63M_M?7Y!@_E$OvNYHGhJCTGq1b=?+?NEtLq9f#XU@#Mt1&c%n z2iL)a7X01fTdul=x{F>zW*ryKJEGZ)^V*h7&G7_x>u7daeyG7H|YvFeQv=4yMSS{hhK}sl@(p<`0}tQCPMb4>$9HE_^8a+RW^QD z<+SG(EV4J>yIP(vmEyt4gnkFT+r9r1136m}_8H&AQngeQzD#5UYyEuB8|*zq8*BU` z*%X}c*zG=N>8@apnSp4es&V@2v@7%8lN{6m{Xn8X3ZG^Xb=bp?A_s*6^C7b;;MWYZ zMx$hY^Ggj_>#Pb_A)3WcizmC!Mx{J0o;w-WmgHy4 z<73oeI2&{IQ_YwSq|DJ{Q8elQ#rx=jm74lijV6+ZvYDc0Ft$nIiB)$~1tM!|0)8*U z5Uh&S4{vtt%u*KCK^PiXc&c!|O!`4v3KyZ=-ud0`&} z+9$|+%6S)9B~FAh>6EDYEH6ttkfmER^_YP6{8r+EiFgIuAN@MD|J@His(#2nzkIww zONrOtd`ZSup(7Rv;tggV^vS)H4lZ6{(Vl;9+h&3+dn2lcA>i+U!NDM<;u#s*CM2nV+j%KeWcd z>r{Mte0H0ihmfb=^t!n^xarZW3zV-+5bZ??9gV!y#DR^o`ec?&Cbk47ye1egt52Nx zLQqGCm_q=y9yyC&cE={|!Mr!V;V31tEtXapdlm1MT%Rbxw-^N^34 z5A$4RFBQ=&G~KqQLBo$@!43A!SPwi5L*1Q7*Nlh(vE_Xy_sG7)0l23MT!D_tooD|FG45 zV|9FhZ(RZ*e5r%EmaNUxdlJw|b3nM4Nv&EUX*mrV4tf|~bDdMbjlS=1vn!CAA0NCq zxdcG0Ua_x#m*_daqAJvl{ne_I&reN3b|4W){tAF5ts<84Lk|qTK7ciKblyq=FdZ3L zVki-R-;VV!BERM%W_{ODv>;p<{pTOS_}-fc7yTiD*D(*2!!iQ*ofg+KISWr!Mv<*4 zm^$d%nDB>!OqRbr2N|yZUJS#Tg=f8&*8z?Cu_$w{ZxTiznS2Z79&8F+OPA3|lnHNK7+9K}hCyxg8wk~EhTTIi z3eZ^)kPV`rn~)zg@H;th`e|o(;fj%J{IvT{*k>vxb*y_$vhAGe-r?~`k$wJ)K74_H z@Nt4t&0`%MoVTwILcAk?5lj=%^Y1pZ+n#dIH}BfF%3ML*Q`rfa+kI)=g>h^bX7`t) z>>p!(F;oUGYaU8>%bgi#axdectOLf6GA>p{&1My-;&oO&280*cPwnCxU^^$J)ngY` zI}K2|v>vV^Hnzq8WEh%`D4>2~PI7fm3a&aUdOJy6#q)ed${G~@HjYTBEY=IoMVAEN z6x|YArM?kopX&MQA%+jOw$sGizjE_CXyTf?xN0|@T~~b!N3M8T&#e0GZ5me3e)`qa zOmAquVAlEXm-_p$uSHXy{c~e5qP+AyR@lBt{Bv=@KJ23RdObF6ur%SZh9#JdjjdjN z^kg%|2oZzYjsmLwQy{&@+VxBOopN4RF>mqs_|&s&>(Zxg_><64AU{99tE^l-6yCjl zLz7i+$5${r~qS?>PAdJ)c-A zYJ^t|MJWG_B450C(aN3=y?_6{B|qc;n(X#}r49ertQS=O``mqmo10sMj?n*4=~T}S|Z?MGTo8qV?m2e81i?EnA( literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/asteroids/4right.png b/blogContent/posts/data-science/media/asteroids/4right.png new file mode 100644 index 0000000000000000000000000000000000000000..ebdc39d8fd23caec269fe7e87052a4442bd63151 GIT binary patch literal 8264 zcmV-OAh+L%P)ZgXgFbngSdJ^%n8+DSw~RCt{2 zed%)Ks@80RhAP|LXUBd2hrDr)T^g9y_k%$Qfrc8|<=&MJ83`dop;WRM#Q;WlVFGgw z%{^EMK*=$($FX0U!TAhl^K)z-cKadG>R}06zvJj}>9$*WkRJ0wJTKe;hWP{AL*f_a zsJ}Y_PY0SgV9C3@hj2L+@$pRYvLp=6{AmifFTsVw1&R{KR)eh_$0fru`s)hhmttOt zy`=PhYv+G5)?U6_4IsX_%MY((1$+}Is z7J97(0+|0UT7;m?(GoAkTtUt@JnE)?kFv>b#a`Y&N+DCc6tjTinM;QhGp+U0riLuz zTn(@p!#ti~({5d!i6vFbQuw@*=J8U@J77&&Q@>|Y$$Q|)?>Q3orI=U1*Q$#Z-Na25 zGd-8?%|oo;qtFalzGAmgdmUnBJfe^(UW$1Ddz5jHV*YKanc^O;2`|OmfwgwY<@u$5 zNikDpS+;m?--WTbRdfY=5}7+bhn zm{(v+eB$F0*^U->3(|2U#j7YkfGvfL&v5|pKn>rlJb#EZ zJ5C2Y{H@~=_x!GJBpOh{8|Ny*W$3N@=xS2gO&y1cGYRTZkb1~EWs4XG8B z)=*kOMy`eikp_zj_jLTG$JI)i`ujmkzPU3R)ifLBgss+udAhD;$xAU0pj5M-Hiilu zHLK884cfXz+cs#L7ERlrZW`2W3ot-P385rLDIuglB_)L703=8gI1Gs9kM)_AGri_k zWQe)Ho_H)7^HC-Fv$^2yMKKA}CG(4J2KfI$chVnj2J z7(@lmIlutpig&HGi*vF|S-1-pO1fJq(P|hyyN}j1MeRnc>8z< zQV^PhYg?nA@`KIth$YIoOibyxkkePz%C~|aJ@$Ah<_dB>HftMa0OuS{RpHdwqWt~* zhF|X=`1th;AHRR&*Y95-0CnAY8bV5pqd-&Ds5p0u zIPcj3fG|ghmB~W$L={tO9bX+^+{ijRYU%Oi*m=B#mtr2krfM>PGlr^4iu2PM?{Dvc zpu}KpNu?l!#BdtX4hX^%&u?ooFiT9v zQCA#wU8AWRv`vds+v4qX#@qP}VhqDLVrW~mjU{AV@!tlNlvjsxY#pBEQwJx zN0qaL(z#d9&mAx?RG0qqc1;Gx7&zmo+*b3bvAwPV#?VxiZE&wDRGfoz-!qg}YaVUQ z-G(Pn%zetZmB>mIW?nIokP=}dcRck*&Z|1}f}U+R9kFDmByFj3rZ#KF z)|^FC%AkD$yuj1hm~lowntE&TPs7*dZcNnJj{y@QgHmEn&f?tyD<^Uyr;%~^TvO8D zgS!!Pnd#Tn()aqMtFT>zH5K&Rf_#}Ui*s8^qhx%kkmWJ+;K@A*V5r@<#F*{LQqJ5T<}A(pGzxcPi)Y0w<3NI&A*+P9*bhp zwddKkJ!|F%zvP-Up4@&u3}wUFcv&FW;yy_!=>1w=p{Xj=6$j@mOszGBV6=u(8d6FS z1EiEtN6+FvgB%C!)nz%zqo6f|#=k1#=_8IY-5;%en1?=8U_3bl1H{D$-CjHYSq;9nxwCqAO@D}Xa-GWhzspzAse zLyvJ7A%%ca3dR@^nL-hpypp*h<1fL@#N5i4Bl$LsXS4%to2Efq+rbcRQ-}SUSJC64 zV&w#YYurY7&_P9=Vy+U?73Y%+fY^+f6p^*6Dl|=tQ+q<&wy1aof+glK4lp1Ht)Pv; z=j98R%NM#!hhZ2njsjBJV%;m|JpYbX0XL*=(N4OBt4kAD) z2{RCcQmDiTsWmQLhf8l&vmbg0F+xgd?Mw7Kwypy)`3f=PVtYuFj z&W=_FO506q4XHGgnWpOsB{7IGOh_Aqz$ipeOo|lKHmkGDtMiu{mk#x{yf0_VzL@eB zQ)FY-wH;*ZMu7k4;{(5c{lf2$51iZ9*4P1XqB%Jk3-QOqoHr7>ffZ5l9uw1!nBmcx zY2_e86FEI0$+=1!J1uvV7=#453XM_l>f%%E>kTPK?l zGEvH;29uft1P)>`DOpfStB#n6>RhQ5`e8(04IltYDOZ$BjKhFS-{CTJ7{mx^v|a4L z=&&!1h9-^q$EYSv_vHK+2f zAH1K=s2H>4Og5H0HBy%MvOj|u2q6S+jdC>5Hz0|SFp8p9wgF{Q1Q zU%Cta+kIk?gIgZPE(fDQVR;zshP~Nzuo*=OEc)J03CS7%GT!;Yv2-ULm2@MX!p8In z2F^laN%m^t%~y075E|;^_debXvjj9Djcy8sCnuYF zr#QEBf2>(C)!vE7kVj|*1xEw95OJox~jdAx9n$Yxz7xho2m>v^3C)aOPyfH`0 zU}v%wV&?fjeN5=F^c=0{sxc$B2drtd4Ji}DL(^PCm zhku)TJ`FMB3JY_!W=58D-kog>;N-{}Re%=6^xb>D=r+?a$V7zn1huI#jJf3knNwBf zXdkB-k%C4xE}IlJ$Z`=&O400pqL}e9xdi*un=$_!JPk2D=0&lbWY)(#M2-s`4H znjmQus!2)b#O3ao2m5kr*Icx!Q2O{|`*Mn#!u?#6 z6QF#Lqvw9fj1{^-aAA`$uW{}6D`+CStjZ7I8N6iu|~>!;%;jf?VYu_`GcZj z7KAX(fQ;P?5y%)=lGNSRU6Be&ba)7Y36o`fc>tgED5H&O_JaU3xY z18M*b=P-<+VYW}Z;+Cit<3KduCRS35#8|{s{CK-E6q&vf1OJ}5WvD^WV6e;hGiYMa z00t@TVp(pqkdP8m*%3wB*soF$re2^2ZWQ>qROl zAx42=7|=BhPF0PDaa3T?qd;3#cHs))VcW{!qms389G5;Z zX|Gkr624tAV^~$P(_NL65Y>o*Tcu>i07}D12{n$8rxWz)1amq8S_8&_5yHqMUD}=avy~q-}!l5 zEj<^rA!o}e1z`-B(lAm%R|2xGAgT)LbOI>_t_><8RE(kF9Bo}gwk>qqx`hMgB(Qw* zweTn%3sM4%@yN!sR;E=QKwZ^D4gjNt*K^g^3 zQ&H~Igs?x?AGYv|GH!A8?Z~O$9#W0>kFU5 zfL>Wr+NLD8k%1x&1>;7%ui;N=(!RSNQOc63al{1ixPqAL)3@`>Q=Qvdr#-_p8o*++-luC#7e=IRwPYrXm@<=J+DnCd`iTFXV@T)?_ zOes4X(l=)fgI&O27%-56AOlJEH)v3BHKy;AujfrfgPjUVg&v>qv{Iw46z$IAR5gz( z>D#Gxz5W8=9_vfeU{U9W7 zYH0TvXa7Yr`!!twK^g)C1waFikXUUZiXY^JrO&!e`aQ^H?==dU;)>BlkHOa6(k7MA zhi(sM@k}-9Xg~NT_sZ2oW&zw41x1>t$?wlcBkjQ=Tp>fIWG-v$*?3A3BqhU3d`BKO`7@B3%6uQMvJF^`E+k%{@NVB{(9`SEpM@a zk6d&0w@khu0Nzd52Uf=XZAnHcbWh@|}*|e6bphgPmWuJ6Il^uu z=R&DydF~ogru74sag*Ea!qeE8aY>qP-sVgd$`3D_{FyT!rvbcP;g~z;i`clDHkEGk zEGJ(h2d3INi&o}{(zhfeW$v~1cvi^2apkp$U%7iLV@%F#P%n&*J0p!fcbqfoQ&PsW z5$$3F8Kq)ygv5fFo?P}CJKxc`^^bhqAcQY{1p=~Ui{i8UG)u=cYKUP@PXDXd^LzOq zk3HJGwc)*pQ=3!5G~B&jpr=txk2S@N-9XNWpc7fV+POH{QYB+j^58cW>&B7WMA!Sc z<5e^4R<<#7zwKyV{8ZdR))ivr-|Sm##Q6HsLo012y55t)FRkLqW1^xKk-{M&rYCn! zF}=Sx3udI8DW)gxJbk$$efd!GR`)VLC>wn9Azv$r1@EosO6f^S`D1O&7%3S&;$qwv z<=M@XCLv^Kf?(5eAf>C;8`mhWnVr6&iR}1Gr6637jvtY(jByKN`Nn)IlJlri=G=c1 zHi>zQO|s|wmQt3~GpJN*116g#UZRX%DajS?zWvE{V;ZuJ)jLkKu zOKq1A)NYLBa$&4;TV|;?zBSFa2$ny56sfmLz^&`H@RW*KLKrR0b~t-)Iq^*>~GC)LJcW?=}ygQ^=*ihb7|F^TPqxb!peAR7yiD1??t~jau7j z6I!De0$;;`&%Vd!*B35bhpz82i~^%mPEAy_Gb4*Ja;JQa^J=k*+ZHy0mGb>?UBN4P zV)|~qWF>5!e`>`{AMlhJQAH%)(sss`Ipy(SU2Uu#DW!xQM+hP9lnG_sezc>~zlOn$ zyX@TJ{$n%%*iV@#PsiO-#;uCPzX{Qb!dJgbyHHZl{R){mpS3HIRm@z1Y$H9OjIk=| zrU>`LXs1jF>t4puj!qA*9j$KHQ@6!=T$Jb1o#sPMIp_J5Hv>ZcUHO>q-Kw%xj$Zpx zJ*8r%3Yq!?_T;qu3QI^DodXuR{z_7k-qw zK=0>{M@4z5vJ)p`uVVgGrM!!cx&IBiZ#L!LxR{W8ZOkPh=YH}1ynV^Y5!Vf?Q^r6j zg+W+iUiu!Nmk$5yF0SbA(T$dngOV7P!k{Dur7*gpJSFC|m8Mc8O33oIWvZy9{M$s~ z@m*_c`uO(Rm`4@$DHJnR$K3JE#+)^7#|pVD+7~whK+MiDH-KBjz}UIrQaEA`_`F>3 zzppR+_v;g%eUDCz7?gxC8bTWgqan41FvfmuqF`I*Y)tGt{x>5-%=x=mZjao`R#phN zyed`5^ccuJ?2Jtr{CLsEBut9w8|#%JNLQ41UNO51{`>Wb|Np=L;j{11DS=TdC=e96 z(do_%P@omX%-fhp6>=^ARzu&&_Pw^`-rMiJ{;3snp_I8T)Xt+u_0Y!YUJhn^cC2f! zVU9=|RyCzDkV@Od41~Zi3UtGOOKg+&BUPwha^HYO_RO?))?$#IH?6K|!T!#}r0G5J6%|LVsLTN>(n) zvworHXI%@6?UOq*{^lONm5Sv(@U4m&ldq(Zu|JS`_$>O?4(6(5qPUp*XD6JwMGT^F zllqbSI24>~`@?+~rCHgwY|Iz--aK*^1|>Y|N5Erfxcd z+^ZhJe<*6Mn7Q~_6gCji*{8FibXXE@uNsE0L%(nscke6T{bpp^!`4U?yFR>cDl&}C z$mt0h=8^;RiVxtvo;xY#%ruBAQQoD4ikWYzx&y8&$sYE8>}=OOif^4InJUhjN~Z2) zPcD^nKKyL1rfHa%jDe)VESSC@>GyNJJ0<0O*_YSj&llwzukM;cdN+_QwkeA?rn{}T z$y}r?x@Kl$#zlIhmriOg~CXWv^nC;fboChko5oj<<&JT|6Bj+Aj2PqvtpX%QML zWgKsCU9moq(Qj!*C?fmHmi~qpZpYn-Ny)15kTF~MNm;NY(7@Y!8(8G3Ys`y7gjhO-gDAe}Zb zPY-a6l+*9|VeLs9weWi>>(eV{E{t(KGE!@d$`Z2~21m*Y1VCwnwrN6~aU{N?V2pv1 z5`!B}^wo9f#sR$;-INJsXF~2!%{{gB7xv@s#4Nr+>8ljiaw6|kF>~=6*r94(G5c{u zRo7sZT?N<>K`Mo&-X^A23d1nqa=GBrcj$)RjZF87X~J~jwE-H};#Prql-}NIv6g<% z-rxDXikZk`t~Q>7AyIF4#Qx-$uo>I z#Z+W6i+9~0OXa*ytM09!CFOkd3-}Z^rpMkNYY=}7irXPEgzQi zG0`Vdgs@*Q8-?9h>(g?9mvTN5HxqOD0Jf~A!uh>D3_zIK$d#Iu(tYNy5dwAHpss6h zwn0pqJ`t#tU9wt9<(AQQMR}pgXh%{v0Hrwcu8pt zNGki43$0Nrg{tD5bl~ zm1mod$PVa*28_{A+MwbJoHH=SgIlsK(}a6++V7zo7~@uwbEDb`6EU&k?)Z7x`)99X ztEZo~^)saR#^#0}s+c~IUFzC?#2#P<(=srOVgC5awJyT6Y<5^e8|CJq5+Ps8c|Sam zm>aJQo9w(0Jd(>jYvd3RMzzFiTn0+A^or<$D4C0XaK;woM8;j)FJq_HrN4hmfo^Sh zyb*h5!ydtNDQ2c!vjk5X0N{x@62qY-R2CzYQles=fG?H2Kfb>mGgX3AIWa$CP(+s@2YYSwJa7ycX$5R;<+cfeNd^2#U~5WcdT+Euw5?JcU0m<2g( znbwcT&w9n4`dgA)NNdu_xLenUu=G;MXF^diZ*LZ({9!4=YZWw#H&)6?G0Qi;%62@O zO#h`d3uTKf7rMsbYy(YjJQ@Sno9?VW#xjR_pLEwlD1^6m?N9*ns@gWMGH1*CYrbhGPsck+qg01&eOcNmuS5e;y7t<)vBLrEnfF}|417%F6>g< z611ndOyXOACtmml1jP&<%OKecQ-$1on0sxjLPVu@z{S9};(gW=Fp=}#O1ba;FU;{H z6|;nw()~Rs_LZkTH}_Pe7v8b2eBER7#Ig7fD2WZAlN z5l1_e?vH(Aq2e&PG^Qp^{g5)W@KdYnGJl<#lGOEF(~ zO1y~q!c*c!%om;#FJiv%lz0*Ig{Q=em@hmfUc`LiDe-@&X@-&Dp9QV}0000zh?APGw}m^Ir;_KzJ}sBd3t$3g?;T`L!q9&&R%|p zc-;y(IP5r@s!E1$iuWyN1J*NC5aU=N!jESE!u_4IvR;+}CY#^C z>xo10?F%h2es6uI{59^qe34j<-}~UDDi7sD98Q5KZyZV>Ni1Guq82*~j;bN znwSWOD(9sP4$R5=OL@=Rum=+F9BpHH*wyZpBJ+TlrlBCO%0+aFc0&yOqEiX>pKhQb zW-Ih$i*~0a6jQfldWGp->wepNAYXW7k?~)PUs!4Vt(VU+ftRMs*w(7-w))EJeeBM1 z^pT#1ZP@=*!I^)%y4t$@r*cSEI>M_qOhCJ(bpF5}E`<*eeEDA|xXhuLu<-WMx(eSd zP5GwEiG|q{&Ai^F;}AhXz<*<@HMqY&JS(u{6_K}fYV&laz^vO(c2(+sv~fhHW~9Hu zvlKv(7J>DJV9?OTIb>N6xO_6EBO~{)s@l!`NhSOg*y*$xIuQck2keKeZqP}caW0<_ zL@a+Jj$Q6urS;bZn`zDBOI-%Fs%9)dD)o4!-*z)SReV2=CJ6C27E(G5uK{ZS= z)Y{*z>Ogplo6@sqDyeNc(46UvVpVWA6HiO^?xJ@p>1y8OB$|eiIHYGPF<6k~RTrPO zQ0aW$PYoHIB`si5c5L}?8P$@cJsGx~{=D=}ul*DsE-cCy$ChFV{p8-H0^ycGW3ma* z4oMgWb=!L$yV^##H4pnWCDic{w0ZFbD=5%+a`J(aSlX^zVONVMb+jscfc6YXg8$^j zND*n8{_?xouULUy470YE#H!8DQiLbZM4{nBRF`*)jmz()rt2{dXV}?NL7dg&hN^1q zC4)bvBt(68wEln@@)RblSomRu%0(JyL+4X1#OdT4c{K_#V_lW|`Ew1%RO-#xIgJ>- zC#+qVi*syPv>EXkghl9f)Fbq$GU0G<(VI5J(}2q6c#*nB{2d~7kI+2i^*l^Hg1q|f zwC=s)RG=U)+Jph;n;#8N?t>9YV>={)BJ*h`*g#7O@De~*z(*O*rq8wen|-IZ$BdAa z$$f}HB^PSLs4^<Ywp+#`NHpJDU>M5+Pch>e9)gGh-19C5Mm_}cUp!KQs4ofUuD zX%!QR>?n>g@%5lI1b@aB0gUqkDcdN72gluFDJGMrTNv^6_Qt^lWh86=4ckkr{s^OL z{*nZ6elI`F@JC496fRSu1>Ycnnj&80$mH2)8w>kP-3| z@X*n&3((}#W_UlkZ^c}U6D1Z?hoCo&Z{+uuEAdgd*m$k5<|kLiugwntN=p^CDS>AP zi&z*L;2=unm!c$>pZ31Q27a?mVsd-)6{qf9WUiUE(Tw13tI)BJ!rIyz9vd6m=g?4w z#9U9 zC+hPfI-@omBQ1?Qy!87vuo10zuYbKIa(8!MLhpJ81_(eJw5G`K)i?kinJwq}S471o zgx_*$yvcyG0lgfRVUJjHs}*jzAAWEltf}T1-5_DxB2!RQJh~WTySX@wIKDV!3k?rf zCS3)f#SOYo(1Lv4%gj{bYZs3TJpgH3f>a$R*R#c%P-4gihswJ zyZ??w{EJa6jbM+9gp(?Jv+jGCNmh|Ufe4eb>W{6l(hFO~lUa>j&mO8^cx;YFtjEY5 zXY`@GS4CU=+LluGVKeE&1j@w4`cB0|G>nYOcy}75TYpvFUZcI->YDbV zE036R2iC)eA9j`|280H8B#!lKqxsBkd@rQK$gOA+4&`aw)~+UwRxjT_PZ_^lqsJX0J>goSfdOvVxL;HePa z{(1gq&Ofcf2U^03p7oL^Vf+2 zd@d=q0JhVKBtGJSudB3DuToIrKY5YJCzqcP;)_`%ZA;U+(NO*`2JiSv*~FTGHDbrK zv^XgD@i!XsoSe2K&nTs=%3GRKcV|A<$p;9r!+Rv$I+wK`$i{FuA-@-F@PA~fs{H~O zn-JT~G|VoHQj#`pK&J5tp5Up{H06@DMOpZ7fAus|mAgztD|2L13Y z#SIHRNLB&ta&GA4yaW=d72?K=5BrR2`)x4({!^wY!2Oz__=Nh$C7#6_Rj9Wr**K$ghPb1-jv<420Pd7;R)yZtz`dqABdj-C|V~9*q;!n!;m9$K5 zLjk2I&@b@B8L~+IibdM0TB`y??3S6dO@d!sQF`>1(MrWZT}fxj$E5>rFN%5)EkiIrUq@K}92$(ZE$Mb;Rx@FvtNO_6lDld_`?*+e#e-;+01m(U`2d(x z@ETyyLNV%}$|*vwSr(&ZQPdZd+ghx{5f1hbzg9WkKIuf;v1tLFu$tNZ_}Rs%u0F-f@H zZus)VC_C1;j0>Wd%XuZZf9N!6JECocJ_PqR_DGq0G%hS=tm=4K@R8Fvs_=WMN2vX8)aK5k0T*@&q)h+Lg>MleJlM#TuEJofC9_TYNU0fhyFKB>D#hY9 zoAk6){h>5-h*5fOY?>u@5{6KZ-pl?Y7Jym0DO{WX09XN~eoX|MxC#g0OE17jGZx}Sr2>kXgeF@#8U zbS;ZUdqF0fv}7;nZ|JSmRv)3N>5FpcRC-hL1U)v(#Ou4Q` zsMmZI@z#Y8**>av-X{AMMaPRwOg@(5c5(gpV1oAQX=U!$5x!5+O}@gW9tkH3j7+{L z%bQb?=JopR`T$u!ENIEytQ?jgMVD+sQrNzU;8ETLgiOXb{25O6dyCN%t7+jP3 zWMaGFIKP|8R@h1z*n+QOH=L`VP|-997k8L8B~KQbA~kz^bnow+yjGeIi#~a%OiT-n z(j)eUCJw>D5LKkSY3E0#cB2P!d^C?&lq1O=j{Yzt_Rc1p(66QE;-T^?{fq}ZWL|J8 zw>~y@(o?eM)<$jFw2!Mx-KyR4#(d!X5pD#mD|`#1W~-u^J0ZCF7y}1gbbS}MC?t~u zu)||*c(u!_s^`eho!4om+k8x~%CmYZ^u*RahHvqoC_q9hqWDQx@)EBY9BffBxlxnRn$>5~&Kv1y?(* znwNb&k+ER+OQ!04z-J>mJ+(3-8%OdCQkeEpN{se{vTtL2uRxsGuA@m96X&bn)t7En z0{OjM!dGH$7S@pR03)CWLeh3*F-2_M@zcrhWpr-fik2K3L?%ms^{)@wwR#PMDPlrs z0VX~P>!~Gi4rg-U!K2r45!i7@#@81Gz=Lq4hL+=gxIqQR=`Q^vM!NHCOnyPJG9Nrl zW%}4tk+(*+RNV1^pLCC|$~E_6Fhh#?Fh??Vq|qdT-&;WcbFqkX8+{2Tiu=I^%(b&CL2b>Tot-GKH)zsRgGUSxyLn2PG-?4E))lv6;}lnZbF{7GS3HySFIb( zG1A=uxJ)6wlhF#PjOMrJNpbT)!xX|foF*y5aO~%dp=8#{O{B~-Rda5d=t`dQ6H}V` zUM19{W^&r-L#Vh#DvZOA88LmR3j*dGA!-^`b}`H|+M z`GF3753%NOKTlRq6aD;e=KN?i4BNErbkE_s^O_@CLhTKH`rqnjVu6HlFNP&a3OvFp ziuDC_RAQ-sslNp4cAkp{4ybM@ z>ZXPV)7<;|w(+o2EqcotnrQ`Hx{<2){;aD3EXu%a$358X+VDuC>s!PXBLk>wH?qR9 zm8+s9g8pZAfMU0~xl9w}B_j^W;?Z)0`dO0e4|m6AhV!AF?{ZJewM+0bk1jQ+rRpL8 zL++K6_My}L>j7FW>S0BHjJdS1!YvBu&B}+wXBE#*NNsfZ46|zwW%2&~B)x6k{w`~v zP&4|h9r69D^cU)n91(v+q$7EvYx3u3jgk{SRJ2`$$qGDtbj97o?X05VOPIbjqI4Jyk*m$X%7IOs6C(VczS%0ZY!Mym|QOjLXn>}5_(|o37npOWcBGc{t zV`{5p<12;Q)rshkz)NWSw8Wj?_Y;m6k2KX%FB%d#7M@CV>nhR3Pb`H8HQ*kF*VvTk zKWRT+;c?hhW6SIjV8g06dCw0dRd%dts(8)^%<5ViH?M~N^yv^8u^jUb)AvTf-NLui z>=mB|z-5czZ%#uKD&BH!Ob~~B!s@P4DxkxDy7fWiO%voCXIq1`ZM2nDbR6@aWK9LQ z__E>F1m_l$WX|dmbq^znIXc1fM14ecZiR4pqdQxmO`qv12~4;tv}kJb$bj+yoz%Rco(iOVG3L zSobb{PVFjIkcGUfRdC6H82Sp8o7De!3der?mh;bC?hGu-Ep;8ohM#{z4w-&7CygD! z`96zOo}Q_mr`Me=qw6?4L_2iruNPEkXbiPITF3xI6nV*ct}!orx*wQv%`|^w^isSJ zgyy5D3tX)2xgns&-)F7fZu>sUI5NociX;o zABu!pMjU}HeLP$-9_8&*jJ;Y?cQ5NW)|W`yFR=5l7{Km(Tw7T26pU%)n!_Ny_=pZu zDt)avbNK8CnA$y9`EvNVWQWSsFP9p!!*P<;xvPg)<%KoOS(1AEb=AS|*O4yAVYfXO zXUvMzbP&t(9kWlxF=RWVIh?$J?Qr0WyGM=F(j`k?Qks3PX;JCB1;zDC*##&u>BZ1! zQ3YU`=B(y@G=T9)Zu2l`qCg{+?qA9rq3~9xsT@0+DU+th@5mfLj2aIRuAe2H-9;xc z@uT5uYhAFygUh*tsQbs4tDtR)03>ka7|5zDOB!O}ziPrTRzPfhe-r8$Z2Z|M=j{xg z>oPaAkNgp^vF#C=?*-nr8?{#18tZPGlI3i*j?0`8%{2HBkmboEw)(+D2Xo5iI%-Uj zCjuS`v8_;6`ZQZmyYy`2djA@!XKT6W_^vtt9n99W!MfYr(^P-#+xfeujp^i+2r|Fz zT&IswVxreJ^DR>V5>dHzvTiBUeDs)jQ@O!Xvff!xA{r49lcM_9;|+E+!`nE5(=iAjzy|GgK#)9i?eQ-@6ae=XP|fQqe73Oq-}P0(zp&dreakW_fay)K zX7kkNeVKYMn2TaT!Cq>+BXU~ZKUElQvhN%e>$TdVozlV8z zd|rLWRC_u6BDxK*G8wN`dFoBCbq;RmpJXxB)VxTjO5F?)M8YMIwR*z0C~F<-XHe=$ z0J3TE+^PVrPJkUqnfPj44@1(h)U8yvH(x+%1iNb3LZ^)-Gq&wK{L2U_Xcsz75W&QU zG)A(WE)m_kyyD1n4m(Bq1Q5nR2|Ub4my?=ziFGg4pQl<-Oi0GHuYMO(E%I?cfDXUn z1k#F8D6ccF3ra2wEUY%5#IZ{~>9b`3m$jqD9Nsi&Ps0aW*cLT(YimZIwS_H~Ua_WNa8Quf~%3V~k zs#Y}EiJmq5Fb)6)NLiI%GIQUMLofex-**VlUO4!9rE{%mfyQql)4B3t-etiP%H z&r17P2biYl09tIk4>M0F#V(Re5u^WBa|N&%?6ZjQ+)$o8+atTHU6-et1^l~TZu*a) z0a|Wb@>8<{F8ZOjW0^T|_ra!zHnOacQ(Sj3uQhh!55}7P%!2s3zl=_*lA8-WhH)Tg zlKz`%<<1O|3 zZ1D*leL-*+&&jz{W)MMk-?zOnTm&q0hgkq+G;W|~zqz%jX|HIIghyj~|I-xM&C287 zOg~dA7$J&EcMTL3`N&nbRW5#-grq$oeqM>>f_Q_|G?5G%Stv_Pb=fLYff(i3 zoWJC)XYKCitK!M^Aa#(~{^Ds1XT$rR*L4lAZL>JaE?3z4IXZi0Hd-ZLYXqVr#W z4aJP-v3%lg?0Ld-pI%(Y1#J@^fHX8X-c^Xk#&MxonITZ}qr~7k!O+{Al`8Qt{rOjq ztb}Af>o}R^gMKtk*rA)oeP;5( zhBZhWaU@M@lW;vGPGm~+#*D}X$f;_{q)`a!&2R1an!>xs++MBT8CN^pbDwFys*(c~ z7-5>HOc{6EW-8IZS-Lr-(yV`m@-91dsM@}+jji}|L*1BCtw4rZ*xVZzV0=<@-_~!- zX7dkU$w|WaYQ!Z7Z$kwvSA)(Ks z<`{oxkHYaZ{p)HWJqGKYTuRrY4|aWk3?mR-H~|e`NC$!H(J{4ZQ)0msUjJmyJA-eA ztmkY5@P_KTQKrBCw>{mZBBA#y^w`)VG@5X0p`c4Nwh0DHafvY2A_j~fD?E^X%)%()WX zL!-{#b*Hx?0x>)M@1bcl6#Q}0k_q_W1tOdM<9l=6Cdpm&N8lhen6jkIqFtF#a7K(~ zq+pcZ_M}GCD}dkTn;3I{KF##3XZaVzJK58t>1jo1`y?uHa`s=oVi5zWCVwwV+FtYq zvzP(xH3~by1bu{mdJos@{0_K0)g5AZT_y9GNKRv?`4vdYc`q?VovIJGxLK|FSDinz z0l^}@I;Tfg`4TbUeuAw0oh!#Y^BicTgZnt-2j9#jmMQ;}Riu+>Dl5C;Y-QK3Sp{v# z_i&o|?8YS`k*aDALdWe`#8t(<<`5zGneMvq77=BB*{vUy$di5Ztg$xp1w9O3gaFuj z&%jn?8g^M-26$mHKnRlyymK%ZY|kwc-KfcGy?!l|k60Q=dvcj-n*{J=D6xFQQ`X9S zi?|^y%gt}9K(_bqt2WVj3!ODr_6kbBozba+`~C1yp1kU|j1B13u?#g{jrZMjgjt|2 z;Xy2;V``nb(Sx^wgPYPp1fu!8sw#~^C!UO)SltP(s@q0+#$*d&jsc8iCGMRTjkv`>{Zc>sqIs$bP_>(1GYHNV{Yh0O;VE~f^92Rpo~esO;2-L z|5Tx|2jAFplm}$d$apyE@~l_rznhh28u2COX8OAr0Nc`hP94pnCPli^3h6tV;BOFw4W1e}> z5B&U(1y}*SqbU)KBXfX0K+&3s_`~!{C(AZ0*)9pWpKX>)50t4k185jKa~-=+7ic$|ZA<#Tyo99}f04(W-k3%9j+N zRu3pVbJ%q|Ld0<9Si3_HtB(=eP+Sln4 zwB8)U7(+NjE|pEpSxGzX<<=fOn0|07PAAMuuqeHx41Bnb|<0?{@A)W$FNDcS# zye2~&nSeY5lcV;ZLpRJ{R95&7Bhh}Kyex54Qs_VrtIqOuxbN&$g?3(pY~UYUF=!<6!YOD zf4z&wm^@pW6prc>H9<0+eE{TU-hsNzvn3Evy3hD4b3P?0HftGNRoqU?xqp28dAH!# z!x=za%3({>1b<;9BHfWE74_1c$@4_SC6sfWX8_ShIyD(udfoUjUdo- z_v5LzD*B=yAJ{UJUSBs+9DeJ0rYkLo&B7DP{E}0(fUfq%rq|RS?iZQek8^3Gve*?P z>Kl!51sN)nK5{ScGq3EKZ0_>y+F8UC29%yXq;7J^Gsgl^PtNn-Xsa#KgetpJ^if%{ z1@6iFx?uu?Z|BOF7eAW1%G4Unh$e>WtCh@$cUSP0N)oyje4+~souZkpO@G0&YV#&? z=bE8(y58E%y6vp;Noz59y5Egck?iSqro&=`mlkOozE@qfcFvyk`#dcB9*w42Ny8Hh zvuxP}kF#p+SrK`xd-q5s#m8q>19QzZC-YB3I8UQw2$#%&htbbFcT^dAX&JQBv=9>w z#n;Lr)1Ov%Kp|(tdDB%$tFy}BZcHVMu=O@<8M_n5P?{FnWsLtnbjbn`sGgwr#KpBn zmS7QGd-2n4c@qHG5sabrCrBiXby|(TtJZGeqa<#Lru`3}ailu~23gG(Wooarq__UQ zog;F{=*H9dkGENgvLADo_uLhl9}Q_Z2jllj{4Yh5On2sEpH=%D5o{yBBYzR{Vo*Aa z?|=Cjid$gbIk{!qzf+_6@~_=BU($&HJJ0{OCnG^uv#Q*FW3PRlKhE+TJUn|;75`yA zqVpk+!pJOb8sb=w|D|`@ojABRxG4`Ff&MSn=l=l<`u|-u@*h!+0ggHD0jJSD6osRy Mrl(r3Y!m%|01}EH@&Et; literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/asteroids/GA200.png b/blogContent/posts/data-science/media/asteroids/GA200.png new file mode 100644 index 0000000000000000000000000000000000000000..d7f5d6250269838dc6624d7c680fcb656a597684 GIT binary patch literal 39756 zcmdSBXH-<%)&+Q~$T>)o3?d*wf=JFm1w}#0DilFQL2{BbOpU;qRaBuJ1bsSprR z5HJuVg9HW12oif8?tT4z-TjRoo&L1rzVX1SbIv|{uf5isbIom}!THlPlh$GZ%+0M{eb@?cGuK3B8NZzx z?S{k?s)8H@;YD<{HH>^7&kx@*GrG1$SsLqJ7Vr>y)_Dku|(=v2D?ap`h z^*J4Vaps_xHAW9=>`W}2>@}T=m)~SRE4GN@m`YR%(>!J-5+h74=^hv~#(5Z{!}%%Q zdZEj+lf->G-92M6Vkj_kRrxd@`CWt`{*)c|a`VPVz@KNW$Qf;IZ97{wBocmgq$c8J zU|>kNZ;c3`-;<)o!>8J^VVHRM^!+Oq;d_Mx z&vyNtJ9i9(nKswHTo8SFqgR5D4?`J>4X5QwoZ5_A9bg{}T>oauxE2%fjDVc6(_y02 zsp0n9SV*ZYVBu3z;y7{RlXf(Vcvg>nmPx_*;$mDd5t$9#|5}6dmlyhQPt&YVH|B!A5&e&2$;I1w^VVS^Bi(cyzsVr zdwUVl(akZ3Pjq-%T)*`FM(v%|>xJg8NiV%Pmr!~`TYv;sUUcQVLvgyYn#U|XK5-M+aduo%Fo_=Hx)?~k^L2@5T!JU(cDdsMLaLZ&L$ zVC8Mmll|APU9*Ot%*yQj~o?|8*LwlSSLEAWanfsk!^&iTh ze={^R)Lr3V`dBsKyB*K-t3thvK|x;&%@5tYd2{xAh3J*5SI2+;jNIRD+`rd^qaRH1 zqQQB1$S_foeE$4-3Es4+vy%qap{>NaIX*S@hTFW7_X6(6`-D8h9MXK_g0PW#zsZ%U zk5g}6Ngh8=JJXff){%bVY=~OU(vpkEZ1>ZaKleH0-r^*A`T4QC+Z%0RG#oA6MwYM) zv!9<+X=-U17F(*cynFXxyWYxwnPg{ocl^hXklv!plig3X?1$f+RP_91_xbpdBSiPe z=uW|0jLptQT`P@Si zM}@_C19#W^@=S}lVVM{h8ShTE#XYKX+Sy)i;|a=w=x}j$4K6O0cyRnGC9?UuYIN!I zS&62Bfx{RKroY5mt7hLZ;=R8aMj(IU#rY?cH*VZG_gJ36dtoRT7V7WnOliQj*V@l7 zWPyQ!)n32ZABdUXO||r;xbf+6aBl95)<$|}W*jY-;@I<4%eOO`L9rnr#2pzb95n1Q zgm^wJ?t$D46~Anad!*>bbN%t2LG0=qrV58X*~21S@-Dox&Lc5=T47n&K0es|nVZ@D z`bL-Alhp^}mk}f(Az|v4)fGoaF-5QW2=Rr=4 zveLj^UqmO^exU4{SqTo4tT&}KT8nGK#_*_d|NdUlyuH{McQ*C-)5}#(E}ovDwY9bV z$AyH*ZVy)K`1&fIisPoSva%|?Tty3ytPa?g9l0~Zm9%@@yo@+BG?Y!shIsz>@A2vB zu=#n%B-xx(_cgCy7eqszS=0nkkKB7@R*Hq)%BJ8Zu;!~W-I0DTB7*!%wM)~p+kt_q zirxz`v0O^okW0)eZZSiIkO~P2p>yn9w@kXV_VZqG;~qOa*=O(X%<|Vu7gFZBQX@LF zdHD;NnVF9!uiMtyw$Wnn^lWUxKc=SA>mEFMB+5ojnsgh&k(HB^Gep6CI%4oshKeXc zAGkSA=6bm?aF-Yn{7p@IkDiH1p#0{ScR$#Wkb&1Xq6Y=_9||D!r(!v8y3K!jqC|B; zWj%RwhY(DJMfemIzdyUWzqfmK{@Z_zp^iCsnH{EtVs}4TZ3a7kP@uo%L@Sv}sAJxFXz{DTVxn2q+q@_jM_0jTT z+s@zB*4sh*yH!~iUlNCE^0l+O4>@qRQ8Nav5nYhR#+I!?q+p~w)AJ<(R`ty5md}bybGEwxP zkq9$H>;1w)F-~Ql?q>n8&<6Fs>u&4&)}*wYVw((0zF+@g2J}1qFL5%&K$vh3a=HkVR@rj9d$Hs6!rl%)hUj2W# z2JNn!K34H#;p5|**uHe}V)v`7O0Zy)3&XY78a6(ph(6EA(R(hkJmWd_fmz0}zof;E zdve}+vLQxqTgiaod4Ln5=f41d@=S^zw#&-NRWWAfy87MOAE8h9yTq=ZE%M1MQe>f- zPOSwV7-QWW_B3GoPo8DH;{5!)q}z`(Ns*k_j?G!fK7H&kt@3l5=cuG4{qpkiCS)^% z*Vpxveg_8!BL+64OD`|wy8QZj3{k&FN~1S_LROXqw(gczoI~M?j*d>s))v%2D{3~$ ztQ{d6!RNbNc@ZmtPS+|5=DVIme2BxuzbCytRL$^2$@^W^XrM#c?sVrP$lDp`>fdyA zbr$Y6GgsTPOjrQpXL=2VdWyYuH{; zvb%o$?Z=M=UpF|YNei#mvRGSN3pQt-0z{(a=;)Y^>4y8N_b7ygghULkuC69LcyRq< z0Q}G#O2w)-KRHz6F1YP`W$G$-L_{G^I6l%b{^Cn9L(ji^+l#J~?`YC}?L@@HsF9^k zxzRL7t8#n8nh~DEha*X8*m2*>Z=N}SKG4ojgPxw1H5|e;$9c42_DgPD`y`}?aLeML z+1p?K%n#gyA=^N$JUZg+KR;A+Xn$w*!plWE3X0%UIZZGTRP~k;PF6K;M;C@_Y(G~* zqONwEifS+M(9pm%Z2c0guC2|14HBn3^O-G`;zMU=QTKM_d*2f58M}LLynaVP`Wu6? z_RhUaCH#=kdED?DPv%#g>6anR&~tOgUQpX*N>5LR;&9Y!aYXz)i;vOs4=|Ci!sJv` zT64WcJ-HWnAW4#*KYxC6uDFq&hbOM1<6LQeWzc@$v)tUtdvvP8oAYk+X zPuaeUX#&U~Z-N zLKiYx$awtmP*c%QkDQKe0W8x4HGjUplxTIPi_B&Jd;P1cwGV0N z4e{gi^LeV?xj;!uTH3IA85t~`784EHvKLf(Hs@(LYBv0MbGYs5bSImPJw1ev(Rctu!nI4} zbz2W23R@tf(*tsWq65rBb7A33He_TJmyI>u`=~;EUVBZr5MfNv5&5lH4w3tIWMr>& zvC~1EyN-(+5xZPTt)QUb^LHxs`64}ov3VV7e1zC%K(;OmLke}96VZUq`zvpA0HBq+ z-jODKW5S}g-fzPO7HW35RxaPPIM%i;)_UqgihWOZXgl_Uw)TZ6K%jOB@P5a`2!II* zu#ZrL=Han+Wbvg#5#+I@h1$glsBn-OS(KHPyNfQ%`LDDK3C!ToNE^|KwB4(mVPdwBRz@e(DTJrjJrv)3)*r96Q_5Akxzkt5I_k~c* zIsZh_&0C9w8h?S{^D%dA&BI=XJsq;Sw)Pa%=kd9@%hN?1w=r;~B<=Ps8TNx=h}wQk zbsm@|$f4|y#`b^5{`wFTX$^V&Y>Z+J*p=1Q<&Dvx zBPUNX10F0H(9wvDc<&{Nm?ZA(_`@ZeTU&1j2Fw>0y0zpL6q=fvFs84rXaHyeC_A+P zbky*<&C8s`(ua0jn+h;^@o{IB{~bAf83F)M>#0Em9sKe5^_2pmUgqOo?uE=)z|rZ~ ztYCy|n{3ESqbG`Y_2L_%3ax|-U;e$PmK>*jawnQFs-CDaTFE5{^n^xdd!g;&Nr(7^1Pl)k4>h+k8}Ks*qIdH`A z{xj%28O{@^4ht2_seldD3=Z7g8i$2Gt*MC(-1;em;2%ADRC7M1@cn7Epb-5Va_z%3 z{ADgQw`6cgAu$UpqP9JMLd>#`t-z#66M&D)e7_X+VQFF~CnvTO*QpWQr^gDLD<36F zZ+#O1>Vt!w3c0#D{ltxylSBMRj<~`a3J3~jXJsK;Vbo2)-k=1LA>FqsX8TKz0PQNZ zYiE3{=t=3^@K%E{{<+VcePfw z(rK6yX0WBTwFxJQ13DpStnBUWJwIH_Dt@_A+sjK9EjU5Db5;l*SbOv~OzU?(ArzT4G}2*uui`Fg1jnh9>mM6E0dF)fmfqU%q3r8P zo(QP8^$lxa#J~xG#K_24;xw#yE?t@gps4-u!~LWj{&yewu5fY}E9yg<|1^O`1%Yx4 zaV!zhQzMb5eRIpen~z9KGa~2?M3z=or0-;=rlxLMoH|9StfHcCSyfea8koYl?+}^E z{o%_MpRrlzbMFBg&vdBx-lixQs=3^+Rr){^)RIr1Xn`3*Ss{U!Ap`bgFY{1(^h@0x zcNymq&Lp7=r_P)qpO~2Fe&gu?YdE{^OW}9n!Fx7DbcKhBpWj!SrHZ;^YkdyhEV{Z{ zerId07$uR@pPob;7nrmUpG2uP?3xKc;ie16joF`^508nVwzIPvn;&?MCIvS)H?%Zq zpE{Kd`4D9sfqQ>%K(4k~9H~b)+aAC%^w*Ui?Pv7#-lm9}qFL@rosVH1ZTILX4=km8 z;Ep_yQ=TLP{mRMnfj#t+pd==&i5*AIr%7TURiX>~Q1*5d(0uEmYS%OsKUpN=5SjFe z6Z#{m>FGDi9NX9D`t&U&#Kc-UAIa%|Pp*ucX!Gg*(Vmp>vCP@qs`2t5NsFx1SaS8KiUj0;%MZI|Bl;0G@)=JHMB#}V%znh()04cB^G z-?;JcY>M7dsL2Q~FE27OGSXk~SLGu|0b~q_pKVJ71A>o_r-$6jr=V~cN)>_!@r!_y z%z}~HJfc(GL`XrpHEXS`zEKjz5^jgra%qAEh^#&eX!vC!BD{QrW5C6F* zip(f_gf$$WoVV)8kGR!EMB&K=;|u|x|=j5b)2Z#oS?0}f%k5MMmPRrP#H&wz|Pl zG~KYVMVz|NK3>sh*&M|z%1e$#sWOg$KxIrXkGp?g2gudf%nTVaJ6I+0%Bm3rE-zl# z7vdJ>1kvKUyN~3YqZT3KHwEpj@;H7k*QIs_MX_mfdD0b1Jqo{otIU2YV1*5b&%V6j zG1p52kfs&*bd>q)>!{`{7|{OVgXZ?1-#w5mIhDMqA++9ibhH!{H*EFuuo`n8tn0wX zVa%iKMyf*Zl)dWWY2?oo&#lW1{tA|UzfU6Sx#yq6KY4N==>GUrs?{kwI{|=7;pOEr zUyClYlHS7rs%?eRiy)0VD^vhw?t(t8Rb)bhpa~Xgup`j*<}ex}1DW|+-}PIlsH5zp ztsSDPW>RPtj4CA{2m5UO%w+)h0Wb(w0_Er$8X72(TmqaFz4#Y6Q8&E80Xf)SUSDqo z2Gb2&rfsJ==L7BvX&6uq2o{p~bC1=6xKGD&HsLWu2!i6%zG9vS5>~W`eQ)7mb~z_8 z6U@f%!EhKPO0^L@lw4lWF}b<9QLu+*YQg3j&}jw7>5$`=brBdM(kv*gpt(U)fDC!| z{CQ-6-*ozo7Cu{KbE9$pc3B)+wL!JWY%e7uBEn>~xJb9pIPsxb$jyetKu>Qb`_^O5 zHt}4D_8j13z)dD(HRwS&TmEKhg;rk>E&=aqK@mmE*vm^oK0ZE(@SDIAz#sj!-p-K$ zpyNf4)>bDM?x3p-!!vv1am?S}A1BGS1e&l~uRy}%$DHVAnE`*yBm1BNTwT~Tn3|xM zWJsuEL!Lh~Q0_G-{7OkhRSJvH@koviqD|&b5hS}!=(0%qZ@N%(%F_c()^Kx^mUSA6 zIC}O$#BY!%gP|7o4-Q5%*R52$PLh7gREvWp$_Dt3M1>_qJABP!=q)rSdU9TfR)R;x z_v)BZQCf^UpFKanxeIxkHbALX0F06zvj)n$YhMK8KxU}YrM9meM$1K6Zy5(PDS8{gjSiG{-#_z_utmp#cgq6=RNWjSf>18(ur)2Vu76_LAd})Rsi7zU?X(?v3jv({n(Em z0+pA588-wdS^6*Qp!gfgr#1+{t{}Ae+_{r-#}U9VDl4_Ox1&*xDiHpVI|Ogbu+sqB zKwAwtuw6ID?$Jr!{w{;i7gMb*FE>GJEURy>r_}be%>Iv_HW}N` z@{z~YoFb0|*aZz7*r7D{PuZ?mSXy#lymU#wx8}%d^!@v-Ake}`w;8p0Sk)wMs_b@t zk>B08IUg7x_noXfwN?olo7{i42ThjvkClml#&im5;}YoSOKU&Lm?@S z65`jTxJ$T(i-@p$2W`>B&p$os4P-WAnExp)Cer82Drt8fKeOfBBSD+3Ki(o{x**LX z2=wa$w9l3izw2t>tTCLDqTSC=7U>^cmbT;PS6H$d)yp;#8DCh4g*{D#Jbv<|wbnR( zik=t)*R`VMc42|``Nd=2srkz15kCGz9wOY)l|O$-5h>!tDK~F#n3?=5Xz5(BMGCc{ zpNSIl+*~0_N=hh;DF9P~Q`9I96Y;VJ3-Tw@5oHl4>m4N`?NNDGiw6NsTY%?0mXBZ8 zl{_utOd#Ax;28WEt$v819qkGWT!ZX{zT;oCd_FsQGVP zzuyJT&41BC`^<+1pyCcd#jWjapy|mzQ2#Lq05`yBB)~PR-@F0-jRl2HaQn>Jvsykr z@-Pi(*N)_ifT(rYeAntXguhXTIbs&H|4*8=h>!+!tHg~xeOzQ?AI&Nr6vaBMlD zw9L&rJi?JaDCjbdq@)^z6||>|5?^R@CMG2r8W^C2u2dg~<3-`~vu6T``o)WkfY(J( z7Dh#N&!nLB=a<}8+13qfN82GX24n7nEfe_1&3numkVFE2J5X7O5ZFJ^Q33wu^!XFK z!{Nh+Z5~aGcWu5|t_ZK_xmEGLvoka)>C(&Ho}V7wKRqVgi%c#rCmks>1Xh=gC>{_|6G*oqfC?f9LGDZd5eoVq zNg_CCBf#&ivQR0d22x!gxGc-ked7Go(GhYg=h*8lG6ZPVJ3tz(GZsY;_`0#X{!=%u zRJ&>{I2jyvnjRr0P(nmL7L!F@fi9DgkwH#J$67@~M%E1SQ?2*nDQ#_HWDHm=8jX;` z5ncfSVxFKKDS$b&z~B&d8ykMee|PWRZIOjmj+}y}jZJoSTp7eC{P+6Fk@V52!jC?% zM&u>4HTuNrIhCDM#gP$W!8)YsklTS_P286o!PoEZ9)D9)V-3uVp0E@SM_rJOG^VgW!Av@4(MGXXUqyDd39H>~t@W8}jA7*{| zi8>A7j;H*uzBIA{bsX(~YHDhZO-$UC8}T6m9|Y4Ns>#5U&~1j22WVoWVhMy&(vO|I zm7(|b7{sS{+uV`6#C&=LIGDL$v=v!*qAM5Q$JMJV-aa?xlt4>R+8f+&M1wa%42|AR zFGt1`yu(*gM3m`DIv#3edYUNOeZfhpI1o(C`AfXD}Q9T~Dtj zy$x2Bp(jTYxtQ{n5691+ecBdzCK8&Y4maVxkBQG`vLpg0%$hx1evSMt;ov)N0MA8^ zR7tWb*3%;B-FlkQ8(4Ghd6u~23qBbCGxFo4>iN=9bo(Mqlm|kqT@5_*!`ONds<}cB z&6xCHB#%}A( zVLteY%w6NViVx~b=~gr9+;Ebfqe<&vaZn^l<&c) z;nOwr(|5mkz_J5Zk-=4*2Y+8DCXMW^_gVS;uIL*ZAICt)9fcxov0R6&Scx%ce++sj zs22lLBWN8xc06*aHLmj~awN8~l%9}HUrH&S;8)vo%l|3}G$Y>(PqjvqgccAYFO zGx`Mqi-Ami3epMaj!|GAu?0WI#GFMD3*g(3%uF80-pjz$Y{4Xe0!0B8tIJ0I*a*$1 z@ilVje4(B%UT>kO=-AkIfVq}dyVO#*-tdxxHrV91SRW3xga<+4m4t*uOG`^u(Egsh z-ybo^TrN;E%N++m7Tj7~XCH_)aX8oUIgCQZx_|h@_4nVy^YQ;)V~PQcEDN)GuJWYQ5F2=p5X9Np z8BxD}{e|u$XeBP6gkP^T1`hvN2j2r=_%F}&Z*B_*#*pb}C?7`s3rAE`>iKi+R}Y+e z=*yKr-IEX6t81^MVm*#_pAc{+pmzoCeA)kM!MBN}@n&)g3Jekw62dDgN(B(z=Fxvw zq#&Mhva-}2lhV>qE}z~ZfBbxriB?Wen)2*2Kr;r0_Ky?TG2lfmv)z0sJ3XVTs{!q1 zw6A;s(f~i8NC&ika^Umtp!>Z9`eQRRc;Gq221Ziz{|{xR%DexWZJIH(YYWwt0WI1< zrWwG00WvTaXr;}g$U{OCAY8D?I%Bnq)B8onS{50rF@Yw_qTjp(J z1Gz75`NqMHN(pUj6odygBl~y{*%%Z0eclcei`4dVauX#Zb*@fr19OlX)U^3Ur+CD3J_rD|FH_UG1NKTYtS*20@yd^c`|M`;9q zjUOo{Bje~jcA2|q2r^kIktzBAYYlRiNWWgKM?iO>F-V3?sql#QVjh*vl2 zU?qUC2>jD%{R=G?@Bk`;HL3lGq@;nrii89m;H0IcC451FDBLO@RiWcR`3VURZ-xdY z;6AiT51NAh_k;G1MLFK0=oHvk7!Dme()x2i`C#(V8x!LJn~#AeJuwMNG=mk$wf`fz zc-1$@0Dc1i;9$<7M>|{R&QZV6e$e~KdalM#Q}%=90&Vg;$W)+0AFTvKp6%b2DO6+uF${x%>qdL>-F;WswB=62 z>=5m5p)a-sLP`@r^3I1Rn*skz-ux_Z4y*$rDU^`9G}P4*5WdI|`=M&7z`s+hVrC@> zSVa;u3W{LK__6V+m@Au<2ExHFzHkp`yzdYz!}=^w=%9)+=tmJTG1?Xu>H5p@4+fa z3YZi<5~vkP8=z0{fo&4)(pWR@#T0W``I&KmSPz1N^!AG{KeNED#=Yi)Mh`N(x)3D6 z^k6tPFEQ;l`6gJ3W+8Kd1r*>e_%O+g3QSP#=`i?9!QOcB)vm|FkonGD`i%??SVqt} z!vR`1Lx#OFToeyBIxu7$F8kB;9bLI583Y{X&n+4n;`OC3lPnE;kLp1AfN~|Cl+{~c zDgg<*_U*Q(xA$pK5)%>=v5>@n%*-4S75(^3A1Z`TXI52}ccgjKyP3FKIX(8=?9$M} zjsdUXazaLi<@jouF}k^swboOQAPpQ&6GxzB)0HNDjnYWui`6_RRjAk~Qa1`J+LbpR z6d(bd0^=~q59hE`P&vW$69%0NL>GYKXoKUWlhX_NYCu@{VLObSI*=g`=VW zeJV%lPWL1l6q@anya_EGEC>xL(b`rbYZ)pUL)XxvW@8mxD7GlChQsD$bikI@lCL@NP+_MSjn4q)PI$xx7aEUnmy?=boV|$V$dcwL3F*YQ{e$2wXj91T`Xq-v#mk7K#i% z(8$u8Uj&zT!SVpoUMR@?Fh{6#T(`G1m!`0~XK@yF$^PRVS)PC0Wdpd*tkUstDn8+W zGr)oj90N$+QJSN+zjFxo6lgcB5|-L%2*3_Py~x`ei{ZJsxeBzlhX1SJ)j2-q_HcLA zac4ARzqxx_tF&-ix~5i3TOdx&geZJOc&p(urNM8jl|OALq&j>9(+3>`5bg+XJm*{{ zS||XU;(#~8&P)#YbKIO3EmuHm5}%l3abTN54XkL>1{G&xVr1H!UQ(jT6B~|)$*Upl z2By3Jw=1ZlR5X7A-624U+dnxbsiSfw$lmV1WAla4{09p%-& z^fO%?dGX@KLkCl%&?%0C%Y{{mJ1BW|yBzxv79nzMM|mBuu@pFd7%;+O|9(`6aRCRG z{rB=?;FtvMG6XdQ@Lo4_|IwTKB z;y$nw&N@Pz&7eL6cdoF)1Jc25Mi$Sko|rL!#X%VXPx2PyU|-SYaBw@N%}Lr#p>MiG zP{bD^iEACQ#LBkssKGr;2jRh5j8S$OL%^PP^_HXnS^%{}$a*n$B=OH~R8rzVkU*Q{ zU<%<^RpkcXTAul9L9|-|`!4-Icm8Jynbi?;TH1H;)sC98`8NNxw#)>`pSB=p9j#mh ztgPfUFWG1P{sWr9f??24V9+4pulWW<{=Uo03r^rG;e4VfED0gIjyZvjm<5r5mO@rm z7ULka3Luf$yn?PDijE!$k%PW70Luz;#yFsI;Zl{OM@fL{Oe<2GqgbizPMANUSvqs@ z>MV#KI3d6xIsw+WiOS?;rn-$0zgb9=HMCkLC>n9JTn0)9G5OXJ;{pT<9PApPUSY9V z)SgQqs6&qd^+2Gvm(rj|-!kd~f`KJ6PrH4X4Fn~$0z=0iO)?NJOR#fM(SKTz*j%AL zE8NAoAGmCUBa0~B4wF%hO-oJ=0l@`}K(K<>oE%i1jwed2K#o!9>7h7$$UC_(vvi9L zl|gCzB#|=g8EKyhMBaV+9Ka3>|3Gks*6scoge^&wos&~~?IQ~`=C^g}w2TkZ1SqF0 zS&cS5BST)RD%|3X5uq4;PR)GY2Gf}BNzOw z7Mzl^F6L($2>)0hWk^tl*`Zo$!E^&ifJV{M`nnF-ci`xNDcF>>{CA-QySU&gPT%?% zbQRngYI17AzmugmW*Ztb0;U$QK*aT~5WR;@x)@1>gL4S0y!3v{y z8w0%34V|L8wa;gvkJSn`@~n%)jf5aD5`vv)GKo8E;qS`()c&ArK{elLZ>ut8h6b9n zgApvd?JXs*IbMhsk9L#6e+Xs*8dFnK;glCz_c>%80sGCNSGS7`Z)Hwy_D(Kmk49gs zTy^=Q&M_)m*Bcx0{xci*V`8|AZdW0dM(PVF8W1Fy?w`@UM%2qR8gT?}>5VWL@8$7( zN$N0#KhuAkxCqc(wKhbIM88RIghWJ$Xcr!hb#_9j-6FR$OpK+s@>jC-QrdM16!Z){gM+ zrM|G~64}u37E?vQkp;pJ6B{(1s>S~&V7$`sKLBI>{nQHYMay#g9xQki005mncP@r0 zcTF1|8tTUUibfQ!2eSmGl1*rJE_a;hN^|7-{}3Iwe=6pOd7;HTq5ue~d!Jdo3}N9w z+}+&h!Gw%<^1zus@du!im{kKO7+OyQLT2FPj6o$ZDJBF5dkr=!H8lF}fdl3# zI7QM7sfua@4xi-vf=*|{XNnaTzVWQ zu6N{ZMyl{lt_LCE_)g6(7`wD2sk$G~%(zx#Y%b+UpgN+?1wVQWa%YU=u993y> z-DDl3FEM8-Mt&VeBG2$c*pks=lKesN5)=}e1e*ZrYl5ROs6h~Iv450k45_bIsjI7t z|5vQvxCZ`oa8n{<;Cit!DOvuT^Bo*e7Yl+AXdwdtJ;!}f`aDv4sbAw}Zt_~cG3tL2 zK%WAg3}o|zXz>_WCBS}Ey@{F{!1>p@$i>N7;zrV#`>C8!MsB>Et~ z;+7U|u*Cw-jJzGS*xdiFn(l1NQCvq%9|SF@JVgjB-c=&AB8!s;J={S!O9v7mpA!!l zir&TX#KB1;^_(6YcsoE}(E!;Ag8;Qvl&E&ufMXFWT5}-4`&C{ zChNR#Q`R9BtTr zx*Y(%>1D8?q~}B@!g?Rvr;MBwcY%x$Po}*?)L;94IOl_*4P(U9*{3Dd1!Z}ZlcTbt zZ{f8L!)iUy$s}X4V-DzSJnHQ%68>~4u(fOCn}s}WVbNFH2tA3 z?t{?|Cs$OF0N;|LdLj!^7PAyBW|dw21We8QGA6pyTeU0eInvB(r;{jof$2wMx}#jk z`#Y-XWfHFS%ski&Ft({?MSgSQCvp@3bwo-b77UOe4u;ZdM_wIeg51{{)XUA*<#`v$ z^WVQwj1edk3!Bg)7}sI*>bwgswbr-FLk|1j-h$;7M#cpBy+ER_6rNoSfTaa}57<9w zv-hJ7l@{S3oBMrw4RdRal=Dw$b{8TKLGg$24HD>G%$e0c{X4D^%1<4T^zF=}!W;4} zF-9W=h#PsD-CM+7=iel1&T=^q`K16cNd!|dUXSlA-25H{DPZMws4nkcx#$M=MJ)6* z5-HG+VRcI3)PuQ*uW0q%LBh`g{GaT<+jdUgub2WnmqoX36(W={;&ODvLcwY2y2y|H zhDf^`c{mcu+ecg`_VJg#bdDT-{V#$+M_)(U-2q$TeVNf3J7MRtj@7Dk$6)4%c=wvw zg6N_IM)q)jq!CwQpYl6!ah%)@SKF?{yQHQ^3lJSC{ig zCykJG6GmiRk$1zQX9L{$&@}(&jW0shkwtE(7S!z?GG=CeLgFaSOi;S1W0mp=|K@tn z1`Ph({L})H!h;Uqs1M;jY+1ghHEfFM!+%hsO{gfCr7u~&QNzn2Ig3$xerNmI@z(Gl z=BVt&!!XW52n9A<7epN%~j&n)i~m~VCV@wofBV98OQ zK=bdMG8ZG*lvTB*yEct6lunO=_O*>8$0>w@kq0W&J7bKJh$vowgH&A<*5SknW$sL8HCsy_~BQrsd9RIf!3nfIG zZsS>!IzmN<-w?rnY8Am#!sK$Jle>YHJ#kC~{}*;j%4MC@U?~c``L(K~%P+ME@KsXy zngx7K8)j0AFx`YMgUv-uhv{4`|wd_GApEdo#}U8XX3Ebqc9TG zsJ6n$?42{o!`eT^NUGJ&7Q6}j=|uu7NCzuu4fPeC5`skltD3F3ZdeozJFW8o(n>r>a!|PY}wZnM5eB}D*eg@Q$l%mb`p!{Dt zR#c(}7_pLW2ZU;oDd41u-2E0^-ha1XNGUcCkJSskI6Y#73A4d8&|Jv=j~BqeJQ5?B z2~zNs4I?tVc)MUsTJkQgAuv7K4CBv>xE*FgcYKO)198kjx5pR{Hv{`uVN7Til_QSa z%$w+pJ;mc~&4rBklP8X2ay;tP&RL8&AklOfD&LQVm4G9~sNoI}zSpnEswYGkF~f+p(Yq{D@WzhlSc%`3vey6$oLFot2?0dE zNzmTlco_Vr0g4PX)%Y4RQd7eLaRK!sfRPcn8JGcO22cd>wz+wHex4dw+c~f!hlajT zy8?$Y;0UQWfDFUNzyRodopJSLh6HxvL|FZYLWDht;-yMdKD+w2IxgVu>GvA?PvV)2 z5Jg{>fRqAkUKi1Eak2%=lfzEk%vT?gLm6dh2B$cjAXx&*k{@(X=p>?YEOhJXfB~{2 zl3KIpS#E0Fz-_x*lM4sp(b*31xE&=+|hsAFi z1GBDRmR9Hp<5iH>&sDKnVaA#eU})_vFjTM)cRxSNDr4V`pq^;(8dC!?;#Bk?hjx=0 zXf)FxkO1d90#;m5lv}{wfhx)f0pu~4>5jvwhXk}_El>>5<8A(M#Qc4i#1=^-^fA%y zKj>hnm<)U=R5f4=*L0V}En`c|cz|!LV;@7&#jMXCpQv%y0RhZTwz1u;YFvu7FZ@g% zT4-a?%1np<19@#Ko!DllrsC45m72jT#J+BHak%kZ)!gFl%$c7)K?AHu(AonB4Whry zt((<)i38!k2STENkP!5>kf%?d+B^a&0CjSL(G!0(!0=HfMc^^bUd+W4-32+aOwfC z_Z&UDtm_9|S7>)4sB7lj+stLpNe4QIoNu=h9$o&UCJ%@5!r+k1CJ^y}33qXcNqU!* z0)#zPH{p%6V5?>~$#Ww_{3!D9^>^SL(>Q8BFQ^z(HKZk*U1gjDWXpnc>g!U2InZNF%<8SRKd*Ai_=zaJJq_g}rnt7Wzv;rN1~llXV72~^Jt zUSQ*|^UZ!1!KW~LTzY_=VNEIiovuJ2rCI8-Ugdm*iSKAK&?6~PevMy$POM%7r3%)M zjr!{GfIMJRsJU*4|`o{k6C*D3xQzLte`h#mBYa#548tPFtV_CxF{A8HY z9DW;@5^HO{#v(ro^V$@%KD+IqY=c5wbe^LZ( zRNlP#vg{KyB+vsMU~js{weAq%+2XKyq)3*yP#&+!i0?Ef&JMv(8Y$rOcMBD13m;Jz z*5==|O_eqJ5PkYDcV90V{xz9$(1nw~qRR_xs~AJLFGQ=$&}J38BSqMfQVR}4Ub6Tl zt)24-q!w17GtCJ{PNPPARN`{zEo=fV0rur^XlmoYMPyd*dlI!HfFbM%jFI)K2Lplw ziRk@@4{yb*hVB9t8UwMNkaR&c5*iMz^|dn@erUs9d22QYHN&G6$p6p44ItSMB)o_D z-eMd*`EXWKNToIh+YvH@VcLm#4TL)HSW5e3MwS=z$E#;jTm%p*RkF&i@n(mboxL9j zqh;31+c@+k+z{hNTTkvReuRdT!0U!kjE;HpjeY)namaVBNLWNf6B^cA8;fzEpJAXo zr+|!sXI%@p+KY4PcfWtPh~ZLV0XNf&l^r-@i=Gq(sZpZr^=k$=Ap$)s>%E=79~8lS zh^9nP2SP#r<>FHGAk;24L_qYlACr-S+Si5VsA|85A?-OIh7wfmgroK}iS zNpC9AczbV~HhDh*Ba=XMW|Oq>5FSn!W;C~frN0#Do!FJ??gd5kpt$#Fz|4{-{Cf?N zpx^qH-)~T-z*Na%W-sXQiVu^%*s6Y9tV}I%b#`F;tKTfr`(!#cRKc*KGxu-#bjaM| zq65aqN6O_EmCM>8MtpFLAo08g2b=zp*-OerZ|zq0yuNEKP83`{6Hc2&kB4a&j~)%h zQ`jc+$M+@^+24#83b3jSzWIk!UFm+-N!l^KuF=znup^VonFfc#Olt5CP8G>}Fjt(N zq{0ZR*8ZA!5aj&UFK>`QT>FLG!t=z9$~UtQwjMOTWcnL~)hF-QV2EJE3X;X!o1Z~Q z$vZ!jzWY2|-?u{SDPKPB_=S>hsI?ojwn9<;solWk+Z+0l+&rt-3)Ef5%E@fMufv(H z`np~kOdd->gD{pM^C}Gm0e@kt1-$l0O{}E) zk}vt@dm#d=DDN=1wRR!+ore?Q>W-)!o6*6;a~D`!$Q^T*`6c z`D0tX(y=QDM*$`;q|yS(=Q?D{rT)&J1M8GWnosptnSww#wT3a0yIc8Hq0!KIv;!l( z_^LNlCTyrJxVToa;ig*(`)S%NDjnWrqBG@^0tgXtaX9{L;56&p=ZcX#Di^xL1L_UQ z-L4B6l+wv>l}@fFw=7?0r+n3bjq0YnpG1pu565HL?%=mPABiC1o>%Hbi$~vLm##EC z&ZT$3*&2~h%X?$K$+;sq7Hl^OS;?6D9+%>Bf#2Y*kiA{lH~0AIuL;XD{?{a!kz=fA z^!cbYQM_eLp&+) z7v{gGEFPhzuTy0_Qy<4J$#MH${l1E?zHxu6p;>NCw7ND&RJZ(`(G1d?yd+tAtp69K z#Ie6B|f8>i~iBD$;pZ~8YBDNlG zd}PqHrp(DaE_GItEX$>uOT=Z{3S;lX38njQ_Bd6xhICK2JzjGDiluj{r*Fx=MMQLl ztlONt`su|N5=MSa7^YWuv=uYo%p;T-d)H!&pL@w9#n_kaW;gZCfaC4KL)IJt_C ztv3WU9d19T4>8BTT?~+$zU_|d!Z#&e^p35NR0IBk!le8ayFl`!c*` z@%P!yLFEev0A2DLh{Q4%o%Cs)AHsJ4m;>R?dg&PwFs<)4kl{}?1 zlcG2CGyYhYnQ^x(_~a!1_UnMvz0P1A2}H#MNue*{pv{ugBAkL`A}c9aK{VSuq_qCG zOyQw@>Z>m-w;5E!VT|4Wd}Ai_$d)vjfh$tPhfC5u$qsNm$|xNFD2<4XvGb}rVXw8z zK+Iy)G~l!8hLnePPB`t@fZC5b$Wr7t9lkd(x$!wuCTI~Vl8Ma9*yWR`cK#Oqd6Dy6 z*s?vBIY{18BHrF;9Yd`A9^MMZ9nDI1R>ZMwd2gwq=wW9*QCQ-lHBult+j0lV*>y_9^+*iCKuf8W8ywt{-` zTh$W1Smr6`YZ|nK{$D{c>gN?WN7S z`jUJ_V#o94uN-Ku{v@duO(AH;L~h)6BBPHdk>$7J9;S&Xi841O!D*db@}n(r;C8w7 z+M&zv(!3VN%+F%l=MAGO9n%_Cvg}A^hN#PmasYG5x?o6XqNU-D$d z4cmQlFb~ptL0<#;wDQOln*tvHOR$^-N(Fwxcx9uQ0y9Sp&nTJj$F(9|Vf4&1C(o)( zv2HOO6ofGRw^uw4ORrX^Xf<6TN}l&=5sotj=eZ;1Io|J1v#=I+%d1j9R##y^Qz1eo z+20Y$o7H*Wow*|KkY-25iD#}^+ah5QItYf-z)LRboz- zu5AZwEXTt+E_KsK8jC)6N3~OT#0tDxx6=*MO{bq_#X>aEKN~^O!ZLy(JNtdbkYy1XXl_tT9nAf&aNB+11zPH4* zS`SflPd@xb5s!CgH3018iIsdu1fWuEdsFU}%4yz}MPl*aNXFN7dj}d;qlyUTnxJg` zgx91$xA^HV#eW#~S{mpN!C!SjE;u5TjgzYn6#rgjk~5qZIF1X=DiFQ&T$e2*h(wSl zhD_|wWQU1rMJmyIw)l-VJEKW9Cq3mGPS*5dXekItQvn|?U?j761qoeZ>P)QX!oHF? zL5q=kLBm1vk~m9l$RGd{p?(F44eHFD*8b_$vOe|Y1*Q58zA^Ymxk{eLT0ILv=^^<=Ni5+)Nxv4 zuPr0kyeMKG!gSA6feSd2(0JI zBa70wQ`yCJOgiCRHeWD*H8hc3ZZ+$Of|~nP)A?DcvO;Dw7=qe)qBFw=RagTZyZBNuPi-p6?)DYG8KAxh21d~f}gPYZ7#Lc-d|uWNiRC)2h=YB{mVgI_Op zzq$M~9!B%C=AzPiclL+r7nN;E|Akh={;k) zp6Yck!)fhZ-Zw;7ubrX2OEr>p5g%8Q$$HMgY+vX@i4CKb2) zHfdMf3@napJAPdxjp4@3hE{*tV5ju9j-6h%V`q{yb4CtM5iZ!16dVdN-u_^MPzp!e zB#88W6_FmFoTehVrbr%^-r|QRa=g?crYD39IUyd3B+0{V>koh18>;AYk2c#(_{wcG zwcdT2c72GSA5mLY@py<_w45U9HR4Ej`g+HwavJGQc#sn3qEU{s&6!?iwY9&$sLcU! z{Nm}AkMbDLl_MOL)GEcN3qR&&lc$yk{@kkVd~qwi?Xz?8&^x=+OuesHm42%EzWhXC zvtwql#=CnXq1BRKiX!2@|;qPt+3YE ze+qQ0#D)%g9LbY?h(-Qhyz^D;KIgCDX-B=~OS6nUAOARx=5vp}C)cGrq!Q0gKGk(8 zH;--mAOLqUVoIF*R?;o9{h5ar2T}Wz?;Wv1qAzhA9t4(>SoVC(uG~pZ24U5WwCDk| z-|?%ll=zV=(%$baYDKtp#Y5X>-+c7oZJ^iBKgFgr?_PBh$#pQ-d|r*ez<`74^be70 zITy0Q6xrrG`un&-np0p7kB0ucs2FHJ!`^rHXAcJ{^R7$B`7r(WA07 zJW=TEyI#H9qYU#q=lPAv&76~6X0QUpwk`vLRQToxCW1YwPj4&g@DF?w(5Q*3#WIgp zRE!Ufo}m=<|71gQ?GMo`9+Sg_{qDU!b%xNy=koAL*E(aF&0{ho*Y;C`kQ@OIIqCwu zDFl9kf>~AM7R!{Dma5E={4eH_ zZz^Hy`e85bxo_Hi?Qm$OJ~|vl#HSBaTI!*7h zh{q9?bP1X0hh7mZ-APKUx^JH8@#CF}p>v8}hWr->wkraJ6PTX#>ltg%jNTq~(Wnp& z>-eo;E`kJG>bhOM*%ZF${(h$ti8JYSB3UyDGI_BRA1Zs*aRy;I1 za@0;F1%=(-zEoMlYP}uFlqYEj?)a={4L{XaYRR7R)^FL?3g#zd-X>={`T3CGueVZo zNUzzTR!%E{c=Lr}M@O!+xMxN0uJ96$)|XXm%N|mFcVjUx-3kc&Ro6blcrbxs zYs$H2fg%qlEf1?~rD*T>m{&#}+uL@5T!$3XlkmmwVH3tx4dF1u+WEz5FjNj&>`8xG z>16zVGdugjDn(jI$;8OZa~1t^Uz^X?3XQKvEO70yN=gtedUdJo~L$6pJni>K2Gk&DK zCoVJhDszmkicI-xeRTGZ%UDUMwC3UxF}zF{bZJw}be>6g z<~lFN^C53R4pTvO{$;^5th-zjt5Za$f$#7t!S;=1@%SffpNI8K60Z(Y(P@QSdapjX zj;2hjV$r65TKG$AhIaaWJ1fuq+z~LcA9}Bd8|qx!q3%v~Q<3&jaeK{pDK+|5#_44@ zi!EP^b;`p!r+lJ3#z)d;v4uwI>My6*F@=LR5}0Xc8VT3lRS9e z)S+ffPX#Y5gB#y--Aq4lLsCP_ceD>HTM}6EuUBewq$TkTw9L2R&dF|9)84$Z*OeCF z7tClo%~;_$x11!9NhCfxh{+Ltx_p8j<63v!Um?hV8`FFI2ZfNiG;YqGmT9S(rO%+9 zp^@D$vkk*Yw)QT2r%CZVNBNxS_boDu71p&1Er^__)(B6NbE&)uEFj!6)8Hp8d`8lH zO^AXP$wesjO-C!^KM=O4 zks%aZ%gAXMFW8{2U8hpIp<#g^xtmCNKM6Vi@ZuYp_Sl?kX%{3Sp!hgqsF>gXOnkw9 z5}DH}p5sO~xGfw>l^_;sIJSR>)`NqFyOJ0A{H%m~F>LdvJn^KM0k4YbDaG{%e^@y5 zu;pRc1=;s7Zo4QW-gC&!g#_WLO%3)DM4w~Y!N7@-=GQBI6>~pj1&`;ll|<$%M^(ek z7yX`G+&N0E#MxkGI|?2|)Bd6N;~@H}P9VShOJOORfZ6Ujf#;(%Tk_iPAqK&Zt;nbA zh~h%-oU~g{Sb5Ow$t8D5n5kpz&|s(dfN+PERR03*a#GM^TBn{9CKjpvl*z*m1u;?h zUDj>)mcOIz9UQT|GW>h`)NFeyRcX674NvFn1n~1tE?*kF7W^Trp=WB1jfb$vyZ5re zj}gN^0oE_PQ$L*{%neItK1e0YSHTttjnmj$H2Q=zuB;@{T4*`*c5z#%88WW-$laq# z$W%*9vJfG~2T@ECwVNHL@jh>SC`+B*8~W8aha$0BG=y0iCwcnTW3fxYy$l()LCu;o zMVrOz1#hd=xB_my680#dCeQb(U1Y@EY0cs1k*VZGZ+~Sy}j*mmE^5e~1r8FMv4U42o$o52<+;5J%#QiZd?W**3 z_b*NgPi5IlkPCS~qQ$)|LlSbI$G?B1c^VrlHo-%?q4izFfS}HdV!!a3f-s?lp{#!f zA7T11CTEvHx*)96qsDYEal0mb{G40rt;AQ<7OH2zJCmm|Eq|CE9l*a_G)Xos4gXMh z{$?Nf>OM_*VnqAXnHz4pjFw9E0Xx2PXZU9c#~x(ai}X}3<4lfnSox80302{{-^dod zrtrr2&Coy-+xlY{a6-gn_|h890l();$?hoA*qfAeEKZJ88W&R!#fZ_5Y6urYQx+(QC z+ilz+-Bk!_c42+YJGJXf&8BqavEcD1%huJV2ovr2j=Jz@pqgA=Cx^<7CldwpC-zkI z2ARW_pKLGKT(L4V4O(8y`9t-`a?`k#T1iODuyG~`J4x+V8QbNRgu>FI^VeY{} zPx9#JP7EG*)WXZG5=PdO^O~i1Q&fZ+>;NcN#D`22jTMXuzfvkL1V@ zFBFvS&U(K(D9EA3rJjFuoQO+oXxrzi4Dnz8-h&>xcs$NdggaBFd3jTd+oUmkB~6;H ziXM9$D=KYrQ}NZa;`yNFwMN@_%Eiw_3v{W|Hq%xbe zNex91Exz=LyTUB=#H$e|Ll6FB79Rj=j>b-D7zlT&xWtnSxe4Iq8}#s7WS|PDRwA(ms)iZS=J)e{7^O_v9?3Tw9;8s zYeG#hefEXAy+f9i3SQ;+ONPbMI~2DK&F}fTWFE(D5DR?yUwZ-6p%ZH7B~VobBaA9q zY?dVj7b?EolD>x}u5<8NqHV#9s!7^lvWf%wKWSAJXsnU?U;k-H#I~zgA-5$~d$ib* z&{5i|$VjAb+d{Bs4)-eWS0Kj)J*AK9$a-$D6Z>fwjh}aa`q%OPbj5y;Cb<86^QU1; zc4Ln@jqkHBucVDxrfgN+W2Jb<%Z3fxjYTotbe9Al`tU<3G8VCmAgyO|kXJsh<|@&R z**PM1mnYdj#BB->(6tps~%hT)X4(qfTDcjXrJ_M&vfvNx$EIg3VDH0(^}D_j@g!Dx?4!3}u^<2^GC*)zl0|VT$CTbe>rz3b>-f3r8SY8HFUkV8?+YG(hC*TmYQ7?BeqLvnyJ!GkP@`HG`D$ueNOLb0%Ew{(PZL4neek!%S7! zdHVaGp%Dr;-@4A3e8J@O3UtJF04+ExMXjq^7zp73fiqUN&9+OK=k z-;#Xn(S1S-zVBPk7T;|j8ZXA>P<;LnJ=uBUkTZRcJ!`AX|Ha1CPmKFJtl{@1UxhBt zPvY^2+?wOz3A>62S&0gl9S_s6^zvGz=6K&)&-g{pwmEW(lJ%2~*-rc8ozEUnKgf8C zr=#>ttuxRfD|k?8n`@1nI6Rg=BS<*t6dlT&O;MsoW@AE!!%e8ra$nY}FO@QdZWp`# z-NUO+12+?dE#)3HOhIz^$Nc2Al;sv|RGp;j;%5DsL@ac9+3<5bFAZkDVhBA6xmQ*E z{Re$d7yOZ|t)97BL4&(l5dOY{>|*h48|TL&D)``$Ro2Rt^M^yUnZM39T(_c5*Ax&X z$_^^pU^CFS82EJU#^C7~M8>ppM#uigrsnS${X8kkvozT%c&On^p^;J>DVrH7CZZsg zR=6vmvis|eGy>*vEfUe_wDRlf54q1he7XL@PLcQbvlR5CMJ!TJKus>+jDRvH#suI?rBVpjU3W4geZa7yu<{O!fbZ;#3i$?7N09O=O7$z0ae638$}TlcD5x5yK& z)HBC*)O~=&;M--(c*+Q}j;ZzKTTbOmk8=AzjFS30FZ(l@=O@&QQ9MCH0=|BJ7d-Oi z(7l5;`hJ$a^!a2r-%suqag0lw-UIv>`P`lNhx164+_nuwAD$3hCG}Wt{Dz~w;*B}u zFg(|>Vul+h=Bli+@+qY{!WErn^^Ms;ZeQ4qrK+NaZmfHwzVhAQL0$P;;M8_yw07t*F{vt1cdoFBiAdd900izav#W z1*(`L&Ydu#aqJ?g4v~eG0@6&BqdOc|MT#+eArS0p8TECQo;PT=DKZWz{%xzM!;4{N z`&i>SN0jdL=I_#RE()bbITQS{50PNj7t%oyv=Y%Fk8LxbGkF!7=RNg|t1ftJViO>L zJ=Rq&_#8JOF5|f9qu$~DbN8jQZ8E7|GMo{ z%>DK5kVDmDDnHJP!pTn})|rU%$uh~`!s*O#EEzA$yeCHg+ocmST5T_+Y}Mtb5&!+I z+A~KzTe}S9b4d7Y_NLt=`}6lPyrk3#X)$NoWL6_e$%<)l+;K%1?pjheVS}0a;^%FdzrG#R2B&R|Om z)u(+^hTED!54}!C4ac^oawP_-JOObs+&)q7tqFIz9 z!f&}vy~W27WIAw<%@N(8Wf5W>BG+i(u(5tqsBX4zLWd~7ekkv(Y?~9$J+R*BnG+e% z8PqCJKuvPy;V#lw^ln8q*C)I4h+&o}Jv(gwlFzpw%xIa9=iYP95KR)9+B9%$u#6q@ zKOhXfyBf^GJ^R=4-uwe=_K#DuEyS;#NvPA48YyxQb z=EfnpK-ml<80DBA?oXYYShi3luJf{t>hAnOc#@_kk0DP+dnS5i-TzwVz8ujHSP(A{ z%qvPA*qC97)2LkJzAzX0PI-9p6lKwLN61R-r){moXT`_1nz9j5uG%_E$FxEGhu4L9 zX;oxUqU=4ctAaOc#V}G^+&H~R)^Y-(`(tdw)R?LW0j$%=75r*`V2aKct6gmD`#a(v z8}QwMyBn zX|NI*=Q~fnf=@?HB5xK?OPlGKN?(s_VSiTOo>xV?D~DgJkrNTgVgJ79zH?%$JYmKK zb8YQ(7t{7{-Tf*gJdnJCCenj~Uraj{3$kG%MR>_^~G6!$IAhSJ8?w5j6O6 z`tl{pf-NEi#Ze+*X+gJUUORZk-Cwp*WM@UMr#joPK{)m3vsKsj6E}Clbkb~&Yg4$& zSnOz+Lm9zL9X>*M+%!y;RK*fUamc@CH7EA+E;IA!h@$g^z_pQB3T4(;R54DZQ(jW9DLSZQbUXV8snNvVpxFZ}lLx3#LX4hs!#)agzYzgk*d zB55NS5AEqRkx~i4sGoP36vcH+%R+4akgK^rT%yb@{6jDs0_zDY^BefAAC*goS#e5( zO~){vZD$+9{bP3=FHtCZP!Bsk6~ch=^KX(?#EF1#XOE>{cA4R-iN2t zmi-eLwWse2hq064O*_}vD$8rD)0H2v<+Q`qm$_X*r>^rIv;$eR2Igi+!_U3zh=; zfVoZyJ_e^BcT(@@dW10TCDVpXT6F~-v4?5Roy zPHWRfbv1LdSci>=#-8!#(I-r&kZ)Mnz~p=-@vp)3`i3rwYRqj3ZBw2xI<;&kv?2Z% z%53{`8ewrtf4TXTO=c<7EkQ%WiLCH`QnMAIl2pG4O%xdmM?ajWL~_^v!Cs5nEYBAca!8|#ptci z_9^)@T`kju{`JRhTj0C97~+%1u|__Zrx}{Jdh+HUkV^LorbvlJuSTE7{rb7AkkdspdF`)QL)ofKp3n0$jS`WV~Z zQ=OVVtU4DPz9?n?T&D1(@Y71Bm)9}(zmqrT5!|Q6-pn9XN+HPPAR_!OgR3(m@a^G* z^(~RZoVYs2yCefWOw`xhUfUB@_@Bv|<{4B%$dyOQR}V0W+X}y*UnaSh=6GsW^odS} zxINLe7TayxltH|J6-DhR)2cf`$<8gDHd496&WL@(6XUp^I^$I$_Q}b>y|>P4X=eBTQ;AZUeSqRKFUL7?D=I zG}(v|pX6IRQh6gM`@mXz;#kIMe~Bfp)5F&XKOXJ~nZIWY^!&jew$P|En1kuPuT{R} zRaZ*NbKZm9A_z?Ot)z6FPREqG20&bb$K7sWE_QMuHTFz(CR$0b$A-Gwy4EI95nDpiL2ua z&yA%x#C2t0eoq?da+Fb?LYlK3{J(zbf4__z<(-*Gx@Zt}6;Wd_}DgV z)R!&RS$FR3e95V$G?WOJHC{ZeNw+}tJD7{gdWXm$QY^wO7a`W)#SvhiCwquJ4eiTiMX zNmVD2N^S(hpC~y}|GD%%*Fdto@- zHlDB{S!vAoRhXjpUv+!F$NT_Fv^g`s-rCvE4yF>!+Q2YSf4eC3Ewf@bI|=QmSMG_d zdtYowM9A4sxTuhtorr~ruv1}*CRw`B9ddmti9e)%)akXOSG7!zqxCcz>KQ58 zwsrc+66Ive-!nD< zM$!G8@zeO*oL+~io0`>19W>ru(mI#_weRmMfn)*5(7lzTt-7I9~T zZp^*Vej}yzji2iRZbh7kTstD1yH^*9k>!|)&!``hGtX<++Dx0L3L@~_OsABE$E|9p zeuzQ$EB&uur8BRyU6UG!F6m>C=4bmEGW~f>j98P}=+jeG5tT0sXq|R%@~AWG??te_ zeH&3cAHJ+L#ci*hf0~+$i|CV6;*c{!L~uxqZ}c&pt6R2Nor}W8PV*hgwNR(@Uy4|s zxuyF|mYNIs>ywlgAbx1W>PIJ~HokR?jZe+I=S08T7mS@V?6?&M&I*%>69%Q30Ob|j z5ZodnI-j()w5R|K9SdZp+1dLj)9=)&evUi9RzX34aLN%**FVzW@FJw5qDpc@53VXd zCa$-W%s?GtMRzZ`ET=Ai>?y(OHji$cBoy>U!f6Y-PGs_rsht{_L5!D(H|uizhChDu zWf?FQ=vCpFBFoycOEq@)&Sq;rHu|Vj&z8N0JE%%eza^;~s~+or!2_9V56nnwo3f@^ zt4<$v;^>}rWjA-w9=CM#e(EyoYMjGV`PX^v;BSyDEe>JQzc@0*&C}f)Y9)TlU;^pC z)GBqBuy6*!4qm!k8r{g<7^q8BP?Yq;NS|C-Q6;=8*k7 z(Ru?vH}i>S9W@Fcew_GYx%0P?*sOjbkAQTg`sFD-rD3veA_7 z%{lga6KYiXvVWu<4RbYav}CjIQ;ZN1*JAHR{>sZf@hp)I{{p{Ehys34Wesq*P!mjM zetrwU#GICr?S%dvfY@6s+Xn1PA)Lo$Jbru}pw2fr9PR8H0W_&=U=Rw2EC7P5fCr@+ z3N;p(2gHjd5Pi$xP<<*lmiYGz5YSf;X|`h9B2 zgNGK43HU^#mu2&7eKNxv$(Rdbl%xmWpL>9!VSNe=I zhBK64FDFC(j2c%~&!W7sSq@P&n-WBqt@V+hIoZGG_(nwBx#xf(NOjdYL_>JS%U?@5 zOaZE9f0EwUyr7F)%>C>wVaOWw;lai9P12|rQu1BF`-9xK2>-C-)35256iQH0*6&&*BL)gaZNl?6ARHe^eX!8aw+|K@BUX+&sa>+)T$3=hOqZ7}hbiizxpkfswe zW*&76vk%XGHk?s@ena)gALNa`jB_1T9o{|IKYG=kfEio0opXzc!%A_ z%j?20NY_wlMfpNeyC`hBN9`i$VVw6`CT#mal>rvD2)P7 zqUup1(u$nGQa>qj6aVd6sr`!cJrho>rrgK&_m!&W10{Zm?!oTtC(SB1jcm za}Q(cIMeS0cg~?6{lG|kco!_rxX0>Fri7T~9h--6%ey<*X&t)$V zH#wHKC4YllIXtIBe4^$1Y=e-(l^^8Oqq4sJR$10qb9Q1_tB({2OAY<R8$BMdyXzgvA%Dy0 z1AvNAn3AN!r1rPwDAphO=8A9MUmoxR$W>-$CLZLE&)t6Kb9d9_-&VD^7dm_P?D+tH zEk7dI(0jpz#$td%`1eI9bOvoq+WzD_9>JjfgXWsL4C1*ggqy)Ux%T!PhIu3*l+Gw) z;oQ5RB;lt*lG;bY6jJmeMSkoaVT<3?v@A<<&chOKG}{$(uEx?&%G006anwJ#%ZwDy zvy`9ZWd6uHa6O8rnVBh>z?`^wnc#i$^J9=BZ|kEgtmT@_CqK7~$+H<)XJ5n*+cnIe zRj%(h(F{OSE%<@JVVd(JK8QkUZI#$ByUlE!B(!iTGuLBCA)`Dbi9JxBryarI%qf&2njWF!0eB@^ zyk=HK9G#uT8X6jCIrB^2UB7-^*Tf_zC*yd)xbtdah8r~4HB(dja(RHXDw&uhuk{pW zDC?Cf#vO6fSWPSNB~(lx;?1u(S)(T&xWWEqD+VhizA&cT(d%?cbl8G%np8_BwxwIq zQBD||1J3*q#tAb%6E1eVV%=E#=U<+!ulW-n-R1c8gsNKTQlIc)Du06HVo6O@HkS5# zNMMvn!l-DA@EsG*;gF2as%GzoX1LADCuT3a=i>S%L!6(nB9cypp@3WT23cAUqs0@iWvg@foY*`+p19eapw}r+@ z(_XpgY>}|}&x+aZj|U^7&rqj7+gEh_WqWV^tt@TGb_wzo5Kq8WN1=?;<`qPVvL3>1 z?d|b(mMxSad26Q|TaQ^koJuK@y?`S*j%nY+?wJ?*T}?YWP1}KgV5{d1thLt!%f2uYnp8h8OLjW#T(>1Cd_0-VMR%;xxfj<+}xjRJ6~(5_EB$E=2hU8a>Bk7^6Lx?bnxT>a#K=@J>>%bvUa z)vq59u$~7uAP-MNx!dDDJ9Rs|oaxTxYh|}+vETJhhd#~f*?8n~gGlh9TXcZ^UZMh& ze>*Xk+4*(4Nk-h|k926+gqt4o2c2%F`E>JD@CQvg#=iRX*r%y)Z~J=Rk-v7|P5f6& zpZSQv+o*9SJ--+w-barD+XJRv55G8@gLrD%?+cr8&xegV8S%HWY!eN=%E&H%q>k*a z(pn6k+z=O@ti0;B7;=?1jyU%8XoZ7>!{3Y=AyaB*27u}lKs(X{UhACrxe|xZ!1VyMeK=TG_}c*^j?MuK zcK#$u;CTSj{_El!)Q?LZPF+TuL_pw*k;Vbb9rjfg%$Le9)m{#{Zf7#WYu3bcy=)n< zrN2lDcyvl_qz|eVnJe8|X|5`I4Vb}G9it!13)>ua zeo7G7x`~&t#!-woA5{!3KhI0cj4jjfHMeLCs9=?Fc(o_w{?|1z-CkCeI^6@xhd;F# zn`m?CVbldN*Y<2i%s(dqoE$wPEUfPAT=+Br*bx8M6I+eXVp}3lJci?BgAdz<0A&tQ z#~6v+&g3&7r3LnV)nVKkbfH0!QW~6ojKH620X@_c6z22k-nX^BTB#?^G91(&g$Xa; zT#Y0BJ%JBzpztF#JVB;9gK!*N?J%ChU9W3DdPyX0?J=E+!m8hd_eB@v%d z$&9wLniF$=Smf6NKf6|y(IS1h-wQ%2JXS|%uLyOLTo%25LfMl^myEL5cbh5JLBp8r zi2N#F=hG!EWxU!ITyc9~PD^qgHBL5rc=iu7eUpnG(In!XV0JF>OOw*{4Rc4bACcQB zhzSt8Uj^Qs?XCxtUVd6kcAUf1^5q_l8eb(f`p z9GPa-*FAm9x$xHFLb;&J=S6I!D&A2jA%EQ8?iv-wC^8H%lrL!XnBI4M!@=HcY;Qq& zN%b5}o#uA(@#sS7(2t=9MJN&;Y~5puoYg)+7SP1JVW0r}-ZBulgnF zp;9vU@Dc3Y;5|hcyc6&;;HN0pvYWzk%-BeG*zS8g(`ToWI{Na;8?xf$V|8z%rdzT$ zPr?zg27>(#%t<*_Aw1uvj|qdP&ymIU@)Clvz z!1YUNcf7+cA$FRyftDVZOXSwtqesE$+c7gybhp0gMO8UPrr8VW=Tc7gIT+Z_$P`F& z_=R)cm)((yj;%he?9h7{krAd~UZa^45~FXN8?p3pNf6Exah#xkHMMJ-cvY$H!=hsMdhL71)Bi5*j|s*Z z6WCx#5q7?{2mMyHeH{N@zs~|eKEbi>QVO1ba{qD*O5%?JJM;ne--4`W3f8)#1 zy5i)o=JUg=FOy>tO> z!EXXcsHp?sAo2P*&B2Ppf0uTLOKU;^_}wYG(}10z^xO3M%d(%i*?-?Hr-YY}uiR14 zVsHA86R1;lb>rJ6`i2PUV&PaEBM?#F*U~#@AHxhX41K) zJ8csvXt7eMx)BQdvW6`ZxmNU*4XB})P{k`_MQJT4Tg%AtdB1jkCnJ>Gua--nptm6m z7p#I0gl$sziVP*ElizPY%`Xf2_YDM&D{(pP+bU>rQUs}PyBq)ayFB3_CRPP;Pn;cC zM1PL-jlL50`^ZN*?DIwBsjg6av!B;ZKFIj;Z`Lta`%By4GJJ{LunlfH?EUt|99 zEa7HN!_1!i;(+~sf32?!f8Do1`Q4D{Bo%?o)y<9Wf6ewIoC`A>^L!CQUDr87QcIY4 zwRY&gC+F6&lgL5bP$%Xq*0q{NlVkdS{|378c`7bS<~1EI9`;%1nEWyzj6f6JB!xG5 zQjUyyKPkWL-`ftmNe*58-n>TH``@rd=9?6WVAW^>qa7gcbT4w#% z$U*t5S1_I+tp$fP0^INOzWYr~=8fnP{<2|j3V?8{19J*xawjFRSf!wRO8|Wtf;t&! z>mlG98Oy6$(&Na7ybEd<-z!|K?S?9kiPZe1N3~a=ZTrx-74z>tHzXu7TYl|f9V31A zB?t|#K*EW|57mKULhkSPi=N@O^|3ieWsE^MJnhaaL2lX5bld12vU1= z=wsqF6_45h0dY_OqByzLMp(rbMm>_qXkiP-X9IJ;U;vR<72AW$9z_^KrhdoL^40C- zf6cri>3Xnvo#ZNz8#&IzM1X)(NTMC`s`!@hhzO{x zz44L*!3NmGlH4NAE*@}rqf}UsD^BHusYq*t`@e_cINvB?y2#7_lW0Wmct87hWv)T^ zmIVYBNc!8is-LRiKVE`DLR9bGy-R9gWnpmw6YMt`_59cVH1hX8odC~!(tkr#m=Z6% z5cDMwx}%hODm9Nvt1`#DjsqAGjZ{*DICugOyq45Z5HK|0*gt{K z=0g34H2-k)U_3A@Hv9ZxdVybEOz7W73@7F#&SW+2`@` zVa z4SpPCTr%6<=X|kbcs`3lL+~4if$Jyn>U+Mr)NsU~!M+yFw}Pt-V7` zZUE;i+oOJ)S%dGARwDoIi7IOdAwVyol~h@IJpq)m?ps3_bP^&@a3}&`cs{D*mjbau zuHO;T-_osQJEEArv1|$dGgndL`tP>dQ<7u;XETfa&!JSg`2X_NE**>%swj~Y;NxI* zyaQag+ToKiC}K{yd=v}t8!n)+LI+m?>%_ejpg%O+6@PFD#83`S`@%i&sde7lgUWKQ zoZ0p3kAdj`9wpQljw0?ZU3x-O*6Ua4`sdE47#Qy$9YL_m%z4IT)C_!AQOg26XsCzg z+eD-oiqq57(a`{2t$GYc6afkK{q75XyXW6)r-TEqzpVHkHKV6&l@B6C?q80#b7)xlrTLF1^3(m zzJ(|F?+WY(B+(%j`nwtcIP#^w*>?kw6+Sws3dvBwx}Tpsyw%4LY(MC(f?lF~NV^xx?OZ&?1ly#PR`P89;pbqwHnO*3f$(E#2?z2z|GmC%%R`}yxJN_{)b1<4TN z1R9dF^MpUeRewM~8c&FRubgJp7(~fP6@v31@PO zA}cE^itmO}14!toP_-LsszUE=ZSOmLFr9xrh(23k`QrHz{HPH;0>%Xvfiz`pvd>?< z5J&95tI}3x|f)P<7(52Jjq-m6(R z4$n~xC~~Fl6&f;I2KrHA3Q(WJ&d8m@0;qdz{=6c>-wwlLVxQeTAnk}*Mizp>T^w0} z0pohNQQ;k;b1$zh0NdHFBFcmAK!F7v)`)TJ^4>R$x?vuKv@l;{Yubw_!!KFVp5>La z^P8a=!k^BrQ_R}Q(s8EleO5_Ufv%JrJtPJY<@jx}Q;?J20nT-s3}B@0z!;uWT3Tx5 z!G+@{`A(CWo&6c!tQaskt&Ct!LZ5bU*Y7&DSECag0+tHpPx~WBhf-iWc7nn1Hn58_ zv$EEjroFyGYyiyqK;SH)0(#)VAP723Z)|KNP4oc<7aZpN7BSYQrtE0BdJvu>xJPYk zN{S(mKrO(?#AF+71ke*0-?G>~!EZ&G(BJ^n?LGmvUyzU#c&$$#AGzmv&CHA%CU?Mj ze_KP%tbjvimUiMY^ZxS=N0FNgd?&C#qYBQYnk_SMWncEnkzj9m`jj4JsRBE+z)SF2 z^y|aj(Y75I@C~3SADBtw-OxEVJe(XTmmi4A6bfE<_xt0&JUjiPw>NV~oIuIO=IrM3 z$Z|&R8a2#dGz!~XC>;s9kdBf6FD)q)zY2^bJg{iQtUK5yr>1WI`T0&^@K(nO5JpxPzUyTS=PjMJqaflA73+H%}HpW9~<@Y>()?{8FSQ^ zQ!ghbQ+i_rrU0~BDY4^>oZpcI82CkRZy6Mo1=o8Gpn0L1mk#Fu7-m%qMjkZQ0fuuV zT7LnmnZjVv^jOW-FiQG_=j62@#b3+b7aw7$bn7uCX=Vlm_**YK7|7au!PH0xvMxZ? zu%ZU9K0Aj$T5hjc9mLYCDdzqv z1zI73VB7&p&w@`kaN|P!^XFVbLfq;V24MeSaqV z^=k}BkEk;z&Nhw!J*^N*by0iPjUWy9@%=jvX2{~N#NIDaNIyUSr5&@<7ZcmSmE{r< z>HM=yztU-We;Iuu&%wo3%Fc4|nmi^<=R}od05G#eAxq*=T!-2qx2)_ysPXiPNU^WU z7Z}X_cTV|(_WJIR_K6lR1`SJMEQkd8c> zykx~spFR}=pD8MqN$Q-Dk&)0R-dqeP(`(wB3Okbw_atBSK}6mQQp7$}kD(@rjwST9 z0~_FxX$K2oFQDHIb#>#`4D|Jzm@OBeT51Q3qXkewSwoP$0H%n05DQv?JE1V9Y|xFv zdzQQO-Zz#PX=$C{TIhtK>>CVPh7TU_!x-zcR1xYn_xs5KtbG2v1k}#pBM-C~FDgVu zMdd(xV+VZpq^UqpN_ZC9OC3i#(0`Ev=$`TRBekX52P@Cupngwl=D59 z`+L)s9~;JS$Q#1!y2f(o%a-D&bHXyGx;hzR;v#?r_Q{Qm#Jv7APhi>6nFb5*3)Sl# zmJqPq27&v+-g2Ea^lCd8$6*%41;azP8WXVp7;PL7nG{lpRL6n=>`Tw9Njik`2uuQB znJshD({ZN0t4)I3+<`B@-9xPco2|St1#4>$M;yvoO(230l$TFIUk@a{PjG8e+2uU1 zc~w_dCV@u853Ew|g5u&&K@#;6(x)A#2>A&>Z&@IQXdvgs#qqf-+kn+ytbsRafHBOqY+f=w)+PN%l{U${{S`D+0P9gefGw83cgb*Xw?`xWbh z0EOs|+7FRpo52761TtKh;qR^c1}LIWa%6@3q1?ksQq-3d5f)|vl)i=6p&WN$rW2}` z3XFOp)|~Xk)AHP}=N2NEuzSa3skGV)2gwdparc&pb9sV#&_G&Jb*~Q)$q+4Vf7UQog(5~W=t za+hUgYRC%|#z3%ziY5Jz4m?aehTLXPON6B72MgAPgxrq~?P-xT|O94Fw^SEkJ-~28J|{u@J04_25iQ zK1}rxx(nRQ!NX{9Tk_Q^JZa-F;G)24n9}Khj z0f)dm2S6*K&TT2SRcf@4Nw{}g7N8I z4b0nx5Zb;HYwkVQDfbx~7-|Kg|&AAKsLD0A-nuL#|5&JBCxjW z?QkMK;DL)j5)cqLft229B5!84ggnmz?t@3AALOQaN*8cYU8XWFwF_*zgWhLdW8(;5 z0;WUrLWG&Lk(Hf|f<&i|pf^F3q`splFV7C85d`;`gyv0F7CBJ*DyAjo=H^75MwPx5 zK`H6}VLr^lkS7=T?mT2Xb_~#-n69p_aDv&hfLQ$uv)nr)Nr0@QQl2C$C?^?AXS{hs z%gUO)&;rw51g!P^vyq;=M+v5`AV^y(O4#Ae!aiZBQ%J+j3;lBUU-Ih(eHEj`pANIW zDuiUPv&wRvWsa>1B#_@Mp^qGoQ1hZfP!?c+nPa|Dr=6tjVNYlVzy)uki5T1>@k)>7 zXn3woT)s&_8sOq)Fx2qFKay37S|f&|2?p&@a1Wr?8B|IHfyRxWAru)OfHp;wVMq1S%x7Vg};@B-!IXd?1=YcX|QgG{NNI6XQQGP^h2f_e5V25LSxKndCxS|$A-qp`d?nso)qz>I0DO-qj2GHeM}Fh^ zcq8G+YoQ!id-0 z8pmrojH3Nf&L-S8Wwa~;35|}zPUF-JRChAP#4(rvtCI2w@$=Qc_M4>eOmXqweoru4YIFM~E^7JC zrPbxF)zZbqw|q3g1QhURmCkS}4-*J~?g$bnpuahtig2;AvW`EXLar()DP0V~O-5f1 zxQ$Su?-wG*z^klG*Kjo8)vpa)ND#d0LHGav4_kh+Y-3X8pj`j^t8&zbgoH#mR#o-g z#XbV@?A&y{xak>w@=DTwfoon9k z>uG9eV3LwX2$mVh$rUbN#;K{PQOj)c?=QAIee&eVb26@hzSzChcE!^a=g$4Ce@3KJ zbi zU$qugEYM=jv+p2(bl~#0HL+!9bz(?clp>Q1_JVk`&-T#tiZ4vfhmRlc_4-N>5D?(w z;~R^_X5AS!6QLj{e^|d+QW51Nc=h&e3im-LB2M*pW<#Id^xcQt$dYOg)>`;zv0vQGT>PItHk>E4K=lzQKa0s9=EExI#%44W~kDA8eW@%!Pb7Tb$$~Wc?R+J z@fq5}1_thDl4yT;Qxqz!SN`z4>9>%S+o{*^iHNlB-1!>8cAZYz`NDkzH|qNO`se=s z9hL5mkCulQABOz+_HxK;x%yAOQPMM_)1C19D_5>q^%k5zT0X+c|7dAhoZ?}?lX|qE z4cmg~G}C0w{t_D>UxSdu|f~7_^(*Le*5;u_RBU%B zSTJOaGU1Vt;~L+#u+`YDfvT;3+pk~0l9Q9y)%fi5c$aMtdkHSr9?4z3dUY!WKbqjH z`>JWy&s=)L|6pMZdZ zlCq(R*-wAUkAcF8=@Sz4$62sy1^4ph%OOmc;;O1H!aDU;x(lkr2$OV7nmJ=!(i(yuvgy}uevb8(|xaXR-mqx<0H zU>g3n7d=Hre6|^36s$ZvKT@(?+mkPQAMQ@0Z_{`AC7z>S5h=S=o_e$Appn)H5%O3W z<%yQpa&{KE^mrrLVd(Rzb5h|khL2xPwZy<_P2yQRf}K<3i+xPPr;TXibu9E1$4c1K z4-XGd54!i4SYKTKDLUxf!hdml&}CtuEKJU4kNnJ;D;^%@)%p$&0+K_nl(Vz57gxVh zidlC)-(8;;^;j`hOO$D33%fY}a4=TXQd3v=M{1Z{P*~XM2M->YSz5|QdBOrqd+!Lr zp`CbkS`Nw37=eYuJbjAGb^QBZQ?gMIVt7+?%g{Fz_>R@2h;Lf z_D)VtZ@iW&rW2-Re~%n)Nvc>`Ww6W3kC+r{^U1m|l^}1-Ti!@V75m6DNZ1u<^UZ;$folbDj8*5Ga5%mYQKp0{kV4Rnr=~X@#4UATaqIVUuI_JmVIeb znB=fWL(O7y1RIUKynOI?vm!p-lI9wprdN!2_vEgA-Tgzrr`d7|HsH?wzO0?B%Q<6f zYi@Wo6}B6kxB|ENZXU+%pZ7RkfB$N9xJK){I~BvTC~NZdM8Gz>e*(xD-)Cf;D0pOq zcX6xNlx*sq$M{PgMtM%ofbj5e;(;WeEggC>D`UTdiccc!?EV-G;!ulyv|suJk7x~Q zgUj5XOrAtpY3W!%!o<2d1*E^!zU3}}+pxnZDT74#>(>qFZfuXUh_7<~n5GhQhLQ1B ztuJ~r` z{`}tN{O=qc(Yfy2`4z{3JOf!=T->Y!7dF;bpa_~RjbFds>9v@zfwFh@@bC~tQMk^^ zZ*}>*GxRyCaBLLGkqoVLGETLG49!FVKzibRT|OGMcNb6A!Sk$aZ>KB2<{+DjlXNsp zn+SOEA~HT+@4-G?;FgUI4=hPE;rj}gY3Bw~$%i{D4>~(LZ>XrGLUp2|qFU**OiJ9Y z(kpYA0!+FfCpTQjd}Ht0+O*ug3q>!*ZV_BmC->Wwpg zNBbjZ<-DcJh9C2~&HbrwX$fv(^7{FJwW%+`o-aNv$o8+n+~M@^th>B4{JLK|Qms6)qYCe4Ua8v%M_Gn+8knEiH zCW%wz4_`uoYj8mQE+o}U)-I1eYc+zZU;L_Zf_=)nBO-0e*RyhqdnSy z)65*KtnWLqEiEmvl8#J38OVl`Bm`@ASfLtOl43eKIxw5`6B84Q1Hr+;(jF_xit~D| zu43}o4K06DK+mQzZQ87?7QB}?ex(Z-Q=Fb$Tr^1Onvy@-Jq>5VMJx0i`-Kb0%2MUB zjGf>9Vp(>{5#W|}$9n?wCVHiI(vF_NjaPtVptA~efEJJN)I$#xf1{$K6W2?v(XqCt zD4t@JDfx0(+7v|1D+NH9w%^p$WGWHwxm>-?#miglcmyDJ%h2$hV&8y6WhfpInUt$a zOjMMR&z|d-hK7pOZwzf-zoHBIDeq`#JiNUheB)ONjRM8#KTz>Ms>XgPc+gM|C9|*4 zlxTgrt#;-On`I?@Mp;$W4DjWgocCMXyowihv+wnBk|gA(@j%6eaupFCt^ntUPRJMm z*kF6|Be)hye-%pPY)?M({??-D(qM&{egB`axYv=9Z!dXC zJR>A^)+V$7p8E5x@WlH{Z`nr+C$wXpS8R6ct-@~KP~&FRT+bxX_=;Bz>3gtx{o5o7k&jThJHefunt+uJP;#}W1RhdEtluU{4y4mGpJ*TUUccq-?Jck~ zTqWL^swV0Af{IUl+@uC zI+o+zt^j&t{4DWg;{Eoe8XAf|S!!IM*HN>db~dn|A{?PoW?GAEK*+?tibz zEO3mTLahegrv&A5DTSLAW&vs?u#u~&*Fsm;)_#@>5!9(XoM}HFz|a*O7gAx+X#fe!vck4+$#)Xd>&u@vx|2kHC;vt-; zN7jD6ay-_DAOD*^{Dypf+h~$fQW8~EB;tPmYU`JQ0S0Df<}fA_5Q^`v;?*opt~a_xmbv!32e3OqwQ?L8WWgaLLb} z{oY$>S^?Em3I>mo^h=i#Et7oS2-Y5)5fl`3_&m#jZbOh*#C37vwse;si&eTWf9vUq z$Zcl?4ycNP(|cROPYtn=L{C!S}14hNjINqg10Z3Fpk@_V0_ z?&nT#;1grInoSDBjWn^rSBQ2A4La$cS5#E|Oq7lJ`zu~6-|!OXxf?fbu*k{1%db78 zhc!CfDy!|Qd|6#pRX*`bmQKQs?g;J%bNjb)xu(HP#0f~k3JMya2k+(SpH$G+ep@VX z7oL|dUn(q<;iHK85Y^hvwJhub|6HjC;)+91XA@-K$TzA_w{iUfKo0t zk)1qQ4~Ref1&oPrTK5dUB`msljQI(MN5tdQZN?b14c#9KeK}WIcsc!BV%DPmJ0(~w zw-){~A=7WC5VZuUdUzTYpsqVmieO=gtgWq|zjz_DpaozB2#nHgR82tzbX^`!1TN>a zJ>*VFO+EEWg@Pi2q=eO;AXW2vA+IehB0MInx+D=>X|mjDkZW@i9+zs8K?xqTEMfZ! z0TI#fDo>aF{k~#LN*bDP@I(M(X+T*3^6&TNUw%f2`E+#!=&IT7+SJb^`J~l}rq^+C zH`CSjRMeEdW;|jV{+{vYws*y{3i1W-i)YF@$pwS>=e1$A@wS|;9}w+ORgT{T?v3>R z-_5=N1pyfWl=rQ?pB#|CuXYkiZb{ksHF4;V)5JFlW@dFLu8A^kU)tKjii(PCa;l{o zzKuu}tu*-qTA;^If3!@iR`_UtSG!}7U#_Jet&qxX&@HDWe@ z0;|2Y*VfzQMa`PY5!muS4zc@vH9oST43ZpTVpM*9SaWMvJbA|Ed`>?%cX6e!jY~Ci z4u;j6ck?p5{429r1wJ5L(YiI>6+S-=t*p2}*o;qv$$y0Efp~9r-48h{`T~p&r@24e z0+kCQpC2s-_1S$)PR4-Ou>!i&d7)SM{rmSfZr&V^xXy%=4APrVzdT&ep~C+)r@GDA zxAZKRWD||l4};3S$44YyvpE%hgMV^jN^#_kkNE5t#kYKOZ53A1($ZiaL?k8}r0|v$ z6odm>QBqPWDkxy$ZMg2HEzb|qEEv{ZN*YwuzjIFSg`<FXD!glPHsb zI`YnU&w9U9z~HmgVAfAF5n)srV9A&+-Y_v?1tl$J*BcJj#cf^PIStU~;$IsZ$Cj7X zp-h0fRCCjhyb)R~=W_{>6sxKKB@S?GDdbAK0tS-@P$8?HJOlr>7o-f|o}Z*#Sbp|Y zt<9C6mzPagIHI}vMt8oE`n79>iZ4#p1I*kv@}b7SBY-c_97w?iW{U+t+QoyF2BoW4 zf!U1i1yg2Tw!;ysQLc)&1psU{?xm?49MmT~&GZwtHSl^h|F&mOp9Y46l*qT*eZj7^ z2%;h%We^~=lJDmmswPN9phm;^xCvs>ngDd_6nrWTG}6VxorzO)LKyI#?hc3t{lO<- zC$MW7B&;L7^#_-WRg-~E0^wk1j{wu8%wdQJdl3jMszyHEV)z!yaNYNCRxiiCx8O;s z{QyAxgON8t#njZu076S+cGn9j&z$Kkc<_uQ@7jmI{oYohX;W!R{z?>#G>c1fU{+Gn z6_I!hS9#hEeU3&+%ieDCZ2GMLlrlJVClo9!J}U0uEiBus#3$sc z!aY!Ti;(c1lp~l~sGYJ6`-0Xlf>r#v&weEo+S;fUSbBcw5 zYdiQ2mD=mUKAh?Q#0#{pc*Lul8p_vK-u$ZZqKRO-j=hmXx}zTLi6bQ?89y7e5#CML9I887739zI5ZOd+rYlPhBlWaf6uY;0_8I^XOh z?)UEz2{{Z(p%OQ2V`D?5Qk&vgu{IwWKe)G=vUGU_1-3nT3;my39t^ zp+^i*b4{mP6GP5PN46%)4#Wh{0vHz-77qFyVO3*A{D1yb{T9ZouBjP$sVMUOXafH>Dhva4iadKVUxg#eZw%4Op+DZ5JDW+~|C=p@z#1dQK-s#l+xs` z43rX?n>2VIsL}-R6OWg4w166niaQ_&`%h~H)YGSo;N<1g3lkP}bF~BzobU1*u5_vA zEdS9s;&GjmA6HjKPK3 zczIjoCiXUaj4V6eU-bs3YU^qhsOeo;N~`wdC)g?gVfTzCpmz$O>vm9^^!GIQ1=*L{r;d#>AN?}i8>o32TkkxrK^5(htw3A zJ^-U+TT4SN?jt@;V7A}@f{cLx8-rCON>&UYD{&a=A0{q;w5SWTpd6|>g7P9L?tilH zhlPie@0%VSV#$Uozylx~J3Ts`E+pMJG|uLE?XIv8iDFmwb| z0y9k%mFi!<&|UNpf@gg=41{F^dcL6*kl_WWzohJFi+hd{wSH_%u<2+9GmPodIk`$;!aG2@Tc9q|iCK}ua$2^$;YZi*XM*%^LjeJSSAa?& zAs6^P?m7XvKqne%Vma!b*}AXA>XzDlAFOcU=HV%F7j*0|`JSSxuYWGdcaIy&O=Ht_ z`C-}?iNoc+Z#@$eX@1u!BKofx)R~ldteT))75omUi=hpv099KKqwrX$1197;qXBO5 z%s^Q_mJXT?Y(V0{{eA|DBGSkY8@)N-vwpDNRt%cH_+2IFKy)Gfu=7SA($We6DBpSh zJsThbTkJikrm=>Abzo3MU}+68MoQGbM>z4=m5vuNVXp+y@=iT{X8IGVk(V!JFD}QG0fyIvqJq* z`tv3+uU{)_Yt!}h^}YRN5zq#`n!Z}U+6Ec-ac{sHw1@?JEM~?|Kn8pANYCf!RzLNN$SLvtM z862!fuXz3ytfeO_MRff2vD6pd(!yy6BB*( z@GZA!Vc)IG5*42wH(wk7+>+;l(%i59AmN*#*+)%{as@cSz zd&cv==NKE^fi|tWr-uj@=qMCKtjmOHMO~UCvioSwAI#V`7D4h4!y?>NInS zZxYjOH41gQbPgF%OE>&gjK@Jc)aoe+SC`F{Ag}Up^um(O4fZ+wKj#H_TA|%a5n+=I zFV1ai)#5$Gn)j>^lD1V;NH~AYX3OWOwbNLa<{4)htJye zg9c$!ytrRe32b=@6iXKmn>e7V3z`J_o(0Ht&v{VVi7 zj-3`l8?4vg|HuNM!}+T;b~30X=y>oH?wUxHjj1g*n^J?wkJ(SM=h}Z<>Nd<_V4yG; zT96ZhdQlv`f}R8@5oh5l->SY7=uY6dBa0Lc0)2G11W|t9Nn|h9<-`+TVhURqc!iZ;61% z!wFIam1T+;WK$`pZdyqa2%Z`|QcD4j5bz=BXN%f)^MT1{I`S?t z@fYe%GB{S%1LwI3?(;4fD8GQr^p!iYAwYlF z;Dy=WpRv%r5ptWmqg&?i3y`rDgM;^0!ahzfuZJ>&L>s1=?i2$8{_71@)eq2gAR8#N z>${??{PNh~cLJ-Z_(2090*p@qNXN^-z=9ZMFj}Ck16}KZmV@11@D{dA1J}9H>7siU zR>`Xo3s7C?Hh)jTzW>fxF;o=j(7^d~?`5K(xD2|Z`e*D|+g8P5u}d@{Rto6Zy1F{z zX#pM{XdyKp%5ic|v*xwB^i^Wqn2liO{~|k`Nw2r8do(yO5D%^wO4-kV4fF7!(CLdS2qlMVK@2eP2j3&vQOP4Y z;{6&FttdFqXU?1%bW;BG?%4TtLIXODL(v(T&d$y!NJ!XZW%Y*Yr&oW(-S_ZZY&jLi z(CXzg{11Dd&2E?BG$A(^KR{1|f?`4gKq4X*dPc0QCRD^2O@0xz#CHUI=yIn4qI~Hl zI7gjTiDrJv<8hPA6B(3V0q#409xbD$H4XNJ;Egr6Jd)&kJ2&pgn)OXuXeo6j$iyYpyN->;nGl0 z2-6TKI7vf{0M0`&I*#K9FN8di3Uv&%i`WrY@;(B_HJv}acn956a)xsMxu;IR`-1yE z`>{P`TM?OUx&HMn@#yGabeeGpJh;h4^sie8UCw{Z3jFJ8au+%) zCdY64HzXz)5;s~WC??R!==4DWC*(Rj$TyS13<5|zeZ|1jn>zp*A`S>oTnsArzQfchQP!vLL zzbfr>llb`paVc%5>^vcxWgHCbM|w;Skc*1h3B}j5wD|v1!Z+gAuSJa9)glAvF#x% z?hEO&;{a|6P53_f<<2w`IA3GOHkIkQiyq-$zbZX_`V`H`fKC6tq~uS^Pw=l%@PMEb z2r*I1)`Yq8i(wHF*;kX%$@|eXM7>jt?s3mGGu;xaCygd!0Q-|$1CEvemHKX7cM(uF zAz&i*ZbQ{6sulSEXjy4g)9R~0*9#u5{1hz$0%2n15O}<-sKrlXXner(Q&B0InN8J? zL(XL~fZ5l0>PIv@KM-yr4z+}4$T@fbl0ys4^uG!Mf>s1LrVVh+sgOi)mXELBL*V@p z+8yx3*TK^UNZDEh%td?P0OzRlvbMgynDl@0sDMAmH&nohM{TO${AQPbHKrVlg%e=R z2!JEO&Bu4)!iDE;a{D0we+YEel|b%*VlqM95^y}hR4sZqb_Ed;6=nRwZ0wg58|&FB z0&Wy^$I0pFw5_Xyf`Yg}g4DKs|L)XE&~wEG+FBIC0*ZunkR2-mehuyr^aj;EMxPLA zS3cqgoq38`ZqP6fm^HY79iMFPqcQ+|__5B%x8lTJ-Z%7YOqy&{K=iv3PWn4(EWH zZ(V=fWgvApbP^zPeMc#s-(();8R1QR$KxE=*i6ESB|E-(sZ zssjuRRH&nEGVq^()I4YmqDHempf(*U7bWJpvYWt$Itzg@&@CSgDjy*mGab)h1<<}D z^op+ls|P{I$<2KdxDawJgsvVGIm+fyt))}_Se%50&lu2sscJ*Fp&QFEM|-otsNf$W z_(8dS3&uwHc}3_Uu|Sdx3SA+Hu+Q$xYEZd(@8?Y>9UX8&!w^jvflV&zd*HEu2#g(V z;DQQ?g5n72EKgXmbKRsN|Jy>sk27)MKVgUCb)!jPdF2`LyWm~^%OqvX?wne$O=_!7 z8djN}Y0dF@m|K|*fHkgATWi})r;w>5hKDkqUI3ce1soym<1HU}{4aN$jx$1lZ7%?x z)X<(kz>^k2l@33!wIl%8WV~n}{v&EAo+V_JR7J6QUPu1nJhU~Xx+1FBpx0o&_TE>+ z=UC4u@c=7V10@rB;#J*1%fKTL5{41Uv=-dC37Bv9IrvIbb|Lr=zGT&=WMo;1#7qDy4)>H#-O|nXI{;S~Ee`6?y zDv*B6t#AASHm+t`dAi_Vnc6L{#MKo2dE_hCmhby6axJp>&3FD*0#{mcn37a2B#Os# zeL%9$-NY#RhvC4CE-lK{l?0%cCEVBXJS$7KjEok0$)y%ntm?E7?%|&qU@85a1$his z+RHc^t@G)o@)6KR3wI><$y<0<7E@N4eF0vKQFyH|SygK8fS2r}SI^oCgPk_F#i^3Hi7ws;3E%`SMcRDnc*&?1nDq8dARcI{sHAab0_8Ft z_3m}+>eGoGkKOi<4;YTuBqV3&f*k{ac5-7XxpzgS?FGxRKQwh91)vM~9U>@AV0$4_ zt~2Cd8MR&vy~8%JQ=3h%?|g3a{ekvFe#VNI*-Om|jug>){#3g~`_F207Kr6x3# zAl?9R$tmWe9U^eiQC~$TJ<_H`+>|$Y)ekIcf+oo%-^8S)n#awa=%>L-ACI%m8~gf_ z672W>vJr6l(9^Gz9%1wG_!H*D81Wasb&=Y`JzMB?ge4^i6R%};bR47}yjf>J7TE?WDSU5qcB;K(4w%jznp|L)4bl8JFf*EZ7;2;+ll*g>tO&op6 zd%7@WgCi!DPEZH6v)HtW>~C9A8{jM&inBP(PXVt_2Aubh(7E?tQ9; zE+Y2>xi%SvXlrVIfh^b;62YoEh~1pM=usd_#_M2VgnOLbZf&ALQa?AmlT7AgUh~6q zA=&O$;hBmO#z2bLdv7+qRVs>3$-zlLo_YUlJ3XicXC{K!?t*}mb6+n%q?~``hR5*c zH^-AfrzS>liDx3iM4{Q*|H&2&Jwu;>nYj)8+l3@r8k)$cC?&A*PMkcM0wft6*WNKY zlk=N|1OYJ{}S3>1E=l!mJ6&pve%5j1G4zflOy z?H2I7zJb^TFBk`G6KIMdXxp;=vzsj{CLv#>U21n0YCRf*0t7*XT>h#8S8D))4Jipz z@U_uy1#}XIeP6-3jDe13k@xNzPY*AM&w>IWsPV$_wml-;ibsxI%yvhZRmo7x@m$Jd z3q`m{yn3wt%*>8NiTAljHTWayn7<8UpSK4MDv52@mzT4gb!k_i47Kf*_paQ(ckf%3 z=X!HX3+g?BZKt8Bc?H^Y3+B3?Y#OIxj9Q`fhybI(1OD(SKpyk_IX4E(H_Ql7<{B>r>Fm|7cIrqRW8gG|y}B`YvCt*NMpm%k@9S@%y~C8L&=v zvQDzV238}eRUCUD>dgwVGNLkd=vt^?_tCMD_~pRfcx*X`5n5{H(B=; zu|qQYICBo!`>7{HOrx;Q4=wHr{`jE$8dO=aJOpOOmv}0^F69hGMa5`vCX;nM=vc~o z1+pd9{=i5({y#`X!GC%bmc@9AKWE{j^Rr(2X59U(|55 zY#gLjfK<)*J-his|KE_9?bC41+MB;HJynA20RKi0?BQydUwfIO(cac#3#ecZ$US(@ z=avb~_D)Srfu2Q=6WDmrUx~&R!!|@)9l%a;{@;x3WoYQ980mGoQjt>AgwWdBS|3mP zfmDg2Av|qV4^CDcUc{rTlce%KqRUIWr=aNEPgfTba>}86>;>_FWBC{%Bx|y~6aJ4Z z4Vv%5;DMt)HY8Gm`|SR{hsz%9U` zgL4W2a7$ov2b=kR=FoCP7XS{v)HHMIi()~XRJ4LP3s|Zl(xS-IPYgSg%JWL$1-*0m z@d>Y?rhvuW`jmi#$1Vwy7W}$*uo6N#Iy$G$iaZA<-3dGyNdH%`%V&nGWf5pZq`EH; zqmCL-NlHKvNJT8}dwF>kgToIY`Ili~)9_6KQ$Q2|t$ITa4vrTvm~hB}z($XiapNhr zZ0n}SC{&~+Fb23IaX27Trz5s`shEibR#Eod}A7eW-^YcG+5qn#lzl=FGGRo0# zh@b$z0kevDfS-m0QZ;Vf)?fYkXj*2G4AlFOj?uE#h{PMliEdlFR7}t={hRdb%LE$4 z?{L?0U&hPQrYnmYqCezceSKS&e3AOS%WQ4-&0)E20KB-|1wft!tJ0Ahw zf>tUTMJHY46bZ>hjFE3`Mh#Sewi;Z9TSGOM>oD;>^+YQxu5@W7Slps>( zKd8`eU%)`24-KAVJLHK`Q38T$Dd%?}N#7ex#}3dw>GU-bDFL z@z5Fu)k^u+Epu={0nj>Ye7w-CnPuV?eN{>YV1hTDw-j{bcJLLgT8d+SYYM$^`_7Mn zpuO?xcq0NW$HyBpm%+jJ#BTP?LT?8w;q;7*nMhuqJU6~0I-=rStxZ{_M-Tr|oCQjS z@lkzAQVm2bM}-Un=9V$=x~*-%P!p&FXqKwbv*!jF(9u#)|BZv!Q=(() zlx_1nJoS)gf@N~F2Nu;Xfpp*C&Vhj^ww6auD}XT#_HG*FRJPjG6J`AK9ob2gf>LIf z>VTB8_f@9kkb5_4yw67DvQ%q3j!jJfT9OZaumkMYS zqDA{OPZj!#iEhMB6sS)X!Nbk_^tEhmeiyEGDjdC_^{TziZ1kt=QO(m%Tm{rSn!KpC zRH8Psl225BE4wrdH~Bm_La(8$bJCODv+HrI(2mn?DzKI zUYv=O`F`~_B9_dV?-zM~G2qU;Gy|dJg9mZ$`sRl}!ywFJL~!uy@&!DIbd9Eu{wBzLXTOa^^=Hq}MIEiiSUAMF zkrxLB>eB^Jxsn(U1>50>#fnjUHHOCImdyGa#VPji?d*Xp*zu-QM}&<{^^>Fz?i(C9 zQ6Z#PVX*m6M;J%48MKuqzW`!3nAFRTj)$ebWO)G|@TdDVAds8ci`|Z17)|cTGYpZn zYM|H6YRAopg+oO9vm4i=aN@{r!Jv*va8YU;wWz)NbP>fky(D$izMFj77lU!qBuV~^ zAq6dLBRFs&ycwnkwP-7Z8adU~lSv%?teaqRQqajUpT~W*!-mi>y%@LK?z*n@;iGh6 z!```bq=#;Ti`u2iEbN>q7q&ZJvB&%bpR@CWvcA{iCy0M`7CcZ~DxZLugqvLjgunmG z=@j|js1rARB8UGT$a|G7sGjvYm!x-)7&kR1zl#{6Yi_M`hXgC)dd$fV#(0ne(+5C; z);gL{he#0waM7?S7(8TCz?R`#NH4I$fcg8D|MZ5YzWz@@@LgzpLEw)Jz9#X$`X>-@ z$j(i^(Q|kJ`~a;eXv8N+yYPK~-d+8SoD)H>w2g=i2~+rU^To+Dls?QYxFZ!`VJ`!y z(8(?3)g|#8)eMedp>2mcxA4UaG}XSf2!TVioAWpX4H3Y1ex5}0-iJKhWym7Eh4eex z<_22-4YH#!7!W)SkcPss8u~0g;=N7^G=~kog5^fb)s@Q9u(vQpbhueJc&4b^ilZQ~ z+5e#h35zzK@sY0%s=GgkECHeXSD529{f+e>JQ2r;v;ka;d&cPJ++ zx}IPTdWDONi$zGN;EK=xVxRg4t@m+Y@C__{B+829(5B~|TU!nVQBRE$f7dT+5*Ru7 z+#^XII4gtZ7FVICv<{}RlpV92cRAJ#Z3zYiy+;#wU^VjQm47kcgs;|}LBCqt@=8$6 zEFL*yMS>|6#>gvrp7rpoOg97=XpEgWQstOFr)7$eHWV1tg~=aE1=9-tg>ND;L-tF~ z^8f0xMwcGqgfK|Hf-v(!l{IH9XWX{BU>XDue@=kVLV=({QT4KE!D^ zDO}l^2wR7Y92yrfF)?YaY};DwX70@3n%86ovlY^U!4OCEiiLd)tu%0pw?rT}=q#lM zT{?K(@={oBt-M8X-`IJ==%XgOy5wu!mV%BauoJIX<_Kvhq~$Hu5olCd6-q6aJJ*9n zkA9y8;-a8?;W$EULK)0e$X6ohEI~mB|A599yLn#@zV`9r)Y&Uwd|UVAF(MHDV3Ck` z1HMiYo(C+nzFJJ+SW*YX{Hb66i@Rh!yM~mZ1ehxU#MLC`x z?@?);AL@d*i#aD*kjs7>Gtqx_XrI%R3F{*X!ls1aPP@)_`h%$7H$6PqMW759I#1n1 z`4K#{$5x*u%8!h^SN*Yc|NPniHA;Bme{S`GXN^)Zh#38V1l}inRr`n|2s}J|%&+hX zdHiP3h=r|d=o5LSjhtu@G;>f)_0 zV8}m!_|^0!HRuaK7VVN{EX0ZnK*^G1CH+BYT6A=gqqiq>8j~*tG~(Ji6u&rprhH{nf$T zoeO;Sr$<7i{B+!%w)jUO!ESYe7-Pa`?%!?HKfnBp*{HVM^iDUHWR#W+hcq`|9qYR4 z78N%EK_lU0#g?&2wHscii~L;O?Rlny*p2O;+PmX*MCzmQilzI8gt6HVCN#9^P8w|o z7`=WlkP&Q~nQey~7;4XYqtpVo=W(CcIYpyam;E||rlmhGZOkWGmLGaIa*oz{bMfZs z?taOUcSyH>`j9rHLyIK&JQ&Vi+I$badF_124ws#^hp2sbk())iE%+WpIxUHNyI;b5 zN@*0NU_a9nY0vlR9?j{{25}xqa&;^+G$OAOD3EQx6YLdvmqxbzp1Ey*>9)+eHw@j= zeq3+G1S4ipJ>bL6-8HmW>^C?=(jxoiU1oQ!m`}r4(1Uh2(m`Kj?ofE?!Zhn=o3<|8 zjF&9$8XzSWltOM?jTio)a^R~=RKnBOemVKHbmrL9$sV{-I)8iGuN>Xw0A5Z^-C3L! z$@$06#%Z9URu^?cOUGpk96)7#` zCrCxKE2kJS6M8xFDxr=6Li3E6KcsvP?yjlg8~E21=R3OX<*O(9D@`Vsiskfv81K)l z$GA`7lLKJ5P)5-zj#12)u4&FQFE>flJ0>->i9VQCSy>d4D)}kCx$^LZ9+8GkMU_!* z+vddBo2gN+Hv_YMc%xTKkayW6y%K~gf7H8=PR4IYYD6!pzhE1w6L*yMGZ3;=Ir_Ob zILa~qHK{;bs!Esg@>i_gQ0=DUbBohoUQM6h_mWx@7h703SdXSo>gck0I#P>iIC>VS z*IE;nt%p>5pBFkqEMnaCt6QhTU#Cvz%0pu|t3NH`ZmY(7i=168rAjK=3w;gDnB6nD zqZOYqiY7Tn>)gBrkK}K3*)y9jUfJ_0th9CZEnONp8X1mllDwO4d!StAYBYOAMe@fh z%``48imRD?ti7K)Pvv@1Zle$gzYNDL%nM`Y=)5x_A;`gjqZsT8lL>`_S zl}1wHIuh@4&xQm`K)4!_TsF?=*<|a}2))Pn= z9u@pOmc>#c@yPn6a9EFPl!J{N=vESjMQd---oDSI%*tzOu5TUiLZRS?nwn) z)%uNwORKmn6E?=}`A=Mq@IO$WEqjH$V8evCTl1%DdClsG3qPAJIpn+<`c}1nX{7T3 zR_F=#gt5j6^2F=hGkZP?cixolle)^p&-BP3ccPJ4QJ+dC%aS`9AI>0z+CAKwb$rNK zBa_(=R6+_A3J9I%sdIarSSxGp^v?>HC}u}yp43$YXAH0WyyvXjjNR?q?^(iSxjkg3 zlvQJUd%f6Pp^=`RgtjB8hVmyClWaV}^t$i~I=YDY^~XEm!Awf&jGq+rK9Ou2;q0-W z#eL2>FcQFUSwDTXpva(Wo$FeX^MNUH<|@VWk+Yo< zcW}v(7l$wCHR8hX_TNc+`LU5EpRIjLz%pS_@)3ixJ%=QUW16>Z7x66w6&A&^@L4V- z&oLzNH*zmpX7u4{bk-u#K#_#JX6uwOtAZAqoW`!TEQgU0b8W3erTavQis^L_=3PqkDeS8w;cO|o=+$D;c z9M`Y#sdYa4#Ckr*W6sFOlj6n`ZBLkeC;G4_9*`o`Mz~&wO~w1`H0H|@LxE-~C*lPu zNLjv5*a@B{V`ILfaAXnw%>g!0b4|p}3o;B(48nL~^kklVHYj0iqo}JPgEQb&lK4^3 z^6gBIgL?S{K?XOj6*cBpQ%1#;*|QPXZYJJH_vJ+@-Hx(eZoa-2uEmf+Qk{L*`h?J# zh)!OkDV;xg&isiV^>3zE(sZ1-?w7uC%Y1)DB)Paza^8w3wIrLH?#Abpg?XZpTRnH9 zkx!MIo~p{4bM9TZ?Ns<7hYa@2dz>1T0i_JS@3+lwl$;SZ+v9_szkGgf{fkz~ZgT~U zh#l8Tt*HB1eYG;%lfXdMQ&ov-ZFZZrg*J?#3cJ%K_Ugzt9j&^}8XAmIc4>7uAx*x) z{@KSvgY}&$IhCWHae25WceZHQvzEiem?QY~6Ui{vHTl zX7$9H{GHC~{fuGN4riA$&ji4oo5I14$7DcHuz<3RVTzTBcpYiBRNx1&o=Vu zJ5D)Iy7~ATzwD6{3GVzkB)u#+`S#(O)?>#%x~Yu`homRaBh?U1NR9;lNI9LJN5fv! zL&;Ciiorw@F8vB+S+v9$gyDr=5AjL(D{^y)D0a3yh$^`@?Mc_)wk>ZqHW5rX9eu!5 zYvAQeGj@bFz8bCf{jTE^kBPfU(t zlrS850>|-^ekeldAMVMWj3uemQ6yz)m$blTKHw~vr-+NOzEBjZB;d2VpNcHlXmLdK zsvO~7AfCEL&YbonyEfI;M#*pO>Ac+sVdHBZ&QIxC@Y5yAr=M}n9sQYT7=M97s~ykt zNdB*{YX?`WotDKbOGA}3&e)y~x8YZ~r9Irgs9RYv9F#&khW&CYr`x9SBwgo`(kAKC zcqyxsx48^0OED+^&1u&OmQh_s3U2O) z3XL%emUz`=3)H9s{Z zR~s(NJnNxEzcMr7FSz5Yz~VANJ=&%I7{x^do_vmh+TSP5&i=E1Vd+Apz2mvsyC zJ1^P({_nbU$%qrD)U|x2GPylo*$C)mV@S*B;yb&8(nzHCBPH0uf?9QN$kJxnrp_cM-9;X= zi-*EGP30=?lvdaA;Th6vYu-dFA2%rutx4C0l2if)4fZ(%*h8NJv~{Rtk`%r zY~N6RMVYQv&i)N9`p~pzHu5<3u*5RCS^_Ct`#6%nvIpj)W(6-@MR1JkT#dV}jiZ<) zHiTZ(!Dz`MukJ>=u;X%R)`bRmy^F|f#Miy$So-vK+h2kxoTbNX%3B1+bNDj3hr`t$ zaW8T2pH8&UR}58b4g5*?lr4j%b!KUH=>&82tqaK$ zboBX3$)8yG9*|*wS2OdDf0E?HOA+pOpro;c|J&1sG73~Fn^f4iE*SzP@(42g>yf0& zrkU$L1}_oZKaD3g)Npz|+PA7I32QHP=$hvWiruCyVBv`gvF)QDM^22i7`J=ZOf7q&wN_+R` zsmPyjp9nmwG;k^H$xtY=bxlx#0*4Csy~Ampl$lVw3$mEG=lC42{XPIHrT4dm)3G=9 zQ5MS0;J@K3rBHYh5z1oU6%<>*wGzW{x#rKkqmQM29cRuGla+~!ZV?o1kMO@Dxc`Og zX4B2Yy88Pe24TFUEH+QCL+h;teAN#}(6BP_l+7P7U}>nX{XeapcTiMO)8_BYkfQ?#NEVPFl9VJ81|;XCA`(R< z3o1y40TB_&f*@HyK*Q#oXcni=#F?nRhBecW@|cx0V?nALcM`&7!c2iO*= zP`L-Z6d0fFGtX;(%OvEb?suNuDr2+p#8U4h2i>j4ugoYs?|e}?f3V#)JFfES>e2Yf zL&D2PX-AC9^h9T$?Hfj)rqpUksMa0t2s)!Ev_p)!y8Buu@G0L(ht3N3(@#<&=Jid5 z_avn6BHAo9LH?@^iv}cdrj2^^{|3s1CpcIWABko6$|qX8Pz|K(-5reMC`hgy3Mq3C zo_tx=rR-{d1tX_*U+73D#pHr6|1}BU=8HpGBz|cv&6V}pM%f2Ui?2*UY4t5-lL=CS z*Y7uPK5VOz^0;%S-=GI`e$$rRbVIs#QG*_vbJEJ+^}GFr?fk8n3Lk~+=^1XqFDSFwW?1ITPep_h}!tVywp8yFVi-C<6tpo9C~R*% zo-!+m_;k0xxS-&C`d5`?e*59l*JCdA$+Tu9!kFW+da5mgBFT6 zrU!x)bb|CsjsByJmw#(Qz&frw?3QyY#IwkF{T<7O&BI!F6|;?wB`xZNH9Sk?4SyHE z{n-!ZxgnR3 zq0!34QiNpW!OG{!V4j_ANjkfKBZbt&wB3tXDnq1Lpls|O$FY~#Sf35T(Nqjs@H2Nf zePte(32n7m=$i~Ojl0b9-QZO=pV}wk6L^XTuNn*&Jf1&YaK6E%-<4MFoIN)5L4?<_ zbV6T*6~g8Hz4^1eiPsJ5c9An_iK*uPox}Ub&#?N#1~hI)PQB)cip~+k{SeNL#`}gN zwe%%DOJvU8331HvnkDO5sxM21+mWlwbFcEd*)dxDjiZX;M1SdeS4^`bgm!xc8B@Z@ zAtC`Cx*zgsON3-XiNQ->Gi2j}>3iNlHi>PgtK)wHo=dKK@kP{C7LSM)+H+<<5>vJ5 z#ZWzAIzvOTJiWd6)4*2T{N2FX!Fm^v;$DKKX`SPE!Eg4{pyC1S- z*Ww#fRMypd2MJqsOUD^}R&$9r+=u%Z!_|bE-X%LtEa3@+pDg*gNDrI(%6(*=XODUy zpBNqWtJ=&wxH2W38dG;BgwqS5&LQv0>Tx>oGG!=gISQ0bSMr~Az@ia!r z(n1P3hOE7h8NEu2%on$^3l7Scr(F=~VV1yprD}<*#(xW+iOti`anp3VaiQE(=v3n9UOX?weY4cw%KVUv$VoPs zLaecZutkl>-ZsMtnY@T!V%5K-Y{^cKdxvj)nkBcXxCT%4si_l_5p`n?Uh4ak+?Y28 z8-)2}tr4x~j0>*6zulO1K1UNdx_6USMx_07t5o@^9Tw^MBWB`)7lo*P3R@^l{HX94 zWm9?H*Xb0XByH;(xj^Y?#AYrPe8sv*PvHi+ajvfp`EY8gn;8rHqwIispHPwTjs$gK z%mf>ug%Wm+Q>%FxH69Y%Vd1&bd4rc}(nO*OIR&FfXBwf4_2bU=8+_jDs2pLHYr|8| zsvmR|;ng4vFy#gK`ti|P?&0+PDGWDGG<}aYuZ zYh%*;DoQhjz++#P^0&o`QbZf`MvStn$fpVYCatl?Q6LxlG4VK}q&S=cWh~FnYaBYg zm*&06@*p#s=Mf!48c`8K$Ak3F+8CY?yG+YWT&zm$B2AYiQuG87Gjq@#vPn=! zVRvRGD`A)~M>)<}U-p4xhIRTjn`7A%Zd@i+-+SyQ1a|uQ60v4apa|`~d)(^hfh-vJpt`bJ4^s8+02x zk5JO}Z@!_#K+u`)KDOT2O?F5ny_c$`kZI)^Ey5pZ?NWh>=OeN!vS(eJ&FiP1x%k%G z5GTuBz->NPSjrV4wGuD89-aOm;+93c3)#vh1)XWs8%1rLZo)p+Xh1w5qf;4LaD_F0Ji|14GNrD7 zl8SzWH;#`epI5-%qw#`GNnlbF^W;X4zT11f%OO{cP4c*?33vF277I2#?_+b?XgRAg z)w9(e6PZ^_uam^{AKObaLc%`0ZU|qZNl|GpS?n0!rb^7*{_|%9X>x2{Cb8AlrUW2U1@s3OTi3C1a&o3X6)QD0^+zD6 zQ)2;+MS>y?pvVc0hX2Z}zc;L`tk5eS8XjI&7-bEWXRmG8HbW()@^e)AZ- znv9kwM=Zwdyu_$U!|El^;EsoETQ+PhPbVnOvGM zfsM*}J)??o#lyPzxCyOe$0x;d}tH3Xnx1Xus)(I zv*d8k-=gF_U2oOgXWF=qcE<9e!*X@^t2ZLgfAS)7Q4sJ?41`vSg`b}Jtro`>WLtq; zk(%_zuDonlYIb`y8V=G+01R@M)o&k%j_mTQ)PaM2y}jR2rXGrSu>|NN6cHPte6<3X ze7Rd-TLKy!#aBRHIvFiH)(Fz&d!PuO1l8$Bke_ypjnN@Kz@&&zOMB3;x9H9am_blY zJ%Fx!x^{)NsP;_%EcG&q3_cN7Z~g4i56RIy(R3~TnDez1E*9P0Lg{C0c$-eXZB^Wjd@)u;QA#@{T?Bwk%MS_>~Q zb0<6DW_BPL#NnsYp!$5(O`b}M^VYJ`C*@qzI`zsvjY9^QQ*5heFasHHhXJT zf%r2!Hx~!W?cYkE7CL+WJhRO85ej4gnk~O6ZdvB#AJ1KzKNbp}D8=Gq&5bFKZ>Ogb zG1k`?4u4Nm&L>|_!SWsw zF8M~rV1sqnL;`y$x&lIZx$+Oqt-QQ<=GNK8?*>dqzbl-aS}ZhuW3!rIrkz913EyGI zuE2qdF@>%Xo6fo_MfY|clU=o@zo?fwZr!&{!eGS(V{T~~178zzX+9UV){ z^xfpgvyCTGj63Y9B6tR9)GPu^dc25Z*Rhy@ZVKMuifMVJM}Fq-v=T1!&+9N96;iwZ zC8_M@!768GK&W1+z6#;y6QwQTc9OnJh()fc1v`P{7e7zmoUZWPu%-F~(x}uw#>CSX zPiN)anlp)JrS;ym&#wEnw^QLMWZY$z0gJLQR}Ut0HxUw{)!ntyGx*u{)5k9ohpaZY z@MVEMk$c)2G`UUgq!WNkKpSC-t!kNp0U0N5sH=O{-~WuWi`!SCh=@r1qelYE-E|`7 z>B~-8(2b*}HXuG?1+3?}xw#(=_8&)z@s#}Q&Io>>2)BNligiVwPwURZZRHSGmK!~L z6ecdD9ld(0x;?E<$9Bl%71tXwFFqbPn-@H#`PyO2o}SMHj&WYx#EiHYtnkyi@{MJr z5Q-#8js4EYT_Zp^`X0bA`bcJCAb6x9E4Adu!I4K=4;|Olb|an*Pi-H>9U{(Nn5z{a z^0q1VV&1GZM^l>b8X!6eVL&gv43H5NZ3s<)my}Hb*bTh~z>3hQcLl%(z$?$%9aSd< zIza`reVLs**S3SMtWaAA(Q4S+*lnfvN|Q~U9 zMx2HqvqWgQ&#{f}hgM;HP?b3O@NK8%(Rn`xhv<9j%Vd4E`}9U{kxK?X%<(3sFOx_- z%|jXNJV^~{o?H^qW_=uLnT9>Oi`@D0$?`Iv#N)(kaeQU9!OC-Ze?Pq;BgV{P&xi+G z>CCByNYxo6g}DE4!|GwSAY_qyf{Y!1GLREuVgL(%8vF;88Po}l6_-q>gQ!a2dWdAOYdXFb<`TlzB;L&^Tf*mOLYJMc>#yxrzPOrRcRIel_#|ko6 z0yF}{)4l;3>q(Y|KcpxG+BXZhT0paAfF@&&pdcj_%J&^Go9}+Kk?q~2Hd{}{^784V zfB2tTfSDyyq4yVjo_l}f`kRA)|Cl_R&5&J1VUOX6Crbv`PV9~oET&RORbRxl$Qal% z97vVF!Mrcopuwq52}jO2pNg)`n! z>p=o~DMYtnnskfC8Cg;_o_>TYPaJCl2Sg0ig{-yLs3j)Y?74LlDti%ZrfjIs9N!~} zRA+pLc^CYMr#(0{hr-Ta8UaF7mYRnlS zP~Ut^%%UcyUlNMEuq`7o>0LTneVxTC_1=4*>tst5cueu2s_;gf(DaUXmGD~PDVo9q z#`ixu*Opwfog`PM2dvwLZCglp#jvgGlBr(Ij`0@>My!Y9Wx3b%aS@H98gYH5rNc3m z=P?=4h+Yrr0?nY9a`x6T=QJt?JVGH_Q4^P*dP344DV=851!C%56*JA83-ZRD* zuiTr8iZCmhcvP%DE0&|lY5Yx8>T>b*S4uB!ekNvpo3$a>V9d9fGx87no==##&Zp)6 z40B3QIGUj}Kg4iW;h>*O;GxTH2|=^b20z)So*&}}{h`P1eoj)RU+GB<1`h7!*3+>$ z0_V?>&wQrHJ`>F&s3h>@s2BEQvPOsMTm~yNz|WUO#xsC{%U3n(pn_m(s_qv{Z9m>-omIJdy1sULDsf&>ZjF z$LSqYRm9nZPvpXJiacVNE{AiB|+1A&v+m=GNPaU_YBG{@9M~U+hm!v`$_R?Mi zUVggy@n%)E?)*UEQiM4EmU4UD=I`RKJeuQA1n9hk}XH87^))TD-qx95eI_QQt>_?b2qoZXF< zQp)TtXCqeWCMiy1F$YX*4aL9bb{)YN)**q9v1FDmB!dpo`#*QnyFSJdf45gE8r&gc zbWHQ2tc_4K<0w6>*r28-aExk3n{A*K;$_P4+)~s~HQU4=&B{e5I4KBZ%s5}#{fKNS z8cR_4_`st3~IIF8>zG`rUJT ziXJWMhG&Q|vrh9;WPI{O(mTsf#djln8;{7cImFcC%!jlG=CA5AB)Pef#S>p_`HeNm zQZ=qWGjr|;u*7f2ls`K-RSw6&hS5A3UkN`ghBh_!vKlk{9oz%&y_c?Z*3YqbGwbGcN`F)uxfheThYH3`|9M_lhp88}hIntIX5# zM>C}f51uuPp{3c=GF&;_Nh)?a@B18o+~*k|I0(7$`q7DJye~)Ccc#TgHJh}VGjU&P zXwWAa6$z`24kr(RmZyHsue*z)>pU%owZ?EWcXoGPg_%uHP`*PN)6q}7+gq+$MJ=3X z9r@m9kzZ8A#J;8Ttgg9z$@m}{wtQ-HuLS&Qg5wNg>-F)%aB_xmmU&oa_02V~KhaB3 zUBE>~{D}Ctb(AEJ=+@uD#VY)S4vuwKhv-w8YlJ zAmNZS>BDnO|2bdd(2#MAkS8D!>&Cc<>;jEAoVdwR-zHze+)vMoMid>vRBl^6vq%w2PT5$2fmB1&iphiQ}X+LS96o`w80~ITw;yXIzk9NcBBMTlQle7UYo5WW5!0NzA_O z(C&1N=zRRxgMEz``8>80oRy2tZ00?8k9W57!2=%J`Jy~8Na{u>$9sfSv{>$mT&&mb;{pqfjOpc9u3`aKnwZ9BE zU!zisl$@7fIC?Wy^p%Z3hnYruCzBqt#2Eje3SUITNP&SziPTwf*crgUWYOcaJI1C2 zl2I2V@P4kwA#IaloA7UE&PX$k8ET7XSpNL8&u&#o#HWN3!vco-E>pN&p^`jqs_o0Y zpIkj0A?a9gcEhklzKJPM4YQ>@|5kw3$oF8>*>XI> zO}-QvqBx7dap-@H^oPdWqm71Y5v_VdkJUQ!JN0k&DdjR3h{Zn zry_0dzDMo^T|KDIVgHl&P@Zr>5$UZlA$Rm-I@&%&bMsGc=H0^+oI5Q3KfdH|xvt%q zC}iA8s&<}uf6!TNJZs~tKUd*&d-u1WKS?W$v~}^mda|_a;6ldb!)^Zq99E#6~6klYQ@s={V zg7;W%wo;=!-azukB4gQQontV{iNDxFB!p4KZ)|)RUfT%|+t$F!x@F;yUfxgLA8y$+ z{q4&Mz-c!`cKy}YbdtL0JyOEBA*d$1a{sVHzfB}r+!b*dV&SY3OU!2EWkGI3vF3*rHGbX&l0x2K1M!}(+=*OP@*#iGri$uwa9e3WK3_mP83SJD`g=Q zTB)xr{wD1Os%@3|7-%pss8kV&d)Ft%hA_nf-xYMWE)5awxrLKonRWDVr$l9tO+_t* zcko_bE?O5yQW%BZ=sKp!vquFJ?VvU+Nrevd^eeL_e~YDJblei+DTCn<>W?fdq#&M+e|a8b;!cTZN-RnZy z@;G$8*vxk&BDvM$gKc<%!g>~;{2k4?CfocOUOjxqKBC@#HaGAUbAJE7d+V-->`{90 zX>E8nc6!hLwxeGUxb&K?!(g=*Dm%_5;-oFXYK%-Vfr#sysRj8Lk8bMV+1>crPqjKf zK8mr4A=k;rTv{flJApY~pWVjY6bW~2Vz(fmzei#{=()bg0ZrkejDaDXC+ihl<8qHX zuhvvq^-1RVU~)cz0%Km08pb?v2F|3vxAkz+A)PSufF z;w;w%?w8#W$6cBh;q6G1zA|e{WKSisvxSIwW2X*q>02aE?|~X&E2_c#aYTRlx_$;rEze!F6WE#h*!?i1Ys+53WSJLES>4wc6Q-ugbStH$_T zr*)e&n<6&lP>uuN`^I6Sq^_fXdsfKkLHCwgSZ0LKLHGj^(lsOe9yv z)rND}Ys5W~qWhmJWvsLsziG~#w1J%Mcx*(ag~5kdlj^|xZ6rT-(^H=YT;yw8*MTKO zv3rol)t}g6^vvZ6huu2Uq2OcR6}A&1ICVOYUWnkNQu}E#?edfDP4OxPa^K|rwG4LJ z@DW{FW<(tmdxNUvY+EuQ10>iX}x8>xTTv2y}M$dcNU_@?9a%jo9TIoDD1K!V$D#xBwXv1-AW&f61)8F+wPl}Ru ze{Y9UdV0SoEeJmrQZ|1;GOef*%*V3rcdU9n{3cb)@`N|-6h|9&!C&L_xN#AUig#G2 zDPi~Vgh&5}EJ7)6H!=0px+`+y{psL5I!j``$Dmf967N^CxQrOB=Izj>Am2byQku9$ z9SgjhCjEM>rwF2!-+iE~l~{J6NrDTs5jVcwPx{fs%|;Fi(9dC{;e6N%j2gX(K%BJB z+Kou5*-_*&{X@!D8yd?$3`T$C+1uoK`LV3d88ZpKqJLNaG7O3@Q*RrStt+l7{jrw+ z`ey9aylsk-4)Lx7Yx3ZhR0iGl;kYyRX#5RJ^AgK*#orNJk6IfwVlZ8UOjIb|1e{`|}s)S2e%8jV%h5y6#`UE{ztbqCZjgwHnbbGXiloQxEPjEsxF2OzO$j2J&`RvJ*#^*zMpeE#S@B}U75Z~=w-pOdQ0YBa(tEA7u(d(j*Krye%$Hxp^&R<+mzQ$cBY~z5F6$F%ll#! zQ?nmy#~Ln)E+V3j#B2{rt7x6L;-O|+ej$x^uy|hV(aL2 z*rg~@LU!?pksB9%FQi=U_uehFQfbf$si&+3_5Sp^L^1Gnsp1!p5Omf4wTu8d!{dhnb*g`EH+Vr^Nr!wg))S9yyH z3NsXvLxOheK{Xj&JekreWk-<4Mfyfs9vT?T)W>pUA-d8Gd$=fRO<9ago=u^)9TuYj z@=8U|`s!i+AGpsz&HHx8Gi$)iN}^2et=*LAr8l4+=44K&D=kh3>hu zKxb!X)WrpCYXBa>1<-jxHgJy&#KO*d8Y1A+xFO_ z`B!#HOWlr38IErMA#4XGhTLvl$Jk;G0&!AY-zj+D8k^U#yC#T?wDeIZ`shA7aia$1 z1sYjfiyfe5doum)nTqV-6!Q-HwEvx9+ca=BY$u%*dsbi11;?DKz>BVS9Sm*Q-zY=7 z=dFRo-JF>$*29fFZx9TwFJ^BQ;8)_FDJ0)~BWz2*M?K?;Ollx|g0;7YTWRJf$h1;! zGE$%e`J))*)FT6wO1%vE-dUw^n zj-8~>RUHA?fgP41uIfg`;rNj(T#^fsuWXg+5WFDav!s8nk{D4#- zytlXaw-*={ss#kRJ+Y5ugVz}}8KSluKLW*G|6l-!L)#9RY90aD=SOHNe7mJ)sgjVm z?*7g7=kIkVLRUMnl-aiZz_FpB^t|n!UUpSv>gk@XS*pkVSdgYSV=}Q#=xb3&v=&AR z^d5(T2L&x)yxyUl^~A(PTfl+N%*|mDsNV1#JNDt1475E1vlDP;ci$R1KQGb3Pk&Gv zb#iez8yHykHS5B&zaeVpJ;F{Nr^zlH^$pHn1fjmByP+1t%3fJW>Q||asf1YKgvVCj zVKy9%QOUgmBKq}FHr*nm6Z*2FVc@jE1^@=JYhO}A4vU<(1*ZnU$7DQ-tp(NtxHq%~ z1B)VDY3w3MUt4H4xyRgHb5m4W-FSN0}_oh}GD z*)S8~l4z#-*P&#-`{#z)g$udC!OjYBRIlddCJL`E@A6vj1)F!5D{R5;@3#_=TQxN` z@4an@7am1&0HxNlT z@+}eR=ouBG2wuJ1we{DA=(}V`^G=-9*4~~E=%6vc0Kg$&9vBLL$t^CXiH?p&Db(dq zbWVKq=rZ)+*8EC!k$^h6UZ!4?BiJLN4vIm4Kif<~N8m^3s+I6wvK;a3*4HvDnCTIH zH4+LK9Fz<{0KTYbKOpKaW?pU^(w_Os6bdHuWIS?TR)cc6$ZfHo#&FKngVz0nGy#f? zjzt2Dv(z@X%jWyP+bfer1(C77Hfq?pf-aC6-g*iA+V$3I-aw?j_ZfUgia$?(d3*<` z@RtG4Gf?fu?(E_MmP;{UarYf6y|0|+3ZFfD2X(GhScZ6ngeX81&;*6vq7 zPE8FffJQWcK;!|&m*2e`b~1i>_4W7j0eIKT%d15Lcjgk2-n6Z#Y{rG>=jG`g_Zm{r zI(v~DnyVyhgHl^GQA0)$XIhOITbJ7X8>Vuj%lLRu6s)0Rq5We7&2gN}2!+~J+y(CZ z7TN;pGe|Lqfzz0X4ARDeQQkj1uz#tM39Dy`%d@;Z;&%iM1hICQnF3+ke0DgY3Dj+$ zq(?53<8bZ;i=4rTK@i=-AH@uDpO_Ea==ww=cLLeVsAkI!IP6w?xhLQo9~`S2om2G+ zP9SZqWn>MAm7M=Kto;5)Y{$5;f7aW*$+eI_@k8z`Nt878$80 zEdt-ZJixw}pA=7xxuwi=l9Ba*n`fYSc?f+7;j>9AZ^eT1XN5fGTo3`C>1+M&+?iNC zWr~#0kdB$mEeG_c1bA#QGwq4>`US$t*m&GXZEU&RULQJMi0(ww#{H=D{kjj3TA@Fj zZ}<+|VRQN=W8tuV#@mbifBmGze%3(Km4; z^ZQr-4e17!nh=~f=aT)G^$;8N70aLVz5ltCk1&c@(DeQ~!6P^F$_0JxS@YZ9$w=(C zMvTY%g4P608__{=hmmG0Gdv_u-zhJ<@a{kVbl0@;-#8>NWYh%o((O`^JEZ@@lY|}- zHmLu8pFkrV-u(MIMq5aZ{tbvy0uro$pCw_1E!V%#Vrl*}=bQiUe_hxgKTO>b?F0nb z*w|3Aru=sUEb!yQll}^a;3;8fX=xE6keRs4!v2lrf|H{o0ZPzi$=@0EOn5%q&;tSs zb)SURVlW4m8qJ6B2#X`w>#_p6ht~RN^T*-ZmDNqLfVXwj-0sVlf2=;@2S^+(#C=V$ zFg@RVgQNq_3qmDq8tpDpS zh5xU+gn#P@9t<#Nv+*1pC~%aAKkU@X81aAq4R>Q--SGHNyhZPU#sDDgP+XEoH@cHxK8(n^i`uh5a-~05qVl0kgszU#0tPA)!M4n6rNX zy6S3|uDD%Kp|MQz+G<}GC~v^Nz;b`*SDO2e`9D7FVefsSfp2GYTukgyySJB@HW>7F z!95JDd0tPBI6>|GH#ki4K7IOB8|8EU{0xiov6q7<(8R6Y{Bl9Y=dnMNa2|%8%N^ZrKmWsVy`*z0B*;&=j?kKm*9VnBx zfO5(;Mx=4sEmzKC0)h8S5|V{4kc@)L41rNlUUKoj58$iZq9STwq{<{006G=?#+5A2 z*%}!eW02dibu}?JxF387g~-VbgKIuLosJ{M_=0f)K)&2If7&l80n7*ePI%IIPR?lX zQnr5|fgb>mAa0io2&&%Y@a90~`L}rfPhE*JK$$*3P812)ZFo`~!Q0(g62LHB7^_Q* zeHDVPNiBS+gv@{IdRi){MlhNw8f$<*1U*_52QS&O zWX3~~_MRK#0`ExhqkI5h15^$GRG*dapSESvv6~Dq)6RN$tX#~{h1mgKv1^^rvA7!n ze+TB<|66^Di`(WjTqU4UQLhgwDyniw++Ze50at6vzT_0ZGE~l;JFF4Q6%Dp1VPRp} zd3hx5$_EO7rvqZwr;o$7aH}N2+6=`bkB^fzVLNmo%>`aN0*Pt7IQW~Gzr02ZMgPE> z7xji(@)aZU6>>f|j=G^e;%1QNs)F zTN&Vm?C9bGV`7@*OF|GzBW*Pmvr}Mh^B&mhs9nZicc1}+L1^{cuOElaVFPpn+#gX4 z89FLqTk#j*r4CF*)V|^!cvnUMj*1y3c@4~kz`9CnLrB2DiA*R<89WQoObl4h@cMm6 zMN+{BTfz1#6YqdN`2pz7QS0lT@LkRKik9jC5I+UX{U)&CjY>&jea$Qg=?biBC=(jA zNcVwr$0I3;2T4l}EF4C#N@eXWI4D^MF57=^x|;&DGXQ#ZbaW6=1qmvI1SQC~j}{IP zCVp6)S1~hV0+)gxpa1&Ie+Dzp2=IRb7&<$6$iGLOwt>cl+LQ0@%P`oyI!ew4j^v@> z9eWHoo7ybaK2Knd2-t`}Gb{%a0?NjV!MA>WiRZsxY|8}>$HLOm=T4@5?Ei?0ASm`==(l_hTBj#D~D@j6UKiH=^!K-QF>-&0{dGx_+aEQr+_YWA&dO8LM zj{qJm6bJ&o-x~qN(duqEKJ9?F8^1snlL&64;^@AP-@QqqJl3!G4oZhhG&PoAiZeT1zE0L(w#rx0qElQyp}z-aCJ^Dsbb8R5!N%cA||gMGvLeVAORKX1arhj8H` zU{GNXP&@gz43HV~qN&%aJnWBADX0->^?)o=yF(%A1*A2ILR2uwCV&Y_fVY`mx*T3w zTKacAaCp$ujxcm%`62SKkg)JOMni?8HVr685cp=OXtV+#CtxJWjrv-F@Ya=U4U8`o z!B(7dVYHS7AnmF!t-&8k2SjIN0HSGzvkTN0872t^QQBQOiy}v36*pPIyvo?x`uf)E z6E^i6u#IiT(JK&9K_O%bEudqK0iUy>g{=bRJxcV^-Ci2G56*QA09kpIg&KK80b~r1 zUd33Qe+3xC!LGIa17ABFSgBuT4PQM8whRe~7CiYUUw;A+2_V3U5E75=f!Haj9+x*`N9fq#M@NV8lwFIKxgh9yfdt6?VRK^`0% zB+Kkr2JdZjf#6Cwi=1ZFZGQK9Py%(T+lCHcx%uUrD3i+x}4h46e>GnVTEtR9iQMHlQR-`_{m z6jMXRtF7pH?eM?wKaW~$z#V7=DY*9t_>S_;o z5#D$X10HIkdiZ)X%rHz`$_Y`?szJdMCum@;F<5qhBLI{-3k$UUt#Lk$C=Vw^!1AU5 zKMPGKz+rU?{HHF%#whC2zYz%TPH`VJg6>!1+80*T;SQZ8Mn;EZ+{dB2B2~t$ZuF2pGawy`( z5&)W6;blLXZp z)zG7JL|^lUA*zu_h2)Sec7p5}T?OD$Q{7=s<^J2%C>@2R37yjbjduV`(?cI)xl#Nw zs;dNG;3R}E)F&2w9tYcH2TkZK2D0H%QBm4t%bS$20!l0Qfhs-b$B!$h7b3V+Y6Ju* zpt+9n?ss|v_buRyLabYARA;dY1B+GkOo9{UqT8nLLd8c9fW`8`2;AJ<;`nEacOJuT z1vU9r*yu4$0UtadWLH2a1;(k$+AZ|l5jd#eYzkCb3ZS!cEx%oh`89lsrnyj3dsC_8 v-)0rg!l`%ue{5I(+wcfq^MBm^P90zdS_(5f$(`d6_@k|EpjN7C8~Q&0gB)OE literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/asteroids/GAvsRandom.png b/blogContent/posts/data-science/media/asteroids/GAvsRandom.png new file mode 100644 index 0000000000000000000000000000000000000000..06120ff41d8115f15a5790bdf5d5be1eb6b3bd0c GIT binary patch literal 24402 zcmd?Rc{rDEyFU65B||ib22)CwC*atTgDi~e87Ycl zQ9Y!jNl~;u6h+g?uoVBYzvkm2S*$Gb9;sM2<_R)YwhH8UQ$^2-+wM- z?_ed&cA8@yMe$OqN(Z!EpA5ELGCDlHxNM}!E_+C<_N8|DsuS0Ce-wH&=<9!cau4&# z)4nOCoU@{e7vJ0uT4!z@bZ5KD0k&og0fB%~;A7}^^)yHe8XEV=uU%YscbDwp! zl<9Du=Pd8Nk0VW{-nnDW`SAg(w<;Vw7@JlRDdJCayIuX`$B&$QEa+b9CNe52Dsrx0 zAFXn8J*TXPc;yobtv-(f2M*l+cxq&9%sp}9M^DfD#>TZGVa)mSldV4=m|6%Kz4M9J zirutjOHYjFnWm(hY9WFL7>-->96fqe|HO%|{<_#?V=Xl`##16;l(`j1%Z3!&2KDYjBh+L%s6L0P#^Cf94xH6SY3TAq^e*n`NFr-kn`#G zO<{YjsuK;x#KpzsO-*@ld)BRQcPS_+sAcbq&bZ;NTkUSulw^zxy?X1`ikb2LtCG$G z^6KhLp+d%mZ|z!NpKTV|ymf2Q`}YSdW%=kt?c13T9y~ZV^E26XylToSh757qe?wBP%Pb|Mu* zJ7pOOd0%hH$r{d^U4i=)zc|RbhS9G)4Zk#B-iSLj!nQkC@5iUGtGI+$h8ah8&C&Q^ zV^wZ#T<-4fo^E4qZXS31*;1_Sa$#X%Uq8Rx+N`~M_pV&GE&$gbWmOga;nSz$TU=6% zgW1kMb?f7fFPWK{Iq&GGc%v9r?+% zRW&s$xg?zmOugs*NQmOcAv^R+@xRYyqoShvYMw2lA}uQ()bhQ3`0yd^nY4_IgQ=%K zkBn8x@r#M+*}1v8ia&Y!v?lI2fBaAxkGIn2NBhmKt^FN(%HOxOabXQhnmuhFiP|xC zo`~~qM`*Kga{8Bt>`=rvH8wVK?lz--wPnZF+T%Fj_`P%JVZ=3?pFX|RPvP>y{Oq@n z_qGaprlzLuaT~YR*Viv7E~a}b>0BtcIHzT19DC&HmEd4jjl+k{&z=oxOf>xV;SRr` z=WkYz2J9q9hJAL|El;ZVGTemJ_<(8Ju_nJSJWF&Eahu#Vtd1Y=}@8h_M zESKS1E4U=(qmHe~3O;FJ(fRAw3Qtc@aVe>jB{$e>y)MuDi&$9(W@g`z5ccm55?{Z5Wqj3-(C@2{ zUmX+_WM*R%ket7;UP3~mryJLzz`$paZo8!={Y-45Ju(sUS^)kMNYAv^ zU-h0q0QP>ln3z~sXJ=%sOLgP{B;kY1+|v3xP4kR`xTJJ(&H|RQtoMKNWMh29)vH(I zbQ2%Fe)DEkhu3VP{+m+)aeB$&Wsqwm_G0tK(wMtX7vw^p7 zv(-c?E~AluWtyM&VgCLw?w{62+;t?9O~IdL$x{FI`)%VUW)VDo_{dwgZdo+GI$=>7 zw63tRQ5R+LV9r#+Z1!;8YLPIFsp;teeBR298+Qt7$MJ6D;wqV+{S)JbyvFhN?c2ik zc9Wp>`_+&x{gJhoQ=0?@)fo7cY;9jY6t#Oq@m^zIx5={-o50xiVs1X&zC-rHpI^oy zO=E((ueL2+v2j~&zC+KA-6A5ZWZcGYx8zO#*bo&Hvt?oCr*Qlb4kWoG?U&lB8WFO_ zmidcQ--0#sQ4^S~tgOt<%y>(0aqU%(0Q{79Q9Z|=&6;F@#1`clZ zWz&j1!jAhG|J7zlE)q5P#_yhrK%|hs@o}g4j`m!4zoew3k@4|0Olx5BJ3PPcQ ztG6CGG~fO0n_pgD-uPI!tY_Biw6rzpXPVX`s)ZA;_v!4RYTfx|WQ-{`<1DA+k1sAR zc!mgvY&{wtr?EKQ8$nOqdH8UfFI#t4(RE}-)15}|UVr&HTpe{4-*&$}*(g)94;3^m zZC{92x^2TMl_OgtMgu*-}>Dlv#%{XLv8lmg>Q7!o!hs0)17~PJyHMaM5=y; zr->KEykf;#m*IBy`1ts4RLbZBSC`WIe8I=4Epm8YRA5NCGEK*(5-0*Ga}&{xez;)}#th%72ONw(dH z0l}fRY!?nBgw-cboKWz$@;0K_THo5;o00aK(-)VJVBbM4Ot#u9sH>}6pE(m)dUHcy z%E_`Dx$b{n&ZP(xr*^)?r=G3~PpswU;So+tPmh_*$&o&u>0p^Ix0y%IYv;y|8-1~W z^^G{0NT}Nurh9qfhX$KdHD#3SH!R`J6+=1Tqx=CvUmmXDnfTzHE8bF%rSJOnE2;L! z&z}j6x(~6tdVK=}H@2uhIAr(dSDV(E>`P-W_R;={Mn;XNE4agdkkLS8NUXLYC9{y%PYTa z4daEuFDVwnhW?B61stZOrKJR!C|5oX3)}vyJ$J{hlQq%GwP|zIl!XjAE!6Yl4~Fv> zO(-@1NX>qi!7qD4sHyROEpnG`lY{ZPWz|uNeh(fzNc%J=KUQ~CE`EIWcZD!LbzyGm zLdc|$aTbHS`|PF+9R@xJM@K*WQY*MLGairArhR7b?%iw)3k$XteP2?Zsl7IMZFU*C zeG{T%$nnR(fM8Be&htEyjBuTTQMwF#0JEF_W`p^kOABJuLvP3}OeywEubs&3&#T^qgoKoDn|UJP=!<(gq^72s5DzfleebC3N`<-My_{>;zGxKQz55s{ zJwuGe>%L?hjAwFgom4SW-9v3sP=>i>S+Gd0(eOuqc_!wko9Ck zDdm#7SkTeIbK$~;L#nFp0Ts1pZgNSjMR8I@6+>aaf~KGluLuthFEOaP&8JxX>>%qY zOH1>`h54zj>pZtZLt`5e0Sk%%|7aZRCl9!}Wf?4T{87(z=%J`T!yVV-<6TBn_$%MuU} za7-}7HX_qwI=^Do>eV!nAD9xk<-CGWWKLOGaZK%frJJ}u`q{HUW4YrONa0Y7I#y6x zy0o|Qsn+8M-cbq%{^TQ*?|1{K>b>CcDMHTF&P`vR^UBq$fkrM1^!$E)PZRW#qk)cu zTj|)96 zA@izmnW>&oQ?^yBu3+Kwofc{25fhy~JzEmB3=KD+SyQZduuDhb0A9F~gX8+1lcka8 z+Ol?wieA%GEsideO7n4p%H{(9zMw&5wpAA9*TipDU1QbPFwm znl~E@w=^f9`Cb8yhg6K_ayvV_Ib>aWliT-rsIfDqugwlbWhjX3-o0&vl_&acDRpQ# z1lw|QVxR$i(Zljk`QwF!g`GcsT-&boBJQwZiUoaPQBffCZuIW{fq_LhRn<9{97Ald zd=XwV+wsFa7rK@D+pksyw|{p}`P|&R4uO9)Hg+q{`i=Bm!dlg#pDRA}I5-Wra{w8wt*4thpp$$prFp)-eq!fa^Jsyk3<=KxaZ{3(qNus5kakus|7R)aA0jRrh_zB%MhxUVl=h}YV+Yj^M4r+sFb zk9w%k0d@6+f`p2W2Wak)m6v#Vd7($lZW%|W-?VclGgjOeg=c(XB5+<}wL-zikNq+H zZ6yrTi)6+Nl8gjKI!TE(G5gu3&zOpX8ZXcFM9FR#t7mPZYI`J(?s#$DGkQ^tK#$;5;k=r`$YW$e+2ZluMMjy;RQ zi{ZY>lJ-blw;w+aL|4|0?vI}PuG^^SPB%9<(&+lK(YLGou>5WR_%{%)`qBFzcs$)k zd*4~tMC+M&<;^{IUK}Z6RTd%vZ`b;^1gJw>KV&;^O*t`HXz^ zUP&dRS=fa=*44Zu<(TBI$ML-e;;G>Bl9+x;Ny)yJ^c`L^{acORoj+i=fMlq)c&;gl z3ozg^xD|D~b?esYr`zhJ*f!^Tdtc^{I)3~(wcxU?xv7c6z`#Jbtrr>1_t`W4AC*r* zKLjb9X=-Rtek^MD+OAbJr1irSDVG(b!_Xa4O1{DGGj0;E8N-NxugP|?N5(qrw#uK4 z7UzP2mGwGO$v#OoZtfL)bf}-&oxjnKE#u7w2x6Gauxj_z4@(Sg#TjW6Fw* zb6i)dKiGKyw`V#XAUKV#%MWd|IocS2JRcMrP!-oC9Dk5P$-YCk7y$3ilP7Zq70beh z?%^-|n>W+-_xD?WeYXcGnQ5cU?62(M5%3R@Xh5fcq@$iayNWmR0$cW&xNhOYQ3Lma z*I&3?C*?fg3z%RI{Dr1&!;2$N2@EX63ZOzMnwW%-OSmtrw5zPFoWiH>_L_5j{``3) z4)g9kdk#1_h#;!=fRyqW`z)5MosgQk_tU3OuRW$6K#&xC_`rZtqv>8=_85qceR8n* zDu^b+B^IQ1a)bInuvvV#%}0f|@$5s!MFkIK(3X@@*tkf zKn}cq`?eIFci{Z=JZ|m|jt;7EwA;i0;<*&3XauM%3YDeyW)Dj9jm}OpjYs>Iqk1TV zAu$6r^8NcMLVfY81QmpudXcyP&o_m?IynqsKok zo?Wp)lo@Qp)Myz`7t-=rZ&iN7{1G~zKQzz()Zu1|Uz->C0<%;js+TTZO0KCpwMusN z=;)|sK9(Q=(270t73c>BKyO@mg6PoqkN0SO9`3Wzj2er5{+xlb81JjmGz7sAXOf$B zyP~J?^XJ2ZUo*9)W@c`Hr%3pW7E|pwxEInfg1}Tlh>;Hbo%7EJ^=05W)9gD;?Aj5o z32i2)8eZyO?%Fz%NaAv85oXbU+=;BQ$j#KZ>?P8tbE>l z_NQ`{DgBeXcQ;`fwcm=Fmfhm=1M~rMywjqorBy<9GdDN4x}kv`<*~4$LLFF3#j+hu z9HAu027pm31}|8G#2x6&K7v1#&CDVRi36Ci7D>FYq(qr;3PTrxYE^DD+5%}bsWH32_@d&d1g_ns z7Q0RGp2*(4I_+Bp1i)5#=gt$n7vpJhqsh7aC( z-$9kBjr0A+kH#mZJ*LivXptJ;ag@xgwaMuMe(5`s6UfN z+Yzn#Y-MQP_nscUO`B*@J4Z%FZnqQ_79NXIphrD2pPL$W{rz2ayRIs^rE~Y2SISf3 z?vp#ErKN9&gwUTnc@h<$NIDb+N)GBt0kW=D<&*bcQce>546MMOl`}Ya7I0pDm`Bz_ zzq?ibdHnC+zX3%ITP)dXmK_45Kw)3+d8?!1e!mq>@AvPWNV|uQ9xVd`4g&wrFDk0b zc)6-I-&@Wg|Jhq(6vejjYx z`gxj7Zmr}((IO!^fCe8CcHQK*MS%gJwG$`sLq&xm8iD$AlbE890 zl$9-^5XOv8O@%@gg+fCQ*(r@{ApiNYy?*`L=knzPHld12JiJSmEJ11S25R{5@#E#Z zJTIHj@%HVhH0QDCfS(6q)Ivu3YWRJxU+2f^0(OuBBM7{43;NIduU|KkWkyaQ*|i>( zDNTLrChN)hO#i;mHUs?aHxdwXh}rR*?&EpMuhj8 z_3Li{({Ooe)`0meQ`(uR3>Q(5LQHd(a-mi0c(65tV7U7iB*>_ zT~a=mp&@V;EeHau`rU<-%p1koP)D>fPb`p2fN%oV0*qb}I0x{Ywc`&Tasojs9XwbB zN$A?OYXr8fTD3~MasQddozV7>^Bt1Z_0c z9~)7fW}`(k7;v8NJf=l%@yM-kadF|?u%W1|Y#C^VT~3d^=O^@B-P|lbJ=}w`v>t*l zDLH2SwK0P87YDywMwvPA51~s1j0cEe!NcAooixxS=$M$89zJ>$4R|Q-IWxY)Zg0&` zGpOl;G-&e`jf|eO9JW5Jp}~fLVd4-n8|^Lu!e>_!4ixw|F968wxZ15yW?D1s%WxE4 zpJ@^*1_cLbTRV<+oEJ4x>f&GlKJfwzrF^bU4h<+V-@fF z8Can6I**sUk`f&Ol2}IYf9z-@2*HGj z7#nH+07`Vr9O-8f1Q)uCmxG%%EAXMIO+y>K92|QIX#~KS6H0@Rk56z+*d&J&Xs;~i z(%5-$B*;h4@G`+J4hq421=@NyD5GmQOLOz{E7z>?EeYiK1|&-aJb|O(Mtv6z3=O~G z%TQ2_qC8h{OZ%fzngh$eJKsgC`%3>ZWN&Pc;y@h^;`5l8E~v0Yh_~a(CNgQ~+Sa31 znx%??gd=gYwMa#n*{`-Z5v*SJN2=x7dyvH5#DKVXozGJ9A`yIm*MGH9?!{U zt1s^^@B_{*K`o-HR-BQNl(Yb^?hB}bEDTe6uX20Gw$@&erb&9tD6Be7!&t z#9;Gk#MJro=L^t41%WJ#J{logJ8zMjlT)4Ldjb{tH3}eun17;Z(G>yWq9{y&?N6UHw%Io&Vh85vwUF@0VA-rc*m@7=qKTCQ4G5h@&v#aA6h zKr*1E4Ut77M~=0SNzS(Pb?eu^l%AEtIaOirzHrR$05+G6hlhl-889Nz6U(=8 zP*0>UtpWy7LNPP5u($$fw#299t(>=TZ0ZA(tIJqR zQJ6-*e_Z`U*3*D-yy}nYks~Vb2&BA4Y>x_>ZHmq)M%M_c612{lrf9$@{nXPp_tiR0 zjhK(afdN=CGC4_#COV`R36HF-EWu$*k#+agdJK~@A}4Yxv(nSjo)2Agc2?HZTm>HP z8lWGotEj<`p&=G{9zX)T2Xt;qHoXo#7<4vc;`YVUom+B;rhi^aNfiI-eDUHnw6O?A z-{q?XBC*><^H*d07SXk7*fS!z@Ga29w&f3`#i6}(&`U)<$t*t|-hX72cPMxACbduLmfZx4) z7ncj~#WCcW=PzCmaoWz!kCC0q@pv3y!T}4_@#X!nJrD_KECY1(6~re$AgQXVDq+h( zxlgNApm#3?547j>C(gl+d>&FAkYUSDCX+XSPdPc#`F`qWa{l?5ahvg>RzhMZ;YA$- zqHBxW+quzLh6qK+X~(ZZcQ^7aSgspa_a)PDE3)=Nc?H*g+ck|z#(_u#U1*dZidZsM zM#v@CS|MRRlyMh*d$yTiiJ%Q)E6`_i?zgQsY<}y3^sIdB7#lX{_LC<;_?tNr{D;q< z38zF+fEdKq!M1T@5YqZL1Uq_)+u@Quz@O+%oce3&vA!gCba!{}HZP>>e^T9j_TTCs zA7C*tPyO#c6{msv}3wuYN=hXq2|j_PEB~J|UGYkO7~=NQp=_`MO#ce{>U~qtr$&~ zR!5CHUHK#cs^~XR8J88Jpe!-XOb!Ji6QePEIUWI8kECC+(1@!NlPYjdDJU9fuObfy zb0-`1w(bU*c(x;t3sL4bi4H&qvtL1T*|+N*?owJt z2G*ZzKo;CUp;wHA%D^k8;6}Ay>8}KJsTpR4EJ6wqF`RHw5z?2gKoz#ht7Y^lA#xy`pVG9kC}{(+d_r%VcoG${_;l~hcN}5U5F@HDat1^^ODW| z=Y%eXz-V0^NdqXh99R&1;SvzLD!56T(1XgId?a0WLTS7X;By289N@GNTnUIU74nJh zf6h4#emNfFefI25@D6+ITK19F8@vycH@G2=KT}~Lr*_$jjRjaI?H6*MGi&${-tr9# zTL;!*&&5G~2rGnZ)Z_sWhFz-gFV)hr9!!p=erj6U{gyS1^gzONVH(#E6YCB?+IJaC zOga;&qmiKW38WysMeGqS!j=nGc#pEZ2GU2Zybk#G9(9fg&CW5;pBI4eWAvj%F(%HK za#>t{35aDHv>%M@f@@~k&H%PTx{8X8UAA@W);VzYf^~sfh6kW^#LR~**4DaBHq6iQ zbxuvWLZ2ag-y;`nE+JVpHSgBH1r4p8XuwWx9;yJ+VZxg{l+$R?LqJ4j1gijpuQ|~H zOUU_er7W+EGFRa+`+!l0qvrk**^1Q>V1ec)~PZ{Pscz2m^)~>J%Z{!GOKc|7nnVngz#)$xnfXhleMfjR=^i ztmdeV1Q>DyFrd&UjECV^iJtx9(^C;j;4dc<965DRMnb&)BmSl+WVgQ=>_n;nX(G`! z6jfCv>rZf;M(~kHhX!69t;}@l^yz3gL<#iAnOMojhIi&~VwLE%_Xajw3Ah6l#|&i$ zz<4PIj-#lef(g0+xj5)K6rdBKN!Q0i_!dB4{rbW;m5t)(DZqk*+S=N8eg*{wDiTQ< zhZ`8#9EBU-u7G5aa>iYYG-8M>B8H%7ZbEooNfP~iHOtGMZ{EBiIFlT492Eb60H|H? zB;KBMSFKkO=Icw3iH&8VHp$53rm075+WF=2u~!_qJUCt@$k|G#Prn%Oo$ttRZQ22U zs6WLE0Q;gAl9UiM6<;v2xQn|jb#--q=(1qAiTZ=kFMps+LX`2u~fLKnM9Na%=VGy2vwP!HBBFpR=j z!$?_xQLG)uXE9N=RhH%Vw-Z2D(t4n3*BH=_;1Gwf$r`E{Mcp(j2nit&fa}okhW)mi zi4!U}12#Aq%Evek&302qFpQJcJjA+}z03eKI?CsKb5A zh-gswIe?@1*J#m-qsRwLp*PsV*xlQ^6$JD1s@sI0Zp}#Emy5G3ILj|Ad^F9vMggrI z6A(ZRyec6*=&S-zMPH`DL!b+Lt_lNRF~Zm{F)a0=D!m-@(d3 zaPO;&WrboMGl^?`{mf9gXn%Iel~@wSP@u`<~b7Vl3+#U$B*y9qd%|Jg*&gmLsV3h z@OY8&aR(as%*nIe2MGyK7lRH0iz!%Zd(rUM$rZuQI2fj?) z-QM1=pJsh$e4(TzA~q(*58_WGxCmst_b`G99?o{`U4eMJ3i>8KNCnqaSXp_bL2BBvN&7(2RA#%&GIT_I`SA-NLu>+cmlk$9%-4*eA@UFYDS zkwyCPuD`U>ZD0Tx)SYe_c#4H`h>ftx@tHY4&S}$6eq2A?wS>7PBOsoW-X2_D6uLL4 z6NOL|(93CkcQDCuRT8+Tx?j#~juRNrw)X)|Rpnu5XC6g~+YFAUvzMZ}pbaW9DFY1v zrv?ij9gI-VnUsHf|AK%CldV=*?{rn&Pt9#>`f6jCvYh&_5K}eo;9ioyHwagf_fd*p zezt;77Ipi9wVn3vUne$2i=8@m?iOe}vyXSTOmzneGs>{CQI+8`#3RTnAfVDC*hu8J zT?T2ya&#=$%{hHKIy#zgo=+s5840H{3us#nAy?XUgn}jn!)oE^w=%+bQdP9wKs&ph z-Zn*fM=dkT_u@i4dk@()*45ps>=0azZbSjC4XGwnl}bPSB^`a`P1t*apb(Mt3qkPd z5{?Z!s=Z$MGh!BH4S7FMA@nB>z2fy1@eRWR12Zk@dAI88wc)4bgw9Y%UKD$j2mKEn zFbXl&!?FYT|H|P&^%$z}XsdlbnN83fk#zX}VMh~@YSG_yAvI9pLx13A_|nqyvW;=M z>)M459lLQkkk`OsFuJ}+8w-eW3q5=%^8BGghYDblJ>OruWqVp8{5J?*C0qf#8UndQ ztwr~^#%<3B{BL!hr#o?>TILaS1X2;3NBIcnP0{YPsw75rcyxS#gu0LrYZ<}=0+tgu zUl6ye*zt5)h%*AW#~~hpJcgAKq%VW>F&b29UsEy<)D!5#%%BPS ze*RP+gH4y~p1|S4PhoqBCVfE1dhR6HCM)HxV6M!lT{MS#RWVm{f~Qb_(}uRnnzL@X^G z85|jbQRO&{Ac^!6q#J#4vqmFI=J{)ko4fLGQc?JV#^ zG@ujF^6zd@$LVGE_Fk+Ny6NA}FHNVRqtlf`S;C}wli7; zq=L!N4ed?Q92e;R!?c&1@aR%{rE!5Nspr<12^%;0m~Z~Of_qw7N&EiX2G{&423faj z5HxGtl@A_V259rn{f`hJQB+JxzE(iolrI~Ex8=yin51~|yH9C`2P0%|$>8+AeEGtQ zLx!@yW5@yepe5!u&YbyKEA%Z_2dd2*%L+1$1p5Rz7Lgc}U6}f2u`9T0)!gop69teNrM=!ulWW)n)bah?bRq$hK-XIf! zq}TqhiljyQYEac7_eErA^%D*D7nhZN!_9Fb8vsh22exi9X~)roKmK`WZtlF{s|WbT zzP4?3G{=q}WkvBM3<+ub;Q}J+1Xxy;BS%2KyGGV70=+7mh{zH@OKhxqGR&Iy#|1zR zugrC}l%(+1~)?f=$8jZj27fhwuy=xZ>q~juV zO}L+90B3Uxv%}VPFIXru+-Y@fE%^K7@|%%lRm&xBX0dj*md-MGa=P+>XmR7t&)+|| z@h|0K@sD{&@&C`xJO1k#PnFm-CSEtwopawDQf6+R(@OW<0U2HJ1iTLD_5Rf;s20vD z!m1|nz!G9&s;ymxd58lF3Rl!3VBC=xxEG%zJ3E-F`SRgE!VQ}T84FTX8ElNic13(z z(AOcAUQ^3Q2K@#>xAqM3cZ~KP1XxY>@zcXg-a*z5`2&g%#_(dKg1^HCZO|aWPYh@M z!vdgn`XFU`KRkQ|waqjyN6j4uT8ynw7$+hlc}K&gw>zzCZfoHE?b5*XgWX3|q|`$G)n zML&*FJ8QTPLBkMBGeJ|p#fm7c>X~ljd+w4=Mna~fvzy1paA()ycf#<8IT}`UB`ZZl zM9l2%SuuqHt}bQG%Pn}5n+tSwkLGktu1&%g;(4&)Z@Q4%_d^yv9P+^b#l-Q8PbPE< z$-_F~Pu|B`;4Pl6|K@lhVCMf%lgj_a$+Z-va6nd*q7Dd*3BH;bb&k!OH^+^CM1drP z)VXsj&}YI0*NxQu?|scu1M!t57aRp*vXoY)r(Cl|Zk< zEOCbBt4CP&xbOY~vFZxgiw z!x2PaQBo@2u*(XL6kKem3C3+))!E5Jd#;q_Uf|mf8(1vdL$Jxs{jZcrhtBvI0$3}z=aK9bY96Ac?)P-5CIGD4x>ycETEt)Gvv)dHvqD?4-N+ssi8m@tL$_ti-(0sHD{PeKA)%nCI10zdgNxhAH(1uX zyYTmcngQeeF0FzWA0wFBo=u5^lY}uT^y0d|uWEF6VG!T3g9+BGV$5O@TmjbXr3RTj z*sg;yR$OY13(W}X04&i$R3{LjV4dp$27GnRWA|a&PEh01-a~Ef=e2w0%SNm2-ezG? z^(hcIkVM-ha6hnkO%Cs6w!~-=L5;J|><(-#i)3 zr}oGP&@u2f>C5x+ayo3M+gvrwdVM}~)$aIana7^($ze~;tH!<${_%L66mjWDrNog? zJd%Q~_R24NiiV;(O%G(y0+Ei4g%23NJ$r&mz&|p`9N?g;=H@%r!PTpI{P>+4fq@}+ z?sOf~!CRyF`)E7C?b^1%Gwh_JtGo0aoNzwXb=C_@M;Z<7dn5|*DwfC^x`HcLXi=#p zjq$(?`DYwXu|D=Wqbd=9N;$d2&+*Mkv9Q3qe>dn=O32Tmo~;m7-IqKk`_KI2IV zC}IwAVB&nLS31#N}GmtZFbR}IWf z@87?Fg|_clSgO;(tG|X9?#Qfn@@_N;H_o_Jw0GWc8O6JezHNJFLQDcz|@Ifc7h3QEh6BD7(iWnfN0octO+gv&l z)rB&ZU_YvX`uIc$=>#|Yh?@H9SY-oN{>F_Pl4o{GN*cI)y>LC;bMnM8!6k@|T?bZE z$cb^VlSDXrpxY3H=iN-1T=;ftS`3ccBxZO^@JmY@0Y?-^h`a|(Z4u#7YC%40_-P2*zLEHn+;nMLSFJ9GLz*Kr0XOYcMN6R#;c88 z+F}qRs3kWZXD| zThC=5#@hEf=WV@%clqA9&Elh@qcebseI&9<2`kupB+qyH{F#99df96QyvB;IN12xe zV{3=8qPrqu z%#LPPN^IS`R|`hHu{@x2jsiw3%=&BTJA67aQ24mupg?=t`viB?b1{2~K0A^_5mPe- ze_ns;BRx$`@S&U1&$Sr3?)e{o5^XDOphhnS??NdrI^kkQ-4#G0(Waz5J{?y7(d1`QJi_feW-?~&^->5(^{ z{4X(Y%jG@OA3Fh4;m?>*lUf9_^Lu)ZZTt7@Y(4UX;d~61|1$fVKQtOJe_@Cz@nk8d z%%880ZZM_ohZjb*wqs#Z?2ynePrpJJ0n_Qtmrd&`3xmM@&3JRf5O;8ylg-?W0)}J29&xUmuq9b*~GwLfGgoJASO8HAD-YD zs*;_Nil(lH(7XojLG{$aw2zD7rAwJaUIv5exbUQPNLO3?eie>hWXkeptpZF7lbrL% zQ&lwpska_Vr86Y{KW#1%;U2$Lorl|v$-@IsGGS?TLWYvk-;WHx=!cES_sRuM|K%wM zmRMC2%`rsMSWxyaU%pg>@}PaMeNFHp(0iHOw3-^Gcf-E?Y6XNaE3_LH9^%8Z3V zLFUB62C(!sDlXM~Vp_}xe~R)`xDWkn6az(>t)u0|_gONKA3WguZ~j2wYd`JCx6dcC ziuzZL@Uss}XvSXpXxzGQaG7vb((Ko+uu4x+D)K-I?f>W-UDs?pb~N;tXXcSH#yO*9 z6t%cR_iujwzkimC?#Wk+@2a|(MccX9F!ASt>kIFnl#iqZ{ePV&be9!C4XNmHn9jjy zd%x2OESi_)yqy`;KY)pu53{n;UuPa*LD{T4Tb8r3>cR9|XNgzQ1tFhqu|Xq(%ykTm zXGnN>5}4a?$8*lk>E#u8FautNRJ+3mPO(Q~_Tf-@oY9PYhRHS5_+l8stpWXa>JL!) zXJGbTp=}$i{wL2UBfz+IDuZoq*i}vaye;$59X8DSY558V*okGn&8hD2KvQxAiex$} zAcC>~rdWHNv)4aGwQvDD0KlB9ZZhR%3Ty>aY7`7+4U)h9k;;w!rt&v#^dqx^J9eal zDaBZTlrbZ2vO}MX;_($ajD7nu zV1BqPfF&#cip)Wvv8WeG^QuWz{1dLlt-%LbY3P>!4+7)LmnSh&PlTf0Pkrm(RInJd z)q!s9{L(8ccKG0;{u@W6OO;oiU-NaZf87?|`i9bqSRgIqIpvw>!$*(#y|woj+o zp^OA*LT>#rq4gNC&i!4!<47pU&0>x13^S0rfG4$2|5)rudjpjjNcK1kdH)1h;NVle zi(@da`7Pk3TK?dl>)Kq&3tg%V%X@UT4oHjL_Yxj({A&GuZhU@Y{gb)*bDQU7$2#mz z1{H;fm$gt+Xe9a}&;53lmTe_C5qzV8w*clh;VTe7;|>LNPLrSNEPK@NMDxJLXg(<} z?wFHPTAihMA>N&j?z;Z|cCDOY0DmW#OMx_0ghCTcW(9?X_3&nRUu2b)mG?Wv^Ii99 z;E_q-nbGkcf92JuH$RnXTFR-Tt-XzpFY3Ub)`$8VD9|qKcnm~st!BhfOiT=pZo-7s z*K-;8uZlbfi$@2ZnKh<#6Y}{3!Ql<8^DpJxbmhhqyyhB&4fPf(Ur%m=3c~YWZW*%Ebnr zR|7}KzIyeu*l;(sD(SJH&Hd?3CR#9h%FD{_+^L~waw(>;D6z83S>^w9Ienpv?}9!z z$s<4Le`v}7i$K`_GbrUGf8@w5%=f>7Qn6*r78|&lj)bmZLla$(uS)RsrNgiuiuz2@ zhLhvPtB-Dzl{EpshzH)?fK{%4Z!dT!wWCM%P&#p0;|ZqoY9S$cRT}MSHur?G2Sw0t zzC;J;25>R&b#~$Q)2Dx%9Ei)>7&#$j^9&jhSx0#4qCgENpc%2PiS~mj#=Y_LXJE{P zGf9~$5FPdK^6_d#*8a!#d81+XA|jIE1}Pu9m;kpnNxJ#0Rl*pkPJqMZlKsZVP{Pr~ zbx0k_ue680>yT+gp2L>Y+837m&vk$+*3^pNYp0)y8869q10@ONO<5$G=C?~#y5uV| z)7nCl07FxlgM)Dzt=nm|VqjrQ?>~4TY5b^Tmr2eS>B%oAf8Z%qqIW+*xc4Z924n{U z(IXnnq)KywQ zMy72I2ghS5Wo-b-pXR2kyjOg=AbKAtdu$*f`B8Vbg_gGVsieFa+q#sK2ep9HpE~wF zb$Nuxm^}o2l#1~LN1WzI5ewt7?W6X2)1`1CH$jYh2<`qM<~1I}N^~zQtp8~$nE5&! z`n`zAR6HGFtdL3gAs$PTdg|j{A8va^SA6Uz_u*VCOwX7@%Ra~LIexqjgE(47MrVVf zOnXz$wMo`Nk*kB*)^RxZk6T9FUQ?*id(p-20sB3Y2NG`(tDJ|H-WKB2sdL#wqNx{$ z49HiHy&+*gPHYH2mNg%}u2 zX6JZJ?@DtAlhr+@^SmWp2ex_5LVJKs1;km zsD>0*m;0wZ0TvNK0RDc5^?ty3!}+rlKQRcu8QY=?D()JH_#bAL@8e&*Pyu`0Xzx91 zs9Nhovqam-=vAnRn<|E5SLj)Z=~7F!VH_213@hW6x&{WI$;7X}WL#l&YtbV&ATY2F z4+iik&4;&!OUA9<>WJO!)Gw=jqAqRDq3xc3jCbL2d>kgOQ7-O)xJSaJQ z@X$0pSJ!va+^jOQGzidvnrGKB%T_Y1zY9;0Xn_4G!VYfs-{GRY*&Pye1r%ZxPYAqv zKQy$rO;=0n8S>Vaty`t^!^Yt5ipC8^wBu)IAY-++VpyzafS;EMO#wbaL2!DmZ? z)zj@Q!X!etifoCXVEJqeCZ`5dgZDZr^timi1~fD@j3=xG*HVq%4cq$N6OXvj$CPio zcU|fjuBRS406Py)6>jkwW=lVw>Sys7Hr4eRt#v@pZ&S)A*Y`;5#4+uupsTz1TK zEct|v^fP4Fvk1#yjyrs?bKgc?KUH}zIFgKv8ANN;!uDM$-fbP@V9lE2gbBiD! z?gi4kIr(69u=H>L6L`ELMl$!ndniKwej(H7M-i*szS8RCtf^l*1*O%g!|t7zmuY|u zBd>!8TNHl^h>A9DM8@S*%+Iq2#1N2{{wh6DuXP$-)eqo|y(sWvcqZ9MWmk5`Iy(7f zIU|KkFL01Z;blfqfEBy6|1K?=s#B>wkqpI)EYlJ=az#KHpcIhj(xu|bE)kxPu8N@< zx5MFDsHChM2649yKIf@Vq!h0cJ^S!NcH0ZsXiftbT$U_es$-bEISgs3L8=#>&kwQu z>6tOp^yU^o(!oBntd_6Fbn zmh^-wt9=6bb3MX`!CjJnvuS;sxNeVyuh`r=#r%QpS(@A7(^)+a3^hDFa-hEK20I~^ z@zo))N@fVfVPPWKI}GXt2^;jOHYQ%vmJt{7W}kM6lyX`%asxwl(k(3guY2A9wEd9( zAmK6f8s+6VND<(s9dI$Dd>P>B66gu!k1@DpfkC&%nm3>x?Z=a>obk*#U|`_aI&jo; zzc0aAtBpG{on)aF3K)5PZfol5zQDw6zf1n?Q}7*02!0zpub8HQ62B0=*#_V@ zYx>7y0)SD#&fpx(fS+1&agaKuhkN9UfdPzwMdEfdHuh|EMPh(iDGj46yYyen0~j{o z=}o}%0;=d?>OYHhyn>P522UV-gl9s6;ofK8E*&v1J@#oYNpSF)MdFdHm^M+v!q_&y zi2*!|ft5M|-?LuEEe*MHoxkETA4$h`CxhygDS1UVz{Y(Tnc|Z3GJ+wzo?Xu<3SSX# zn(s9Ouo3d$0Xa+Y7^<e*80rMN0!#QKOfG88^<~&$7 ziXX$hX+a+n!uc^Mir7p(1?YRCSrk_6Axv7p&^~!?0}6E26O5tQg3TcJ>B9a7{iEcC zZeLK-Z6nK;Q*yK%mnjBS_{P^uI6TK=P9WRtoS$jRZ-ln;zwOI|W`461|MYh}V4D9O zI5Ht+k})B!`t8=u&wwi}wmI4fGe~g(yWDFo0E>NK#|9J{xAxcX2NsWkulE4gIL|HJ zJp&Z1z+kzzUwF+~;F6)Oz}5t)y#Op5K34(<3C&+@WH`|8%D^HJ1l**%2sA?jEFLZZ zOT!T0fHbhF7VK~TcMEVZWwG|U9ZtZ-fIC3}0xZi{Em`6M+(oo+nogvWXBDs{0@fnS zf%Dv%!13={_VxSXYCay7kFoRtc3FVu?SKpbCg7DoO+SDB1kE#TssI1aLB@*VisbSJ z#+E6-#)AfMyt4S&nTx>U9@Km)eR07NxQOrqaL`EWz?l z`2{R~fBxRUxFBu^mjr0gdkzz@8&2s!H)PEGbA2=yk4Zp??Hb@n2!p4qpUXO@geCxT CdD^=G literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/asteroids/code.png b/blogContent/posts/data-science/media/asteroids/code.png new file mode 100644 index 0000000000000000000000000000000000000000..d05f96a286afb9735c7f2038f1ba0ab0e86b858b GIT binary patch literal 24170 zcmbrm1y~$iw=P(OkU-F&!9#El?hqijOK=GuJh(%?puwG>jk`7O5Zv88xVuBcRPvwy z%sppj?wz^wJkZ@x-Mf3&+H0*>cJ&WMc?r~41g`)9K$VjGs0;w`Ea2mA#Ao2Gbx7hq zc!%^=Qqutd&^rJ8!o|^}5dy$lKh_^J?q0Y1yv{XY(|3M|I_ zIf9s&cIr_P^N(=pVIKU4nbYJgTLH^2@BR)*XZ(;hsBC3JiTmtZ-0Y&XmCgTnpub(m z&;SimtFskA_3qC|86uRkF+cng`uiRFp z_&w<#|Ga=qwf9B<|6gy#c%%8|??=xK^kDsaaH8X1$0B!s|F0)Oa@6-{KtEaZYvcco zVb-sW?WE3*usB1KLQ7^%u6_%V#2U(WJvbkghHN`JxU`0FLA+Vc%l+?{#i=cFxgNTn zu3Jgsr1>>@>P;^ttav97b+jiIN!-d0!&ym?800lR;+ zraHv)va|ED4PA*rO>69#m&SJSn)uk+BwAdtX?r+SrddTMzh@pH|=%}9Qvx53cYJmp7P*ps=YR4_8bqHn5w5N~ovM^4@ zr(E>$b5HMbiKCg`$v%$^^mYbKN@3+UD?1GZxu?)XV-;?(O$+k1lcg@#(uS59j>bSe#H~*McJbFEG#$0V1ZKNF-iR}5B9nZ)g+gj6FXw{zm zj?1zx`3RhF@{T!7&hP1+?_X1!)%4SKk`L?qAotB=R%r_LwWvNG#241Cdc%yz_2nrpE;fuh@!b@2QvMx~G0|H{)+drmKKh7+C7c@2@y5{08+nH}vb&(Ln6C21BYWFb8GCo(m)Ce38Ut=omgwFRpGgeinL3jYtN;RQ3;p#n#^z zoXLW@s8JA#k*Qpex**qxcO|cFr`5x<&%B68?`Z+P;9f!M!f4xhB3RHHD=r=X>v2IV z$^D9`=(_QNhiT1t#qN#6jOhKytT3YaX5*gP389Fj5#(DcwJnB-h@N<(t9(`nTesUo znS_nNR@kXf{@_p^O>icSh-7n1h=MNKJHKMS6PMc4BMS~E?E)e} z?4Ohr)7?p4s}#+MSZ8&v&AG9M-h!sR6!5N4q(>6F*3>#a={PTs!7e{W=IrL532~qpcUT()ERGh2Q z+25ZTY(~kZiE@s=Qn6j>CP&L^iQg&Mib^~-8g4jM5SgUqNGdY0FiAaf^4it8AOrdP zYBl0w3HJ&s6RiY`&GI=-EZ!>TfME}+M3n;rA-c;p4*y`#pcp+j^NX*I%qQBhIBpq zCeed?dAN!OFcLP1b>n+ZG*gg$Dq6+HPawii)+yLO2;u5j_KH<2+sU>DQ}rcaqUXJ` zyP&RcIFs!xW-Z)JJsF(>t=U{)!I)V#uCWLhny&& z7|yo32}hk|)6sCx_GjWd z3}#B#=vcR@v$OX#j$eeC6{~W789rikc=75+XZ;!5vvn53LCrIVAk%m2qb!`AZ!nEc zqe<6}9jFo_A7g6X!17!Q7?`kF*-C%<&+-dY-V~umkF#18cbb|K-4&#MOnEnuPO2R& z*vb&lVOlhW4WJy2S;2m_;dk)p8O783W$l(w!5Pw$qpZTy?-|Uxb=5jX_Ni>u^KmPt?f$pX zeQo32&L^+}@8RfHg<%?<0OgO0Z^>5IK9`WUcVhcj=LB`!K0v;8iXgrq374z%dglBz zW;BiqXb2W?H51_PLR69sO9rs#aNofZ=P9;TV&gqQvK5ic>_zPF<}5R~e3H+*QYcAB zNWJha40R;PJ!*qUI6&?BThla=73x8}I8Qt>&c z5G^CedaS!-Kd2G{xaYO@^i#k%6pSD&dxy4w zMELLRSq%!ai_2NLG4X?U+mkUlz5Ei13NImXF-4;{kZcXEu(Z!Jq^<76iHfBY3_$N- zpGl=gB2T?#?&Zw1qEz=ewMKxLxwb@_Tw#RVzzs%>=atq@oB*5f_TFg9vimS4OdZ-O z@-r$`hO{n}!Nf*S7>O5___(i|+!=cz@4cT8eoZo-RsXt6h86$Y?i&`m+mxA3Zbztc zqNyk@flFW&j)J5-b068GlBqq?u8{fV$Snu%Os(-ovkWyKeOb+=nKgGJ-H7`slXG`K zOlkPENvf5Fnmv!_E*#+3e0xF0Szmp{6@B7n>cv;bJnvj;5O#JUK(N%sL*#6u=lxqn zUBdDXXWD1kEk5CCBwah`IkQlw3ic0$>ANd+FflSxDy>WUOEb!Z#^IGmN)B2aT!6Q< zj7BF-0vC<(Rb85){N&ng>kV-(*);Yy5id1)+{Ape|Fjh(cJaQFCL_-Zov0i~r}9#r z;nUxh*HiQjZ+NALouf%g_T456_-zO9t=;;0=O#;)w`$K_;8vHY3mO$ZB!PJw(3EH8 zg%yVgaM0HW4c_uT{xcD;0>N+Z9o9NndyC|Wfd;%}T3mm8650%1V(5ELxHa|ea=FGY zIT_2whGZ%4GUc@{K9{i~!TK#0Lq{eV7$pYWftkjxgRs1QZmo%>NhmM-F3-MW*;;1G zVTlegg;|+D2)`z3Uom%o$r^Dbm?RhPz&$v>v@u@{Kyggle>3vA3zH+_byoC)&p%Ll!`4OttUx$gm_;khHjU+od=hQ8&$<>qC&-fE2vx;j?e(EPWt!0%4%O_lf=4-U|3=g6{9V(d7!>`rUM)q)OKmGx;y zl#s|k)GlnlIIeK|ZXJ~_c_@V#&?khR+uKEc;pPPB>kBchR!%J|qbmrp%xyP-i&9!#=GR~P0Jk}f>VhGh}#JgvD zxYVhaXXCM|X|DD^(hlzGRw0CWWYe;8-m3L3FiMnxL__3h)Mx4I@W=!KfdpFT;l#Nc516e?K)H?Z2>Xipts-aG?U|5U>0x%M8|Q{grn5kzQvTF6+%@ zA=HvXCu5Q1-`yuW{KZ;K zsCGJN?T)+2-f?@&DLB_NCxE?RDptQO;}AJ83E5R_0`I|nxQ`X-8^p-wiu?v!eD_l`~-Q_YnRE{{l|Q%EqcKPYjf;#Mdc;z$tJL{PXpm#}JSeNsSE7 zZ3}sRy*9nD#V36BZ2-OfTDCDRKCSt)Y=jj2g5|!TQAAb!S2kHgGOL+7_p#2^gs~re zyGvSAQQd*ZXBcwt;9f;%|`dS{aW<|4|37TrR;R12wt+Dq%h0)wuOVjLGMIzUhl13Hhu`sp|CC>CelN&LdUHme-E`z)~ZUl9a+bsRM(5JYRwKC9x{Bgl!n3 zd-~Wopq$TJPOohtBaKInxE5P0=%@YV>EF}8yrXSMm zcwb>X*O}*R(*@hC&%fpHG4Hjmv9r7=bK|Zmap`eZ;dq(&+DJ0ACp9XK`XAjqn=}-Z z7Kbk+Fvq>5_5P-ZW|=@XG}iUsqeAkq?L5;z!6WXmQZ(K?sWbIi@>>Z*d#j z*7D6!AoQ!@#n(1FpfXCmDxq$Div6g*xoATGtJ_`O^cY@z=LfEb@{>1sI0>00@&XA4 zWL|1SY8Vv9a?R_`4C7eV~RTIbsXLEL72$ zW!$29Tq62EqOO_dtfq%x4oQ;*>}C_Rp#EWM%b%mBGS4c+Ta$15(gpZ3H_FI*bdFq8 z%-}b!+O@?4kKoA^(gim0`Cu6aF+AIV=5X2aN?cN14sq>a3!Id9>(S&!G4xKUUZr$X4l**1|)v2B~xw6|{v@1%ZQ)n5~)ltAi-e6v`b!k-17 zOIs1^*LMGNW7{m@SZ|Hb{`4QP94w)7lxXjY%2t4)W_kc-^aQxZZZ9ptidjvkN@wKr zw7Z>9Fs5$P&$AHh|GiTc;k{gW9mVa!PUr7sMj*XZdyW7{cW3QRLCcygTVo%bevcpf zaSbZ)`KLPaQtG%>Dm3|S1|PzJ?nBB|=wb=v>y7bj&3B&-*USgVkC2&LVf(gPr2XBH&IoPh7meE0OO{9f7qmgMh zv;t$gcw_C0C8dh7r3}OG;Cs#q!VG5Cvt>#^Lp%5x)y1oyqx)TrvwAAEpn|~PU~Ac( zvTe&h=XDn^Ew@Q?PP=zrL^NxqwpoGp&fyV{aGrgE`tvoZ0F^b|x6K%Lyk%6{Tz7=+ zb1um9WpuDGFHK35(bdgM z@&t6NsWx^`v5_7(fMgkBzHmg8qF!I@E8LZ}uEKX)0^zKR375He=in_KuWUR_D%4il zRH-Yj7Oru#>6??>DI$rO$WqJ(F`F*d+cdqTTS52G&uPjE4{+6C`{DmyEX^GD6ev#m zA3Xl_HbChwkH>}0Dqq}oF%fYl3w9=9G0-x0bW7{h%~i()sTkvb?#-U!6b-IsQZd#J zeoh1$9yk1K*7rt9ru(5wldZ%5BJaaUzyv!wwAT{rIN{C7*lcW9Ghcf9hJ#1e#UGp1AWtqF)IYOIa%7`&lnZu+FhRAT=LuqeC#wZB3;Iix zi_}zz(D=w@5|h=_8L5rHb1y3?Z&n=hS2rMx9Zb;y(i^3=pMUF}HGWAb^Y2K&8SoRC z5L-)oHScpDb-i)K+?mULoHYs5lc0LA+c%#z_ZhWcHOyfh>M$U~e1n}Qc&_qfv#0Ph zL9kwIghDHIY?(r-Z?|IVPJSUKzT7A~GKk-N@!@3P3lJ37U&`+~2MTC+>bUQIfw&V} zY%OLJcstUIds1h!NlY6|^tk>D@7M>29t~JlscHEk{rp=}oX*EBPwS^>kQ#?7#M4*A zmZD9^4e$thUg=#su?_`X7=MW%vSNq{c_8E+EE3ymwg$}%>cvI=28Ded@&??rdhvVG z;sqC$vD*MznW)=7A#HA$~*;*SY(#t!m zT`u+?@wvPNK(Gj^!J@6ru~A#k>GzFQDx(K}%b){q4~Fv4p?xKU1Si*ePxxzAwwrrz zc{~`g0q4|~Pp+pQ6u=}=%PY!q>Xe`b9^AI^VdDoC@|@L0vA2g0x`6Ao)ZP(RWNz;` zr=vTQDDj1+-QO}NI@2gfw(GNq%8T@0MT!!EZede?BFfMhC8Q9xaXYOEE8WUuDt$Xj z$TDKwEAq0KYAZ#jjzKukouSMzk!0}8y02ntLgpN(9k|()5N8(902Lz`Ir82o`h_ex z0T&3s_X7;0U__eFiSEq;XvtJh=@fGVp+^g*ql-%jbR5Y;TCBqZUBc}eqdILym70tM zstDi0}nMn3??#Iy}X3lo|vAg@>3L0*m(hNEqGnM8`{daf~p>i!aXIHxmKlOcD#q$ny z*as`6!a!XB?kzPJDS)Q$zB)0rKI7(l%|v|Ecv2fCQL4&h z*x$%KRL^}BdZ_AQ83KdL+Q}*?Ap<~U1LDYE>4XVY9ym#>OAYs)HjTWrfpR~3`Gs%qNzjHa zZAM2~05yIF*A4zI;}#u z4>mbvrM54xRo$i!BWoKfmyo>pOcY;caq&_zJQ8z02SAbCtSms5B>U2L?T^t5d7(#r zk4wVualGwAbFndQNV*x}xX-aU6Fy`qck%0wZ<_%j{ZC8wSog0#ocKTC+W!-;xBIwH z{>6*>8VDMo+hd#5dRd(D}J|o?0|u|F)e$M^_DZ3lrJl zrfHLvi~aRquN#N%SDGwCtOm9o43i)!=&xh^3jfI~0b2|td0@x1(Sr-@*h;cPk^cDi zE&NaTdjI;^vgks{@c%!wgn!R(^Rgo6-+KZ6_k8W^j)T7TG{ODFB|gxiB!&ASDI-=b@16PjBAO<+h4ngC4tDqrGaQQ>X$?0)-lGKB}?9 zOmxEU*S6cEB1*cSAGW4`q`nJ-cplvJDMw^Hwwv{kWWPyp*eSiX#fqgg*L7g^%(3|s z#+AYAMr!g6NRLIe`!B<%ZAR2|#OL2*@+#_Vi#_p}HT z&Odp|OC_16py(GQgRvOpGI~fm_@pDx_Jqf=Em*>Fy?Yv1;F!5|vx+VSDbwSYL&+f3 zjzFD1aS_?BF54gUso4*ReLUndw^@i|E*e6!th%{fs>OFSZ1bPZ*)~+y4R%O+(@uK2 zVV0`9hm0JOOClHi0>kxoubj+R1i~*TCzqunBGSR@biOw`WqJJQd&uh?68wk= zjFAeVl5kcSsWTt92>!}Y*hxVZ&`RU?a_-!*J8Zn*{97Ml+YV-GcdZrxPbe~3(-+CXnbf`%xRRB>7#FL7qWH44S?+00}9{r9!4==al z;o|RJC{{ps)=;zqi#(Pn0kfO;t$)+|F?XxcWo@a{nU+#sdMlOB-@{W-@dSKGVwNo2 z>LxlPUwa6>c@3-^(_H>5WCSc~5JuZ@Az3oNY-4PcWqe^JKMX@Yrk!S0DYLIB7_ve& z#CYtNU$DtOCZ*Z(+(Fp|AQ#)cr0fdzO2CHX~DhbpVUDuV`nn5I21Lu&rcFA_oryJ3|2Rbj=~6L7v`J}Mj!jD_kqZ$ zD16wdN`gEw+~<=veN{RRfP#{`)#GV-JHZ=J%yTZOFzNRT5XiASx!QvRn3#s&WxVI1 z{G`3%_u<~zTEEFt(^X$qB9$_OCv9H5PZ4|@*afY4#;AK@i7JY@0Xnd0b!#X{&CryB$&=ZnbJ#o^xgP6$_Zs$X$Uw!SI(&6#aM0c3n&0b+ zKcs71*G%e5cwUVXD|W;{byZbl-=>;cm;QIPV1^-{3wX5ToZJid+f+MtYWTwiM=Y=a z-${d;S~L;4315Di<<1vTG*+8&D&w7u=9a1xdm=I0daN7+XR`CsToZxQkd2z21Tql5 zyeN6Tm-Ov^Q^w_Z*(WIYvCi(iEV;(!B@mohx>7f_Txo4ns$8Pxz?}jX&cQ)hpuDzr z{nWL#457kNzvn(04t9q|z*(VF&zhrQ#)7h5;1&C)cU;7hV7S#uh zWFW!;>Xv#RGckcjPr4EM^jB;Xkbo2Uq-g<+6y69f``wOK?VtBdX>-`=W>@ihhsq?g~#Kc0SaFrP3R8tCsIAB&WvaKCF4?ac|G8Wi#pAutr5=OF}d>P?SI4~gE(^cgHK+J zfuIcWG&b(f!bf4Y_P~6?-m?RvKT-VI8-IX{0ro*dzsXz0-g({E_hDbn8QYVm2-gQe zPtg9LvtR{%Uq4%3G=h(dDfyxBhicNKOWUgU47{68X@TL1ev32%=1>yLlqy^-lXc8* z>V2>nWjqnA>noT>VjkT$IPTRsEexlxVnk4dITUyb&c6D#0~dF2Q;cA?=^y1U)OE($7Xv%y5>I4UInt;Y~NPG?(< zXj~sOBWhXmxy-rIU+{9olIG(nC_*M&AX0+md4~MQmcH@BdsvIipRIfuPiX(%Z212P z0=9IeS*?^%fF1GScLbB*?ToraYv_QT{(}zp8FcDrI;=LPMVO*1G@0AvvLS4xMOR$e zd|a{>sd|sgW~t@89@!^WI#p?m^d%bc*l3nXo{b)t&GPi%Xu1?~!387=-Q%v@r>uH@Iahn}{T;5An-j@xiBl>;`O~aZFcvaRD zdwuI3^v~i4f3lUG@J-?uOzk0rz~JK<7#_Yp{H$tHx))q@OE%Ei5AEW5LDiYP*=6I@ zD%g58e$F!I7Hb!m@T^0KQFGEgdtfWVvlf@qeA@KFTR1hGvLJ&7a`;+>m#1}Q^rUyT z5WYr&#(pwK*;=@rP`CB*dNj@^;>)>$R|Pxsbr-r4;n!5Ox49hhR3ii^w4~^e3 z?x1f#>|M5IFaC5ToS|9?;JPOePcDKwfRqF5%12Um1P_@z`K7v*Zu5;`akq@^fdpG#AHc>*s78<>LT(R_4vKUz1W;?#{=rfGDLgnTG`Goa_^~CLXrD zTJt4LfWW;fh0S3;u4u++ZSBSV1FQW_`HDiy-FaDCOb^=FCr0ghDlRVDao5%i@}7&c zJr?6g1#j<`F>=LF)BSl&j;^jAAtaB6&1nvL`hmO4JsXY2eyw-323+dT8IH#5*GGi~ z!R>HTMlKnOZy=ExLnRhpC3n74!dc-KnO)n68P&PNa{c|qR3fM#fdY(WuswBA?OBC` zofP%YC&NS(@^Xb#88Zlivgdj#+fHV;D?i=tZ+NYnDwBsD#u z#;d$7+A=_IT@@xxaMz}p-inmTK#ID*!$E(Kf_?mje$@F!CNHJdDbCMx&;hr ziX+oV|J45Izp5?<(uEOTuY?jakJMr&CA=Tb{$`2*WsaV41UMxW^J0d2o96?cbPhP(oH?KxKMIsCVW-p{wt z0@d*EjIpz!iye&G651)DKSGy`Q#jp@NqW&00FjR+0cK0fW%Wx`D!D7V2or!yD$08(}m?**RQaz4=$v{4= zDgQIC62U0{dAE&-q@LrKhpJbqEzua!upQ&ICantJ^#V`I3>pz7zsQ@u(laavM6$xk zpBh3)sWDJ)MmMjSlyV`*z}SW*>ibh#ksw|+O6%jV4P;vVWw1(8k{O2Rnw1DNU#OF{ z3UoawL7SNxL*%GQNi~TisVtM-lJnj0jrk@r<}&V3AGc$ufOLvFAN9pEGK&2xTPXR^ zrwVRg_iW`DTsY>;7>7KPFfDJg>GUIvyDuaVF+?T$Y&$HX$yc;w9~))`sCQ7vDAtd| zXp@^9JNth2&dPP0$JCX3JCB-+NQ$p+&9cNJNRc{1MBm`4{|ob@9CC~7P=9`KVzrE# z^B=8p-~7m-I}{P-0{`u~o42dgu!aIP@U@JlbmMIuY1CW>=lK+~fK*I0`Ev79jy@@n zuT!uF)1K)xj8aX)#>ZKzt>pq#%eK_&mAj}F(rT`)kbz}A0idm`OOpbdDla>paecnf zPv&tM z`(E!UC`8G@At;#PYsLrcObl2;pU&E?MmqE@8bj5!uz4(=o#+*!=r6rJFjCugDqE!g zF)()~qsP`aBDZivzFYfU9m)daPhh=T(+ge*e*x(Ei<@5IoUI6L%v=~FmrMpz^tD|w z9JRLe=}iv41h{KV=ANO3WqLoaVirt)rK{o141GLq=>3kGL34Mv*Qq3m6!uZEEV(1Ik%5f_I9bv%UJ=M=l<)pX94tpz zqnH`pg2%as3K%K~bZWLc|zdGE-G2Q6>8ih#h%WgOVh0{ zzTvDN5_^}E#QNNR#Inw|KNec z3Fq{*dBw;v2}X$EvDGXQXO0^Dw_5d)=2qf29PQU5Pq3xN1a+kKF}X@7>mOan!D9G{ ziC~82Btz{^TgZDtPl(s1vIqg1aU8>_AQA_k(gWh!2 zwlbVQJ+1d_VMxnW;mjm=nx(Eq;LvKj!+rZ?`_xXT7Yc^hR7dBi{DkvsUBma8Nc9iy zHlCF}vQufO#Vb@a3uWGJE=sBW;SE=^-8}^+JHZ(hn^yl&mh%9Bsi!-9o=*hk#;w_R zWn1Rr5+6KvXcs4h6p^9ez!6XstpDj`$*gEWClrVwZJ8qbgBLrQQ?(|AvK$D<2g+SV z;@f(OasExsz)MGVTDxxq68*nb+9~>n`O-ZXGj-CvE)-?_5rY#kVj^K{)5&_^tO~*4obW@GCk9iU%I2*?9So;4y?zeI&-YRiOVWZuwobiJB3AGHo!TUcb%Og=V=<&-rh3L3V9GHcNoUQ1oyHhB**sNzT z_J8y7OqcR%nWY3HrRm{Ie;Ro)4Ja;kHL2nM?zm2TaoBeefptO18$TM{KLkjlTA?YK zMt;}vb$2X@-rm1SVO0@RzJY2J?6hTnM57lXI*!vs$URCOe*xPz z@b+$<8kA$kCni!;Qwvo~Js;O70oTjBp*#hs++uZ$R!Yyh)9$2QN4&n}RIyTb-0zkQ zvo;Lkc3{PS*w@mGRF+8h&O51n>NQ}8TB>tI1GOmY;H#8G6q&Z+aB+% zVz_S70T145s=pB=f%58VDVdmmNVfh(NLe1dLV)*GIUQi7L9oCiNW~$F)4Z`+jGjaS zhv8FAQU$Yx0N<=PI~ld9?}xpCbk=BN56>Ut-&`WRGq{sQ&stArc%3ZuKdos4 zs|}N%&&4jP@x?1d*Zsrp5iOq10|dd1B6)@g9^QIzZYNAwz}n{Rh@i;~Eqylqm;--x zS08Q=@|r$e1`3PkP12K7o`8Id0L}EK? z;v*Zy{TLFUD78|AxqL#`pfYEVtKQ~R{K~K2`)llmiRIr2T0w~=)=~()5rB$g;>8*!p_l>tj2qK!b~J z!>NR;S}8*7Gh=lEtP&Kc!pW7E>&R{`lcVg#Bi z)*axMD#fq8*+}aeyk%tO^ew%O2fbd$hdnPBwC&OFKIP2s>}u*P?dMr>s-2+I2Rjw8L|+r7LYPhY2V-Cvf-ab zZ|Fg-5@*&mTW6o4IhDmemC?ksXl;LloEhXAubSi+t|t6@i6SFAxVH1{-XP{V&Gh95k_2rnIiE1zrvdMl)5%r|B$a+{h6c+m#odMH zxuOrQ+S`|}t)QtH2(W}Q%#e?jrm`>sB{IJjvu=HAQK3YpR9>5<8a5j4&MYY-;<@kN zMLh#inU;jE^s|O-g-fDIO-aZ*&V6=mbfLqFp~PI+-)#M%of;B zWv?SSMrsZm=6)R<44hm z_|yisr8>8JZO)P~)g<EGHRQ#|KI8j^1clPYDIVqSLhlQM8fZlRzAN+m9bMhZb5a zrr|%rwAWhsS?PkAF=SKOGt90_0StVc=1w0sW$9Oto@6!$_vC3txbzH(0Z@FxcRRq)ovMhlw0AgH`+txR3dcl+LEBzCGq>*MhT1@(cCo?K z#6+`IZwb{>T~mev^u>OWWgy2tFV`$iTWZ7!`@MIWjEjpaCy?Yxa#huIRiuwCQenWyjZt~-2@v5e;0E|y?Igt%V(k7>VFRDq165}G%R+?L?Uz2ygF;o6f z`F$3z&yp8NCeNSfGu_a$2Cpl~Y6|i=6UF*AgzNrrrXYHE8T3xEy$?gEZ?2+eadC!g za`(rYvp4tyM3Uk&2yw>sE0z0WCP#VHne6`oT~W~F&w z47N6M@w02X5P)zrG+jOyZcx}Q-c`9c<^VaTaOjlTK=L}e3L+UTK7y}{xFR;0AG_9t zRZsOt5lKna+=l7j@SBvjE|e?e6Ng7Q>Q(Jz)k6wV+G(S z$G~R?jn=7A;c8vQ55vh+dVcx0qi9vE{=JzHf2k&gbt@_H3#0w{+)QaXt>;Za^24d_ z>=w8F8ou3f5-Fz>{dg2jj7c$eJ8wK;QC6bDa?Ot5wN7}`Zc~=xY z+%Sj)X_18`ucoU>B9V=E9q|a8A(G+y*vigrF`Ee{D-{u{3Q;NNZ@ini4l_P${@8bIt4N)sn1~Tv&v{ z&gvW*aCdR0bF+p7pniPQ|-t+ZN3!h=dg>5=MQtSD38)|)SQQNYwr=r~^hPVOSYi!yc#V?bNc zXzyT)$m4zBLsFVmMx0g@1%6#x7i=b>I3(#70D5W|wBP1pE5Bc7!JQEzsgcY?Y3!ue z?itJp82ag}KM3)93X&%H{r)Zb06%Z-KeY#E#Lys>g;5+)+U&wAg)LO~XW#O> zFhIl>a22E$-S^h<7!|ORktnqcd)T4=?!H8XyJV7h3Vb`Bes_N)Y;DI%wWnw`4^{)P zzLhK40vH~5w8Ko#J4VO=MX>HFKn$^iQRwNn?oq&25(j>7!hf|>Z6uNJH$tCrh|!I> zikS8GsppyE#=dWfjm4&ykwM!&w=`j3WCY%FFv=O4n3!JixDs0Kv(IhMJPQ$nxNusb zB`X*G3GDXr3R);AC~ZGI9xV+Nm2b_~xvoSRiQk}|?wyutyHaM%HPm#jA#`Pi4h|ar z(9cQ^cJ$Yv$n1&fS;tul&CSi7o1fo1O8?lIfjD@u)xTYl^r`xbTGyH0$L`gws|FdI ziPGFpSC6^s9TOhbZVtA8#Dix*kbK{M`Q7FP6VrvoN%#zj4g<+an3 zyQA$>DXbg^01Yd)Kxqc=(?jNgho`3-D36~qmUY)9)v0FQjgeS?ydLm*YN7Qc059u% zT>?H{0v|&YDp6_aDhEaHIq3W?>uD^c&xVGo41j?$8JK$}^BMfEjKQ0W7xGUeW76FC zvxdnd=+EO-op}Koh|XX`H69H|97Gf`heJO1uX04EJ&dUV^q>G5{A4npH^PH^Hnp_0 zdN=Grm+3+u+$S<9(l*DP-`*{Z^Zi|AL#fA9Mto;qaL;x{78jQxv_(fp!MUbp_m#g^ zNp9_H78WRH4X0zKbWY|qJ!}2ou>8JhrdJ~;a>8@Z8w|I@?h+y9lw7R;qB-ztjkv!_ zS#2%-5`4JoUDG0%GYa)7(rZoe2>}fDVFAjk;*^iVgLWdshAdjifB| zPWfGq55!(no1mtdp2CJL`gmHT#wXP114an-h6YbXo#%G7t*{YO#bC=xATHpDJ%c6l znGC;NjrFs&x9ZpaExqqahqG$(p*&JHrt_s_(;Y7M#kx*a!`wJ!pUymqAu6WQG=T9| z;T%Kn;HR=n+9!^+=dgfq%BoCzwr|St$)d6N*>7jkN#^eEVm(<$@81K8W&^W^mQGrs z2df%AIT3ZG)o07gQN&58Z(^JoT&?5oS*a*IlurylG@gICT^SCf()tpc}BzcK2@qhGk-a$=$ z+aAwPQBjH%0UIDigCHnf=>!q!(xrDH^cG4&h!jD(6hV3isS!el0D>gaQM&XVAoLC) zy!gBK&D{IDcjmphZ|3EXoHLm{nKOH@z4m8)*E&m`q)ki|={|!j-32^H5EdrAWT4P` z6iVx3=f^(NMlt}>r1^O7VRdN3FjLB|cjNB}W^~8CG+DT_){lr1{hJm6asEDYzA1j= z>|tpfxZLU2_*m7ULxbHqG|7l4GB?>Nyq0#Cx%q`CGk%?!`R)az(WSSf+z@vo;3}ZH zS_BL>CF1JmEn~aq-B5R@BT|^r z-H2gXP1TEp$hR{&Uy-u^gi z-2uWis3n!9Ony3Jx~}XSiLY0%*+35$gP#p0)pkQSJ|;Zq>N{V~UrwO1XS(ue8tp6{ zjUBHvr$Wz;Hk$Xe-v0x3$a>@IyYXrVn(%fp(E8$}<<^%Ndp)?{y0(f6em-+%#Chtj z)Q)&sMK{8Aq&JVSO;!)~bnof34o~E>A7~1HZXs-s(LT9kPI8hw3B3A^9>>X$6yFf) z>hfw`t&GE-{nbIg1A_b+6oMI%h!+2yY*$Hs z5|y{xN|(`9FO-8B%=s~YUEUxmg?B@z8q5&>J$E7n$)GO%#t|L+(q>#T+pYOQHFQ`% z{{K_Vcx=9vdDsueC>9ucB=JcL=zF@{9jVH13mA{Ez6G-yLgYnmQjf(bhH34#GXpDl z@&1~Dz1xq9v>yZ}sV3##k1R~}=y+S@Kmn^B?QJv>1gGpk5;$v>1rIDy-Dg;xpDN5{dWgW$f(!}%|`vLv}YXZlan+w+cTBMM*I zFE?}cB96JsUkce{29dN3ARO!sDc!RdxAL=ae%MhwFhEWsSxBVPfmHFh`Q>X~!^NZ9 zkOYA$CBOLDQlEs$Wfwe;->J*BGk~1Uy^AobigQ7R<+D%$IRS4ilA%}U<Fz-mCjAcSJc9)Lslh` z-ovCE?7%g7_I-^$Os<3+3>f*()$0Xr_mwrfz_$g{b#C_ zv)2(G+a1kKb0>eP;>^tn_S%%*TV2*_kd3<>nUe9$i^zku&m|@OMI9$GN5!Pf=DF(% zV)|b2mx4YqufyJ+vk_4%m@`yx?FidiKpWaQ%wu8@O;sc%j@KMr=E(kM_2L@fdxbWs z$b|w?+jQNzQPY;EOd2!CoA^$d5P%EjR)J;n=APSc_O>P04qtwo!TCUzZkR0M+ItFI z6_+lJY#swyJC&0xMHq}HOq+M8KESN1-2hybP>+Rg~u5tBylN{(} z0L=x#kbey|%JrD_Qx#`@X{S<;7 zVB!WDX^u+^6&lD3A!C6WR0jK*`BDAxQ=X;yO7-2^`(r*mcK9{;(FS3|c^$@tJ^x5o1p&cO+94M{sNv?jzVVreek0#a|?|Iw@ zDr^tqlzllDS+Jwq*X>K37#mujcxOsSgh5hM3Q)!4@GNq+c+*$4GdcImoYGn13QX%$ z`)7-7ofdGet~R}V1n(6xBse6RWrWV5A#ED_w4wgEHx;rr%)I{2&29I>GVe|*etn+l zo|2sr5A@T?cWmD@eC`Ho^IH$s%M26DD6f$X)~B-+$K@ zXeVlFAj-C?C@m%a4dtZ;rpvjd*0`9C1`F*GY2?aSIMg*mXvBO`4r`P=aFI#f%*3z<(hCi14tmkYD0O z+T5yNb;0^TL%NE&)^_Dz6vs!$*z}0Do6^wKCH(4(O9kGi#FGrNi0!7p5GFqA{GX3a z>hV(G)srtTNlC6)s{zfi9d$kCXN;$A`|pnkOKVoDL46+yd94P*8d?fZmZn1MbS+S; z{*(3b-Z8nyVDP2KC#5QO_k{B8Pu|&%NKDSm!~7b4p7N+z-#aX8A;Feq3EK;w}vI^e#@WA#jE_Fq`a!=oGI1b()7x+(0M=^ z1JZSC6PZ9(cWBWsobNTWW0%q1ANH3ad|XlOu@Zl(oI;>Bv^7tw@u5np>#-N~bus!-_nMM-Q3t zUR;jmIqBWII4jF*kxtg&LgX~6{S#eiJa)b+kJJGnO+nk>vtGuS8tnh?)MC5FbM_sd^=>Vyc z^wEQX{{BqO2Z8C706>dj&b(xjKMM!68nWkLZ?3z)u&ypK#m{)Nd{hP6>qRYOz|{MN z!IuT8#0Mk~u7}4do*W302`*r9=^+tOc4=fwkrn>^WE3kXVC!1H0ioyg{z-JRiLbvZ*)`x-#rWu z+shPHn^z02i01E##r}+)>R44`a5XIXw>6sBjO`4TGrYblFUZz* zI{mIl;J4Ri-IX3z|E zWWVOesffuqUzAskJdpL4&??*;GF9WZQO5)vb{l$VyJM4_>t4N5pUF+N)2RLlahX5S zvZ!_&1O)2ka|8{C$g3P2wBM|$5lefK!Vu@WEqfot#io-GZ@dn+DX~@}XM@1epe!L_ zexJqm-|Zcp!=jLJm+B}k_|c5ee^Qg9ZAyTvye7{YHA~5q(>Fagc+YPjSc)`Pe=%?z z7kuXmGnD0a3aVS~%gRM%)iyfLhaYu|hLE)@b?(@a*_0Z*q|5tu3wVQNiu^R6H>TLw zAZ#hj0QxH8N68&o7p+HMkQud9==_$zqjWhnTY6&wdTP@LXz%0RUV-yoxXs2x;-n>g>-Y}kni^o z0FUcXf!|la4!^Pb_XR*paZ&h*Mz1jq`@pXa}W^Aa(YpKMrX2bSz zd|V3CQ|FjvD`(bbfQIJ$&QRN+f|MU|gTCPC=u&RD;OCi*Pv{2E^IDr}SsT5Ytb?d` z^77h*)%|HoO3G9Pag7Gf7lNtYU6QZ?Tih92u#x18^jvB-?fvYpK?4=d(*I0IaFtaX_53Jap1fLZX?PEtOxSkex1eEi#d8%(H3`7xtxc=PTmx(HW`YE2sUA{~0wW%VQOb>G;^V{&3cJFG0x772=7*t`A)llCl} z-!FmBZvMb*U;fN*mRbaSY<)vMyog7eVz{*IA-aXa5&U;ngb$0Il`a53&!BQP#9>FT9 z=I#l}3D9bUBhJ(>V7#Zlwox!$(OO}8Z0wmK1cATKRmx*mjLnr&i%3M&uYNBd)dk-3 zEn9fZpvhYP6?;hV%sVtrw{2!y)O5R#sm+fv>qgVNmwtOQbg=>QaGO0e-+qvfT?#Q2 znwmd(`9kz0fvdo%YNr6tyG%h8$@n`;T_R0ie;vuAC%HgV)nlc2ix%(fy{D?q`|+w= z<*YXIO=tsvZDBM+yv1m<`t?{xLV0E7BOY<==0(<^{tsWPFJ9S0Y~9O42a^1g4EgqP zqio=1DJA8#h4@;_R0m|bBe5-oHFMFIbrVdUB?X7N@9lT-a2f=p4O(q7@a$RY}ZLO(A_K9^yzGMp=BTV}R`3zQ7T$Z*cl_b@D9yGT&%M z(&N%Kf-upg^cyU{J9VHu^GTqC$;nM?w7Qhe8Omci4EBG zzDBvpOUlmqX9!Pm6l>7aS;K+Lz!;^-$O!13ZE8VbXlP}HCakk7A~Ld&>LQ(G&{NP)Q-w1y~H!?`F-J^vs(blzTUSph|OW3@K1WKxf3NU8))`3Xjz2jikr zGkFhQ27O?Oo5Ft5*BLM~@64W)#HF2~Y7=z#D?ei_$`3M0t(49Sf6BGZqoQt5B{aq43AW5`9h&mMwt>$}Bhs4Dkr*d}u ztk}t)X;)691wE_tA-RS1kg+OJ^t*$p28Ra5ktxMDzC_ZNAcdRkL7a48+$v;fXvnQD zpvOYr@Q_1MfJk`!*v{lf^p1DF=E^kVgJpcj>#cMjExBNt>;YSpg#e$_=jY`2b30=z ziY3=0XhHvqZaYJy(7j`->E`@_$q!$>-A;IpvgM19mu>HDF_!3o8eUnMntK{TQ zwzqz}MsG)mZ`z~p#xz@jwdpM$x5Kuo@RqG0^7hN)WXzo>CnKPUAIV^N3c~zr?kq+& zBs~PP^k|pH;iN@#;0u|eQr<_qeN$1%=J9gJ`TU;K>&&ybwauxzz^+C1AYI>zM|P)C z99T<|ZhT^RXn(YOFg+(v(aO>My4f`@vL`b`{p|TA7zI>ye_M;|zXYgI#`eVX~Q1T=b>Ia=zaLI zG}b=5fD}`P(KXn~WO2C?8(a9CzjyL*)0G*ehPaP4MS09^618! zi29Xcf_UIbYZM<7OZj5l%)KKz1Znl1%WBR^{aQ$$mbFd9+~05Qss9t$`(NyW$MEl)S>Ew>x?65iKudfmW!s3<5aD9K4U-@4^_Oi}TB zy8`y6lVah_BS8of={l`<+}t;DW-!PtdW>1acy<1Ot+N0s)BB>C;Gx@Hk3TlmWIg^+ z*O1td<~Z4O1haR`RntcfUMJNi9CTDo`Rh>QQ=V52dxc>K4@ZQ@r2|pr6v}p{Q3|SMIoHwfgpUP5wr!` zD+M8-r${^mHE`%cc!#YLknW)^ypV(tf&+>Qhqgke4E~+FMTM3wc3Y-rWgVo13-P_r zI2Y!W?3dATatoe6TUHCY>Hp=;w)Db6RgcQW?zp2~jswA~Gq`sLGs&`~ie1~peLos% z2Tygs&i9`AfYJ#LG`Fyrd4Oc&%1Jw5U;B`|y{(N`${>ztN6(fCO?$Z@Q9mAsiF}+M zc}ylo-twZh_vh3{l!?p~ad&rjG;^hR$X`}iL}YoC7qJwo>e@|4Y!f{{VHXu{bF_Er z2zE#`DJiMFqoafFYh+}UbG6Xr5piN_Dr{(IXs($qU*oA9ytZ~a+xw&H68LwZcP&V77)(RC})Rfi(^L^y!oDLc8I}^Lsn97uq1(-U1$p zlNYd9Y-d-Og+B^PxeVU5v%CAEKWZo=UI5n!n-tV?JMjsEUuOFPh>8cd{*-DXY*bRg`eRe1Bvteh*TS zdFU742Eip!l^@aE4V{oIx?`7DFw3*F^Do-E*WQG5sc*GitcHpLmJv15 z*S|mQ?^t1)jpN?Hqh-#4K`lhkk|LyG|9wm>-j1VhX`dCEkLu|)5}_8e894DG_M+!r zrHW^WA6O>qpHQ*&SzKB&u(Gmx@dz=k&sMtsORX!n?CZ=-X%|;lSuL)o%75(X-!jw^ z!r|1fJQ8{3t6O$vRBmcFY2*LcYPM_uhDdGJXBf9#Q&ME_Pj7O?uzcBRK!5 zIqdY$`|GqXPN@z{qJ zR2*pR>guYw_N6x8zAp4~>CNkI10~7;P67aoSs&{W5;DC*qp7u#ySSn%sNrReBHYAyA` zjRXRq1C*Bkt?6P~@Oq1U^qKaquEO`@lYmXCs;cICDl01k9NVBMypZlvT&dSMWrtz~ zug)g3RcCG>?Lb;~woB%6abcl8*dAtgZ?AgP$)E7%fOg0ge)Gdm48H!E<5ph9?Za`K#ebG&MR+ccy!z^Th_ZpyFhGdti5 zSaCQjGdVOPBO`d(B;km>L4>ft%*@Of2Bw8rYyX3eO>z0}$6sfGO8MbKup0DnB%eJB zp$hNG$2;4GFIBTF!qGZa6}hC`Tm?#`n8@whw{aWHaq9J0tKEFk#^IcN`^jUmHsX)a z!M=&NI!+6SYeA#7A}IFGmTt!2?H((}Yiy9Lq~uTly|QFDRCf5zHgUqagd=s2rIS&B zr>8t#PZe-;DP8Mje+W2~>+}|0l)_f9HQ#yY|3?A+f%X0ti2ox+Q7_)r-M!nw!lM1d zhpXD%e+NdCI80N#s%(*4 z--XmCTXYq+L}}TNP$FvrOZN)!A}I z>p(``$_zHd@(q$rR~#POl6Vw1nUzTay+C1ga&oHJ+*k!g`GR&gDE7_G&G{}}*_B#n zp;K999c;EMSMu%kZ+UxD(3>mNnc1ny$c85+(9Wo|JVyC36=(fgJQ6P0TupbZf+#F zN+vQA(#pz?oq2J=ZK&dCH_3)Z$9=)fzu+%+| zM0f4jEk^(kL#eu$|5jW~edd%bghYPBVvO9CU;l|kpbE5(c|-LlphM3oL^K+##(LyT zL94bhZkRmBm~Yk5Q7E7OHBKF8e>P5Ok3#j@oH}62;(%HXD9?#Qcd1MSTcMo&>eWb- zN^AHxwCSw&wc3x?KZzC>hW>FLFq!GZ@tWDmnVE>Pva&NgY#;fi0DA%+IKy+#p@MVk z{~PW4zW}|jD#@Xya($^EH(NSRAwTBB43yw-qfZPCz*%Q*0A1UjrVr~{3^g)>&scqr zbue>mdn5|FiNtfgT%78mHa%0pbiOoY^kRs0uuAT+2??4mr&o=6fs?XJZNT%SoK@Lj z7`2Owi@3Q4Y3f665gGNHPV6&(@?tLn_we!w}P1g?8PHB`9X zld3oTuz>vZN32}gVfC7(xB<6j&8uLip-?@VMDFKNzwXs1X^9S8*e0-L@ z3+|%fSrir){_)-_PA%b=Y=R1D`90PF@;i@xeoi1bySRjcn(U0lD$=U`=0AP@{Fxx6 z;yB%vzeV?ASF|`(+xQ~ZT3E%giBK0N_!a9RE465Q=G<6*Aajne(rN?<=ykp?V>s^6 z^)qLm9on~B(OML6Y8XIz`P=kucu_aDTKsA=Hkc2lm}TKvmdqqyWoOGA-UYG8|4H56vHEo;zQ+BE6o=BSxF0oWK07apcZqu|>ezRs&e)~I zi$qs8@0hMv3}%D{+obq?dL|&unWyo+&sQUDF0gw;Y3m>ARXJz60sT|aeIe^2tL5eD z%X};C{{H@HMMXs&wGu-ABFL8z_sMbyN0R~*2`*#DAH8`F;=W!Eb7Z6!_z!&QUpj=8 z2G?^E0SQ3}J5Qw_3((rZ@4gB&3*R0w@?tX3AIL@z+ z4BIUq3dAqmmgxDGlQGw*c*(O9iVA}qbgg^_Z{zyii|aaG7>y`~FpWUX+8fMzpF(L? zqg~T>YIwR2SIezN2F;ko$u1aI(kX#A-FovR$Epz## zko75LkAaes<)MJ||1Loh19@t4`v>Li0vGz1emDhOFEK=|Bf-n%v^rN(>u z$9p`Kpyfe99?dVhn#%)TxaC0~>gGCavu@CbHb}1!3wlT1^pCv(NESHpXlz78M1aE@ z6m>@xupE#HFneQwP8!4L0G~5bwK^MCy|GAQu%<{QM8h$0>(d#dJ>=z8Q3 zYZk~|B4C#L<)E4UyI&5%q=r)SxRw~S)c4g9NPvR}f(ox|x4SHG?fQcHK0ZE&4<9DO z+^w_nhUeXQAlR`8SgPm?TJe8lv*f_J2G~~qWVjRZyUbP}<$wl6md74-Chxl={yP`_ zZymu2J%w{HUWomEij(+mi{vd$Oe! z7pqB1g1BIv=%`j=4UY)Q?K6A@t_9vx??|HGQcnYgtG_v$zSxFHfsr$EpU;>u=^`ua z{a~ta^;*H;c>J4>pUz2u-oBiuzmS(gzryh#Tv)+LB>#5f{V-6-Sqo9@4*atGesiPh>kIEkx-Qww_!!&R*fb@mDegZP&%ZidV3O$l;Rd7I5^Ld1zGnh}1%gC< z5F{|;T#G7!N7rc4S{{IPbGV3_LZs$g{paavIhqZ>zTDN{4hRbi+fVoA&soWtSJmFXjwj`z@g!3$?p$E>?b;2Yw70hBYj_tPC9N{<1ID7Cze}C8rQKzb8^r=y3nrE}O!<)N5 z)#X#g%ipgSdkkLf1maGI*CyGY1QjRaME}VwT*qnYMUB~b zcRCz{OuWye3OOYrf0j1+s`-H9G_BfDHCA?l;%TQulo zkPN4p%PeYG%R~cZ`RYWvaAIg0fjK`;1#=Jqo(hQsX^lX-Au$rjbP}z!k3Ax znPoNta+JvHjWKn=Kwr{stu{j?HbI9*&&D4q{Iw*JIt2*U=)(p;pQLnfj~hq}+uPfpEXBXEJ#-Toq%avRj$SJu#c^F0m+CTg)+bOZ zj%VepE7X&NSra9|xv<<%K50)p>NN~>JrTrvv9PBSQSIr@MEpXj&ntnH{``LIjc>#ny6McsKa{G3Qf+!5u*@nQ1 zOjmDiFo0s9f>#?h)M1&zur;-?fK$oGfTUKYopeOt&y5P@azo&M95A#yJ3Gx;miPe~ z=5B|Ty|6+b22s3>0a4sa^meD|n7i?>VFa-=n;_${=u^);HG6Jz;zI FKLB8^B%J^N literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/asteroids/dqn_before.png b/blogContent/posts/data-science/media/asteroids/dqn_before.png new file mode 100644 index 0000000000000000000000000000000000000000..6f4b5469469afde613dfde4f57c87285846b2c6d GIT binary patch literal 10092 zcmd^lcT`hpyYB`Z5JeChCur!F`n9;b+2?w&;Vb53%8&KG>nd7j^mRmJX9k~>QzdTFVs z{QW-G^MZ>?{&=Vag2*9<4fmM`+#T-3TaC!6^2;ImPRsNWO4V`-f`p4Be8`$D2tV@k0c06+C<Vtai6-NnKKa_Uy+iEm&d1H3m6UTQpwK;Zzf~(R=uDLe1J^+TzrO&)W$Lvs1K- z-$q;$1QE5Z3C=c_HZ;S z>!wYcw4^=Ho(+5d{=J98ZkKm=e_6Mp|LClMLS|N0R{PeMSaIa(j!Aq;ZH{{>vltGD za-vyxzkhDiv~erHuuqV1{;M@R)gF*}+=kSHv6&^oqwh02o+-{|k#uD_q>9~d1Sm-l z1r8k@YRRw?k=4~cdGaKD;kk3+aJbb|1tk5b7Nt3ACALWJ$&ov24q|-Gqc*82RPYuj z86zzjePg+GS$^k`<7UhBU2Arv-CdJS=U%i6;q=q|#@i)#oj%kV%TYrD)4p;ji zhY#4=+OAu16|R&>sCH5v86C~A7aY4SDp#+pB(3gVNFNZ6)vM^h-x}{|==l`G#p;gv zUf(6l&-Z638^6>qWS>e9<110b{MVxIlhH>?wArq&CLRm?RrK)`zM(a`V}*X!GS|dR zg#K&86bY>!Vs&m2tiK`pR}+2CQDQ!`Uq-xEP*4Cjy9FySR1;C{)ZE%?RVvc9<6pk> zzuRaQ8nCCcvkW~MUteEU$Cnhe)U@ZvaxqY=ySH5^whJ9^HanJST5VrfM-MR!U4{4= zB9BHkD4$$6crWO@l0%s$>{&0H&I^u`(!i>Fv^SsXv~fvU@79{7?5WY|We}$zNNF!{ z$zMsix>CZgjjG}4AR@U_E*@*Yi6QNCgfrV6G>M6hj!vGA-pc;~4Pbs_5Sv+=TG zy0ea)S+S5WS0uFqy!NQ8*G%^_2?KBMOu3L*E)9*1IbE$uYHpTq@9C88ev|dgzI@R0 zRUA{nPWZUehSZ9RigxFhCc+fr4)h8;eOv9P>J7xIx$~3sE^p%mY;ZXRL}eO8w7+zJIB?ml9A>1p~#_3FEKg$nym>6QRRg|!OmWC{s*Y$Y3-sBe zrslixn01gtKOe)9IV-{I~A^AC5Gf5gze0tbLYZlD=Y8yxOJBW zs(Q5Np$)k(VnvUbBn{$d-hDNanqH1~1A4=~KR72C#meYBJFfZyr`-9@LmKDvsxNkO z;8!^eznn#3Zr$cp(waM=K$;J?Ao}d>$o}Xl3r}Q$1{|T)6>87wYH+h&bIpD*Ssy{x zqzWt#zc^`{bMO`N$Y`lOv?vI10^TmGG+o?lQL0moLAa+ zW9LgDg0Lj;j~1o=s_*;8$x?C*<9FoIzQ0bQ#a`U!JG{h1LaR$&_)q?k@wJ>Xu_$mT za;e>j2w%D;dtqOzJhES6Ky@c#etD}S(AW^dU$0!o9_^=Kn)px(6O|*Lk`WNl-wN;i zNo!jj)A>41KJ3CUU&V*;H9q>$@stSMrzwUaH*rIcI)ACjzhgjcK|$B%AlXmT`(%Xs z;Hrj@#;tFY)D+QP%cRk0Bwc1sB2*^;`a#%6!rMeu8dQLSr3jL5j67m$j=iXK8gI|< zAOB-JRf$?UHuy$uCp~P|fIW%l_Tzhj45DwDXzjQrvT=<@7tySYGmz{(nptRB?24r8@Ix8D ziBn81F5W9BCL^78@1pAhtB@WY7G{xQY2@bS2A!X!txm0D&=@jOVtNZ+`ESNex7igx zuM|XZy#{hb;VlQE!je5J_Ug_x#MUTgm#yhp7| zifVqOSQnnRC(R`HM8UZewR~NH#1mBs2kZj-3$nu&J)wbF0G3+Doj4UwsWb1 zjb9?>E%P}4(suE&6&SsAi=_r!(sa;m6l`@P*8JYzWc44S_!_rL2YkE)6;ROrPKVtY z7ACp-%v;Mr6P<6(3RbI-{Bw1#5{S6CalBHvvTea_c7h6ChJo?7BXMV_DzdoI=efP0 zsZ=J}6J4cdZp$bW`;kY+ZJzW+tugYbZBN7%QLSHMbXaZEG}sj!Y&ouU4>IJZ#Mji1 z%B*7{)3;_D6Drmf+hvg!;%(1|a~J0sr$R9s(4BX0d+{K`f?t2Uk?#?+7&fjiTBAGc zT+@@d*p!gDVHD%fy1Pg9GZPq~@%rezc{)^-b7{7jLfk`hg*bLcd%J>-I?^0v7w>G7 zA4y?racBEdt+E}as5}m}1CvV}Zqyt}Pjwn@e5?xJ<`Hw}2f3L#^SeK`Ryq(I9GuUj zq~t6+k}&;hrAigtqqQ#g0tZAHtEAMGF0#fpDq3ZAP9%cFJV3Kn@^pLu{6kkizy4A5 z6T3XS%OrO?>Z9O~lP>(5j6D30EU_28)OZ;sX*-}x8K_fLI2Zlyu8AO}@lw+A-%kHk(E1t!26D|S{-M_X z(~ZZWYMn1H1ysFztInQ3A7h7=DC`Ld3Z1cuuYPWm`w#&4B6|WusEG<+uV_h>%!R&A z+~xc$2w0GYs?Kk22S71t&3GXCg_{vm?__n4hzACtHJ!yig@N3WjO-Y<>~i&icPUb6 z>DScMXigOMIe~2HS4~UtJE>$_ptJ#NC%IAr8|BQ5ufDy*Olwpb&UKTSqm?R;NC`&ziPYXZF89I>ME9Of;EsJ)wQ+$2MEu0xVrv*N1uDsm04SE!IB&Zr?v%zg?B3jn)6c+Oy9P;oadD^Hnrz{B0G7v ziwVbI%hmmx1x2Nc=2r+(Hf@6?fhrXjxAmQVpJ{6~u|ge$Bv4mQOMZ66+=yjL#h5I8&R{WxW?^#`0Z%w&}a(JYZ~W%&`s%3Q{_m_sfA;8H~7i>VfD8Cz@oe4$C_5 zZECFUrfMge_8Hr04hht~e;b0Zkw#(l^PQ4)dOT7fx#gJ!4NTZjYc^im>m{EmltIz- z8^yklSHxnji0Nu(l}*2C3z{tN%WE=;3=4}59wT_a65d{gs&70Oni*++HGUg z+bMh$-k|DE^Ug(fk1T-^(={^N{M4+kM#?iviRr`|``}%3B0y*6pt@(bG=9FlwHFL?tZwj}A-uUz+p}=AY+;&-ap-#~ zAQokZZ9P@``KGbfd?xgZ+`sgm7JDGsv!*XrPo`(KMx%F%Asb6w9CMlK^r@?Ubof@m zrXWs#0;4_OjoG2c?bGu+z(MNA$H2A^acg2_W&0ShJp;x2AFNhZR>s5xvrBuTp<1*o zvmG!((q8(U05JdHYAo|Ckwce6~4W0X%g3I}gcWitVr)l&n{Sis~Ne9H>q1o1yYZ&mGFOCg?n_DBqXG zkhvym4X9LUG*3Vm)gk>4QgZ@8Cod!;Z81)?qRJlodJ9wvyLXrEt@v_PrRteQMlV>y zu3?q>8(R(@Fsz!X)1!AGiFJcpsCAR9lYIBzgJbF{{p8vICeFJjnC+oaU*3vFE8^lu zj~YJ&di5+dPqZOr}TCz>4G*;=@cwmyTJX!n#{~h zaq)(1JRLPZ+S9MM&;q7G~ z1Ng?P`#%}b#V9G>VsiQWk)Jp6%N;+*FPHzy=YK$!_93_ZCnUfBY1%yn9%<-7s3mO; zqN{|_|98EGyGvE~I0=m=+5tF@i`o(QD{6O#dgx@Z$=kObOB&Q8UWrODr{$m_+$^*DbVL#xrd zPKR9u-AeCp6QoQW0TEclH!Tp<=?0vj2gMMv# zYD@&!fNFdHuJzkfh>d>Pz~C2(JN@eF?(W@gpCdG&H+Gt&5znwnbm{e4%Q zpl_hw+u9@nB2dd9YX8!A^nLYELu%o?7Thl&rs`2=H<|SU_4zjZPndy=-&zT^Noozv z&FjR)D?`O%@96}gJQw&Du#CW&?#GExke3C(=H5~o=c5Lx0IS>EMCB4YK~JGUr3qONIX;TU z-7Q#tErUNZ!xLr&?8F4IS2~pZqe5S8hLP0 z8`7vD7stTdV`8X4H2qXwuL@Uwjx{cY5>>Hck+RRg+wc#$E>?Nn&4JA;^*vB`HU(<1 zCbv#k3iWd)j2P*?yX58X!RNHU&V$goOwqHaEx zHyc|tkmOcS!o6`&CLERgaBo4QS3wxnyD(E1d-&G2xNITBF9kVNy*SrOkD(D5@oW_U zrLZv6DWXj$F0M-EF1*fBs+g@-Iqw?``oH6Rsq&e+dl=B~f~z*Ib4l^Fv?EPbr6Q<4yrsMe+#iEtl<_guol_+2~q#dIs?m1^# zHrpGCsX=wuHj}%OXugHU4_2Vs&w6@JzAfZOx-P@5R|X$~rX$v60p59ec~z5S-aKly z+}rb>YM+6)pXT`cx=nj->(W4f=rs+ka zQQb+;m58e)mYMUs-ROF}6+T!E?APkZ4ayOOn7!LzbTI~=cB)U7r)jdc|2DWe(7sDv z9$1_KWGhRDEq8kLn=lPr6zYP*!Z8Xy~6L?Y}6xly#U0bF+KKv zI}sTs{y8a-fN%$b`PyU+Mv-^l8$wcYGU4_0&FIMMpkdXPSnV|i*F<)N(!;_)km-UQ zRI)G0Tbm(7X)lDqgq$+??VlvX zg=bF%O3~AaY{kDb%F-Dy0<{qFn1N9WoYLdX=uJ)XxRW?cva<~+o@s6nxw|`&odix3 zdgf`l#_dKlRYG#vZbI04+RjuSIp z8MP#a1_lPC`Hr5Lp2Z1&bkKkfoJe4Cx*lthR!FArq4GbmTuw3XWKA@Hx^g&@tgb9C z-yJePJ{wA&4PE;F%);)7W8}Fe?=Ig~-y%=XZzC<Y5} zQ-xwM%EjOTYS_LLXTWW#dVSRQvE4jSn8R)3)aEFuySJ^bt*r$ac~OxV9AsIF3@HVT z(GHS6Z;^$Po144H6VF`jV{3zcB9WuKZbfPFrgUjuGXI|=bRB3BwTyNWHti#V2v(ra z0vPGLjDTc8r**8(Cd}&6(f{w0D05nG*69CjopE=2;)?C)A;CxP?Ai*b40VpCRb`;S zQaI`*&r@nAp{on#3bikMel1FXHatSr)j=myC};sqR71wycE?jd0Zfo^VV9pRnl@p} zzcxbjxV`rlb>Var=y~wL_T!DNjcCBSG-X7U9;dU#3Xg$H@pzkp(}-8HSp&=W?(}AG zVwyeLerN|s!b)prN_Qpvztb<`Ib3p2SlC(<%?FkAez2^im7I;c&s3o?7Losactx z!5O46FyQat4zaR%bJ-~tPDdlc+<(6e69@Y{OwfG_kzwvrz197yvD(vzHi&=NU8mg? zSlvot*LlV}e}LR37wztj@&QPaUqf5psio@CNn?)_9Nw_n2(j*;UR_;%(&MXGHH@f^7L;>wf{# z$lwtGrn@Y=*6S8QW>f`tSq4INCGw^=JKmI^GgeAUsxQvU;loHfP-F{LV`@0;BmQzo<2az2;x#c@nWYe@5C|LKI>X$84Kcz})cWMflON-4 zzr;}%i)Ed6_C_(60$+77deeGfMj61C>BNJw!FwXAA9A>>(YtA#d*&$2kzrm09iQp~ z@`@|^KFeN;nV_OUZ!VJoca~%^E`PrfaKBHgXZFAnHkGs5716Y@XtHA72?oTd8#XU3 zOS;ftBw++nO^MkH*?lCGxXQhtiQ=M9*QA`N!7OyxQU%FT?{x#wrPo&_93)lBznYSG z^F8R;dwja|cC?g64LTD5{OkHo+y&XPqF{TM!w!=+M-b=48ZKz)hCjviJMoj5c|E-C!;%euAd|*q&kS-RcYJl(RUk zMcsF#S&8ZAfyKjCjKLJKZe(O62NtmO8XjH1U-fVLHg-0o2YjnLJhSrwcrW4G*oWP? zj}(C%aJFYacuaiRgbw=rfaRT`Vwf-@NI42(EkpHqe zdQ}xgErOs7CJ2fiS{nRDqVe-L{Ilwef~qzx{`k|L3d8F)ZYl<62!g?a{7aE?Fxeiz z-0z{J?{U)A#^bETX=}pS!o$tU)x*i&lE=&X^cj0s7alQTQDHGb9y<>YH)#=(fBS&2 z>uFn&hjdRL69f;Ts(47-`@!%RAAM#W?$u+X);C6Sp9a@%O%Y7sP00!i+v@O(#gc_T zM*Xglc5m#XtkkIDq9?uV4&QIyvtciK6cs}!T=eZuN(^1to4~Gv{xOB)=i@0@?~eBS z{F?Bte{f*pzTfJ((>5QBqZk!}!|;dcuyQ9gt1Mh{of_$6o%;Fdqu1ud?dyUkweTGrDDhHkESE!TX2jT-+vgIWlbzpn)EKzs zLgM3jaoi6N4mG$5wv+wfMciOL<9&jCPhOXNF-ue@-ML<@EIQ*!1+Wo&+=X ze8Q#7OkszX^vkBDzB;ut*?V{G+9i(3h{wv2TO}n~F0JQOIDLBWI(qti6Vs$zp9z~3ZT_~74$GzaDZ|Yf-mz6x zii*n0d@?dySXfxLPk(G}RaQ}Wn-h}gN4z76X-F(~O|@^QP4XS)gWhDV1|OiQJ0 zK0LTQ(pmWU>}Z!^X69*wLKjZyv%l6UD=Ry-Wyd#BSFmniXTO3G?HS4{f8Ca2C2_~K zEt^7GTH1PA{e5>gcd75x&Di1>FDwTd;`Q@v=(qCm)t%zdsea)()H5;?k)17imHQx9 zB=^CKmoHx~sGD!~o%$L2^V8GlqLSQ|m-~HwpAvWZ%%&X4^@%pk-rn9Y?aJ+|$-${d z=N1;I2w}4_LC5X_XO0&hgXazN9bQ&c5W>R3G18v=YuBzlwbb#S9}|Ut#l3ga+0k4bhxoq$gdi+hi|& z@ZiCH`}Z?1aDDs!{p)?#vO}E(&YDkkg;Is2rP-&3S}!5I(las|({u!ezZ4ffbB#Z$ zTGRgW!s-nhH&U)%y?Rjga#&c!t(_XDmafPR-IsDrK-`>o`YA>8F^$~Zw@ndNzrVh^ zM9aW%>G|{hf`WpKEG)Xc_P>`FW?o^2ckI}aot-To$t5d(T!-~xQ;FMGN(>v_nKNga zQ#7e=?KpOxky6U#Gx-T~8ygxUBcpfsB%U^p*5QoV)^#kCgCAFy`pvv1Ut*dp7hJkZ zHgj=tiHeJdBq#4IaB4q~bP=KXys}c^-NOT{^c<38!f}mLP6RD4FE0^X;M}QJ(_UU`Gt=%!+9c4Xqm`*6;rbc4Jn!#)-kyf*c*^b8CPn6`?R7M8=8)+_n?zIg3;_Sfgj zx*3KqtEyJn*w_rTWEkZ{EBh~u6gJtmVXQYs(rGasn%szwY$w9H0~e09l(~IXppX|d zEzxi3%CpsIEI#WxUd?J2Rvpe7e*HQlg}ndow>xtKDJUos@U6*5^92m&s0{? z(5xjav0Amt)6)eTA048yu(R8R=&Szx{7h(MWTf5aq8x%JaCy!)!tlO?eY~2w{Cfl^_*)K5fnVi#?HPL_cFe`Fd7~c!`7H+p5FoVUwz(9eP*Vx#&YBjh2qej=p1SQJgv6&gx ziT-+4?tsY~*}1tJ5wBZ$c;tWTojAcG?J>Y}H6o(=5_jM(WK8~x4BWz#laq>AIj4qJ z@tFFJNLbj~?tF6mA^(pL4+S1Pe2AFNnMLXeVN`e^J0vrbjxdiJa5l)eOv{)V9+wa0%WKF%!0Ve{XwN;DYlWtJhci z%UsDSM({|wb|JmwSY0A`USHkJ=g7UsGGyTM^E`6utD2J3t5HEhGcz*>kgn3r8g0L1 zTO1z$RXloyoSvQ@bIcrO;-{Xz{w~8p7a1cIh>93WQ zl_jTWe6Bw(d|<#%v((qq!rp#263Eu6`!YVc1W!pxNmZw7xe$wx;WlKutwb1BDV?64 z-X4#E6FGK`Tfg@A?G?b9=L)4NsB4M#A&~9L3+l8c^-soC$jZ+~>>+Uk3+wZ{g&$4p>dkz74}&)${T~_08?-RWW<4LXeg1TGH>ndH+6Y ze!sNzTAb0s%8HL1P!?h1T_vTZp=wDtuidDN774$>r;IhXI6L0t?uBvQIFmZCq^7F6 z0mUPVYi6`NdL9XC4Pp7SIaR9@871`EwQFp$zR#Llp6ZEMSXyosHhHlv|Dm*}TFl+M zYmoQ$ocVDy$NVKFnYrR0KjuRS@0cp~nRt?2P{7jC(y~=r+R%S_uD`OnT1lG4<#W;a z=la*}?FPt(mobGC&zC|Nx5~&E4-5^3^B%q!hB_7Y=8cMllM^P!j`#QP--&@wbu%{d zN2z%XHYt%S`CZJO!~6E_qebw$k90_+c4wLthu}Kxnp1AX$odtq9SkfH6%*Tp{DiZ9 z=N^hryG(K2R82EwelR(%>Pzw2>Ie?0DyeRNK8NNM-gWENi7$%@u9XX#L9SY3Wn~2{ zA(T(OY85SE`Tm}SmeKL!*Ru2TnP0wqsnv!j5Fu(~js&+5tK6gaWAXkxK zyu`qLr-KLsK6)EC_z=-WFw(IIUhgQI?WLoTXVH!Ae|J}mGMG)uW z?wnOReQyBqk=n9wR*Ayxdu>$juP?=0B_wo)yGo6kpXzAWPOfPp!>DjA(K}IpFuLRS#6)O$dHE4y^7rqJ5{@lQGrzvv z>Np-Nvm0ThxU#&IRFEJqcIpjdyYx_VDxWrglpqr;XOM-3MUr=62x`OAv5ARWu_8tV zM+XK6FF$)GZct7RjkM>_FrW)n=kf7z%3wi)OUC;I!3dxgT^fi}u#aHwDTDX9^#nKH zxpQX+=Ci7XJ4i6!xvRvWFY;OcZr}3QfW^`ey_Am_707frFfb7I>JmeER{63a28>ns z_S70$T1Hb-)2%yqDmw`5+QkTn!TRghFRjk8udfh28&y?RwK{>aLQ_-iQz?5ea@2%{ zxjC66s*~da`BBxj{lPO=uFYX_)pmq0*Yi6dK3GvkNMMy4n3|f(KB5$N_Q;Wo%>|CF z!W6+2Ctk7TrI=8hSL604wPZBq-jo|66B5omICq`*a7b)y ztl+LSyj4$*-9JSkip5AU-nemt-P2>ZO%oKu#MhL`E|xw^)^D1LAmiA21anr|-M#XB zfj@*XXlW|Cp|v%d`TRoc|o5Pw)J?k1(Vmsf#!t+lhW5T@Ju zU=2VnVplHU#p~q&q!h|vap}R~VL_nVB+YKzhZ-{x>dpS5qtI1ka%w8csvWs+%l^}f zKPO(U<|fltgl|(*QwVO&du3@RlyT)C4a1gwj~WY2ioGh|zduIHTLnl+P3&>+RgCau z7q_b*Qp_K$Qdm(tdKA}f7d$!Xk#78a3ssf@&c!2pL>n44-XHE+r*W52(tcF!-eMgZyA1X=%89)1|Vn5tADG!vrNYAn3X@1c{`KPCP3^kG5(XnPF-Wvu7 z2iaRwm{U{w))7DkOP^JFs`rSBR$O5g=ouQKLzTb`XicB-AMaHnDvI3uL~-?&tvBx6 zq2b`*FfI?|1ma__3txDr-jsTBr^nCcHNaZ?yoTAzmggM>jSALbvX#`-)&ljr;~1aI zgI2hM3c?*+L1uH7($mw4#gz%LmB5_*I25(!sgs{736&K!;MgRC3f!h5%Hr6E1EW0K zw=2yj&5eCMylT~|ig)kUff1hz52pkFbzhuy2hcm>wMUWw_G2j)(yR^7Sc$kEdy=~yLz<> z!_@$Q32sS&Y)fLTbTiDY``mA9r_KU;z)QZe`JV!)JF7vIUp_i?VcGpa1iOU7i4%;$ z$u$PLx-39+SAm697Yt9F2nN{eTV7gV6SG%{2x}yImGmew;DH zECnZT^0+dAybhK&N6qi=``}Z$!AZlJyjc3(9gFQkZ)0Ws2$_dGX9kyVlxpo;i zQKhCe?Kf#@4A^o#}hiF0F#~c z)87?V#n+yrxL$h|0>%@KxNE>QmdI;OBZr{3xQ}+p`pa%zf;i=Em*K}AssoxZ$a4p^9u za(M1BxUr+aSzxNJzP<(v(fYA9Q1?Ec-`hI!9h3L$oy#?~kmap3|)T8(m;-t$A?DSEw22ZRan zcL}tP%rm)t!v^&Q&x?wBQ2Nft#c_j>)F!s%N}HTRL$&-Y}3++xW~3nq5h$=vJmUedY|%bwYI4@%|4F zZ``|g#kFkih(ld%ZDp=?-KnK}lFnD4-dMi9xjnb@&?0oFeP@3?@R-jpVS2dCDeEf^ zIb*xuIxZPDB;DvEdieZWKrcbFvMqCSb4}7MS!P-8Ycqh5i+m<_fQe-0yx*x2+k?On zF?Q6HpG$V7^w9-#Lry2zF0Y7)M&G0e5pgmGf&}24z<7b|N>z0=H2`E7s1slW1yj(2 zHN2v(T_w>SG-H$d$XV~L4o@mLf1Z+rxGnV`KCDM=(=YYSA6`;Fe*AUh!R3@aTMb*T zT#E-hj_6Cr^+49WJ`avZha^f0H+#jzk~~pfdqCH7r>1{>;h?6bhSHMuT5@7y!faNb z!gP5bvh?%kq)<>=Dhq}d-qxm{_~c1%U*y3%^KI?z@t7ce2vxs6KYyHat@!My+6sOY zThA>gct9zz{{yE#vUO6LZFgBfb-`#yK3&C%#&)1E4j&(%7)j@QN4lYs4QgFP`FYvg z%=Gcev0F<)<4z-_DhQegSkEQvyG>~2>m_bC5+{5*uCqy*NPQQnio@gW7{@2@MYqclwryEZp|Yep6S_O2FdcL_J{Y;X{WgKExf2gg|5g z*w*w$!G3ObmLPTDU+Dp<(N z6Ik4`N8{u;cOHKr5A^vcD=RXbRm2hz86)KyJ52K>>Ff9J)Fvh-?;h;mgaRrmDk^Vo zZhpCSb6Gkl^R}Hk`Q+rd04VI564#I;m6Eb+^5-WyPH7KfY?9;1;?fd`?q#S&kAWD; z*~7BCdf@CYm2<8bjJ9kGD##DPfQ*$8c+{hXl`zKEtvjO=@v~jSBMK;%G`6<3rvSNu z-yjL?Bst{LjfPB<1LRmhI;}?7ZeU_s1v)<{Yxc};11T`l(a{MS7ct_Vg9{6#<|hX) zVEX%zdC5aSp}g??Oh2W!v}IR@k<>GXPiwz^{YoktjGHz+c8^okViP(h7q4fmIzz$K zJ1E2iH6;Y=2HHETg3QCO9SKTw7N<^a14-LXiaRJ&;x<$?t5$`flscq~LBQ!-J_Q+Q z6A&#cmU03Tk|lJxrjgyT4=n&Kj*x(#WE)s7iU3frmx{nFN#6guKt1hkW8?VqLdiL( z$6%(G)mJtyFn#g0>MHTk>IBOSef;<_CgKmH0bOJPYwJbbk1myzlG4LOog{@J$Y8Xj z%+S}zm+<(pb)h*04=zsEX{o-;^c1v!1h0_}1!d*_P@7e(Us`jD46+qy$GcaS^~7Df zjP>>PX`#-4{qbW5R_>1CNMm=k7Yyb%AjHv%iHVH^nec`%La$^#bm)*mhHf|pHyo3! zo|nB6Sa$~`AYpTI5b~KUi2^NbY<2*IDwPK=RgIRfWab>_4VeXR4~dJ56WzOaBluJT z)_(7BdtS9mUweC*i0>k^s+!tHqAF4KmfG+cL<5DqMM+6{N~|rE(Q@wh_ev-g08Yz&S9@-D zWtIDRv5bK<@_TrCS}zzi*LQXrK@L{0xyqraA|*-3|BzNJ;>)9D3&*GD zH|;zgh8jnQiy?Js5`W|X-D@8++=`|X>yMHu{m%t@B4N}NOb z4!e|#AgOQRh}(yXUAyHP%L4q!k-|MFLcgy<-9J_MbVKi8x&rlxiXsAJReO;$JL?S*?`F;B8wzf#uBU9g92u#ssJKc&LBZVFIijy7(hBVg zx3g!JwY0Qy@*FRlHUmo_-a-H{Nd0qP(6Y=OK?6!)a-@S-9UX?9+c#?N@7ubBF9zEKSq|S=0aN%pD3hzEj z6-7nGM9~tO>)@v<7HkCM@-U{06o0+kx8|D}fS#g*1OL%u#{?!9gz)yjcOc+_Mn1BD zN=w&np|c_uS+!1{RA2nL9etm)&j9r2kVx%{*JYUFEqs$gMmG4}yLZow>Cuabf}BHx zl%CYxr&dMGiZDH#mJk!OB3qBX)w||?3t7j`?!bYxME_k^5<{%0eR&P<^|-i5)O+V> zg~{56PoF|j#S^l|7j~`-R#c4Ac5xBLY==S_{_}x7l9Cr6KIA09-iQ|eb{sN6EhRgf zQ7_Z@9NA<0lopD=?&23xm_isK1y&=OkR7DvEHkqlDZfCjKi}9TCB=#bkX=}K394*C z9j|W^^z%cgR>(hxamqhUGp(doDo1gN?%&Q2d>^yzpPT(fwpn+tqvF}HL1#0H*GtI1 zDI(NT^n?T=aJG)+X29&6`mObrDGjxWM|8n~UojmH-t2)$&C0aZae8 z=1`Dy=B3ktJl3&^5)~h_So3mn4uM3F!gOoNs@Kfmy#3tAjsjn7^HNwxg_?QMtf)6Y;Uz9QmC$Oh(Ol$e;v zvu&GVr*+g*;O(y&gX!Y#xm{mpXr-DvI?@63JacN_NVR%>6_U}Ft5?^h)}vN6KC?d=bMIay z+8LuI6YGIS6Td?-g9y-8=*mr^T98)qi@SI4&UJnda3Luv36X`A$VtW1$P_}+?vqa* z0lJ}J1V=}+dX07o36=lVQARdj6%-Wow{}YrI!FK_QsT}XOhCC1ge$S&)Gg17T>QHi z;B!CHH&ptm0YvZO(5-zVD9UQJ;{g7=#z>inIzt`=t{jkL#4jQ)= z77|d=Y7FSPkdRfRT5KriJ84JuQgPbZ@fz+8+}x4KRdp>JusW@3u2}#P?mPXBHiVJn zvw}`G*47rwi*sl+zk&)zep;%_o2uArq!Lndw%3TEpveoSZvTm6sWS(Jgy@Y5oX8kN zRY;l!`aSwkni&M43d@g#W+9g@IhF)ghOCK^aAdj0d4LAcqh#S%aZ@h9BQIKoaRJkt z$=_pM$!5g#ywAiBi!N?4I13Nl8dcnX|jvp7!sYj`8EDs7o+i5L|a5c2c4ICWd_8*_91|V-= z2k%G6nF0zYAm9<)q#MAs)~Hx18;llq#bJ6n$aAR3H)3PgqntZOA7&ouA50qU^fI3N zbVx_b%S)2%q5^x>W?) zWuhE1_2;qxjwer^5W%1|TlTpTPp0~Gl zqV1_zcSneXW$n9+!dZl_!+n4nPY`7D+Tztk3v^ht;=nx~qcs_J`SMGoK+QrI6S91f zl$hWV7GCdKz9fm9b_vaC48|AOFWj-{EQf*?XZQHd{EC1;1T(@0A;V`R+Ga$P5AcDI zhmL}1zvSMxyt2}RQD@w|`Eql!He@_nlNTO`3=Qv1vJ)wKSzP4GIQ8bb*2qMj+Wcn9 z*#(XsS|sqO9B3I}@tbD9N1LHfe362R#xA5Bs&yrBe?dV31}kQt`&MXA!b5%EzHJLV zNMz^b-8vp^TIRnQXqiu_FgN!+l*GwJbVM3He!Ml6Q&4d6=~DrW_Rf6BE$Uwx z2=sq@$ODuo6qLuM30+G~-3>we92s#~-&k&UB2H7tYiVsHfjhd~NMC3)5`_44se9k+ z+$99Y@Cgime!hte z1Kb`w0ON@D$A~5^S~(~wPmbQD%r_L0B^!zX@4sRmljK)sz)o>)7DXP+ja(ZGPzU zcYI2#o%^i|GSCSdDJ(8N0Q_I}*lTw@5z3qgys99kkis}A6XK;JSl(p` z<^XDQpHaU?uUKb+_g*H(#y!2g=aCI9kUB_mBkA%v3{%B}&Q@b%qc=FCgsClLTZnex z?YwewrdH2GL#x$?nWJcw$tw1l3_UDFax!COd?*Q(qenwQ&L7$Sq7+pahbx8<}Ixj*(W>7ASC zCzUXgr!FrqyPY|+P@`GhTU1uXPwN}?pSwJhW zc^DgSAx9S%VTD)}d3HSCFaow6%gKR8QV54V2iaYCVLl6k4OY#?CgUwinh(&SOK|Nj zOED>y^qm~ge6paw#m~>L1oD5=wzXJ<+D~=q(L}4@4q7}1sm2QQN2H_+(`A7!nSQA@zMZ z+pT13%7xwl1Mx@Cwt3GEGZJ|)66zp1ibC}#G_p3Jb)W=kVI0a#FIFQauPS8CrbI^t z^}PB?%Re~97$ndZNZU9@4^k4Fv`0#M{hJ$nly?`gIuM8?yC~Y_F-eOB}a=&lax+7cXZ68oC`fs85?^^>K zKYCFpW~K23eHQRE>n`}NPrG45BV8|dDp6rvzt4O0L!# z-{0uI>U!9K&hM>ehxA!Y#~jzadi5#?+AE<^PE~|^r(Lt=C7K~=lX@N1uU}h2zGWW) zgsH*(iFys|gVWf>?|qI4Cou&Cpd)`Vm`1o5NLvZnGcBllytaw}{jvTDT3-W#a6LNu zQext^kkHUWNm>@b#T~*K#=yh8XcV;AxVWq*km2!P$1Zi7H`jS*mu9+2cLL(J4|tM{ zRrgWTK@t1-v~$V9{}nVG0`Oz+^A{x`Q4)ImFOek!<|khwOcLc_Av=P3M`DIW_0msBLnLn{HO`UsqJZfJ(s`#>kepKPm|^+hjURJOITf#fQnb)cJNN)M>5Z)j+V zjvm~E-oFBodg1P?hptfYaq5$WljubD@}BxN!r{p)DXZ z=fJJ(=MdtJ`Hp(PwJ+iSLPoF8U?9p?mi@>{#dt`=cLBBF0#v81kZOM3LaC3Go2Nxu zJC8a6feA@x{hOAPT={?bP!mqydhp;XJcdXl$68$e&j6}-OLl^D=%bNBHfP8x32mE} zo?Z!(ISCGl3Umb;o}aNTnQAfG7cehQcBx3MlTE_m_On>f7Cs3H<~3{9AocSB*UUun z`G7u<`WRGa^D_IAp=0#Ykk?0BQf|5Xfz66bM>#kk2pf^Qm=0JT92TFg81Wd%5y8bbb4N(PWmCdh3 z*9oqw^WazL7>A;+&CbtL5+sHu(JBTvJ12)?%;VWKNVYrz0k}oW1j z5KONh>_77;Ir$PKW`j83H%q|BBLBI)m=S<)27q+~ZUoEjMT%fZ2Oxxm3@0a$e09+B z1h@V3s3>O8vZQ`2feX+c(j)WpCGZQfotyd|JoijS-M)bs%e(^K9$YHaQUTwC5mg7#DldlSe;yjso>4@jK3v zJM(lODIj3x+`qlqux-Zj#Ulmdj|d@Ni9Ae4-LFKXoVB@r0Ew4^2V{4C(?bMa2kvI0z`nm$B}ZC2S!V% zppfEbD*@;??KpaU9?N$mv}FkEF(4pd5hc~l&5aoIsH{O8GBPp}1Sz5+P6Fq?vko$i z{Tl|`+wm%zFGL=VKN!16!E_y`G!t9^O|(xys6Rl^wS44(?;bzCo-~gUmjk%v>M`zsP~vTnOw;3`Negce@D(3qH!vLR@^m&7}=^J z^AO34A3frM&$r^s7fuqM0IcVD4(S>{KTTb}JTD-(Ff2y;TZ|naU#TW5=65x4Xt-c% z;Pk$R&i`Z5Tn?Kpk_Z|Zp-ACqvkr!~E|9VmoTunE90vPB)KWu=G>Aj1>?M52n99(s zERhh#HmudxySuJ|O zJUy#9TuaWO;zNu66D!&ZwDBWbO?5z*M5UyZNn>kuo%R%`!MJMb!u4dK)3sUT-v^yiMNf|vPJ0z~bt-~%3i(S3Y_Q*`z#||)2P+LCGZ+p{bTV#} zLC(J$?qlM*0?&r1Sm{O0bc*JJ3zWSsW$T;iDC#YUz+A1Hxj_VS=Yh0b?X?wl@$~!6%`eE zR1T=_$AolLab#`xG!Ft=GWt2Yu#ne7d`N?Kmq9UjvrBiGNw4&o)2ESW`DE+gyxCQJ{?DDLL~Wrcaqpuc*BgL4 zyxQ6CS`GxvdqCn;XYlh|*lQ$3oaa*8!xA)Te+DNGTd2 zW}Q`xcAk^7v%2vpI$GCbV})g*uWNP{Bkd?^|493`y9ZqKE7`d&0Kl(!|DGN`-*aeE zg9qiHYAOO<1-GSnPZZ2MMW#?g(6_qnID#W6e$P;&kw<+Zo0T2t4xk+&ln+-G zBTUR2&^Lpv{USP@6|JqT5L6nDyd}TH{6vkWq6uE)^>8RMZrO4bdKFndpy)Jt8T>iy z@jVoxpw`o$;a5j#M`mn1eu#X>P;2|nbANUpy(QP@KXe=ZkA8VXqm%l2?)!GXuc7nG z&szC3?S%gU;8VR)7bE} z7Vt&n7g7U*rgRZfAX!3fKRloyu*Q0z7}Nj|-atq};wzc^ao;fW9wsVfQKwy%2dVp( zY@DPsJBx_vRWPgsKwT7T$yFX; zo9kfUIzS{eL10^9Kz~+?``;3YVfyXAoojxf6v1ktQZKf5Z*7JbvR1-xtt4dv#sK%;sx>6ofmE;yEo?U+>1fk# z1ib}%PqJvH)nyx!pTDA+L}iWxpU5(mg}Pvlmb~{!ek%+!GN5`}(Z#~nv)fbUf6po1 z|D03gF?Pr)9)!Oxt_)NIat9S~7HEWq;hmc|&%-?Ys70PZ8EG0)@OwK6u?=hdk72O|BvxgQ#CjaLh`=!gMh% zaDEM$70SxWoaV3;^0haU=lgU5=Sw}A+ylD|fhNrzp+4+_z`760YND=)3tBel-2UfS z_EEps|7>aHH;ZyvMQ**Sm;F?X6}C40BCaRpXQ~H9_P~7kRzLt!cO*qm7M3STX#=6R z`<5n6b%ZiS{9fw$8wh*icob2h#D}|L$!*iXqAboU_u@NM)pyJ^vL(LC2*t| zbfn;+;z0ujsF4VUYb6194nlVrKGJ8#ycoj9rx{J}DY^Dou7Y1F1pen9NEAguD{>eC zD6Z!~2OWxK$RX7;P2!+{?_4TyesCu=E_G+@3qcwG`Ufc{>^(7fga9A{k;`h#1e=5M zAf)~0TJmu%02pDAetF?VcfhU|5`vLtA|c&B%agoXbV3zQojQdro@?OPgjws)Zd6)li404-s3t~<>kov;%EQM;#UDjt z{u&t4$Rs1~*s>1Z%PMs8^8bLlMuDuRRTWSiEXR6YqE-4)AG+Q(>|bF3|87yR{xi<% zNo#`1J|x(JY42}H-#oi_r&0>w7Ph9{<3C1}K;q3Q4BDLl2?0hwU2}3S6?IPHYb0qy z+Pqw+@lYD5yLfFnd66j&Y2p+RhCjrJ+i%Rx%agbx>+^dR7~2uJ2l7w+wY0VDU8uw$ zVUzw?vTcD4V(YOahzelB4VyMyK;}3aBYLP#hm5?^d0fXcH2*Cvw_aS&c?JCc5G@6P zo;A7c*V59`95&GJf8e!g0OFl882t;f5l40@(8y#|c!YS(e)g={%l^;BA4ysptc1<8 zyXF=8a1dB*%q&8uzQe_fTM;QeVQ$@zD$2mZ993N-!p5k5pn_` z6NI_7H4==PngZxPh;*VH=_hn^Bh`{CCZt3_ZWmzq6DG%^I4Ks3vHJaIzg{ABQtay_ zdXTYGbTinY#hwaqc5)(9x@D^vm;ibf(SD_goXX2Z$s-%FIQT=h9wFcmzKAV+FuN{2 zHHvj!PY^7|eSzS!6f?z@Nw&@pn&e9>`<7WuY^Rx zCFj43gBlBzqzvIE(GZZZt*5rshP>3@+SbZMC?nbBAUB?(KTO&MbHBschV36Ua2h2R zpsPeS*N}IaO@zs_g{J1>Y!~VA9|!WNBwCGXty6dJ-+u)wA><;mD=RlYz^89u@Dfcc zz9UzI!Rc)Y>^jzr(nWcOC_zC$xw?^`1yTkFAQ8O(%nx~G<<&rS*q3|=_d(i_*Jl0! zO_nP9wkAn8{f_0sGWG-ev@*7PYP0Pi6EkyCLPEl$37aR-7Smt>fv$NgH#gS<9TZwmI)Y%7!#7%5 zTahwM1oSeUrWfI-nQA_%F?iQDwh<}7^A)`m^dcixVPo1e$rzijpIo>p-@bjTiEV3n z{qK%y$jv1NPUpq#hNtxAWX-{4&A@UqB_*YMd#%;>8Br4i?NhH}%2@+`0RbHyoh0z_ zikzw{Me9?iQqt3hPjcGcetONVNf0)u*t&tPlaZR~9J zPI~g>;xi45>j}5LM4%>m7}9>zPCcHmGpH1jtK9N9O$8E=s+OmxXT$i_&WlS4=rlb~*+Q^G7&_18mjUI@>5a^Lf+DOvH>r))$(JhX>9&d@gc7 zmj&HhKozd5dvLEw1TFi2YHf8yFD@-LwNa?>a{^=)0mvg-LR171qEt*DT-Y60{BHPU zy|R*$J$#>rxu;awiV+QAGCPB4$WXH$@uJR_)z|c&z2~TWDVqUzTbBKw3ZXWdC-fWv zi|s0f7=jL7-G2@6|6pDJKcs|z{l?Lwi5$dO_hy{vPN~JoLdPu5=zcWO7}&b!aW4^j~gY5x=m|9X-Cl=4_9xNdK6m&TJi5{+@rCb#?XN z^ZwXy4@Vq`w{Q4lMMOjdzlexl;PT4B=Pl5pt*xz75xng);^N{d@$uL}hE3|*RS`wJ zgE`CouliXjT5~$)=~|6Dn+`GvJ)aI$?>F=si79X&xwF<@gm>PLkv24P`HN&8?b(g{ zKhRV#99%qsr!(B?9%YdJHM1}^Q@&E#KEuSsG|-Qyr0CQ@(L3D47wl%xl<-rz^Ig7C z+Q{df4J^%{KJA7Y*W|1il1DK{TJ2lm6QVMcl8_h#(Z-&y`$&12gY396wPVLVUEZ`4 zTd)|@bjO2Y&U)_|9kcBET3zx=;P!;1*e4uo`}QQAEI(OyNn*$L?YpsM9ltzO1A9}{ zg9o37{Yp%;N=#iF_QciCgvuS{WvT2F;c(01ohTV89MO1zNN0GpBI@#sfzMF}xX8xKNXz14t_Jhg}p(Ubs^yVQ{g_Bj^BR1xK13$y6|9WvpmkMx8XmC`3g~^=ckh}|Bum-K`OQbg1O<6`o1&Q zI{ep*Az^G@+r`hXhBSVt|NT+88nj_Y`Gn1kSOtU7nGZ=or_wYvjYUV}+r-@D(rA!b z{|D-o@)W=6;YL_&({Nm5YzG+WdCLn6QXV~$H(UCt_X%z0se#7BGoQ~yf|W37pZQuz z{XSOK2zu5@fBzD=N<2P2`3bVr`tWR5Dz?j$pJtGqybk*vllDnN!!&pl>V~G$K!o`P z1=mfDC15e-{V&)c;D95Yn|LSv3>^FkxGpmHPPeOf3u9pi5a8$MAMpHmOp5x0 z*bwdB5CD3|cYWh+XX<5b7iLBa5fd@>{dp)IDupdiN+G#Te~ephUj7|j9<$8|=KY2_ z>$*DzmX-<3%*^e;=p%TXL;>nS2M7+81YCg6uszogdx)K3L~TKD{l2uPL(d`t<^AZ4 z5rzxIuHMvla62}^-&$IpDQD;mC}2i>PNUu4i36o4Bvh7-N4TP=dJpA9_=Fe)5%puo z@^9YU*onuSV5?L|*>rvu^#`*T9&bUL9ME?mca;0V6DG8K_gielr;@Z;JK}5!Z9~z-`8)2p6J%Pe-=%}Tc==zk<1gA7-`FST>86K;M_g5 z9Pe$zegUyOf%sAcjjoOkbBaN}Lljx}ZDde=Irg4XX|O#OE7K0%dN@Gc*%U6pVTPbt zs=W2_FJ4G2U;k3}#4z9ws2Gomht3l6w+JZd4OtjrV+pLfzBc&<$b+RYPb&qXI%&Z5JP zC{DrtH5~XO8bRCl45{!D7vGZpeHe{aFYUOqt-L!6*H7!|xwK&C6(`Y}md1~O;~Vfl zdh{xw54-lq&k}OWn}r=59Gc)b5Vv{9M$aj&-4x~HEyFeEU-qa&_k2!k@WLs$r zw#u*MjE>^7S=cH2eaaV?CzxSUtcyvqY2nR<6{mFK!vX$XyNZ5p5py*`lM*r943i%8 zUVa^2-JdN+t~w?roO#zomtC2OI0uNtu*=1D`3_~M6gFkjW9L3X55O;dd9nYXBh339 zB|c{oI~}6Y@Qz>2kOkGdG)abUz00JWzTr0*n(Buup#(Pn`LSh-isZOy4gk3xlF z;^YkY^zj%Hz8aqMaYC=PJkn;y;LNe($6H|XyFkX6D)QW#H2Yud+$-x^KL@QW`C<=b zKAr*c#k()!Tpw_-16IeeW5-S`?X+F?nOJ;w561KUWs5OynV;QwBF0s=c*q{uF+U_# zK1ZLo{@m~1r^%;vfc@%WkfC!tgAgDK$bIGV0M1dw12`wzcptK)c^A6XOpw>t~*cwE&>0303fs4JbEeP7Cg+ zM>a4@zVIHmeDtKKNFQ}Xi?qsmNI74)I|wnN6<&*c_!#kAIH`d}NKegB`5xWn#`6J? ziy7|CK@q-i{;a!u4idgNo<8)~GNcdU%3S=?(9lqkewehIk~5DSOPPfN2k;;==4itu z4K(}_M{9<35*Vaxm>8$v{+3L+$!)GGkdu>k%7S-#u=HJA0YBr!y>U) zb-HSkMjK*dn0saR(p{5wn%Dgk?Pe?UdYyT;k>7v(kSwNu_g<>o35lx^{+&9YbH-=% z*sK#Vw-mTAU0Ci6%_0wrP~X`2!L81U&oJ`biHWgGN=iCpB!vaEvZfgiyQ+gd#tB1J z08y+CTYMnzSIk8gxD@qWJ3uC6Y?^e13E$Og=;9?V-#2(bm>sB+$LXPq%3MBGcnpyf z(m{c3J(u6N8_I(G{IzJpnA^OQ-Xgcml)YKZ^%$DKc}-1PPt((%LCnN9_&b=vb}X^? zR}GXmQi#5b4Vah6T*#uK37sp^0MFU|ZDd*S!!s_3KNg3|FM*XxA4!cZi!d=+CWhChqzS-NnO^ zriR-;;%#h(uG^sz>x9M%{R7*U8=I_cSnlR41E45U9;Etjkp4$s_Iv)kjRGu(>3lmh zMe;gSQtYHR0@4kZ?5~Q&~Zrlbd0DY=lTT^>EZ*8Cu}I{b!zR8-(5M1%%q~6LZb5 z9by6hES>41>nx?J$lpp(+UX%_GUHi}2?<*z#Knz0%Mj|Y?BI^>!~2*4t0DYt)>p1w zyR$7SI(i6OazDX9`V1BmD8qGDUuBB_9}QUCRXd`6!2^ z(+T8Ato;-;!c3>S;P)gS1%=OYIB;sm54Ip0LS^E8d#AZ^C@2&fL3wN3O}q%YsbU)AhxDq3&Lt$USy9nfK~{} zRvAIJh%vJsUPfX>3lCF*0shgNO*`yB;OAd51U^EoAH382DPYkPJnFycvPOwhW; z2j*uWduQUJQn1uf0)iR@_Uy^g8KowcjX+9AY7wJTSR^KJxwoLVsBK`7s%Pq>gp#c1 z;*yDnyglu7DL#e=^JyX7LN&?9UKl_()0^0ED-(75w%uS;lC=M9wyF15>Lnz(rO#2X zFdIlIqy&RG)&VL3ewgaxUeU)stiXLPoJ8j4Zc3Vl%&M9i0Y1LNaGEqAC40d9MuKz< zr|)E=@^%v+m2Vh~X2`K5EkRqw5ex2SX8N~MbZ!lc+~VPHNy9ZeK&6=fb+&xrZX5?I zYce{*1K8BxQdl-6gkqYCO>FFV5En{?LO>_cuvLb79jW$}{q@iPgy{Dph(d3iZDYfV S+e2g!LRIOwVy1%m`Tq;vuyVHm literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/asteroids/reflexPerformance.png b/blogContent/posts/data-science/media/asteroids/reflexPerformance.png new file mode 100644 index 0000000000000000000000000000000000000000..c269f0a85ceb706320a043ee314c5f24ff34a451 GIT binary patch literal 16927 zcmdUXbzGI(+U-J&ZL)1bzyJdTM8H78)1ytR$A%q zt~;jtoV&j|_q*r(?jPUvw-wN}-u1q7J~764#@r8Oq%N#q!?=b*p{%D~JS#_`EOVhy zXj*?;iN6u3Xl%!q;RP{(1qoskt6c;M$lF z3S}pSdiIopO+bH>t@>80rKP1Vns&Am`R}4EqfoxB zqxqded9VAM3;ycJ8Om}BF@vJ-?D{|Q#sx{|Hs!NA5LM7HSy*xPIGZ4 zxih*x+#0GIT+jF)F|PdbbWexbF(C~`3f&&cvaY8A0S8_4uW*Toh(xPrB+icaglIX< ze5&fu@R14@ec=CmA$&1%f@)6N`qVf)%NF*+7(EasweUhH%Hg5Iqp2~PZKD{!9teXSXAs6UMgM=HZ zI_CEX+fOF{A$Cf)Jcx^jhsSEDdBLqe0ngG~6XQEOIS>;X%7z8&nI37gn`*M=F|_~u znE4soy}NhSpU%d6`*14vetmt$?})LVRIo^#r^xJ=Dt4OGvy|m)qHqzfMZYV@>u#@D zTb=7@f9~wrFFlqVd-tB_$sWFqm20a^&?$Z%t(BLXYT6R76sLM%=gyP3Vl8JvwwI|E zSt@*(Vy313y?gichg&}sm6dV7jX!SDx&O!!rNzZX4z1j5yNO<(AvvpH5yvg`^pUiy zHguPr7*e==`4xw9eC+DYdoOyW8hwAGW}2gjKu}6Cs9Cf1=Y}1}Uh(A3%QalP%%MMm`f$`V=te1`^EK4M=+so*!c@!9Xl_F8tXOk%v)yRnKAxU*-BQ1> zOsl?V#TX?wPfyVyiIK&HIV)^+R=}LNFE`ilV%;MTSGK<9&seP(>0psHt5=h|AhA(W zA`ugu|3l{d`TNbbUCezuda5GI*_oMSV(BR>{6rixpI*ydm{jwfJlf(=b@A}Cy^`ko zL*L$o^wh@r+fLLdmxfZGNz}z_c(CzVcFXuWaj7OB!dmP-e7I5wnX3Eq8ZM(+_ugbDlx3^_}7) z>@V-HXYv#C;dr@S)8+$t5`_fKrsd0*zi4q@YNFRJp%b0IY&YJ0h3zF0kPr2T{C*Y` z#1_ zUA_18T4%}2w#wY=6}$Ho3eB`X;~psX!MCw5t-}f({|_GbKd=s^HRjpr|nw&8(i}nEy{(-KIv9R%7#14 zjLwt=D{DE{Ts*vX+rdKx^tfY_t5>f|G-X;zDk;^j@T{WOPE1UcxOnk_?T>rg-FXYL z=LWM18X6jQh&X%;)3US6jMB`>9GRLrDlI(W&2ZvotbSwqJALd=e=fH@6g4jy1TEF4>`ZySL^oifO>=wqW zr2R)biv7{meA^Bx#|LB}nld>{i^Wr ztDoFDr&^qkqCoSb(a$VCvlOxDDnn|ca3Ksr!@?NIt$BO5R}M|oX&v<{nV%VpOGO%1 zRY%Ex?r7vGu?Y|!bY7Zk;hvkV%Ujd|!sx10LU*XjvK|r_-1{p1=cYqu8%IV)qGev+ z1{kOb6W>l?$J*`O3O*c)>a#O*b85~aR=wU%OAFQlhP4u?D6`lMjoFneS7ticysxWM z_Fy_%i)b-Q;nK{$gm=mLa%;q&dx_3#}>CVfY|YI%M^f+&HJPjPM^Nb zC}3bookQ$A$9JLlebKAP`#{L#Ktos7y6kI(n-t^KRjgYa(`q`qx+0twW;4dK0!HW$ zU3Mw%Lv5wngz#zJ~k3%uK-F}I#&sj!JR|YqoNvC$CtwYWpR5^f;-2V^2-9oR3;`N|4P23adj3#VwpYcMfGn#Q=LR z9;Zk9UIh`2rf#m^kYeb2v;W)EgxaJsr!PNZai^Vq@&F*%pVM}e{ZX&axEhrD31rT6 z`U^NOI_T)?670vlaNd(8ZUeJmB-$InL&(Mu)J16^i}cV1A+#a`l(ovLDgo1Gp|H@< zFU7?ZOWk_;Iz!Dl#fmA4;MsY*;d5!C`Nl1_q}*Q-{({`JJHvd(G`>x zx)2~_EB9zSPc2$eti{>cKFwmZ85z-q@n;4#(d<15V{Ci(?roWwo*L^kFK8R;D*SGR z?rFAq{3P`PWjXho8*K%(>n;FH)FkW6H`x#6)Mr>kETg4mUzjM40}5HQW=$pF^486p z_aK)Y0U`*<7%M$(V{gAbok!ciUajGemsGLy|L3U!5TAr!LoaWO-X1n*`ZX0{^ ztcRM5o0S3llF`E%wAFP_-yCdwnb7imGRgNs`9R;G>r%XGiWu-OSxu`_fx7hA6E}X| zot+v=m>KIrB5Epeq2?*YD8lUNYj_1>fcBdj;uePY)INtCO362-> z>y_;go@%sEO*MK6dbLMOtHr_b%$YMafTR-x4az+|JqFF$8RsAGu%*%r4*@lV*p7Af zg!yWcg=8R8KtE`xQPjF~*l3{AhncQtv~2UM^dBrI zUp>LiMFDghqRrOkzbY@|2srWR$+Kr6Xr7vrPW35<5omXc=ou;Xhxzy>fYr*ww2;nQ zwrvY9e6}x3h^3=STD0ad^NHBvghBJk(V@3j^1=SL`-W-dIYk5CTX`zu^$PLo$8#oX z)dU@9lT$o^aXPXT8sgNBE{qoQ*a19^4veAxE1W-n{G=Ab5J zE-lWb+-N(m7_C6%(=Cw!eihG?3lr<<@YPak$#o>mm$a=5o-8%#H`=yr-5U1c&Z?!V zeBp%tej~@}AFi1TlMNaoF6QyTPik!i9#v?TWQU&axzLNgQG*s1ZPJvfkBf;(NtIcb z*P%>A(1}c+q+Pl0tJ_vi%VMsyZlDIzmnS}~V!hr|8Rk3x<4)35ZEbdHxzLzM(q(;4yOyo*t!CTs}fdu_4u%FgKD8go1(|zS+vDw15Bpi=f#zUQce^yg3BT zMRxV-)%9tn!GbsYBM<8oT}J`-J8Bw4QWLekh(3e>6vDMYZP=(JT14iD&j^FffL)~p zJ)E{q(kp+?ThMWaxeIM5(80lh->~+efPUp!^5SNPF-fw(o}!ECXkVcSPnE83-^V^O zx9wW63UXMS>9T9{IJ#xy#@F55*YU27(IDG z(Q__C?0G48u{z6#-G%FR9DDnIc4_gLC!tKp;_o)Lwp)9j9?}c$vl--TE1UTFh{q2V z#2;9zZD`08tw3ATu7@1}+Tz1N(9jJoy%eMGmCIMGc=>Ffw5l1f%-!>mrz zuZ!oPC|tgM`?dsnQklIwGB_?uHKljO=htXdgdf-meI=k0kz+c)upoJF&DN5oIp?Kv z!4_cZuF+<32G69=3s|p=?5X~iF^lp$h`I`Xw2SGvIVP&mrj_ho`SgPhD_T`-ZEXp@ z6}0MAXl2(r=|$ogN!SM&hRA0T#WZdLgEY%!Lcy~}H5i@Ig(p63xg{zxa{syW=MCnkM`jT>TNoLmfm^k- z3)~M3S8%+Iz_S`+R|p)0{1XB)&cV)p4von(LY!7?IqsTBoqzlC?-WnETl2Jd@L4op z#c&CR+!LE9E?57c4?*T0*uDF-rsib8+C7v-T0&od{Dn0jDW|VnMaM#bzmUfL3%^sA zZXsVU&h{+_N*Og1pio-nKspXUYnT-_xv>1bb8Ej&%d1yA$>)A@4>WB_?7C+P1(pdK zu#iy zLX;f)%l=|{KULJwpoW|rotV(M-@|duT~{RW$@OVd5UwoDn z=`;!o-nZ}EsmZaoMv@ivJ_G3>p>yljt!RZPFHPr#2?wiyV>eENL*}6}#DI_ynt^;v ztlhV7A152z*+<*BMhT+h;g8Ie>~3&}`So1-UaL+q67Ln8?7}xKu-dZ1r*fjC{K8DNax#P$+yz zw<#BylR$B+27l>F^nem~9sO1{-RyO3yauPXJ0MHfrXzfOd;(7MHURC{3%%G?Gt9#l zClZ|XM}B@%&9-?*1YiP?AW4`ozV`AIfB#;GqeNKrUXIo(N_;Xt`M{w=GJtqWH*cn9 zXJ?P2g{$@jJ5H+fmCMS?G74Ho%E`&`J4~C!2!oOp78Y{Ihr6@&{`;gb`|DHBhhUcI5ZuUQcbS55b-cb~FbD+NdowjSuw%>ohd{2}bed!&x_zlG0?#i1tTlNe6 z8Hq&f1uUz6d*uuezhqxsLLI6r7gaUuW*i}6xQc$on{%`1XcHxT<@@*T`>ewhCgx*q zJ79Lq+t=6nlOfl2(Q_%LS${?hm@m=YCi;`gdr`@&u~O)D0>Wb@d{Bg+f}TY!%uQ`K z@CW20SqXqT?I@ck4cjk;1ab^yrHt^dFUnbghorZNF8Czf*gkF zfvBoqouXZ_V#NWVvKu#U%tA4Xn*asDyva;uDRs@f@k((7rWe{+1V9Sa3xyq%pTUQt6bgHx+s8LeS}}J|TMbo3coI3B>g>46 z?5|2X>y=k)f)EF7^zJP6kMK9iq@q05;PcjM2*z(qlLenAPhORjl&m$`cjAPazP>*9TC}NCP;V@!hp#NmkChYJ3!Ryt$cj!& zLBjTIRAxa-85^5)sG?b7=Qi%IpfQ6kw`Scs@2Z|^7aCf?3!$1gHDxc$p`0lL=)*)> z+O%mCKcq%XLHceth)YN)KnF=Vd;a{kPZ+@tdmayzy65W3dHAp#*pLFKHE_0WoG7LY z=;q--UiUC}z|@Lh+ zp@#iHO7Hiih-SwrjZ*)k<+H3(r|=BWv<$e={|`o=p`o<8eb2OtL5PF-YEk9T!Bo>s z;s6J_G2yAM({he`|NdkO`Ww_-Qc}aEgSn}-j$&y74tuohmq#GlmJ(Y`ODd2Ylol#~O0ouVx%*DFqAS7B>8!O^W0AzSJje0%$vU{>Mb_p}g{l#PsHQA~Y? z9Jg{Pq=ybfL_~;tiOjTbhUWNPr>P|&C{9!A6{F$by#P6?SRxX)SbQ$l;7v>y;#Jvi ze)MEM5l*0pD;=v6a)A+oE1F9$HnR@*G6AulNESt3zQ|m=7Aj~x7^@fTSX-q-OKH9N zx27R*?aS{(EzA6IpJ^Nohx6b;3G_bSlv3nOQIBOWIE6vQn@_fLWSeKZLp+nsJH()k zNs>Y7c@IXb4ATpRWM~H%Mj~_qhJrB?+3z0woO^Hev$i#3y9g(+c z*{^L`@5)oV|vv`e_0ZvDaViB>cM#93_jShSV5*98hnVq%dM*(bhjvf z@s0l(CJ-d4lpjA8U_nMk<_Tg2-6=v^bfH=`*vBXA7VRov4RbUW1*l(ET z8GbP%N~~O%8_^RnRxtoN&V=w*^ZLvxq`RaS!5@zEBcJ`Ct^!Ji5q%Hnf7Gl73ozJ) z@uBo~S%uSQ&P!47D~GX1v=(IeBGxE^B!?C8!Vjk{FdLiy_I+pFask03YEH5ozuPpJY~yQ&q&s zX5w<#uiI$rS=OkJzUlVpk-U=9bHFen!jry<=IfP^kZ}6+Y4us<*h{kDGslM}Q9ykH z1C4W}#KkSt2FNAk-sn-t38(bz}dVxZ=m0?R2As4o?usAgju(Pr47Z9jX-M}K$ zJ$MG6m;MuNb3O}$I*czlp@E@}SAq=0S)H&Rtj1y7oPLo|}^Y}^5 z$c~eg{Xx?U#!2?X=0qSX-~H7CCy+W25r7|Act$#uC0PXR+DXO5hIK`2C{xmg9Q=r+4~#A`#f<;Ngp-kwyOmP z1`;sTXNCL*I|acY`JGn%I7azD?e)5 zF1Z)(_xH8sw|11XIPt0|Pp55F4l|5LxB1Xvvb5ims%zzIuOl=kPx zB)r6f0Rq&ZB^G$~Yac@TiX^tKIvvzHuK z(y_!sZNFsESyF+QjYA8GMi*d-WrPQF!9hsFCF>yETpd>C=83Qql4e0RHYzI0Zf+or zL_`y&MqZ)7{R{+vkR!JVUePe_zO5=RT=i=<^=f^=^vwpn~n{i{hES!jB6fg@Y ze}Sl}kcoul_8?bf_v6J~1m$m*7J98_l5q~4$CnL;z_YOFz;<<`2Tq=I_&N0bz%`Wi z6DJz%0-rzc%zZ-&>Bnt+E^t>=gPr<#d5wCel6?DnXF0uJMxPSHw3fAj50%HR>g@L518UNK@ zlv|GkN<{!CsBgm-{Aw@9u>NFn3tx~7DqZZ{EVKe*w8JeDxX5_;+5@!uty{K)USM@p z0KIouMo*!5U;i8S@Tw**yh$uGF`;>d!WIQ~6oq*pT!Bi!jsiD+e%u|ug*a<{zEQ5b zXIy8+5Sl<^xcc_rcEfgnWP_C9n=S7Djo$E2brJ*#rIj1FltW?ZLt34=JUfM=uJPhe zHT$1YIsU0n{V$LqNk#PqujdO2k&6T%hl{!K6#Pyx6TmR=A2^D=zfscdCJcUwJr5o{ z`BVSUsGaJmx&V-?1M7~5Yc%}I`vtKNy4S8n654*~${)6KL=OfhN_{@nY@hHOCz|!J z`=&X1;x~#0yxZR2W+@1SqIq^JqEnq&tbbi=*d@rHNFw5n5uP8;7j&ARUNNVKQ0C$) z)xpd5n~;}%B9{gbl(V!@uWeYOEjkR zH|Jzcbb(|l5u7R^;jR>~P883$_fu?aY}da$*;U(@oXn2_MP`l?!jiMF*4L$6F~`n| zn20e?7cpgpvlFew7Z3a@eHUdh7-WffP>2Q{A&wg~i`itq`k1hAlg<%SC=no?&q&Z> z(1FfIf^iKU-LG~4MYbkV_6#b{IyYh06`^ zyxzLR#x)luvtVj2&n)-DfWg6@Yieua?h3~S?t|8~l^h=&8*WDY@tAr;Sc;;&gUe27AjaDH~&p1Xl-_Zc|2uPjJ;G5mII?*ZRTwld5|EoCUNVP%dmOMk&AuNlh*R= zCIxry(@^eRD`t3KOcX_o@eGecyo(S=f7s8jw(>pvT+~XC3ypeD7GZ-p&IeUJ3gCRj z_;;DcZ-*)8FI<2pMjhtSwED`*%49tAr%#`3-yX)@OmV)OqJ&387{XLt+lTR%0mNf8 zK1EDVCO&SK?nc{Cfcs-_F^dQ z_3W7datW;(3h}T9KA1Gkx#@3C7ZH@J z_2!b>+S)=8AJV?a1et3_j;k+uAv3}rJopXP2@SXw3A+^1*o5M$_T6sfThuq0Jd`lQ zu>viD4l0JtuL3{;fP3k%kn|T*<}5PDHRFF%TlF4!qUvk{`bYvEWV8n!->;ybPZFH3 zUVQ^KOwpVDk8l&gVNq#c7q7^-Er(G#gsmvU#~QSji73P9h&P4754$~GWY?}!0BW`7 zI6JUA9s$rAyoVCB2Lmx!#$-W@*QgJnNp0EEo`?n7ax`^=3sJ`a1L2Gn!I6OTOK_UD zV=w~?noTA@UX=E3LfD0zOh9&6&QIS^jFdSAUJoU@PvQ0H71F*4<<=v(5L}o++<2x} zU%t<7I)oKr{(pJi$K5kxEv3IToOWrRTjzC|@ED(a~}D-?@|U+&IhsglAQtn_*M>wSOT^{>D^VmfwE# zvq4bod5S3Ol;!H@>Af9D9Jf2D)xwPr+e$o58E!EB!`|XPK-+qE^=6ok*a7T_W2VJn z%;Q((GUG(xU^J|C=Ki{h2OIZ{!@&{-q(YId#ESU(ANEc{Uxoa6757qpOL?0%zo z@)2#r%J;CJXpnIafVf6ICwc%m&I73OXXT!$-?L{=lbrU*gf4H>5trhl^;Ik0Yd6j$ zSr6I5v3dX=)hsJkWlmhE_$dlGw3$l@W22+vuzEy7jDxq!H`(J)xYG-{7p4bu<)~>< zck7C)*^johX(ZDRz3C_$Ia1IKB7*r#`kMwWDI+Ed3Of&^OlD!b>aYda4*_U+hK2v+ z%wb$?Z0(7YtXsBx6y165!3ekNUzckXXucUZbD}tvb=e4p9^eJfd9+MY;ONwcp$6jF z*kv7T!k|tA!$~Ru`vd?Xo1AUZWvyZens$32d&TO}lSi;~F04lg)Onf~@Pj&F3DC++=lqH>URr325{s_0JZt z_20IDzbC=vjsAzO+{OU89qwPuWV&J79I>P-=RncM&~H%g?Ag0G9oAVMJe1f>AJP@< ztO;4b3vT|OZEa}B+`b~t^CPZgqzvE)wYU4$Di#^L%)Y5Lrp?(ZsCUnTgM*=3Oh714 zU-%Y({{Nc81`NIKUA19{46F&n)A07~A!1#F7vN@366OO&bH<5`|Qr34F*?=@ntDF ztTLE8XR;XwofhZEq+_HZjY>f7B?FEUUo9tnfRQW2^d2WIDJg(KD?geAKU^3Bm^=m% zW14)p#DT=NY}I6wrh18BktU<2%o@ye3X=`%$}niJ35|$QbHs@EGM2IwVrD6@bcy8A zrfb9zY`6egC<$p*5?E~p6P8k(7m`HSNy36&(}hht0`G|~7=SJo^VcySa>Pgc`N0E~ zZ4=3`K={GG|8XAkWL*d_omjae=njX;4Hg`#9UR9D?ghL}RTw{yO}BZf4Y<$v;QYpK zFwY5F5XEg~Agv{K!ab$ycgiCfOf*WN7RA*ey?KFg_VV&p+)>=h<4orQ%DPubs4*LZ zIi&_n6+NnY_{kFR7Q7f}NMoXQLN863b%4{L;D^}@atsn@fpE}861GiARGyly!hON~ zh`XCpyEGPs9Mxa0^2I?fH@MU2{uYX&fc>cojlrC>zIOT?(5 zJ6M|uj`wvXCfE;Vd?qX2Z{J(Fr|8{So&KP`z5O~Km53Sju%>K*-3Om(_crmTF{qKCdHaLn^p&et5d%qW zI!<{gVS+-u5;gloL~v7@s(DU1H4&KQVMv-Xi`!5o0s`#5Zr#`8rO>y%LUE{yT1iT= zzklE1PSibFG-r*1d1C8E-Ha0Z^WpIoFN`Qiu1dOI`itDuJ5+^L4aaUXr%; z>l?y&957e)+PUdzh~U*>(x)1ZS+m}RRpj4FpgcVZBf}_vKq2BSd7d+$3dS590h7lO zgP9#R@k#)yvXH1Sl1DJV!ox?w2;!dN4?UwBlV*8%xO1%#T{WT9&BT`k&k(U3;OI^a zIS+xHbx&~}Y2u)i8A6e)$5=aewwDtJSKpv0sv+&w_N$4zwM@Z{gi;*P$(%O@6};uk}W8S<#mW(;Fk+Vtf^uyYV=3MRKHvjJHiNsiNV!*zMO?3 z7?ZO?_kwkvp-di@qP*wc-y%2<%y%5o3)iWwP zD%RtOlu|G`G6_`dhZXy|WZ30|GgWQJ9+#Wn-+lY-uER3JJcm}(Hk>`=cc03y>iYI- z+N1BzXAV~Fq+e&S@ze{+-z8Sw`C*aYQPh-E@F;6IThpx4_LyjHPw5qVb4SO(n_2j8 z!FI8(c6}dCs$^so_Vnocm3I279qk_)>RMbBfw}UWNz>P%DT^C7o}w;hWo3=eEl5a6 zwDDo``x+vkbkbZS|6hRl#x3i|pCQ&Uq93kwHgRr>q;!3>PAmEsR2Wo7wAZ=$hv=`_+8$R_ z)PcdLoh9sBQ&Z{BpI4)!#ge{DL{!bV=Y5RL%MYfx-nk@|)=)Y>?|^@bsS(5Xpk`gR xNi4w+*%->xE>I{1A50E-w=kxtu*ZH06T<3SrbshgSjra0;J=e$c@qE5S*;tuw z<=?}PKp?iBK6Sztf!F{c5bITuo544>QxAI(2pPob6GmrmX8f#ciOS?CZ&MdeCJ&r@sAk#w z-0|7f#{JSiwUdR*M0Qd?sF|JFF?#gZ!Gqcd_ss^&95V>8y5e@i?bC{zi3yalx{9l) zsWIR8;FSFKs1s}dc*=Vc2<0-|FcU1iTeHNEz*dy?)OI% zBvt75rvt}@@xMRa7P-sb@cZL^VWRZ!PnU=?VCQQ;avT5kNZJ3pk9=%L>RO(7o`z|T zZ2jv}iSCsmuK-fca)U$RFnGrS7kDkocb7g{6ql4}H>eTodr44Z)p0WEE7<3K z5qLZI-fEPYK74br;+Gs`>b5^p+kEvcq;xb0pi&N{}J0( zF>p!$L)UOe);_erUoGCx*>uxbHOARv@CyWgzd+^edC!14in_eH*^jTwUl^pXF$|Na zN2?=uR)aKl$B5iC{$o_aYox&*66LykxHIOR6i++9ZdC zom193Ym!d$%`dplPFx&*mqkM|SOCRe8+XPh9x+Q8&)Lhx~b! z8ZulSv-H5pgr7%Uh>Lt589Ba1soCF`LH-22%DDH#;fPyhdq~r{WZbtA)0dJ@COW9L zhWkhZ`%1r1H7ipVTGt~G$Iiq1x&45N?%M{;K7T#zW(Tz4FA+BUa5UK^wH8T~!~Yd| zw*PO6Jm8gx|79>!xyY&fYTrFEaRx-F`2sK8{LpN7Z$t+HIE$4bnqe>)JLwNU3GC{X zZ3(+gud6y4T8c<3E-8{b$FQA@7)ocLIjs{GnC7F|{{+)izi@^dIp<3KL##M==~MHr zP1j}!w9((sLAd5$WukU>lxDZ9Dn!nC2b=yAqpg%La^fCgpFIjt<~9hgYJ~H?eLFTa zJ^k>%Vt-Vkj+CV2>v(rmO^ptcVsNVun~t?6w2HzK20yn&8+UMv1B}^H2~&@(xsP7| z9rV9}C82AJN{0!Tqw2ap7H}8bq5glZH|cKp-_akD_P;+R!0Y^9D(3(5#Pz>e<*^)} z=_9rUnm$F|>5;}Ba3bEnmM)bO?OT1GCsj;N>{Md>YndJc$7uxrCiwTab^rhM8ZmW{w*iotS8mZAsn2fHyHcNBT7uQ# zN&+dl{g#q(6$~9FFV27jM5- zOM(i79_-(J1oa!P%@l-%g)OxHycATqnQ3ooy+W(J39F~`ofx-{MUeX2Hir3mU#krs z*-$Tx zN~6IY5p3gvb`u2RlMvYJ0TJZ%76soQ?nEP648Hb%gGE z!~s08jN4JiuAxB|ys`DamUHJDSwk2w%%DhJRuY&)sQ zjf(+aOgPy`d6~-*GXHtyRXJ#;vP-Y$@&9*Alg(RQUTBLUnB&5>{^!O{c~VHhJ)Hk5 z>xOCkA1U#9?d7qBL7Q@?*yl%B@KZ^3nTthDTkcDZ;e>@pWn$q0e9HO zv{Z~6YXu$I3c$h*#F|cpxocv6qxj!-`d$YBxZmdUkG@Ly{#_UF^R8I}gz+zvSyR0C z`hPbqSgB5;|J{O^X#l1Cmvvx>yuJ}xs*utDaut63ys-BLQX^ts;s5!bAu;@fgwOx5 zRgGZI&~8{{>(~6??~QElC9jDW&L3-L1-6m`U(kv8fBG9>u$s6TsrjvN;dR>+L^o`4 z>GSUHr-$gNlh)nK6Ahz96}e+Hq% z3&L$f9MEb0hW8)+(%yRq5wx&Z4r+&!@6{xlpZMPR{;E*CWQ_zlRgNaowt8 zaL&LLIWkdy{9#j5Qv)LO*#PaZ6>~z(;hXqV+_^W7c0OX;wCq+8;MQzs z^IEXnW$-5Q5Qt~LwFNE~4exzWP~ZOUXf9BH8@kt+^G*PEwynbW+fg%(k1Q+70-fvT zK5d=(#8nEv~<#~a8{^|i1rOg)bHm2MFJO9FczTn zqgI6x$Mn{gf6V*V?|_kVLl#nLstc5b)bs=pFF^u4a7LIr{*Q3N*#&Bgec|l#el^5f zZTOi+oPsUXwRnG8oSNNH3htltMj)Ej9{cv{KaYha3Oie>@uZ7*2fYY}dzI7tN0UNgntTisWd6P!BMC&a`yz)mg@Ofi>!0_(e=!?J;and3dBbYzpKIJ#Ou!}80PU?U@oC|a zuVz!2BL!^h%O|$v-hsX1pQQ*9DR4IXH|;aY@SX&S6kjv6!uo%0=pWe-1`^3;L?1M~ z@ISyx6#1#Bqib<^GJkF%@}FnlT}#U-Bk&tw8l`nBI#kqwyh@7hRMSZ`m37Pc$(;5U z#IE%~`FB4D>4|VXZ?kD9C1ei=EGYiIGA*1jUwvZS9eDmmAkmFr0erA>zyb!jUOVwL zmYF87by-+=NGi$_yea2b()41Z#aGGh0#njV7-5C8=vKL{o%Z zvDSs){nb0UHk5tgym!n_lNDGWaIX3LYUz+`PAk8<6`_ihAYU`hxDFyJPa0+vzQf}B zd#T4bKwL9x(GE6sASci7qTEF0>k69?b{v~#IX?U^J;5vgpai-4Y^d16gZJ;U_g`l7 z_v1dRKv=>X`jX)C@0SX##om9`^xF_q7|UMFN`nCXF#ObTW_m}{hJTa`%QniIQ~xIL z*3>(K1hcXMPjf#L5sEl=^lm<4U3khzr61T^%sWWfKBd3UbOf9tCRr zI6svw!o87_965HT zv9jR8RZx~#2oniuYd-uxiYEqCh8DGHVa{rRI+T7mt`-Et zb%|yv9p_f){lU3b=$=-;mg$Qe8 z10&zlVJbYZm;;Wr?Hm51u)iKyw_liB)t8zn_}-M0Bj%N?KtvfTOLlI@+wS%DeJ>02Pm_m$K4qZI zI6gx9Y~{GB97qv}+uABFfc{ER`Z?*y5!$w`YkFEE>UF%E@ak|&=DS(3bS^gzyK{zH zKO`033I;j=ece{4;$K(e^KK0jH z6Heuh=Yx`Y=ck_@L6sMn*+ntE6J;3(J*CBtw^*A7Q>A%g&%PRv-idOnpN;cTYV+B| zY$d4Bn&V0rgsJZiWqYtC>*Nkm^VzE8N%K|7$6Ixpwo~KSa?o%XnT>9}fSYo`P9#qY$-CU6Ob5~f%hjzdgE5g0g3k2UFKzN3Ra{}!AS3ld7CAx0c z2SWZVnIJ3&1$;Tn8D5HEFUF|}5ed6tGggSKP`!rYr@=HkDjm#VkHx3 zGVs#@PjowCPUJ-7LNr@%1Jjh_jbN6F6Df7<8W%Ji@jAxNaYh{-@9EE6R)by0@8?Jm zsLiHSA_w4{Y)_?B%_@huh;UB|a~DAB#%%?{IQ3MViE`M91uYM=Lcnmg=*APC?IBWJ z()bBe>xL4E6jkO#LJ5%~u-lX)Zp5JrP$qj|D>`&bn5$mFJw9Fe6^*2%0gYAnOK}f<5u#CGv1qei5dl&W6V#X@_@_PqXgP2oxGIj7`~9SMYO9E?Mx4nL zo1@7fkWFp^!i>y~Uht^dYk7tPL{^cEDWRG9&AkGz1=;%$NLFzCDh*E~5@7Gc+B{`v zFI_4)$6elzPw9a-7zk@8Q3kSPRGDx@@I*?e*LJRo^+vC!Ld+CB2iwIjuW?nUc5p%R zUbDeFv1`@L$l(>z2enljJq0A86Sog)AyT5}n^t~jN0((`yu(NZAK{rZ9P5L>@qy?k z%r$smRF2(Mr2e*KHw^l?w~W9G5w~r}j6ik2+_62>(F^n}Z1j=5eHCi%@?lrd@zHEr zv>-RVwdbh3W%y4Z3nW2^Qxg1dK{X;?p-Ro}G!@-sYXSm(IOS8d_kOpTAS6K#zK}v_ zu*-whP98f8JnblpUHWvzM$h=OZOQ4O<5b3wCr;f6_BYz`aoEmI)h%%=C;CR1^5Kl2 z7GutPy@&7`@w>*r9#-!=aMF(ymnxh(&Jp2WRCeaHOnxxUZWF-+G`p51Kmm32b80x{ z^jkagc=;xFcaX0>W#t>&bH3v$z%Jp5V;w|B|HzVR2$Hf6ymbR25i}jz0o-`dZ)9tq zfN0b{60ndzTjLsUA_|10ftzvGSp)YwHK7q5h5GqTOf+0PDJM)53Es}dt-4)Kn8JX` z5C{-)0d_@erDQ4Dzvw1YFH(RvGZ#EL<=Kbi)uW+!b!p=RCd{BH2`ZzM-L!D_2|JyZ zD4B47xg^*xZzGZLNDE15jCp$TeA&9&zrGZ+4{Ax@Pu)(WG}yWtv`^W>24>lsf(_Bn zE(2x7b_K<7Eq;o5zc9X%Jz9Nzm|hRI<*@KT)ZQiC1szJis`^7WUkwUj@Fx1(;;Gqw zKb|Eg`5-QZ!rA=6J2UCY(9zTrtvlHxJGqkYidB2O1*j+uW>CdBB18R0Ro^SDw0`n( zb4w2q-TLdm6{cQXu{@JCQG-C}8*$!6@4b6|#b!hUxk=Uez&U1{$`kOS>KhQStC?{# zj`=QpGu!rvPQLzPo-&%Q;Ai{Nb+YNl>z-B;(x|mHoHj}^{P-Ng*2N7k%&i51dH0YQCY@d5DmB%VXT#7LpR-iP4PQyb zZAlsETVC$A=ef0?p*aO}{q=k7U*<9FEpd@wNCUd=mnEiyN5V2c(Gzl!6v4mD6H~>2 z)m@RW9+d-4%Q)=M2C<|c5@t7OnsdF-re}z`3IlBdf_p1)%UK8@^ zH;<*r^ZDjL!;R6+Z8lWGQfJr@hO_@hEJUT`ef5y=DoNCOzyRES zx8Ax-S3}DgDe}Dv!zV`yG#whXqB1lu`Rs@EM|QG@SrtJP-`b;mRMb{xP+fg2NJrY1 z=Qyb4P%?X^B%Gn+kX`I-b%tZ^7==W9GDcB(a7y!-7<)%v>XMH5MB~%pORRbFx72V* znEGod>#Shc-?I_~0W`bXnaGI6N-Jckmeg9Evg1rS zgy7|VhdBLkka^D7M*?aBwjM*K9#0XqSW%=wOA_iE$&GJ z8HCPqd#-M;L zbWX#0t&S*{Ou$OdjQjGvnMpI|4C_`4Jq|?KO>;bgh`msbS$2UgrS2CNa=qZ-VJaU$}%jv%QdZxJ^FlBmx@mN zkh`7#jR;rNOgTjZR51Dqrnei;_Emik;W>XTom^HzEjlZCi*ZT*d24k+;^`nNrK03K zY&-CD$`{+v=%~{x5g(kmAG;f5pkGU#dz^Cj+Bq^)Sdx7k5lqxNCM!?{ffi6U?u&if+7$s2T`av96`>m;D5i z8US;YT^)p4K?YzwcXgl+X{~$w^S0ZTZldlwXV1(WwHifhQQNrFo3|GJIRFEqV+r-uv4R||)L;COi_%d@eFL;*4C{nZcf7POD zhUME58KJ0}tw`SMaNZA1JTg}MA-$#IzVm)0!4SmCCB5FSp|sNuTPlzgwUtDJH4vqo zFbLoPZUdk*>c3*N%QBUm1rG|rg@Mgf>Ld=l36w4e8!cQ4jHmYH{Vs7Eb1AZ`^~r7V-0kd5 zg3IIf#Z(5Zxt)9|uR#|d%5glv(tbQ{%yDgeCB!654V0F56K9i{}WY?U~82xqsG{?Or$eHKnI6EI_j3hKK zsg`z<10NWa`QE2u$sMu{Dv)25>8SjOLLQe2OEQh3QBhxqb4L& z(An^T_jaEp(yt%y8F&39EgU%h-SC1ihZhaHjT5$CTZ|GDnB9Dzl>w-$kpN?tl?Z;S z_fD>z2Ud|))Kq4|Nr{t{2c=pjjw;<)(@apIX3tDmOE866z5})+VlbRH*R+9~n)p!arI!su7?l;vUKg`(U(QK2e37!eTWsTE99(*mL$96O>y?5e_ye&U zdhUnFI^}jmUhga;h17YHZtiYDmG%#-Y$|J2hjO?gOlbxF;I#X3&`ce;wRJt>^U2bLg-pR;=yQ`gtvv-h4>zUiV9ga2k2R@7eu~qH z2<1S(3=P)9rnd#BU%LP4IHN4)w3PMuL%ca>ICL|TAeFnZAGeR*Hqt8RomI0PY{if?<^6W;w>(80f9KQLA|Lm z@2hHN9)4{Sl51q{h>9~9gQx|t2f0LeG9X^D#F>D&n1BO>vvTN!c=O!KR;ysMtje&Vu% z0HwL0IiypGnFpSi;iahX%{Q!8R_xEKpxO)+<{m)uIN|8QW2V4DP6AUrE6hFNWOUr} z!)C7()X~p<>*i&loJR?CnM%5Rk9MIYr=@_Too%B#023nBCcyq)2^yPQA7r}6B<_P$GOxd2qdAk5 zvMmmKss_3)neU4`ZDt})mFC}tp_axqiNCmS#KBk#IDhY2Y@c=l)~GU8)@i-juE~tF znonhg@Q)SM1Ju6b2qh9p6#-jTbZcHr=ZB4@o{%tlkHrDi4MScYa*nmyhyW8F=mT+Z z%Cl$@OrU}0>7bas$9Yj5;OLk27ovPDsnViO4UdlrP!iA4Y-m~ngr95|dVAyHkho%2 zrW|zrbD6oiYVShJ4x3PVqXOjDa+8R%piz0h#8DgDMiT=^Y8LAJuFT#OY1HgH zs|6WzxytlCKBv<_>A?S*ZO-(wOxr03`K>Qkr1C%j*V+F=mnwbuOolq!ug>ZYy8v6+ zkZ{rd@!sm-Z=!hpEm7*@?&CwF6#~3;7C|B)2J3$$$2+Rn0{1!aDOzeKvrT16Es>Ej z_$CJ*yetXEEal>4&we7ER-BKyu)2KGhwCkdX9NL;Vb??caK@0^U-%R%;o7ywfk8pt zDSAQ48eO3C+pR#q-qRt?t^K2UzJoD+Wq_5<^*g*=N#ND%2~bv7P~x&!vgUd+5tQIKO5w5S?X%fP1n*{I!h-W9J@8kX||`|vnz`=jIaKMyZr zFv=B~ABPqR+}Xj7KpuP4@oS*Qq{&|N7|S^^_?ghd`URE;`L*vTfk*LmfJHU4!o!c4 z&ttIz?2+CiLhy?b#t{An-kJ6wQNEH{q{o<78gcqMp1@mb>0r=Zyidv7;>N#yd;Cb% z^kt1>1zWYEg8ckz<#I3;8?wx4>Ku(B>Bt)&Wv0BJX$g`uev`#+DyS~4t5I$lY5zu2 zyYVx*W*(Exu0LXV9b825$0&{PQC=)6T665brm3T8BYcGBARqTqIg;YJ)^#JUX*JiVTSS0TB<8wd{Yh@ zP>LU*p9|K5P~`I2V4s54!PmZ~(*ChZkP1eAfsfK3*NSCWb8xh5o8HfX^|u2{ zOtt4UENNTyc?g_};D_vziBggB@Xq&WS`8S#;t;RR4M_> zYv{l_P5L$YU8^_)XpTh%M+qzSkgDw`Qm8C}R&z0Kmmi3Y=#a(9PkMflJGlTbKWsdx zNTKNpJq_o5@5Zry1%RjR@U3mlA;Ayrx_ zv#?yDX2cq_pXq(q63VRARrPbksVu{YU4MoX+>4jA6AG!)7bCiZrs<7G*DPqJV9OV( zbhWI8{rz!A4rcZGb9NJ6ql-)Dr##}>5_vNP)3PKLDmHp|vtQB_Xp7&@5L1JOFAJQS z%eBTO?D-=N6r6&4i~+W@1MoObHib>Udkp=u!!6yC$OE&G7u>tgiM#H=>sL8GXV*lO zR4by4IRgyOeNY($V1>O|j5#O$g^P@W%tEc12seL9{~TvN;DiSA*=cZ7hC$?7#7&;L z4!DUQn9u$nyB88Kk{x;~+4M%m^PG9DCf6}zPQVH~37t)4(M|5LSI)P-oUZ|l%Fsrp z_1m5Cf&piIMPDTC0}Y;CjA>9^`Rse*Q62~wCSc2zhfMWr7Q~mG0bv#;N@a1awlQf- z@$=Pyhz3lzBL{8|+;A{YYsOrvY5ibR#!k1+YSF(2xSxQAH>nUA0HpxMkQkq*C8UD0 z10V|oBbl_R_uY7(mEBL-qfVER2n5p_!E957N_2)W0NSnQzEpQcQZhcg1bwuwa5gG* zrnv^?D3kUy!+AwuRU_c&kZm}n#Ysx{xVvLD;M|_5GK02KFm^&n-b{?KKQV*VUzyn^ zP55Qpq4i;CaV~tSmB{PrO)qZyp@JklTkTnZXY#;co#@L=@}PrxtG99+ENe9Xh;3L! z&#_`nX56E=$A#>4+0+e3Dax2cUD!)}mI)MRTf1o0?d}N^|McB&} zNx=aoa&f@zdXf&XZr9%mnF}}*xYgf#`-^!M=t{xFc5bRGAm}iPe{}W0rn4gqV-;p| zt-E5a6`kiQzz5^jI(~}eSImmDBa`Nidd(gk^myh|pa|VczU8RjLuPr|Tl!w?Ydoo` zx(uq zm_GbpsX6h0hXN3~&p_;;seWW%Nb`0pE%yt6Oih(Jbe3dEWGon*^m1sJp*_^u$&B+f zp1FV-{_}9D56&!#O5ipQ+B(#Nj>8#x`9G_~mufOotQiH$5ZNB#2OtyiD^zpe4)ic~ zZ9o#%lbF{ELE8f7w=`s$4+817dUFwcdOUrQmB0W5-b|Fy6cy{3Lf_f{Cbmj|8I&hE zEa}B6L0rF2&33)pZqvIDT3EP5$D8f`_*zy!u^%M)*~U zhqLV>(?R7{l>IQc4U{pSow`)b@biq@Z7L86pKs38v+oC{=grGW_a5;Q@sp?`GJ>o? zyQf_TN!VC&dh~`z{7jc&{*M%*{4-T%Wq{eM`eb7cPL$hA!XDPxeQanues&eL`^JZk z6C9j1U-P$*0nIs4MPA$S4BI=)o=;*V*YMsmFuo){sNPyf%(9*4YxVPKOLmh;)|2q( zr#QHP;Fr0$r>Yb%g3OyWWac}q;co`0Fgi^XQbNUPV4XN20&`d*bRnwxxrXb6|JkzV4hD2ZW zRKKj-$=n}OuI6N&?IU`2WY0{tA2-ieGrzwYVAHze#G7J=v6<0+>CkMY^n`^-v`15Vxs^)1<`X>=fKx67Pxg@*VF@ruT z=pLtPt~kSV&t10ZW6if(O?tySxv2%`0PSYT#W%nFo-b8V`Xk|eQKT@w_j1V#XY_s) z5v2xce?AN%$5Y)-x4%N}v6~RR79NH@*Qei~k0>eAYoaQgA(66NO>k8$T}#K0)1y7# z8!~D0A-^WL)S#i5T{J(>ks!BTGI!89uj?8WTT?Yzw84J&Qlm58dc?W#CA&%D`m&Si zxiyNr3d>k<0oWM}Rr(HA-9g{(nlCeM9N7{pJ2HP)gUHx%DK-1FRy(YaAu^^u?nMgT%FLimqt5&kpA=Ht+~^($!&?`E!7({sn{eMA9T7Y|;84KkCBV;C zv@&w&5#D?sKvAo59su8+r2znc?RoY1EN8hGdt*eH3l54bjx;RXb4^hxV6S8~uMpAM zqPKFb8(Y?8vk7xck^pd70e4|iicw}sHKOG*~e=hcCWIu zfAsnGNndnZPx>uEOW+X$GbE~XClk;;-sBB=%R9J=!&&Ulrl*_Zx8w$%f`=&>oY|C zKHRgt%uE@rZUsuA4|VvUbZtxd!1PS|NlshnOV@!|R&{$gyQcAibll{{sXeQrc1k&} z$YS3IwjN~d*aq|IL_5y#k*%+&*g=b1oFNBYCItWvkaTbGQ>BfHsaPwuD~6W=uT@eI zN-D@AAwKH}+&slWgL$Z@QA1!Z!Qv4>bL2%)j8R$@<027tb`i(V%d;jsHpXSVZHgQ$ zIbuDmi<@fdkI35Ca-Lg=c@xEsJfHs3`Jf+goU$Y>Pb3%#vw;n87N%G#+V}pMV5#A} z(v@q-Jc_$~IGSDhLLL31+4WjdfSr*J_U4Dz58~PN_itXumC7@DoM`DiNu!NvA+h({ zv4;SJsLXw0{k^3P1xCGI06__ABaZQd=uQ51dYh`oX^!)Xmw{N@*GEe;ZlcLHHaWES zTlpy43~l2sH^RO0&jx~IEOT+|j^veBb>=t^)~jkTzgR;7P?uTh%mbJuIgcD1Z~KYFN>+ok zFt)Uq49)r@rI`A>Hoc`Pu>jhkG+**Xt2ig}F%3jHB7LrN*{P8cI%#B|bOi zxW5Fv7>p0ANx`W{!a|$L77jBQG|$qCb5+$iN-(k2nT*90!Ju6L6heRa z7&ff3yG47Q=(f*8nTu2JNzec4Pq7vQU4rxgzABK=>qJ}nIzASynEM|~B`iu|eHsC% z$j$q@Pzk1(l+>Z>Hh~KLN7m@U;Sjb;A?Uee4b>0c?s$qFVi{9QC(q#(u^rCKLp49R ztH2EcBsUOe+@oV|WTm|b+<=gQ;|`d$`c{CXR5>Mio6M$KHP6RBQbpVC#5;c~JoveQ zpHhWewW@#|mBRsndd`X&BxO&(Ozch9+t(De5B!dvv6p-7p*fLDUWCnG{qVif3%|Pt{ z&d}YVz>8;g2vjA{z@+u{t-hd1K#YfS1d{e64 zn~aKf=sh;_-ad|uSt6n;20oKsC~fHeJb8Qqx!(TyN#GB6Dtb$rLo8|p^5WT*ne#{G zA+qdPj^Askpi^L=^13n;Ynw$r(i@RepRXv&^<-i@O`K@&GN=rBG%0<(fi;P=hW@3E z?y+l<`@ei{t=BEID_k2coU0zx1*}Y1!0sLcw@3A0_&Vc*D#fwd7(ZW$G?lg}fE61bwd4iW)bE2vCO3nFj+#kmjdg)XlR7aM zN~rOZH|;v&gb3z%dsJYJHtW`|imbOU8UiE5*06gY@5PH=Yj>zqz6@{6iDkGYkHgoLgpHQ|+@!QRY0JSh1eSnNigqy~>TcrW#(+f^ zS3E7_bwl8pO3Up(Cft1JK>=cz4MnK|br>pEwO$2D@ezHsq#b#ALR)WGH-%lZ{_^ab z>WlvRCY)h?KM&Tg;|HcB_5uJ~(f(-V*QORf?P_pFO=F6td#H2KEMEO>;)i7aY^o;q z?Q4-sOO0VWx6z)(YGmD{KV)?m8HS_gcSQ9}HP)sNXBwbxTY;Kt{t}gC4o1y|7Ai>G zRwYR5eXDUPtJfp}%nT|v=)M~Pqd9U_C1F|#+_@x_4u5|Jvcr5tGk>N2PW7b9hWiE*Uf7CYFK2LNYyZ^GiD^GtIH^OqJYDStz zxM|+-0iBdYa_W*)Xn=%W3W=GR6OcIUK?coo?pPZ}bR?WKZeB&?0l99wm!zgN8+FBN zC4P8MUy%5E$xf1wd#3H6U@iV)+rvu^NI;tDWz9Fy5zB1%3{ zKb%3*JecpP?e(_bYI+Xh4~fRFK@1$O$ptwCM}6|2GP8d}wN z937=IK>GDofJpNgV@lG>y{S+fmEm?*CfMF^?yPoRvnvt3cM(+agQT;7(Qr+ipZ0D8 z^TwETzcLd?veQyP#SR9@*s3WY@m8fg<4>|nPCewLRbTTQl7Sy%zq zCdHB)S* zsS(FnRDK^6U3i0OJtc0w6R#h2HNnl1@1qzuzcg@cYRDI@1v02sk#lPB*QZN90blE{ zA9yW|umuqmS@%Qjuox}8N|mWcgJPHPXrNPUUj+RVKgIGHn4G&(ypT8}nAeoO*R3}h zG_nqNx{BdvcMWg6ORnu5=^6uHZOkJ52uw2d34TPdYsC3$pNlw7+smk;o#(W;9^<6b z&d`4})(v!kaS!gBSfEWnWm%}z$T6Vfi9;U<>^_z)uQ@wWr4n`*osBrt+5n=qQ zm1_gFG&^H?LFC|zc2EY5-^C~{0GP9R2S5pyd(#7FKqR@-yDOa0{1j8Di(YvM&e4z- zJWCwZE6-K4SvX$NA`9T);IMO6pZ{Xl|6T`}hH?H%3Wdk`Z%pk6{nOV|vf+$w6S(j` z3_uZ1fZ$c|d_!_i&9q-biQ;(cpzA!l;ov9(P>zDSJ^|k(NEaUdZnOA!gDz+GUBGLg z50?Yvc5zCVxtNqtj9X3~Xq1IUmI~}QeFn6xecBW74cof`U{0P=-Os!CO{bS1Kic5fD7uo! z0ulheQ?VTnClqwFcdXT*+Llb#E})HYOScxKz3`-Dxso`be4n{;=5U!JwRFQ{ zu{+jF_{QfON?wCG=RYh$uQCbOIIjanA3gPNRegMO5!q*JgyKssH|Ng^lHNP;j^z2zM-yzpB6|Xt z?pT5I@(aAL=qDZStf9^yez>NDwBq6lkGcZ(Zi3j>7=Ja!Bg>XyqCldFr4NNv6 zDQEIscjA|BG&k2|sGt@?4TF}r9f7!a8JM0$uxh`o70{&vl#hX@P#M<;Q#IMZ4qejf zybz9hJ>-=xU%I&bN8&wE{Lqs%n#e4lOF!!N8A@-kU4Kyt7Mn>K(0<1`8zW2`Qe9*<_eD+%?j_J>r8tO5*56YB#$@}56S36rP@~NdL zz(D~*2~bmxQVpyw4am9SiY1lxu!2ma6e+v~beUrfXdS_`YpnsZdPo9+%E%9G4Si{s z$8LIH>I^jPz1e(j-7!I+QOx=xU|xrp)51}Kii04|=W~U*!!r+T2a?$4vS1ReWOfG= zt=80Yi?2Iqo0eZvrZq>CaO*Z(BB1YMAjtizWJ-P@6ZV}}GCgCiGq9F)HjG{0%Cfr% zj&wY}0>USF;EnMFR_*&P5j@W@&G)GQv(nN~K5rSc3#|Iih%!^k6;@hlvP6cH>XAw| zn!#P-`~gN%Fp2|SX~Nu4J|>!5Qp6$+G@sx^nuA;bFdOJ?j|qZs;siG$Pv5A2a(0Qz zYC`)m^%NTC9UXUn>dH3f_?Ij?mx0EZ)|D2fWFeTKZAb_m^|oWeJ$hGWWpVDM!_$hO z;GlzqzAuS_VMT8PgXH&E0-t&P-WS zJI5)-?A1to|6Zvr(e^r(_hr<7G!S!eL%O?dIlz}vEp9J7n(UvWnL!N+=2m_D6xBFD z%ke`PIbXlrUCg#u-%pzPC3&9W;6|NF$|nA-0g$C}V-d(q-ZZfBm>G<(zZ&QrTB<5) z=6LrfhBInMKx6lnR)Pf}u|C{pn;uAH*SkP4Vb!tVp9|)2NrLTS;S8r4OHnzflg_6$Lmw^F!T+{JWoJBG(KqamuFtz4Ib&oFqYNofV zO2jeXFpT$ha8@K?G5`(tJzSEg*iSNG+!zzc48j~t1Ssn-P;|Wg%J-?nm>vnX>ulYJ zkL{{t*UWsQQ%bqbXA{_y1PYk?;BdecB-ZcMD?UorR!5Z`I%0i_ke2zEOoI@Aqdj0q zW|EGQCg4ZHq_B>rob-Ztb`zAS0crWC0enfq6(9*?x4xX`_&bf-ezjeM+4TU0S4j_g zxAh@;Bdt$eh=jlV{|NFMP{ztZugrHh5rN`h48USet32LnB$7soetBt{dC#~C;CuT-`pR< zT+Yy~Z}1;ta2bfps%-ejRN75AdO>@oupSow2Txxf2zB?q-Sf0rN+NBtRR|&3vKJ*w zmJnH|QkEEE?95Edpb{!;)|4d`liiS+8bw(P*_kFWS!e9S4BmTszQ6a6{*2>%&bgQC zzOL)QSm=wbE`Yac9_eX}^p!4yYUK2F;A<)fx|<){C&vc<|1y&fqp*sZ(hE?c@7-c& zzbMHr!K>uub5_whAvYG%GV&TAzzcs;9ht5!Yfo5NX^iE%4#Sz>0_$q(`spqM|2rYi zV;QwleLRwR9XN{QUgtak9A()C>TO?9yiC2sUy!ET{)Z_)rmncm$^^-g9}rQ^VUOIj zlqesu^J~5-ZFY{e;T(O!@>TPQKVEvyJe;9VMYpk0CCF_u`~Q=~x>V18uVMrzLFGH| zmhe_?Ah0d~V4`?)2=AJLCkJvvptla}3Jkj;f1GXBZ|Fm{=raVSfKTcdia2{HANcJM zFgW1wHnP}9e)0xL#f-@uigFhmvSH2lu<(=%yN{n?qVQjl#UdgC7(|vg31P40FlUkM zzHj==j>^%Uhf)~nw5%18*oe<(3J_Vk@uI7PHh+PsNa+X|sTR@0YC0fh-6Q*IZNrgj ze>YheF>7m#yDN$M)6D*{tM2-4&F)QSQ7|xZIn~psz;4gl5Pbwfx^?S)WXeJg$A$-L z`rW-*_kq_3?hf+y0w~kGmGVpZ(3dT)SIK`ZFc0Id$~a>@qe^I%9w{Amb<63Q{=CFW zs(AVQVs~&GJAJWe_QzF#blUDEu7Z5Y?Fco6!UC}Q>G=s93_wGTn2TJ|i6itEMC<1E zAT}4NZm?f8-W(8o`8+~Hzl zLMo*%T>BLxdX5cz;`5+}xYBXvM%(kF%M6#E-$=7cB_XPX#)dyP2T`8{@S?r~d1J~% zCgH>A1xX&#q+6yg)&$T|u0sQ{!Z<8J`x@(EYS&q&^9qDuv*Ml-GNlsv=o~Zs&^@~0 z1c!0@-?ux{a#n-bW|rWuL?W)C=B%&wSdK}_B+`H}5Ed;96Ve?g0CKj}g%TL$F?l(1 zgPo+~C87p}bIxJ~h(F>>-XL~7gJWd31~ad!0ca4GWzTyHpN!|Fwj=ft(Y14HK+`AB z9%kP-3QgY4&D8iST-4y!x1tk|P=Ovf+MMP=?j$~=?<`a6wXkx$Nvs_(USR~D=nuH5 zjQTH#hgqE;QyLH6o!U?JEe*Joo+!)C>5;23Dt<=Yy?#s9o;k|-@wuQ*FXiP3L1O#y zn60}veK=1g>)8pHU8>L=utd#w#y)d!cGfYObd1%Dzrpo)ym5&a>y7zs*#%X~?)CfE zhkt+yz%S{%iAXs>_1DcOLJ#pofl0@F@(4g+%TAI?fxlJ#@}L) zp^xP85U+_BqZvI(Y0392m{_2Uzg&_V;M#OM_HHEBvmMDz;`7JSg6Mv^9@F?o9xDDe0APQ-e7z!8yT52VYYHdd7FM2mE9Lh z_XV}<4fIt0U*Vj>l-{B?-`08<0L~`A^hI#`DPxhb3y|8w&!6o&$}X;%I1E$8Vwdz= z-0@a^rF9$%4XtJ+tqpMS*MgWKTM%4Z?c@9=W%xdtFRxIsA0sY;>5H5f!OP~b*rpXA-?uvxNef*{1&rEaEhRFg>X^DQXOZ*v35;bzITd=Bx7qP#%u!a; z+#!*4M*8eMIV=EQ>f;3pZz|V*L0Gv630C8x)3ja}pZ?;uP5l2tM%^p^IcUPn-8x?A zkyPlz@kA9O-?0E~rIiwHY}^%P(5USQgH5$pR|@=XszB{Atp;|>u54}8x>+~%FQo5_ zx~3O9+2CNpuMO%!$=!1e+WD0_wS`dM3~XZXYn@qms&&LjVu7S)IdGF8Mad za&FMp|Ds=iEkfG#g_mc(ROVAR9?&C*L#}A1OrjSg*sCJ8j+_1nV0wb}N1v2-4MNqp zPbymLZ|!HX`!?8N4CgE(ae502#kc@S>-4~L$$0sd?i!z`P;_#@toS7-ES*T(zKi^nuNtv*~ zJ{X8zNk5d?N6KEAJJrsiR?e6!-qOZ0=ly9?omlp4wkc_LT3Kz4+FlhGFHv!51Jves z8?(}^=J~DvZXT8p*0UO37w-b9Q|y45{oJMM&ytlF9tHB z^(a;wBmEmyjE&U!(*>YDpKK+)F%QsS&K+y75a|#Hf7yS4;zp^ zQ}*6Dv^?qDE0O5_E9t*qr-P}kYArvpkU82aLL;nmMC~sl8lBv&teRGe2Oi2%=2qPX zD!tt~{7@`QkBqeF{tU8sGX`^GA!VT3E6`*W=%b!>u{jCFDP5GlVs5v$9l2{0A(3Yf z|H$U!<8zQHiys3}DvjpN+5nA7Jx!-XM=8d!_pgQ{X zXF?t>8Yw7NK+i311~n64XF-mm-$H>sM*%ZsrnWS*DMCjrwVlNi)<-049!|c zF80I!KPH^_E6XH!4X4)_s5z?53lz+rs#Iw0XZktynG8L5}5%G zr{A`3<=sej=rJ9yGYUIbSG1VW-cqnwnB90Xkx{^>*dp{Ni}((m;f|n*Iw087yXu2K z6dYy~qO6awXXxefyPo-TZ2){w#|79x{0tAP?W^vD^7-&%7n#U^M+HD)_Ogek#-Wd# z?9}`xNs3*(0D1f(*|*sIa5Hfa)xs02@mJV^TsUYd2qn08@l5clH-f;~PJfV`UOC3I zcisP;Sr8D^8oA0=J{|3;eNzInRwBA3xIvapkg|yYu}n(8yB(SGL(pX4ILm;GG>tY< zHm2?x`srY=#dALom)lYV@c}KT(3J?7QcCZn?gw_Q1(Ri7JQ*NQ-T;Y9Mvw5?r@_j@ z=K=2HjCq%ZN^Z=UNWg|a?O%O@N};RYoHv7QEhU6`e%2kZo7toMLN>ppRqc5q_H3RU zWLy5tKt+)MFlE4OZTt8mCwR6Csz-?IrZa>36qz%eYELGwX%D8%M@5yJ+91SDU?9aQ-ag#Et+X9OLI6|?|yd+{)?VP-?KQPi4y$+x&@q@f*IIR04XU)A$Mwe zmqq_Q{AT~1irrrWmC5Y)0N7K|Z|#{k#CxI{ljwl&l?vFf$CsF`IY~;$?&Ce*V(&PC zM#(F*YFRsJoV}bk|IdGbp(p>(vvL$Tu zCa%AWIDBn0cut8;9E-@VGDd2NXF8p^|IGc_2C(8<1x{Bz3ni#geI3q&a;KuT{w=he zB=vl47cAX}5l+DAN$&TRbyT3nAGl#{1#mdhQ0E6U!8h8VtvYy*q3$`)g`Eeg1vDJK zKT<$R$vK&4fFv7sn8p(Y@JK?Pa{XQQs`M?DQ{OV%ophs>SKipXl3*|De zjj4m4t1>C}8q6n>7hdac+N290hxeJY-UTVLS;Ze}gQ)8F)KI_VLf>-icE~QVDp+9#e*}LShRRP6y29^$`G-=bOgK%Mh zp+U?R5`0vB_mW+-kBM>db@Py(NJe^Q)}j0;1`8X_7?_l;(7uMFXk!R9r(aF0$Y8id*kBA`w2#J;WAh zxaxs0kl zWwEKt2)(B?aWb|;;ie#FZO^I7<%iz`5^EGS34-WZeIv zka!BCaf@IjwMx$Gd|6LpkT|jv^n260f`33hvCqB*E;eEI4f&09UVmq@@0*uUj>1Ur z;^;wH^?75*A~JSn4n4VJ25w4eROpON`rpa3ZfIHFLEHv#qlak$A-9-a8l4f@WU<=8 zV#Q}KyY-PrE-{gQw=?#g_n`z{IN6>0f-x{5ZTNRQ@N%7_n9hN}|6SnSv8fLwnNE)~ z8i!-mN!j6JG|TN>M?H#+nYBh{oBv3dMfmvt9~S_Jpw|b^%OpbQ1TGQ$Zw>6;30fED z_$xOLOR+2G&1nVW8hw!rxx8eT%qIfklQ&**K*BDtpwisH%*?G_sht9Hixl&ub-Ltc z1G29d$_yZs0H6cS*L*Kv&}QWH)x%&1x<|o^ON`cD5eKQux$!8A3IJ1Z?9@%wnAFt= zFgq{yq-zmBWodr_RdwjZDlOIRH z?f_xt+u-@?h`>DwGt+t(O$zhA%L3nJ-|ykR@Qh1L=ac-_#V}e#1}&uSVNKljA_3Ij zCCgUA_ou3>TUq-6e=E0$G2l{r!reb*(E(`r>IM;HUmiRi>>?C>IVW7`2z%`Mhhj~Y zX3602vZN=|ZX63`;GoApx1a_GR_juI1<&?B)kt(G9F4;pyR*Sw#6}~7_%8E?%Uv06 zj^UYlexrNT8vTptG`U=$3on+E6_87foDFvqE z!hazB7SW#udUy#Fo_diD>~zrs9BdfeY`9GJaw1k=BqB&$L(^5+BmD(K9WAY72)mwW zCCx?Bd4`wD<-vBUrGOj*f4dh%@Y&va1&rq4CD-B~#GGju3DwU2PCt^ zvy%25F|#~4%HqXuc{ZQeTN%9GlvO6r3BVe$*I?R0!`#oA7oE3nF_D9bgj&1dTliXf zC+2xK{e;H+`4(#M+7jR@-J>JkB1Um-r))XgDh0A)fBYnz3fKxlB&A0b>}FkfI-FUu z(5?l30Mdo&=6->{A0dM-@wY;Y(~GzNtlu_zn=ufNddo9?)c5rAVF#svImHd)CjZA$7C$We~DsE53A0} z{aWb^!>Bvy{s~Vb4tJ$6qT5=Fag>ZV`U;Wz94SbkH3*WklfB=lry?&rwD$;~(^5*% z=vH8t2*5=et?&h$*u|h#BhV@m!Bc}rs_b4*{EmSQFG9e9xFX9zjP4%Kv$1jSISZ4X zMQ$wL8MOqbiR0(pwWUDyQ8an@Yw4}P8M8`}r=Jr2JCVO&%e$|}Xaeq+gHkqRn)v~( zt}IjiS@kZe7^HBv)FlqA<>g+-2Z*!)$YdJ1tYtteEb=`-hJ#DBt~$?;c@{wxFf9@N zS9`K5GO!Z?7c~mHTtEc@@HFlNaze%*&l|04E)x~42KXzg##S%<0~*kO2Lo}-DO&ey zL4Gyc!YnL23Rr${%AP(VR7uhOe;{=yL=6q#PQjdVLb?iIw>u988{Mn0viclYo(~eP z@R_k!J5d8l>g(5QXY`qipHeErGNFQ7jRSiSH+i6&>YaD4P0M{6iNMSVV3b9l;JLcQ z*7(<;w) z%S;=HBk(o#T;s@vd%R%A)azxJ&;>f_AlEp702s$E%25`N0yvCrGT!6`lnN7E5wh1M z`q6GopOkZ>Ts$~4{>>zh&)m(juL2#jCRC z-F7Y6$5f_@2w?2lVq@ogE-ZHf;WHrZtDR#JARm}>12RBurQ;jGHiXAYQ#k4#U>utj z2}B~+5hK9)f42s@@u5R_XXc{nXElKiTQ$hFlR`@WOX=@+j$Sg6-*TMDhY*xwE3Ejz zYBoavx9Bj4K>2hAA1WT1`*G1ElT+>Ae@MjXbwzO`sh8Ga@5i=MtHfwfiMoJvcFLIt z+u|iQm%j#I{09^Q@f%oWOmcLyu4Bpj(jp52DPZyQ+b z-@EBHH>8CK+2@jy`PL>v>(Lfj_LLr2wU}<`-b;MIt9#@yBU_nZCre^Xw&~K;(2Z10 zg@jb0BTkJ}I1_)I>}zN0KHjK2fCvRnsd~8;;1|1!PW%+W*lED8>T5&O9?L^sqhw9hM#e3w~`8yB;+5yEkshaQtOfudV{F&|Pz;vR(gxS@Ti)7#Kwx+fl z)3YM(y9K5Tlx1fWa7epJNbH#G4x$%_?1U=*x#e#ZIUQs~h~zM@Y~{S9=|TfDUsxQN z%6gKL`@BzTbGanyscc?9K(t4{+ws+SyWY+1HFqgok3_U5JuWpYp`U8msFf=8Iw^bj zC|l{SSF@cUb=fQ{7kE;&SvSABmRIQ6>3m9zj_K6|;EynOXEHwqbZ?`rhj1IYZvk;a zIzrx5JF0VuY2ELdaCDxoS@7FozIZy4ON8FkZ%lCj-afInr3xr|VCaxRvf(%;-&u@! z%(`q3A!>P1Ro(4q%4EoBJ+I?RlUF&O9gx+M?)tw1U0myE-3}|@d1qbgS6~*Ke}q|M zw5MR=V{^F&}GuHiKB!{r(@TdD0y-eg~0$w{CBA4opTE)M?Is%t1(yN6Fc-nl!c zg)|w`Qp$)0iGr3(nS%FX&Opo?c7Hxhxoo(*mG%~F?h(aa+SPD z(_}Ho)rF7N->8YQ~zbB6Tfn3~2 zXp2qNga{;WRQBUZ(OMr75yNOk$DU!f{)Fd>1|Hdb8=b!C>Ndo5dD1be3(j57zV2Sv zgnMgkQ#cOXw+G>)vuZ#wSrL$9`>VY4QgQQeEM-HJZnPD!P8ceEOt(5;pW%EL8Q!jz z?|Kp|CyjcrJF(aP$tY#_`W%>Xf{Vl{hxEZ~F6&JW0H7{6FrpN@)ludS3x zVPt`IF}mTmVm=>QIi%KY&Bea9Sa&tTr#0HN@|y4S(bvM6-ZTpsw}N-)%O7I>M+bIZ znD5^Ql0~;1I`DqxtC{^t&vvDsNL7#2C*xT!6(&`Ig&OPJqr_^Hi48qoSrN>(c^uQnR%GX9*Cyi*jXlUGg#EAaI!*SX(+72ILDbcV{g}S`; zvKjyt*ZSSMk}|E|GA5_9Y9lBI@AqXLYeE)q5sH*~9^8@#R)e#B71*n+>Xtg4`FK={ z?r^s?Ecu_5$+Z!Vt-|*}*BNCgyi(vFgQ~y*0xe7^UxiwgsfXs~i0*4ujt(YYb3r~d z^N;c#5V%pP*%A7VJKUruBoI5k>^7k0tIM>d-U0@3nz-);09nFRPG6|&w`zF>o>ji- zo2;>lIMa+9>7_rS?d>Y(ywW4cisu|KjmIZBPDL{>y#PXUOItfV)ucDqD_Kd8>bLX` zZ{d*muGMl2J1Q!X=@V7(XTv)uVrQUM)J%kMHHrQOB!z`7ayT!6QW(uX$$T~4a1S}a zwee!G2|ZcRm@^X4S~JaSl*V^8xZDCz2y-vqnYC;uzG!3BZhB57|} zH#Y_%Pb6e?!8diL4Z*bk_<737mnpg{ZJ`G6El=jdro5Fd6Ek}Dp$aJWK1LH^ys>{~ zAu^vkKsi>^%bs-gILtnX7ywHcagKZp!9$xt}jq8t+ zKZe@vXr4m>kYIishwMdPaB=;2c7FtYv8mnJ;tlf7yd@Z!+-$AH?*U!Ch&~h9qYtG2 ztDltUUHOSsUIQhKp6iB{S}Q}4E?P*_8T!n6KoGKi3O|u>UsUg`Taz}2{|NePr0YL+ zS{HV&TWT#WHs&nxn|gzP?xquapmCf#TojFNGXE;nvJy4&Ip~B0I7!z|y$>X+<^h#U zf(&|Y#}7XbOVLYr_F^Uv#vOM*v@~j(Ev%%z|5_Wbqexnr9m@#n60HxKigVh@i+`Pq ze#FY}lwsEtiL*y`V?x&pk}aU@7HQ{9DST3EUE&#;)*IMx_xWp$-$%z+M#>N1%TMm{ z`0nz+K4hW$K+Kexx4P91N@qBUr(ML^Jk`nOt~ElwGdDsfeq~;fympLQpt!Aw(K)77Uu7g-m1?rn>($|6&oyN!b7r2)4yVWj zVfTJ%Vn6#u51K_z4k^+l`{FY}$;2&K5$f}-hS4d()A0$Tfy+)V=v@FpvCW~p)?f?! zqkj2UlgZ9jOiz~vF4Dk|w#v97PA|e)!6z>=n~w&(icJmwlJU>+jOb7JAZh_?5&hM| zj7i86O$*Uyt_kB1(rgtGm6aE}F{~2vBkb~JgO;fwt1QQS1@=OybkfH|WDC6y4f*kz zcAG)`=wZj+PYtGF8R*lz+L38b@Z zbofuSM64t`fSf7AP12$|dKjIXGHlFE0Rm4*NQ~5!64|1;PEnV5%g-ZutFS(k@a%Ek zyM^8BT{pe~>%!Vag^c%X)$tpcmy(mJ%Twv%$qB#kNA%%tjL+TD{nUc? zkuG-OB__dspm7fdv5R+kZ8BF5KQ z-~5=^9sBEfNzUuBj%`*vrbbKyvFo`ZpT_Krn5rH)#F1bt4Rb&SZ7 zL}fk63F!Q7_bLJ|uL|0F-u)Q0XV6-S-UBTcmRF}auL#fZnmJ<599lMvAuA?1%EYCy zQ*hb&ep3t;SEdWjDx!k5GU4vynxL{n=V<}5 zg}WWl?W=;a!rRN*;8gshAj4i7MB}oT7~j8e*GXH?@sh>js#=9*4h2OZeW<~X)Z;mG zKkS%8JR6o|3r9yZm6pq>7mkO!OYPxO#gVcZovUUK8N&4>({jJj=YqO5EW-Fp!g+XM ziHygEGj2xe*{sM*upPD9KY!gO??9zBJoQA(ISm3KNj>Yy(1-V}y>PX4R}%w^=_*G!u@Q*NyH`#jgY z@Nzr@)&9+LWkQbalRCa#GEAr6nP9QbY?BQsA(xcX#cl8{1M z3E9FfCuc=4VXr_=fE?^S9~jly;7`DN8=LNLC*#jrb3cam3{Ai>Or0M)I|yPBnyU__ z4g#2ije}%-A3KWpr=un7jCmEE|r%)w$77; z&mdcj)DqTgS~@L>QFD!UZU(bp5~nMXcXh1ko?#p`8jeJ`rp7Nj$QI!zzq210^FFYw zN!o)+Yk*k!Vb2|g9MwgfGRP{L*Fxs#1kRe@${)&sLwnhTOE1>zA;Z**4@%&2{ahi8 z&$dzPee_rEqXiyrcjJXH%NZSW=A7e+JST0-Bm{JEk=*9U{gDXSaN>zLNp_m3s05Yf z@X58q4230lnotf%w|N&|&~%@7GI3W>j38T3j2A)$YQsK3>>w0ellm;;$Q+uZVqV>n z-Wo7(jdJ!>V_IgEgH4Np43#!v8=yC?BRQ%UOxF!xsp-^uSI+2s$MNGf*hIB^5qgLH zZlm-FHmwgmq|hZGK`n6JXb`}xc8tg}obq~xa(5jCK8j7@{MS20U;N3w&6ZPB%V`f7 zFh$6mb$)#+|9RmtShQ12_pl;%OC&*c_oe0A7tNrdW1+17p(OI9)uT+vqsGMOL{Q}pi7 z8#`sfMQYv?nQhxmA}psX<+CJizu5teoswUBloeSlJ%xAz=*_YFgf4T+dD@d8593em6#8@E~=0wDxFIrMA(i!4Y;^ z@Qqh3D@`~lQC%wS;K6FIDDv0Q1Hmpbl-zmT++!9rxZ`CPWSAyt6B!C+4u7y{BDf#I};w#(t&4(*-jC3 zzmAey*328#y=Dr(omx(gM1;|oWy&-nH_Ci>^`d%?v2CU(#CMV5xC zZ?m^z=Aq!}jRi@%5C8fsF1ykMm9FAq=_sl?dak~g>^pLdTTdOO+$yKJG!H+?hWbFp zcku0Od82+a*&>=3V5aO{Fte!+@uSV>ojIoal+n2yJ(dNAtE>)#(jN``(rm&XWtLx9JXGbsP zoHWSw;qMe6z<=m7J0b>K)I1Mk-;T78V4mUq2JBi#laF-C7JM}*V&rk@sq3AG$;q!H zNt2clpi3B-Xx!bj44Hejzdy8C*1Es^fllQ%IK}QOS;D$9KIfRE{xI^od99Y$+^GfK z@gwXdUr8JyY+IZRd$2Up0Axw~D&GgnA++Mx&a0vJZiCRP#3?U3EYSA3>1-RgW%BN?m^WHoNYUbL!>Eghjhp> zblK%$XU&Cmp%x^3Tan6}=O(%3yG}37G*Y&Ybe?Bcn6`S(eYIOLmdqRU|CT&tdD)a( zucxNT+2RN%@&A~OX3UdyDjB9p0Ww)7H%>+~SPmbf_h71o%N2FeI0(aL&dl-E8JXof zdtmNixw5b(4}+Py_nDWN%b1mWJFPvbDRb}$;or4bs3>-%nj|hcEcD9o=w*H!klw9w zAwZvy%4Q&)*#CtkGhIJNXxU{p`>3Oe|1I?FJK3Pf?ub6zUvcROTgg*P73z48NJQ;X z+gA}D_2zgnxi9eYD_$r9Hnbx({Z(8H=k!wx>iqPtF0JXtP6wZgat2Gc z4SEIoNNg=7(o4%8rVpL0p84+Z3Nn6(^Nivb<9lS1%6#n3va3~nxwl5-jUNm;3oUD3e_L_l8+AE`wmh#G$IUWdLn9Wzyp=&tA>n+Iw7_*xG z?l>E(Cgjb_XdypDXdc*y@3C7}uPIi>ZG?!embC4|_o5n;^(c$r*R-&?X+Ojd5@D?z zl?CPb6gqUKss0Zmn(Si5oaV>N@RI2E@^!(42Wn_)z%q-`@bU~!uj*LJUQE?8=fPxt z({wW3Xnpr~Ugd$*^t>T=SGT>}vna|Eb&1!KhdUHDkAy$_o>D5LMTv=Q`#0Tysj4Uj z{aUgx)PW|FxNOR*k>*aXY}EAH+PadV zYcg#ujV(XqHIip95TkWIn+B?rcC*#-S~2~RLF<|CPs#0{X&;Aqmxx_WmKS4(5a6YV#nRw z#!}y}kru)ga#O5ck-ZSVloUlM%@@+xP0QD2>nxobz#_}8VE9vq6UL)(#l z-A-D`PP7g#Lt|={WuJfa-CL%rD^0Y^Z* z;t}^4UR(NFkM#2Zw;km?1GtpT8YK9DHUR0mt#jQo@Y?j?yzX8h)|hQQlHrOTH9ax}6dSl=!U@0XoyR z4op|Ku!2t}0X&2@aC9Em-YK9<-Gx5(;!`4lIGfT`zn_dh!+K;SLz^k_Mf95JcKcL@ zd&j^DUYCiE zsl1bi)aCl_Uyv3}$D}@Fpk~>BI_q*7jW~@l7&q#n$BF7|;_RAR zH7ul$-eU3XJ%T~Ym&5S!lI;Gq>IgHz-2dYOPp2%*;RYD{b?mq_w2Ap|$B|ENil9MR$evV-&MKy0Mm2H$$TIjZaB` zo}_P#`wHz0o&Kz%=by?omdti!rPpqEZGOgj zn}D(ST16UMXp9lvpltLMwfSy@O-h9Oq@TxbSOnL3K6{F9-d;0zEHgeohpt=V_j{%p z%WnR^9a{43&}x>CvC>GGGtrc8wMe57OWzu2r@9~77j5anYI{k@A5yf_cuZc1#}ZQ5 zZ%5P|g7TO*mtT5L&d}E7mqPFF6s`=bYK-rUUX1D;LfSKT?RDFmmVsyFqILDs zM=E+(iVKlcT1}nFY)u$SZ~rbcUcIWlcwZM>jsug>Z4-tZ2tV@oj%1wmDE;E#z#J#& zU!CrRB0-%O=`8X(5+S%D=>Cn|o~ae|RDWi*gdHzvIR}x$&B+1F}IxwKPhkJ;$ZisLa0|=2H=$b@^9G-FhpVMEq~gVOMJN}(0-G4 zKQt43AMx1iF!)b0RT{$Aopmu^2T2E|i<;I%A1sKeN5o>OJk?jmaVgY`pq)cvK=K*})?;u<`b?5TYDF*iI&| zIW$i}@yBxLZ>{X|->Hf&{V1=n-Nudn%l1=iv=}=DYSrk&=9eY7jiP0uwaCDErfRIN4xDDsQoN-nhDea_(6221;% zzQ-iT*X_gp(@b9dT9wH|b1SIL$)1Q|V5sWsD&kt{uy*`9S(daH0~NA>JTFPfKNOIWlCm?j z_tC1Ov2PNKYZ=QL$+cqFIzR5iU#8N=WVyNZkZWQlOf*Uwm-TtU3E(eLGv?6D$l$!~ z{Bhch&Z@ePr+qBLcUl|4y-SGw?GPV2r~XJpvuNdUHlfoDingSkPJs8`&VWq=ITdMr z-gjyR-Lp_5ABybdF;A@LO4GZ7>+l`HpL* zZL{;8Nf&hgy=#A(yGAhmJISwJ6}sH{1Ri3gX^8C1cF6%Vy}b8-xAH$YRu6XXfE6?L zLH2khj^QQi4K<_iKJ9#lY0)QFE|SV{+1XIJJA2%Grpop@xKLJp7Eh!pQBBWS537Ln zaDLrcr#~wuJXkTmpKZI-`ASws$>8{y!p-@v^zte9xsrw>tC|v|~~tFd=k^ zKL)PuD&JkSmWCN3l)DTpimv`+1z5hfm2NZk;nG87Dg<8K(IU~)fY7uvW~qkLgM7~# z$Tf~vNjlqqsWaGHw&VS7{`C=8&#f|2ng02O`R_e(h|V|p0smXhoskaJr9oJZe)B9r zZdcvapBR9lE9lXW8Q7(1s)>fv0pp~12O~Fz;z`krWiEFU(Wp7fnoclY-61QlWaa-3 zzQDxYEa4e8aWn*=sJQUNUrDCS>0XnAx`?pVjugkradJiGl~aGDz9!{AJ(lO&mN%2@ zBKdy{TSJW{<-dn#QCuDUQHt18$&Ah%JKOzvCvK6V9R#d9Wo`DNX)ma`S8u@{9V=j% z8a!J~P5}jHo!1{qo6GRbg|ib4@yT0db~*@QR@-1Kfi~S&kY&v)-`=qTXx^Kpmv0Vm zkV+5|?8^oEpuFE%ge6gNxbo>o`4pND0hc|Q^X)v7Fua#2v9ANHqn(%BJ@Y^Zb(t0>wmR*vxG1x2yAj<-C4^$Md%;aAZLn1peqY|P%4!h1&htAad zy?$?E@XTt)S^?~AlEdME_0b+FV$x3T5m+Y**4;Fcp_gwT;s;O6np2Az4&_i6xA$D( zyuAGBU#jAlZ)CB7(wFF2OQ1gpV^+!Yc?DAIDsQ1o;fXr;`lm5X0@_n^KE4ViMdPTB7^+uWEOq>dsq@CJC;0 zoovkug%TswQJ)zdQdy9=tc24$+a~I;2MUMhZgAFfoE1$;xvmbfvB2-2W}-Zut^-Uf z?>M8BK41~w(b6Mn!&wNtemlZj#;O8G9C4>Ptx{-D!oojp)E z3&sl8BmOJ%Vr7{z;qj-LBh4%=vBBxU_LTdsZNmYH9RP38FqY`$5qeqU)=ejL{>G|_ zUQm>_nmTJ{)#~a5Qx+Z-MXbn%bdx%(-35^Elqd z4GOJ&T%?(h^kAi{&+DX3pfSw=l+fpxb=ygpcMLXW>;VDwz`ZurXbk-2J69#jwow(i z(d`hmmwlDy`!;Rr-p7SKBhL0~j0OnN(waP@)nNC8CL5AAzf{P`6;C1@Y)apTT>oUG zCGRWg5WFgYg4c9MxSaLWL{=MOnrl-};Kt;PCG9f0jhREkyE5057i2b%#bPb@q}}5--3yX7c-Tp_{F&r zBUTL~D{-@zetSxqhY$CbkH@G4)kN|nD6O&|JPG2$GSk2r%cpqD@@h%@Zpt9IH;4%W zM5g%JRInh?UCGYSiV`!J`__P0&rC0t5#5xp7!5i&2^FOa%@$8m2;~dOgQxbB7 zgTV5gk<;CYh-=EhSy)!{xJ+q8hdlq3i}b3Vy~7C3D`{6PIL=OXn$-y&y^0T649x=2 zt>kd{G{XEz9TVu%c3yTu@^2&*+b835){xu%4eyP$iUvS^=D`Vk-qWT%9 z3-52X*Y1tXPFHjXwP9yea!gSsEpr6UUE^i5E8Z%zYimEUCjy>;Df7Mk9tM`k*m&2| zo!3RO;9=Lhi8En+DK-!ej{u{jqdLS@oGp`~jjioJ*%NK!34}U4H?^m}LTbRQ)Bo4Z zMr$4ADcSNQ9U8*Ulo{#lH`}NMqvUn@#AFF7r9X6-K#9iSbKlb?*t3T@eLmiO$n6^K zRbAEW{L!*Z$4rN%RRQe2^K$eY8acq6UC&}4OJ-8SvPEJ|B%~LEjk~`pc<}6MSB(y=^0S|FE*0g?Vd-A63 zgrqoITuYV20K`1(J)LUcJ|Qo|reoM^M}gkbKuc$W#zOJCv2 z)y}&NR$O!IXgf9o$FN8W+_RpY{eEIMbJDfH-0lQ!x<0#2A( zgHyRmIXNs1Tc+o}4TnhVqg{fo@KAPqpxnJf3oFdeMTkbe4v$_5(emw9vGiYqoNcQa z@D^LW;2?2nQ@P*Ui%hgDYN*L}hbj&0^;=;5ARJ!#O9+9V;I$%1i%5xHj?fv^ZX`0AP zkU|`kd+rK0Nml8597^aY1@6|huXS{T6%hv_F!l=sd2bf$7+T;;zIQK|!&}#^Gn6Dr z-FKBIWW;eB`wPvjQ0t@rl1XE~K@hty6#TRYaZW3;E;xT#{~#?+|hJNmp)?Z)kTfDv1jv zLoGlxenX$~JW#Xad%OVu`qkTv$&h!;Flb!uW$bteG7>qA?6<~-^Q_j3-< z=y3PsU3>*qZBGWsC-VKrDnF#;@4fg>^l9d<9K|BQoQ~j5J%UHF_t(0>vzWU0?U_i- zF)BSA5m(ZZJEoa4x7&djC%B%|{Ow0N>-%g$>7_S2emqKS=U=}x#ba8Yl$p*r85|SA zyIAi#v$l<@j-k?79|>E<*@jy0C>IR6LhI!FXs@yR%H_O zf9T>HACJm`(kZx})zjSN?s1@d3<1>ax?HJI0OendP~3&YZ{4?{_(?k{lx!Kb{C#i( zGsi|&`tUn+l+vT!SK0AJj=fAo9f9#EX=k%Lu{IhU>$s=l2(o!#U*9lBqcR}DwPhWNW+r$R>Ej#Kd!ha9cy56X(! zf@uQQ!-F>`Kf{38{3{>%#z=m?q}r3(L>*hQ#xs_Mz7pj&eLpZV-IyM%TP>GwYO-tV zL3&wA)l0I*UP4oJBxV!%8=@MmIp-*s_?T5`73+NGJG@gH1HfKgwn`bXM|{)4zww^t zS8tNi)+ySU6#s25P<4=Ae&d35Tgg!e`+RY>Pjkf0mFLZ-wSpbr!(%W`lUku7b?UBp zPr}tZC=fMFv<=hUig>Vbb5wmhzQX_iJ0C6Ti`M@8GKcfM;i)QTarS8aW@-wI_&q;Y zs#(ozR59W&Hdxi42&yh1XCASC=A-UXm_;PqIarOq-b1-bYkdzSOl%I~`{p zG(MJOcCR;BFH<_#BE#C~Nx&+#zCpE;RqNP*Cj07j@Ay$StRMa=@ooDVxC;`}A5oq; zhd;!=DgJvBt{#==DwVVuj*2+5kfTObT=YY6PJ_|Mx9HFRrgXiF>aZ${aNc>NMa1`Q zEY@^o;GhiI;)c`>?dtS`jg_g5beQ0t%^X?CV@+v&%w)vL(S54imyaA(R~U%8_fSFP zWY043MGpqb$sdg-WQ*F&f#R`%_gDl~Y|j2#vr!A`c7FWyIKMEas-;uXQiCe?I=t@O zLw9a*_LV(1Uwy#+6n$C|CB*cbzs2Jm4f!lFtuNy50;%}_7HAH3Vh6W3+_b#B9s22} z3*LkmV(En$H`^rY1iekwkbM=j#Np5k#sKx7a=!D9Us%NRu~77woyh;7Mvw%98vI!y652B)12etKQFt=3pvtq&hKe!Mu8Q z(be_QIBxRea7>&^jn${X&dQ?P@^d{&dNr9ahYxc)RTtDE@Sx+-tWDc=#+E^%gU0(X zRJKmm8!Z?_cR;MWH9F{%<>RAwW8SVQc=hT%^ZkFc#A4;-g`pAnd}@I4&5H%qRGGwt z?O=4Q)oJF(W92q?JZ0YAF38gcL!ZxGzu?hG(_`|Uyt{B>9?#ot2J&1SI$|s1tn7aT zNaoKq#L6to%bc%2eXb|9_>WF+_(zP#JMils{oeDU8Cfz?N$~QDPjP!hliHhDv*D#@ zX*B+UyG-kBeQLdSS^cTuFuIoC{`-k^#NcWL%DKvs6mZCFz=Ftru*M}$P9>?uEPMSUSZRvx1@tt$Rt@_}-r^XtMt0L4z1Pi57;M|a7#1lm<~0KvOt z*)IEPcE=WfNWlRemrbfTe1kbNlkH*0k<{V-(3zy`RS^V~Ry7GVGB&hJXok)yQNC0D z;9{~PRs>nQKm0P^VKj18-N!|t>VmPLRD*!>fqX@C!X3uFiynpl-g^+;UywJK&+WxK z`}I=c>&(K>yyWZ@OR#`C!!w9VGQUr&wCv~(mGuuuMw>fClw~;DKlv2Ld#~1>T0mpo zoP5x`=A3rFH7lm6%q`|XRVz0s$m4cm@}Tx+;^K&Eoq!Wi)7Bs#*xK4ZUvYJ$s&z=!U%0$_T2E~;PtrB(}P}5aG!fAaqKL9n5_QRK28rhIarl&@y%{4mTYJc2m zeE-=vBCRY3CbTDbdDQt1qAIx4V4Qvr-so|GUPa)8(Ilm;N*!`(rz7|Mg5+!dGUcLMj~|$wjR+c$+$2 zh}ZBusU7*6Zh*B&`pf6sILb0jjIkB*=?%ZSZ{R_AS~j5hb6 z>RY9k?|s`>g%O%xgqv&L4|3{v)@oDHBAV(rU)61%;gBCP8Q*rj$d~&ZcNnJJJ|X#I2*;RgmIj0&C~|__oaYm{(2zY8m^)u@GSty|??nM5KNZ!Ww44;=LaJg_hy%>l;Yn3>yXgnx~{kA21-4Vtp1Wn=}- zIGyQrME%b`iSJ29ZTAU;Y-(ie@%c8b)!;&o245L}Ty6!9srIaVH1?R{tr2+oNlaD( zlgJ48{86;x+EtZ0u@NH0zvRS0(#D;Ja*Mu>xsf-^KXA#jl6@xd2)U}kLDqsADI(IV^;RE>vD4v7cH1fZzz5)C9RL;!zS?-l^`;ND7y4uSSZLNY zm&3^FtNybotZbc3L&vsU4_6Bk*%YPURXKQGM85d-@!|DsZQUE2&A8`3Ro?*qVj~Xh z=JPfD3+~Tb{VTe zp7EmlrT6iI($1EL&h{YOz;7{EHTxB;l`UtiuiNbG|F{m!yvdfm1~WoKmqyI0KON{( z9qm9=CuT5}^#X|9ykX|3W;{Zcw%Z~C3_5*l(V={;?l354^i-7xh!H`DR*9eWho^w zPLR0BUjt&)P?4zaVFN5HfF@wNhB^Q|~pU;9#OC z_s(D9lT6H9Y6w*I4R07R~PVcOQtOHI^oGd5Wt2~^lp7YO7WXpj^&N&q1?Dvy7X zn@^{@B9O~fh(#QKxKqZ||B%s76z0RJY2^p>ZnWrQ!dg8qf3SL%@ebhlg+NGr1s!}l zAomP}u|H)`j8}0D1JRvgapJqLu$ z>w}AwN*`2dkk@llJ=@zI3Dm=X6j+z?YMXFyNM{2e*0!)IWZ%=IU4Y1WXMMGJaAc%0 zl3PUW#y}CeVLMTRi9_gi7Sx@a1-mx?D6&P_Z@f7t=z9V0f0+RREN6{TBnl5JVE*xQ zX!$?9;|N=ozX|`YEp6DkGT~+8=(Z>U_wV;KyH@}1hTwRP(iD%B2ZQzS7}0|Q#ww!& zN+P#yxv+Cy;|dyDpvgyk$$CPJI?BeBjmE?k#{$=SgvZ=;fYrMk#gi+ZsJB7P3-pEV0!yYxr| z!YM5rPLx8#gUjk+3jvqY7)|YR_hG-p%eNQK$HL_A09q+C?Vx$rK`8S^| z>T$ZO_>G%kT}v^&RaHw18{hof+?S=7 zn#hRcXM2O){Z2Ig?Tn<~&0%WW-C~R)>?N`+5gH}%NF5E>GK_`FBxs<`Pz#52fk9wz)-B&>YDAAj)qBRkp~-3VkP@;9 z#U++?)fS#3xQSmRal1$Ri7)#;(}r2~qEs%Y`q<5ReVV=K1?bMA51Ff*4k2i9tu_y1ovUyrK@1nik~Czdc$FdXt^0`!O$#wM+WLxN{+az`kqk0xVb&xs@1Nm}s@l(S;s&}L~^ zjKuiSdh-A=o0rIwNw6?DP#!Q^TR3{%TkoIK^dmKAXJ{#T{yY%ra?90_pCOJ5eya69 zgr5HztN!u^@h~=CcX-b_z%SU|0nir$P90{Wo@vn*QEwbWFPc)AuHN`qpDi$}j?R>C z|FQQ=RRjAk`9fRh`j89nOjK5h4qwQmHh=@uRaDYFQYJikwlW=#Zvm0Ll{yz%UR1`NFBaU2N}2xt9pgV`HrZ#d;?K- zJFI;xcFc3!-XmUDaQ>a(U1m>+Z>WpTE;!ekw?b^4y_>cRs^7Xk@W>3bVL?6`?L}W$)6nq zhCtH5);|5@+mc+h$`!WEz(MUNeexgrb4NANVqEM>TKOM>M~-YD>*AJST(x<|x+3fY z2_PZMTT4L5$lnDjwEbrMc^g;?|Wyy8- zuOY6FTboj_2ic^tKa1eT=Wb1Uz-a?2k6~mWSFe?3}4uNbw$i>Qe8k4)#l(KVx?Kg}y`B-vOhii^c!| literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/asteroids/reward_projection.png b/blogContent/posts/data-science/media/asteroids/reward_projection.png new file mode 100644 index 0000000000000000000000000000000000000000..0d948ee6c14ac70d38eeed8997bdfe3d7432cc3f GIT binary patch literal 16374 zcmd^mXH=7Ew{{#+tROZlKonGTP{1+*QlbNhD1z7(B`S8LBZwgh!pwjopkhOTATXjL zVuMgj0)vPMQlu#*2~t8&AV7NZ?K|MS?|Z&;)_Tuc=g;}RwOq@DJb9jd?{e*HU-zA> zyBzIiPFpk$gTc(S-)6HLgPADBV16=~G8z7|yZ_c#3}y+&-e$|*OY!|JEcd-Z&1{jV z?YyB*=1IffHnT3(_1PL-DBX5-#_>m!4y6U=KbmrVc$%*Dv2%ro&+VF3826>bJ}W@b zS?zHA#@W>yPNZI)J!6X%!MWak-=DYQQ-8ilY99$T^55s!L-4&`NAH!20}Tuesy(SQ zi;QQC|65sl@X(>F4FLl-rv5#R>fdKX3qw*F}r>Z#lnBv zxAEZ8%~Pk6&=-~#s>6TFmnpyW+rRTA)BPDwD$8v$s!K21{^6hO{P1erVZFz1P6xH9 zVRpHOVndE}Z8*Pn{rWfVwJwJ;zvZl0oJa6Ti;Fv~<#{bsm7J!L^~i%=q=H!h&;0ni z=SQ`z?na)G+OiT2X?T>x;(l|$0vVxNhSB49dDTr9b0%(H2&VcT_x~86=kvI#*hrYa z;;lBl|665$=5K7(C3awRuJ;qRSDmW*8LmWp+%+x#f~A<^Q76DTScnqo)}K`GE<8v* zykQd|+%xb+p-6&v+gtm1s@ySUw11b(3n%zUIaRw<#!B2lKl45>%JeqrWN=!GnnZdi z`ZZ_cV%k!*BMsG=RKihp=HsF!!DznpHh;9Z8e>k`*1JHfBZ&PJfqo6Qk*5Pp-9oF8ryhBpj09m)Uc7mLR4J=#z-S<$6u7eIcp1fHN;sJ_{7hHBl%vn{>S{zo4d zMSs{&lVt6uaS3~V|JJ3hzLm^!UHf1KTN3)FCZf@*_YO&2F>qE#%CsEiakE}Xg1y%Y z^Hx!#9t`hyn&i5@Bd{} z)Zy7@%sD63pBG=@9Oo`nqlsD1)3%bqHmb#G|R%1rsi-2_JUKjdE zzlFTMN+f+{w@hb+FveGn%yO?^RBgugmdiM}OL4NwR_yU5uKGkZg@#uRwNiVAc*PEQ z^YI3D@XQL~gq6C;xqXYDo_lfKO6x_&0L-vG-lS)e#G`cb5BjF$bw( zFTP-9Wp&A}EQPl`tP|@R<9whS%bZ^toS)q~psupjL$bHB|CRP`#UZtBS?=|`mB+aw zH7|Ny1A`XOUaShm6{}icjMt!g{JQ?6AeYw2Jiw3H_7kb=m)He5#8}A{{wMb+M-#(6 zlNANM`r$>`;QR6`n&nOW5j&Qf)zz9ulrua#rg@j3$A2F)4!an4M@zS-fH;P8-x%pT{;;+XT-HVaFO%Fr*5-H zehNyut)*T(LGOm-{q8nYmV5r_Xv3leYaD+5m|x)b=HbJF(W>e4kKa3H0{ljA$AO0MrcvEYy6WB(jT&tJUId79GH|86olUB_Ir z7TfkcSec>)Q*X1_G5c%J1bCJ;kWFYb&xXLSoU+Y`P#ABI4x?-sd&m@d=p4j2uImb? zJ1RfC#x^n?TO>sO-?#{uHvg{Ghuqxa92u{lUN)kt*ixo*Q4Q{S&5p;Zjr;cdlf4gp zdZa1Dd%f!Nu)CH$TJYK27Y49_q%t*Cg)>K}u8Fk;C?ktv)YHUo7X7HC z1(KM$x;ni&|NI0#(9<)cGl!vL^{gQXOInJ!JgDdp-%=l5V6t-)ZZu!B-JFf;?B01b zWcw~dfP?)+&i>0pPOp0N39rZbfn<)$)|L-mTn>LMSzkcMmz?5fOW!$RDoGp99^cYAzz%8xnWF6q5erfgpymJ8F8aF1CTWHWCO$6&G2tFNZW zSD9YmDYB$7%6wlPN}i?+eE8rwKl4s*#s~3-`kQ!bp3@cO=QwUXtagNw+$HYuaYq+Sk%H?cmN`9SQ+`tV-lFor#_t1v9Uc;f6sHHk0SA&s(i#RPQjnf5>SAL|HohAFl zu;r}&1V!*EJ$R@TLSo}zSxTX0Z}4ul99@ADF1aSS5n)5f>%*+C+tpsN8s&@57~$+k zzh-(}fD+Qmp~|GRx+_IOdncaL7P1ZGV&#=G>;awt-$53AK7)+b%4ghFEc`kc1n`ey zt(Ux53Q2y;QmD~F6YGz}OYC8hH}0{yj86)l7V^pc-$aD;wcw4QVDa}h;Xn!QR>?ij zx2m4MR1Cu6;99J!y7J!j^`i|}ni@Yt_Ha7q$I^yais3WybfKw8EKB368a^u-hANo_ z-EFgThS!DVf>$wJ1CMYQ<<7y4&CwAN-`scjj1I-N_d;!?<{dOEfpsXW<=S_M!I3!f z&AwL*{}gTHV{c}ExEI{gjs!)Zyk+7r_llPxDdNpN%CarEz}{1k&h7Pqkd5(v_+3zr zj~7a12fpLZTB5qV%>rX{6vIT{DRQ_|%5IMpoH`asxY03zd|O2h0o+TSqpwg=%yn2V zlw`gqS6xO$xsu}auxTya{B?;Ok_jG>BTAa1p;6{#RRY!A+$2|-1xfOm%`*CmvhcRG zmlx4Sz>|Vi?^}M)iikLPP`m&w;1{O&!~P=-{(1H%ar}&Nv@nkD{2t!^P7>IQ|6VJy z8{~VHO^hKBczSs|tMj{b^Z}`qMW*%PvuZ;7{!5VJP%&tY1q9!{&kU4u$1ZSb<{TBcbS_ICVI%{t`9U25R`8An8N z2}ORLOOomZNn2vb2&rzBz#`2#iLb^T?)@52YnkTf$gasGMZ()oPnyGMSCP+nz9%)K zYCuR~cssDQ=M7Mf(z;}x4A=oOZ_Z|BkQe3z%9=Cop~Wi!6fOI7<{Gog#3N%@2Wr-<9YH`| z;J=0;(n9%Y&|1lIi2~4Q77sv~m$O`Us#S;ULcCBFE+Igs+&V_4zh2AZ@+D3zbrpI2 z=mBbB3J)BFym$MgsY=W1{v9_n@8xY{JdsGc$f9UA6|K9<>6V z3+GJ?*B8cY8Efkfh6`?$u$|V!ETIK%nyi)!&@>m)xZWgNSNFR(;lNsg$Ex(YurG6@ zCG7IPU!gEep{{L^-yHuKZ?03t;0n}Fd$T^b_woh%-JpluO`od&2OBrJsCqTnv@#O# z$v%`O;MOybiy3nII^HFsn?Yjcg_GGYKv$5vp;)a91IzC-s1M@p$owt(C~Z2V%%{&Q z-h>CwmX@H7vCHP48*HC6|81a-Jb%OpI)cF!^+`*GF$h_fWZq>3JHEK4xa_eWd>*et zaYTU12hPOXJWm{*Mqm2#1xb0a88TFF$OGpFtWkPomW%U7#`?CwlGe)P& z<&qoGhc}{cy`;kW+BXJjXaIt8Hdj#~kkb!PmgDgU#ilPUynWj@30+3w?#FdUA5Mw2 zV4bVI#W~ZHp@$iv(*aABaUFy@hJKqst|T`$2T%x0 zbceKHWUnRMWSz6|c&wArs)&XW<$QIQR;$PjbsN)X57jsMbZ<4kI?5%B{Tdka!WBEG z8gD0skqaE305d#Fkhn)xJfh$np;?5`pp)-3OxDyG?ByExK)+}|5%i|vE&{WO2flDy zR;aU$uW6u1o{#DpcxePPnOYs<%pI@jujWBY#9EFX=)@y3)L}vaN7*Uzv5EybBMFk` ziLtvv*j$^GY`+Dh`Gt(UyhZ&1<|AD(ovkGb4w;z8d94`2Vz=hEME5GVtbA9u+FmuB ziN&Z(=7u(7+?%lxty){rPqv6rj3^FAkY#SG8v6sJSd+x9@IVD;K%oh@9FS7Uk&0n_ z;(Larf)baRetbdk0#GPa!+WRn2ULVH_OXbC^w$He+%;YxEpDa*z{K~xQb06O&Lb{o zBcKbQItFk=tVWBa6u{`nHud{?TB>CIMOkqzKCa&*M@Q~5NSr$mrH@wuS9~CkbF*6h z`cm>_Z=fet3Pb=!>!F`U(UQapa(8tW=|=E3m?Hmw%{YL7!$dT*nq3 zW$=GCE3wl3K3rTfD03pOh#|{8%#dzT{A_|l6qGo+?2?BES=;nIGB5|))sPUv8v&0h zZIfF{G5W=O!x%N^iwE)Rj0kY~vDbk0_MQYy4Ik(s$h-f6DF7c$@KcY!v}dY3A-!GD z@^fbWN)IW}^pL^TtBJ~W@e#lQKXUL4M4XNUMwRVT`AA!(LN@4OeW&kJ%$HVQ-I}43 z;THeP4rJponcx}Xpom=oR~x4igZw))In5KbzRX2)&0&+_ST;2rr<*76o+rf=*uMl0 z2l1u=MFHlAxQDC21nZByVb6wYbCfR*Ns0SnCWRe?Ugw-!p}VfV!ZrE^ul9*%j0eF08NDfV-92j$%wn5UJbCh1&J%m|=HA(l%WMv_P;@ zI3l=nr9@^oMV=*fTG2ZddW14iE5iUrmUF%e~!9s5@11n;4fZ^IeQz$T5SBL0WkE~gsJPEh)0pzHs280H3FF9K$(Z#5k?u8@>V z^w%2D0oob8xc~H*J35<~e zkwSgGu4h6)Vzi0SE-@b;?I$E~KE!NlCN3&uJ#^tsEI0`hM;y#58mQrn4JcGBU0Vp# z?a(J3xn569Yb#AwGfloB6GW_IRWOMc*bYHq%}1k83B*H*hHY|d;e@1ZDhiE}5+08! z_bIwOP`?9`d(KesDL3{F3A6uv1Mr<>$rb`vD;TqKP9fQ*WZpLo4af{gY|~_5jc5wE zl{7x3d`oA*VCZSpbu#xF#&}+drgS+dvr85uFwN{B-ztHqqf!;*DWD9Ik9>RcTfqu; z>MW@pwBKW!fM6kdRjMO#WwTIu2MolwSrE_;U<}Al1%sEU^5tkLV_D$x4*0FsAHZk) z*f6sndkb|0rOI3*+*JMKqF31g_qmd0G``wVq1tBmp}g&mjEPM`%wm?1W-X*ROW4CKy+sRign)kVgh% zDn75tqgrAdzCv?wX{PpMbq##wvU>3rv?g9cDx2HlI}7tA$3G>Zc^Vfo18I=}6%kz| zj4|2kBKt1_rl5UihZgKG&R@TNy*afTMBDnNUi{{gh2Jz%!pJ}eYuH=`djdu|2W(@4 zvT-X3gf(qo(2hEGHWv7A-W6a#T;!7*NHG(J9O}kIP{19sGc` z7^sVZaKeIa=n4}#wUkYYl~59QEv%p?BG=vx+-8L_Ry)w`)Cw*`3_j=`elA=F6*Nmj zqk;Qw`{-Agm*9JJMR%pLofxL7VzeGURaI2vN{hc0v8IdUB_#{%La|8;V8T<^IzdK^ z#Dsd^!fJi~EM+4zT20i-d7^_U@OiMCM>c;>J`G!Jh)eVR=WNt^7m8({ybMqeu*A2OTLW31o>Sr#09^idsR+_D{tt@G(R8(5CK~fmxdL15&@F^*bfZh(g11rFtvwB zZJQ$v#V#?YY@{mNsE!0k0*bByhZS6P6-|s+81z>iRsziC<2y%^iRR(LN*mhB1AWsA zjf7W{(Ha2pmQ|C+XRlL80)zpuG-wpFdDSU@7yAC%=>fnC;OgKW+%gcKIEbFi9)@+G z2Nm&PxhLez^H4YyCy!3RJYJQ;HkyyFm!1W3GWwALb1|CKd&dVY7#;!_TVU9!pMsF) z3+E=T@Z}P(K@(w?V@ftZm}NE*1n&B`%7M7k2X6FED57?>YXNM6R47x_BS{Vs&WoUt zwwnrFoGGw_Sr^gh&5Oz7;o)RO`-UrCtfp@qk@fumq^Xu$3{1iquK|gr)OJ``mn7`q zf|LlN4N4P~Ucp2;^V#(737FIyZEVHkSVNH257&yf(*>6@IqKHD>7--6Ky}{347Mz$ zvfS{!Izwv7%b}{`k_q?eeghLQYMJ*7S%KTgM$AbJw(1Z{Umt#9g=7G6BPE(4HUa7R z=|mkIKFJ6vWO;FB5s{zzKX?u=XC6D|Y~7h;<^x9_ zwWKB|27;RU_-3zuO3UXx1&d6OONzR8)<9R}*o*P+g0P)PvElfOKdW0?^W^ zZgC?6eOtx@gf9UNxx9WJCL~2ex(XGR?I>t1BoJ~C->zi!CQi?mcJd2!h#1VLExa_4 z@t`d(fIw8BT$tN1oY7}9p2F(F)I-=8X^IiBt*O$DX4?cvXC$~KYcQ0^Oh;{xv$mw z-_1DY3v6Pt;jKUz;$R0ElG2ql8)>vd!jZsNp?R%s$4vv#% zU-x%-GTy$TP!$tmKTEpmq;_M_!p)ZfjKBX?cgDV|($(b}lhlhue_%j2>VM>&8b*nFei8N(r%!Y7uXL$FM)=*f-ndj0BP@LGtgWE%=Blolb~G> zZ5_XK^EY4x+d^d!H&niz+>EU@0xb!Gm?n~N7N}Go&3`Q27Rm8I+TKIDfL;qJiv*@j zr6>#S1Lpgaxes7)83LH*t^pgFgSs@rS|nFvi^itxp%F3$&N35d%7s9VU%vOXK-|xYXD7 zha29023>Q9NdS|ABm*T32nYUZRK}nHHf6^m8jF%0$z3|A7?CWW>nlgG1p=eoe;LT& ziPc*naIoL7=i{cg{B@VBC)tgFi*qAfZQeu00#_RZwqj$091NY(iQx`@m@w{#6wOmN z>Vah;nDu@14x|VrDSU&35vY{iKu8PL{z#lqiZfv2vO?w&sqw7gaUM*iqmdO5>`e9x zII(f-N8%P%qRJB`#YzoP^G4xleFvqk6yBPfm>xXXOIkc`22$JV$#WgPf!2XkN${iY zi8JaXZhauy5jrLR9bxunHKbo3}L3-v+Vc&B}oPEAi(53?N zAks$g6o3w8imp^g0lJxxwndI6PSbEXRMQ~LKl;j^fyiwMaC zkUU_4h`N3fAvgg2*Ejtgj0Xe2XfRq2P*s1dsA2O!ZBnXLjpGD#^b4RK+V-(W!-_-b z_=U&b%F~&!-KhmEM!7%gUs(uynWevvB5nP%sQOCpqWhZ4h$@>FHz)(WomE_Cz8gKyd*Uw*XY_*GG0jwJNh2 zqL%U;!17jP7wA<{pnR^+t!w$w`&+(>2;*RJ z2ICY^EchB^9opfF=+b#j_Vlc#^}`103LAuX5XICiSSBLehR+2JLpT(3UmZY$T9#)p#;R4}ABJ|jPIO;yocxS?P9gIEw zORSc{MVy2E1@5qNGAy|BW?~9lzj^JCN`eor0pEbtrC}9EL8!&d(g?-fanQ3W4jQQe zEWymR2HhD>Q#h2@E~@S(XFEs6#l;Ogp+-xC4F=W&ALf?y^z_{H&1;!2Ro!Iz zo$u#NYtvC$-5Sam*6c46!JDK7K-Dsy2t5B3cnl9bX?Vu9Xkbv~FDujTps2zXyJncF z$)z7Rz2CMwS&Hbi#@e%iw)IhNk z7P-xSoEyOFU2ybjjDOb4@!G9^i^j=NB&>@Bi?6<=_0_ z2lOK*2_Iau{{Qq5(-t5Jzx=&}7nGuC^p0}=q}>TFaYdPo2s!e3@eDcrBRb>?$7a*1 z<0q?dzbV-;io?pC=vdX0kvqZMLDx#`Rwe01E}jd=4b-~1#rbSy;q|RN#uGG|+2DCt z#lO_tZDq|}%WX0A=h?mOS?}yMRenwxn3S)Du$$MP6v@v$OF;#1dS#lXbRzZZ!|s6= z?zy@^N)v;{KX(f8cd&J?U27cq^Ab5Olr3D@O!aeu>H=NNPfV~k+k`xjp z6a;ekVienH3rxANoaFI=3Rb=$6gLS5R4CeOK)#Km*hYWVN#Gqyq`x+VlE3glBEp2k zLQh^IL`NhxR|5<>9_Dc`UWUt*$!B`5kipvY6GDW4xmy*M2ExO2?V1#|IBcSRI!buU zhDqajJ#5E?ndLeHv=-*4L{D?kE8 zreO9g7w%bLA|z;bBUPr|-BDLqLc5=&L`_YwKc|pf?|pba!Bd8ST-*7?O-rip993{S;IC- z^V?8z?PauLtx(0358vJ}8r)Nf%JZK$V0T=3=wmZ;s$B1@!QF7LsKER19p%~HB{K`j zD(6xp#+f%qbDdKH6GCY8jgCCQ3+tB+SyNz1ANApapy_g1y+ObG*GOn}yA0tG%Cl)f zu)~iw%P}_s;ZLup$)PFk+#s~0A@J^4B8*8={2E|4QyxYStn~v)G-Y>-#1jKQBw+TU zbATa38dA4S=Xuy+nktRCrI1BFC3D6)4wEScgK$&WjKS`44O1kE`aYw!V^WA)0m?IG zv(8lcTID&yp>4bv_%R4P-!7EwP&9#fe>z+FL3AV=TVr}42Ph-Y} zw#OKmW6f@k)NFkQ8+gl!?eNvL#BDbIc;{ryuSr{fnd{?gc= zJ$||v&KNrol?RN&oBD65G9pKzV7zDF!3p(}_fhOU%Q)T;6^vu(9OV+dzo1I{uYRV4 zyY0B)Jk3QK^`?9ozAU(NJw;T0#)=wlnrjs@cEF<6uYJRLVrNjdE;e|L@+Lp-$4#xgS8{P3MHKBuFV&Fh`2*_3 zG=DOuU9uo__al1JTui zUpQrLo50+XwXBo>VWBY>Vj|Z7I-3pq#vcCgucq_=HvQp@Lh`bNv$dzU;?F+X$CZR_ zf76_LckMs?0FU`(f!Ap$1(!sNR@m{d_69u!`IZ?+-?kQXtjN0lF9sdx{Djm$}E}&RS|Ezl!W6C}8zJK1A)h16*{cya}3-opWa2V(;b4>gfY)z;0RZV&4 zcCvhlWwkCcvM}pxAAis>ovvso5wBX5b&`1P`0!}_@J22vy`OpUqleYoc-BY?Pkw7A z*QkagJ0*U{I9Vhq8~)Z=!?Cp75la3pCLc1deljBalGQ_`G!EbG#dkK%$IfO9 zC$jwdq#f{cG$P}-mLl89_ZEuFYT=MbWka__P9wdEWn52T&1J0F;45>VNM2k*+uiY` z->hOI>rBEQ*$t`LK|TFeuRN><0&wLUxiY~?QiD3Pvzsbu&kkzrx4PsK+De?xob?WvMzFs)=FhyImQq53X zDeq^>PhF@xv-P=zhwpoY9~DzgA}n#*&0do0hdsZ5#m!7)c`%D&^lc!vv9qX>+jvY> zVW@TfA$ItU&Oo4y?O`Q-6V1<0JpItFkC|wvI4Y3OZk3%92nghE#cO0H6Ytn5iS!t- zl%>8)bBbo;UPHaP?maFr>iXz(PAo5Z!!@e>Xmnj}lWxM=!l(@^OO>d&zkTHN>U@?L zrD}vxUxj~grHCR{45dN%3!7w@vV**$Ta=awvqoLR?Jw{XDEcjF?QLFsBAIS2f00Ju zC)RQ=Kk%Rv1_ntDGzfIJY#WMrUt*IaQgH8PS$u>*v#FUNwhwZmXcgkup`R30#XYjN z{lm(qQL>9}y{%%0Xk)_@{@%$IVcm+zY{{ONSD)A1o)`4c$)EOkW&g&Q`&E_qPCpcM z3i1=nSQnctmZQb4+ug2w-Sn=iDLA?J7h7Ah6Gf%asp3!BZG+E%6pwBA+Cx2W-PX9# zk7n-k8c|f966$VLUA?}v;b%#(UMlUH*8?c~a{K%0pB`(@QPtje<8-e58o$|{6XD!j zd-K%kyr&fnSBs7&1jL^zr%JL86OLTm_<3CsKZ<|&6oorWbCtRG*cTRC4ZjL}(lNN& zjn4G54v!cR``IHPPVeK7$d8ES7NaZcHk9o=ANQs5-ssO==k7kNU8jGXZpl>CG;e9; zmEHHcrGhiN(LjEg7$Q=8x4Q>`i}j>o5mDp8hO)jyZdc~MQPEaP4V4h%KW?)ZuhNYj z|M^k6hSQ0K{Hzl^ZaGi2fR_2^q0>S}Nl?b?N)su)Ch&H3l|o&KN}nw8EK2c}16y!s zk(pL!C`zr}nH*RxB$8 z!?JwR$1g{;24F))zBHtd^;^gX0}fJJs-26W zh2oL}4-#lu5<-CXd$gquaRkWV?O3I; zz1hL}Mu!_1d-8F@K<)2L2HQ%rzjwxwS()>q8g(@Ln?|m@A5dSF$N3&ZKgcE#6zYvd zl%8Z_X&xlnC!ocfpXRL5##F(Pm88937J32m*Wct2DE0sBkJJAzs))`;=4%?c+T^!v o{PCN4*fCtzRvf80sF;{~Zps$pD+lI7a%1dm9c^CxdMxz+0IUj2SpWb4 literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/asteroids/reward_trendline.png b/blogContent/posts/data-science/media/asteroids/reward_trendline.png new file mode 100644 index 0000000000000000000000000000000000000000..83910abfa688b4577d805ddf9c695a8185b311ef GIT binary patch literal 41644 zcmeFZcUY5K6E7MoO{9q^2#5#>2q;oEC`AyECP^Ad(Zjj`p4ctl6TFTHS?R9-^|K$!y8)6 zjNFVc7>rr_`ZXgM>;M%8+b>Rk82rU(G4>}6b{eLA?W)P6w1v9eC^M~BFH=<_P0KnW zipu4eb2#0Lo-MVc@Sk!J7~kIV;@x24yV&|jvcF96q}0{cSZ%n*2TvB^CkergmxGi> zgYFFH*|H^oJd-b}I50>cHnP+S|ZK9MrXR?#k z-mYI>Uw`8?EB(R!k5%{nmnm|`+uL|2Ykl445D*gjw{r)HyZNgPapZ($gGb# zlEy6&ksA5z_WMLlZx{Enw{y=eta^cDud&c#U5t&og0k}R@*GpeU^cwD0^ZPlb&cMQ8}7O6T_&OE)A>JKlqRoK1z2YLU*?% zP-_+FVQX)@g`Xu$YGVHwa30s9_%_EMl?vFfvN{WG--+$_qs|iG$r*ed?tvL48Ka2l zgw5HOTJ%fGgnVQ4N**HTmz@fq@v#KIn%dNk3i8o9jcQ&`?|S$WYd}VyCKL9>c&lAI{oDi< zPV>-obUvn{SZISl2o0khR`t%|63i_PV zsp;t+9+#ESrpWAuRJY@9leb1af+Uj~@d}G4qDA8;x z0G1%?zZXkvgOn>>dh7#-*kd~_3zAvI` zZ*3e5cb`7N`4|#i_qXV6VegL{iZ)aT&3+}Vi#prhT$LhUwB^>Ha3iKK?_rQx>R;wW(*JL2J{_;o7Vf&YuZ&PPvE=(yK-AS1VY zY--O-d=v^N$YBt*W#lE=gvT(u`z!4Qu?0eg?G4G=GHX8qSF!RZK1n?cb#lXJofN?E z)#7V9A26H~ioXr#)8P7e(!*Y&OY!-L7mMb$^-b6_W7FnGwe{F&XNV-8?NbtYp11$N z?otQ{Dv@OMGIn5uNaC{2=`4Nn*z?1TFQxE|NAo2}pz6PDRXp$Fr7T@fn`Cou?^Tzv zKo20WR&cr(yB?Vejwx$&%e@I{F7~7rf6j zY-lXyj*0V2MEFih8&PsMR8Ah{=gZ+wyUjA>E z+xT^b-_KFaa4shinP&%-)^wT$b}Yx({svnZc$$ z&VDts@4&LEbbF!Jvc**^@kjkr^FDD8TjNf6ApXGvXq$F>P9Wic{~{ho`m@_tUkeJ> ziih`{!e~$H=MMb;zx=Q2K)nFiIqF7x`(j9U&!d&iN6s>vf$pem(lpR2;xL3RLDFUB z6cBuDb!m^ZBc`T)gi);u-)&aKSaNewPJttt+&dD(kPSv`GkAxluFC*k>r&lLR<`HL z-ec(gdW$5&ocM%PFgixtl7+Bdd-t114pU)woZ z2iX3HH|hBWl4ffDr!P5;_=exREX9g?cdUgTrn(Dx*5UmT+wRN2bLdq}7#$A6UhhKt zJMg#>S*c3NbU7yol3?h-PSDFN)f~dHn5v)L2b)m=(dD!1Yfrocco_G8KI}0`{l`Cq z28%Lb`13=g_rto-K&?TKRmbbCPE!qKO2UJS_P-=y z3;piSBJT>%lmFCMxHJy!I?k}keDxoDbR4JAHg5EGKZb#`V*dA8WzMjBbRGH6zwILs zkAuHNSZK=CZ&l3B03bcIcd&oGz)U{)-^wSv0*3#eCp5zGFWdY37z6hI({P}(zHb2g zZ-ZE3_;0IePy%WCzfJ3$AT=qmk_|T6!owa^sx&7(~8?V^Qx*wFIaNV8~mV-j7@uI31wqXN=0laXTXye znm`uwIr=Ym`u+I-0@TC-UI+||H#mzCnR+TNc4u+JUA6wqpar>1}w7! zE0N&y6j8CLJv(B6_J2h2G}W$L#*4WDKfkF3kb-)eI;zIF`%BBJ8>>MPxWU@R1j^ zMFX^__gp1EZEm%(GqkIS)VyBa*!rEwTb~2r9Eu!j{$tt~HT)gixMK2IQk-`Vw3OLm^uJUNj zX0ZvJs_Sy^bdT!#+)ZxWZ{PuIiNfk1POzQi8JB@a-1HU((lZ z9*pz#0Mq=3y9$k8CnFoi1pBL^`2w_jhlyh3uS_GEF6XQOf4lV?Sd{{33*Lwk$G z%a1hbR;Favso%)pFkD{GHY&ZnsY!{F8q=VBVcOFbb*=%!P#R|Ca8^F>cF-Ea>ULJriUksGSdO4O#ZV`d~Pg3x-Zk z%q$oz1i(W2OxP>R>#Q(USzr-+E2vWTFy1JblzX0R8B8i2IS>1Mo?hj%>Qzc89c~Zq zV*xqfP&FWi$(VH92Xh2LyP{%3@4wzt5-14X^5gHf zWWBrcFrg@EISr?RVdI4k95}|_AvHKX0{#Gk);|O}v2^*j8hleLirM#Ea?dhOQyUII zriHF_-WFpk2^0WJ>;POjagKhMw5M`BV#t>EHyRy@hJrM0-;>`8+N#MApfdMvteEEn zR=v}u*c9uQDYfr|r2u?8ae8G`AA<&9H2UU6^rDJCFTvwwMG{t$2|MreydqZtrpf`G z?Lh*+FjyX}r9a#XPYTAb*ZdDJMyoyewV=7?!A6^M4%l?HguLe&uFv2=2oU-p4elwK6@z~Hy%9N_#4N5m zz_V+^L90*7H32)#KTb2OJF^Gund1-|p@2@oepxsMKM@1QKg~}M$P$SD{?j>&v)yt8 zgS=2kH;?{))1LW`g4h0~;vk^nuOd{@2Im?zuo9%{0RKIh+fx$#?uBIrG=Hn=|NOP9 zlp2j21oU*9|Kz0^U!^+l-iM{Od&T!Jf27B$=(Sx@@w?+aw+pZTvj8s7 zn{f8`5i()0H72IC|IVU~wp}bKlS=fE=0J-7`gGJQW%J@%KMAYxf*atIK-UBKo%gdd z4%sXbXy_S2R0Z<$zi|KcX(s-_!9l)jV7C+udbfLCUrS0H=|mNzj%J7B&?`8{ydB8l z7lFf{d&Xz^oTP3J{7~a2AxW4040XL%gCJF7q-BGXY9#{?>K|vRJF*|<1UB%bulrdM z7ys@z%Xx%Up(=P$sJcsq0Tk<|5Rh63vqbVIM#eee571w1~h#L(&z?{Po5J z5*|O+%r~I?*7pW03Q~&%aEU|U_;ow73#)J$%$-*#wY?>~_u zpJ{;G?MU{4ggiVXP6bp@u@D+?J%F&&pcO(?_jQQ~rof|yv68LqIDC7cIMbddEg6~m zuWA1d6##X*YzY~64f>jNvy#VX-93M7dIyz&C4t8QNx^>wf+6$iBMzOWs;6>YGfE;Q zB?lebbI?&%h!KxS>~jwVMz{F7wFE;Vrf)Zz1WSV!-vdg)*LAw7!} za)CT#kYRi7IIXZyVy_dScWCe#ZDPxE+%t?B%82ql?XGdj^F$dN`;iI7%4GNLfY9PR zaK7*GI|S49&2+pRAK7|(=V=Btr`O?+W6D+aiSeC?Be`h50O8KCw3;KPZ-Z-d(`b{6 zjlIRqhNhcw1Fp&Q=846XXq4c*LTF1+E#0@A7;(h*{dNv|3?Zbju#mlR;U2QC9H(NY zn^k3@aIZ(%iNR)xH#=0Np6gwKpW9PDntOLPAIi@lGc<#b*2hQtDXq=|(24u+%<5}T zVA153kqX^8^&|%df)<61w(*qY%Z1quv!s5oJ${s6Wad*aV0ScGVMJFJ5g^-tVxV?ZU3c!N(@Xrl@MjF59wFMI8GwlU<>khO6` zjwU0ds}L#5<4=zssj%U?yK23`Ul&QLJO!Nn$W4l|R%CMkD+EN$kbBHIT?>s2CvhDB zd#izgC$iF3a72G3GdS4mS!M+O;`isKzK7Nak$jWlz2z(Guyw}9M+%_A%ambvWoUfC zQ-hLwmC_1g^tvpN;dF#02JK-{3m6pfY(P}XSgO%7dqGIgen;}H+oy1rP^|N5?yVT1 zSgnzb=DfF@qWsXd>nzMbln9o<)AdoHArjl)V4 z{X)@vqoMA-nDdh<*CfwUHT>smdakPhrz`4uNPyc0ydU%5Wddw!Ks1h6Gc7->LxLY~Mmt;{D#1qJUOl)o%vd3_proOXu!Rgp}rJvZMU4;!i$cNWt- zbh9A!yuDVbPiaTK`lIGCi3gkxc(fJdgHK2XaWyd}Kh6e8Gn4u2mPRUAdYqs%3Y2F) zntLI?p9$+{(Cmr63ONHfV{IR>q2ejP7rr;^t6f(@2`@f%?={`q#L-hV-TnmmP$rdO zznlK(6hM#A<^~3Tbst0?LnVC@psq7w&l@0)p;lkT+Qr_)D;X5U2a!5^=m-XW_xlnO z++eTKCgN1RHaevoW*po;@8W1zp%I1XK|I^kT8T}oJMVzOMzF`J@dx9D-087a6mO+Z zE4<@h2P4imeSa=qq(PLbN5&_3@~9uDfyBj!FIW2?kA}i(OhkfW|7OR<=V^ssQo-kC z+-)N2N={RE*iq&d8kAA#R|TiGBV+9HI!D&@DU+vIkjGK0BSUAYrU)ijG>E^oGXhRF z{4LgpG8=U`kC;-t!)8G6=}5zZyk!UE9EcOBaME=4ds3@(cNwYG^#s75eK0q$t$ts! zUno}h!ohZC9C6IUozSV^4_p#>0A7=4328(@X5G|dMO}6Xh9^GH3C1q0hm$(b^qwHl z1u3hts628uKJ=ra`!JFnRhr4=^1X3EzLGSpXN5t_*ZNa>lOMbrFOMIAB=|%Yp!z-M zL=DUw-2~Xm4cTqb!zZMtNphx!h#AjIvjwDFxkql>?GjXAMoD8ChY7x+lJ&s9JD-q- z!6(gaj5R6V)>cS1)Q)O46OKP6yXAHD-?IQJfME`j4EpPNVc{=Wa2e*5$#YNB-XJ(o z0|(9mO`N8do~Ay$3rZN9;b0XX%nf6lhm~kfA&x)46@-A9{XZB~)}BD}{QkTzef^6D z934DyDC4<4#b)|krIO#BOIBAv`6PwKD_*6n{t7Et__ml&%H_)vB}7F)h93=5=-RTp zCoaa;_JMP;LJAFmk_7ZRDK`!&D?x=4P9EZDkseII9Pyb_pzOPY)2;*at*OJ zd~e^8TJZwZnoqyPvX2s^G%X17t&@P43J{`dOgHX>eFv3=?U2dUa#2ZXWuIoF$ioo@ zAG7i1`pD4k3cR%Q9iAn>i9Sohja+fKKG{j!Fd+_@d8YkOnku`eb1QXJl(`OR@(OP<>nIOa#B;+4M2h7GOFPi zd?fJ%qSnmXlQ*B#>J@9XhcC!i}1M?t&&4BhlaqiL6CIM$Dw)@Fvy3_qL;KJH2ky+kGD! zmHRWy6@;_xcWM*_xk$Qc25fVD2LD5XD$218N{z0w^eX@P__y_?^7fGEZ%E4efO5Wk zuNql=MD`OKO=&1v(v$(+qSO@Xv8y05)b`kVs{KfkhjQ9bzt1k%(^4ETt^-Z(@nQTR zsvl6je3kOWqWLs+d0BMm({-g>0VZ_O6)8a~BJQP$8nZhF9VPcxHvtFVNQo8vZ0|H& z{wrYDW~z9eCZa+f6{$H#b(q%KD<+&oelYB|)TZ!AGH)MQ92#F9?~Y|eN2-JyklCuB@lG4^12#S4BIj%igXSWqM{7C8#U$>5;$pw zg1iKPQpHhcbd9pt_U9xDuF8M(cALnV$7Q7Cnkt`GrTAX#{UawZdm@vFIw>YqGDa$- z{$i&AN;SK97{r2zqFwt_^7UK&Rfy}9;r_AxL8$IDQt|t)2K?!Z%%8=?UQ07qSD1z< z*o&^GRiB}Xbhw}W*7}xF;bP3CE880pBzca?pS4B06z_JI44r{smGxVuMe30x;@zBO zke(T1(Ua}2V`cP{cY1Nett-LtTT%`(K_f(nZb6o3MjU|cfRqER@D^Qi1b<5+;zSQ# z<|4DI#lB|7e0m4&2Z(|r4nv%?`q!022A!^R&R1iwZEhQ;-=9C%KWMYvp%m`Zi{T!j z$0{k)@18fMM<m z*e##?@i8MFMGgx_0D^CtP}+(17OSHo4tx(ZC=Nrp6HpQf%q>r!Vm>v^N;}Th3v-Jj zReqFSlQj!l5S&VzxWA@|flFF&mf`^;skLd$NFWD)i>k0>s}u`{cUt}8aj>tsk$=LG z?+rlX%%O|qZ4*}71_Qe7+$Fz^qY2^hSN<}@b>`WOTgvKN!$HMgUI$>S#i%~*M;2Y* z9~*3Xs)au^F3BU~Lyy)|>=&RGW4A35uarN3?Yb7^R)$?3TkL7_h>bt&8|Qhc*aNBm z(>~`JsV36<-fG_J*no*(?K@J_J^qLStXbQ-II*|hD@L)TC<^CM z-y_g0O7$vH1v#u2?)=X4GUwz>=}%(TrQ~_g{CMDCHt`A64j|^dN>fiz^3ve8sz+V{ zr1t&Dr+W?v1S)Www#}_}HsT)fIr9w{2pg{v_F}~P;iJj*Iot%Bi{THZlLWY9TL>rp>1}Qb76Hq!SkvHz#<$mh* zJaq(@AXkIwOL-ir0Qbcb? zY}K_qT|lBJg-B8XsH}~tSD&YDS+mjtar|OXcf>?nAGhmuYj-3qB^C5FJimn&MAwf* z+i^eD5cbejaBra*ar2o@#+(|x`Sv4cnCrPEu$(lp8p_4tX+ZDk$2d{=ltIxwn(Wec z-kXK&9uY#6-)Aca%V|I}?mQ!r;S?k}!w}T`Fhh|9#@(@NNXr%TKB~Q6y?g9XkhA#3 zh%b_iyQS$|38pDtPM$H1iD2&Q7`cKG>joxo7SCpXu@TV-#>?x;X;2VN#eXePg*Q*` z|A>>SyfhtoK_#hmY5gW;vOt0!iyj7`J-HzSD~nvKj7Q1|P%GtLod)SPS_u&K6+0$3H;iUWNU6nU-^Pdqdh>5^9w>mE>2Od# zr(c@y@c;bq3I>lwgpo38KPbrFz2E=`&}O3Y7L2FdiY$hMg`aPO<3b!q4fJ{_e3cv+ zTGV0IqJ+zsu+iM3d;Tnn%L#@{`aUOxK2P>hT1UYhECs2h)2Gdix~_KW!ObY`ruwWX zvUDbxvGAy)+XtI?)33d~5kl$A+m!71nVTct`cl?oSV!-GL?x*;`I9lX>c_Zolg)T* zxxg@)3OzSnzF=%J9=K}IfB&ZHcQ8pZ?jPt32*&xVZ zRHpo|QC6)}VX)W`zzDpQp9p5DcT-dheujAGbCXi=US<*%4z{kw5nOITak%0z625@} zWf9_6p9645hiDdz8aUjQFGq3wfYrs4TIpthl~@61A7aF1JS&Ll61vOd0@5;v!XS{+ zbhR}*L~l#<{FI(eA*I$;NWW4COkC$^j4s7^wZNH>6qi)>HGfI-Q|)m(t(OmOQo`SV zh?S0g>p~bH*0~Oyqe@5E;ELhqWux=RiDM|dQf4?#YFJp>22gnKViTEmL6Dg08|k}- zmb$k)@P*=DD>Jk`^78EGbw9Q?o)s%1`lbt9pKaKXY5jJ*(o$8_c&^6_PSnYJt2Td@ zeBa5Dt2nDqj}1h8?my=%Ytn9Ob+S`{0qs`o!=vqde_HWII?ltED2kK%*7Oi5-%X!1 z@T>l*r=T7XOn@L!f@=XV7FjP`a2(}_0u`H|yClJv;XxcQbn|Rd?t7!SGt>&#K|OPz zp8U7pa9EI4YPvW(Xh*yy4LfduQL%1&+n^*YZ-BDYv-js~u3KSLvZW(AY2Z-W#=iIb z7H}o)tvzT(WggDbr>y&Ja*HEbQC1$Ax@mKKL+RlFHy9NcA9UV!v1~2@getNws6Oz@ z{RK_ZmirsFNYZvUi-28)lo%AN_3GmW!iZErpyJPhVlDEnmC7C!z9*UW4_O!p!7P@c6aygwJr((lG z2`L-?h1Vb?75luzU{rhqm|&mZrs6z~fDY~$hUDwhxb!o`(%nx|kowV}Co0Xd^*yzW)!leZ$|Y7_Hz+K~@CkIM_ z?zzN_!|cSg4c8vX&+);h0@cXuRw-N2lbTq?i5eiR#kqPwm+LDH`vDGMJ7$_y$8Pv+ z+}73isGT!%G#g-nP_`hWO$WyJJf5KvaM<$l?EZm)A7Grv(Y+6h;-xcHtbPctL@O(` zt*=RW+*4Wtjp0jMdyU~dJc?4#`D1IVddq{qFrObZ{o_9E{3(KM=Dv67<@V0tE_qPT zKRYc-LTN%-rK(lRI={F0Rlsz7|k>~6KTGoZj^ozPvsVB9pl!sSF6D4<- z7bJ)q8tQtMAuTR##0lhu2Q&?}8QU}JGik_y`obgGiKQF<{yn6qsvYo$Ydd2E*Relpeo1xypx)rqY8vq2*JkkI zuMb=WB}9<}uOzK~`Vu~=Zh(~@vlI+y+Pg)kzHIsD2E+3bHWg&CMg}a{Lh|xpN4VOy zOKgrmW%2{~=y%p4KGa~r_Et@AkK0jZ$ySqZ?tYf=icpmt`ENfOq|nnt26`;mHu4!I z>h{s&R`o@CEa*15iamWODN#KIMeep{FqwB+JHfpMFRb!S&fkn9vso!pDx`Ggyn;0X zC^kx!3Z1!gd^E$8IuiFTF4vVWzb)aTo#MD_Tff=Gvul_x)`SlLi$Bg)`cwIR3D>_n(au zWgjqL+n5GFf0v#AbS1HH<%VBSrpYY|(M>shGs4xzJ^5&nbQs{@>TioT3KY0gO zkBC({Mzl*c@GB^7BhXdp?=>m4XHRnAbz6tKq3%o$nVJtExAvH$HDcY8NGyWaZ- zCu)_}dx&5#cpMNC!eEdye3Cr1;lDC@FAm<;SwBqNzLFrvfOav6(FS}>d7e6Rg<;wp zD@tM0%oHcZ6OcEZ1*Ai8D&zP?((_7%YNiZMq>zSN?#GlF=!+|4a^Z-|p(pMJqw!yU zwd&MEPH$A} zu+iR3DwtB%k=G;%@3c8l3TcX=B&k5sq~4XtG|SWlb-)mmYNUB5T5tcGnBqDp$IQAUR+SW&zz$;CWyfqg#_Rwx;2~p|F$BW7w z>Z!r_1wXmz&tOu$PiXw^uWistn%CRlw$QY3FvxRf!YWS-W8g_F=9?dRbE9w>-oXMe z7)E6uMx~fk(;r<4st+H7I~Mui{GQ(deYs3V0(xz&iu|Y|#3}N@Ltd%1n!feuVKJ)1 z)Z7O)o#6^5Y^`uUJ8FP5EWHV6M&&t`V~$7tR?{ao6@tBEdO|X*swsCVmBoS+8^fER(Er&FGF zj2Pg9@$Xdt97)(1-;0iVP6Tp@bD)sC+f%yq34$0r>QoYGo3G?k4>v>sKG~D0&&T*7 zv$uH9tpa08yUq_G>cwdzO-ifY{dXT__ah?;Pq=w=W4O&hpMNryjo>@6v3{mBXS*;iuJ zm2|Y#BT(2TFrv@BqKh0QC1zCz!&%ojpy86sdX8vN!1O_9+Aye^3)xXt)!*^W3}4ioXSi)1 zlLiEVY0tBxkRFVq@^0G(+F780=SU_aM2a)&nXsb9UdeS`>*sqLH%@n*J=;2kYTKPZ zM(cX$5R6Z1bnGg?e)l?Ctg`vKRW8p>=j3w2@EaUaN7q|}e|1|Jv)i*$q3Goz;SVL_ zr>P8OrWE68Hjo}R=dOalOBKD#*N|Rtp+QZ;K%K_#N<3fU$Gr4NDeG zSD#dJWXOFfv+#s8{qnR-e1!%EzoDoBa;UX|*dJVkC{gtlYsBo`nj$wJ9iCt)*G?{b zG`}PDX5${n6GBs)7_lQol7yr>qB=kYahL+Aj?`RHQp2JkKUf3qxNrFWCli9yigMM$ zW=y6SA*o>*K!@-|1$lcyt|}P5apHju1u^e6%q?H!U8F{_5ztZ$ZK)}E{8Nk2dGV^# zIRqOj!0*GNicrMemgrMD?z&vVJ`VNa??oQEWs&Af98eGc{2B3XXRv6xk1+KSN6gQ) zAMs|wS`U@IAn9iQVEGf2tc9=gj417#zScORB5H<^Qe}x5(UK&PZQ`JMl^MtX*tJK& z=H%P8p(Yb*Z1h1>A!>z==*9@pu?J3Nn1+}Z;$f}A-~)FJf?0BXKwV@i0+K&wJhkij;)BHWlmj-y+f?iZz{xYd8Wgw^)wz%6Hc*3vy*Sn}8BC+}d5N?A;hd!0~S8}I5Xm=68C2L$wZ-LUcIcug@VjJvd0Y4mH%x0D|b zaO&$6BlW&Xoy-S9i1pSx6If)g-~CW%$=Wh-fQynLAR0W7;wfK401D@%8hL_LKX=;idOB~N zC;{(FYMHQHUhI6Rv~Ay)C;|ePNHhrcwesJe9|HH6BF9Sf)ovw`=DntL?KW>$%^7M^ z$h>Lp8O;osa7Jt`G*jAT_FH&49Ul!2{UWZIhqFj# zdB@B=WaXt77-^^`wZ1AH5BFt~T?%70mh-9p&iCK#H-L@gwDLh>2)5o3_nN4MXf=u25W zQ6cjnyDs^-T1}TGH{1 z6C#rgzDb!<)QiuZ3nsZjB<-g}T?&`Vke53TJFQPUb|1`0l_E$g6cWG3*dal^$eC$z z@oTNEVKAwN`^3~eqazQpa0$XIKP$X%D22)~VNW%8`w*n0uR4U0_@O3aghJ^;<7*QN zt&so06f137s-E1~yb)%XAdpMi_MbxHii;VPdPF7(K?amgF8OkXTzqdqUn%qrj(^qN&w>z@N3z4< zW$}-V))~<;4-D8)csUSb`iatWN&B{l>`{oMF0RDNU|gD+>< zY{48$vf?p#UzfFlt}FC_1KxgajwQ2%&s+aHn>a8+xb3_mDi7xor&~(>dA&}g*4t4j zoW!qC?l>AntcNt;b1Nfi-gc3Dha*lT)0@7~Jtp>Ey-ehD-KA(_%H$R1k2nuyJ^!^e zKRJR5a+wc=+=M42tu9l7yvXrO0k;4;79@4{&pW%qsvP&RFhHrKxJ-=oO+u7*X$3u& zxO2@)u>Fd=IYuR(?8CS_8%}ooB`88#$s~&x8&?^?H>Js$B3DbZ(Jm(?&rmae2)mJA zSmXFh-5m6s)WE2iiP(ASioY%8&(^#ZRvtI6S;ZXT@=!9E**Ol7;{FETy;o1g3&R=n zH$MyJyZ|MzbbSNHl4_QEN^C^x2XI_^d*|3`kJxGjS__RQTq3 zAgVfvULbzT&myQ$hPPvla`(PI!Oje6i}WN1!%u>gYX{t#Z
jDJ|THRfZ$U`h{-kKC>r@EcEM!&jt4FLJ64f7cw?xdXU0 zUuEIpr!A-A%AnyfV4Mlp=gyNvhg%kH1WYO6a)H1_3kmZsFRy3LKOt=khn2GVlh}bb z6Ba>(`e~Ls!FS!M^+A7xxmA7Bl`^k(-e@Z*K}i=auFjRkxS0SOly$kfWaqcItXEyG zL7B9-$fT}HWMrFM4pwn|^%P0x8{Ba!SO}kl0xdE>{=(x|SCy}^f zZVuNfA~{gQJ0K`HSk8sgi8{LtSG42!jfH*2zHfT9%?~}a-SUsi(7ow9%CF{Gs`R<# zqP93J2=r`T9|a=%H=1CkNCZQTToZW!eR5uVthgDtOb`b$U4=wZ-TIw*;shqDLMHxu zNYC=On*K3HtCYrg0?27PWpW@+M3`F7he!tOH(8>2dKfFgjCAG~q=Jh#_j*JgmNg~( z@JL&ZV1pVw9g}Hp+sx@?(Em%Pj#Zp>vLKKP-~ZV{H&7q%f+cN7-mx;h#@8ys$ij!b zXQQ^%h0FJSV`23Nn4@$&O1~O_-)sy?!+9`Sx*+hQ__32^qT5Z5`h7O!W0&CS+m%Xh!~H0Z;<}1AG|X!D!Jt0KNM~^DpIuPg4aePT!w_>vMu9;l)GHEi)1FlRkkdQAqKi{k> zyHX#m_~bJu=*ZPS|J<@*-l&u_60EkjD?X5>v91{^4s~2U3uY{T#*?_T4d7{R4PAEX zF$}w9q$E+nqV3x^2vY1)!|MBZMXUz*!>%79M4i^4*yt`f*-zS~_T?4g&`x(`{cSu_ zNv(u0ip*}DB`@s2>~-2#aXAAY?iNCzJ_EL}QbcG*pdr�wimvQs&}n6*2h4DLI8o z=Jxo3Yexy_#qTR^HKSl)V%6s+z%r&5 z1>UR!#}{q?`Mi|pi}r5*F_hH@8&{C;9)mWOeRI;^zxZOMtO%lHv=0&Y^^@4iVVVu6 z#$bqPTlJV6p)z}%6$55Vem+WWxZsnL>Xiz{)S2(B*5+G!D`-+CWxZU-n@#M7FbXJp2`J>)|dvy!h3M!#QW=(&vw%Heoq0V6EnSW%oa6`j~W&Bbe&V zi|3Bf`pnPX1zU8_@tvc>6l-Zq_aYduQm5dxJnvl*>*)p*yO8uyTYPDRu&5YS;|bzP zyKu0I*8NdBJK>!ID~iv_7*81N+C8*EAyqDB^CeC>a-k`ewH?YW#`5~#!6tzRJeyshCW4IE!h|}oTP_kG&GrCZa3T1 z-+co1xsrc9W%7uB&mCA0XlT+KfzDL3j!t$wsM{wq!fI9S6;K140EpO%5-JNlc(w|! zn7K{PbI{Ik9Bj^A$+T^bmx%)N9Alt+{1Xe{_|u8bb37izU`65T>}+*!9_MGYK$PQUxW zsfLu>9}Zew3eTNlZd);Y17k474`+5JB;gmo00N`H=A~zU)~1`ES(D#|GJY87Gz-$# zjh`1kHV{!IMvxz%Mh@14dbB|v(SWcE#tWMW5Tr`Y0(AUCaNwGg#Rdq;n;j3pOxP7I zg~zX@+$$7h=h#sSk8>AmZD!e0ZKr&7s`zi@v>48ejn`~|2XqY#69~ZSIf99|OOX}XLm)#0_jHC^a;qH6N6f*c zFOc2V;mt*o!*ET;P7h>x%+S0YmkxEp>QF zdbG}x_~gn#$5C9k8J{u@Cfik$K*2JT3djwU0x`nCG_50f z{dSrqgt3MI((m#ild;li} zE}uF~4|~hL1htjb?*G-`>dVq}fy7R&BAzo~Rfwp25;b$NnEl&{5$7-h}LVZBA`ErhDq2f_h z%UwMSeKuO3-&r;06)~O#Xu8gALV!^0@*VlZ59IqG`+r52y=3kLsF3YADccl~g>L+L zBMGs}m&ToP90dmW1gVZgL;zlv{9oHx;sik*9?b~QRYy?O%pQE*6!{h##ofe(pX~6Owa=>i5g8wIBzBeeqyZEj1Y4Z!^_!V%X@z z#Y|?LM=Cnknc$1y;D|EhJ40Qfh7WdBfSYVVEEtt1fCZ}{M2mr0DUNKjG{{jgIryMwHr);mpz#`L2*-ksp5s$_4NCipjR^&@D)|!z*N8+0O*3QX)Nk)QdY7?gq9DDP7ZM5zm4^1hE<$gi39w2BPzE-rDf4$q$o!Eb| zSm1{M_2Xpc0JuH(;W0@oh}2{bbNbejoHUY*J)Ja4Xa@|Bdb<4gf5G|^gu zV`9fPBNQ+$QutIktuiop+D;deatkD8TY?&Z+@%IM-6>yjZQ$B{LuT>L`x6X$nVg}1 zoCU+ts$%r$gQ5{I3jr=Rlv3IwdeG2SlRsyF3Rta?XGDK~@GjtV9R|%oyZ1)Q&xeF0 zXAt$X4RhtD9*npRIF90q2i77Z0fV?#Ga1JLm z6&=m$9WwPz0$=aq0Lk>$I1UFddokm6_tjIx6J>?L`^k1+<9T2~x1d-jCNG*lRb!S{ zx@0ayE#|e5wDD{N(=;VFL0beQ>~WbP!VbOKp{KU1%a`r*wRD+6-5!DF!RjRp_9baP z&|JqttK{d{us$2gJ2EVqlq<=6vV~ZUfxlwG!I6A@5>#-TCoevX3*{{nQ7ct;m0}!H z;A={0eZVavN_Ci%76mgJ@e(Q@Jumy+=^e7&2fGhW&~Qq4X)cDz^t_I#2vq?GYEimi zl^nu2h#og=ZW4UkKS-=zS2^eh=3p600R$&TN#RfL6 z8o_Y%!@%XGz6vk{AQ3eo2Rg&~_NBTwVr)5>EXx=A3?+|MplJjVPDMVe@?dHYERO`O zqWQO^))*}?Vipr{7^Zpz*p~yh8Gs7&H87s^Gx<@$aoS6&I^|xkmW~f-qXk35Q$^+& zw4#LFs!%*$;p_K=hsp#v)rpB9zfu;qQ(-|_-=?J$?X@J*eJT}Za~A^l zOKtW8*FIYHs!e51Q#beHRB8$fmMWCmu2E8%K>q{O7;(gtM`r2vOcGR}U=pvJGu&vA z3k9cofnLJRBK%O#1>s$5&}yn9f}k$JYuA6OgDs36n|7tyx9&J6O)$5gkqL_sIyCGD z+-o(^2;8Y9GjqFwki; z178f`1}dlth;E|{ou`UOxtX1TMhFVyQxJwf9S?0x>V}b8PxjfAdL%I@aQ|U$hP_H* z2?>Tb+VBbH+h1Q+>2r^I_^!HI&{RuL#^jIu?Oq3>G~I{<2QAi2D!=$p*Nc{ln{u|?1% zaWOOzrAog-aMD1_)p(XPGwYpgk_OST3nRq{$J>|m!ARKl(WRpSeWjD)rl2D?(JUka zC^60^6Tm!E5rXbsm=lD~kH0i@?q@q+ryvKci^}rvVttsoVB`7_=1J74?Hc4;;5HniB$_`Ebr$5gsI5l;nKx|{!kuV_m z*_s>*as&8>A81%~$e_U6cq4GPNf@ny zUfwa;UheLlHue@(^53$yu^fAKetHL}#s`YmyL3_Y#=vA#sn9o>%u#-gYKM*jBb)o4 zSKhn}uAFP#E;wj6kXfh>sPNj@vfWdefWG-AkaK1sjx>*jgR)8i3sj$K{oVste6PVw zM}s*S$~cW4fMh)*768R=%ba{%CtyQX6MZn)NAwKX7Y1OQ-tk6UJ|IgMjuBW!rCPwP zpKa?F%Qryt@JzEW35UKj_oIwXe(}^xD?h8-Ts}u}85$ zmpbM^RMDpmkX?7Mudvq#h+D6Cw%{rUyLRV=a&3m^iR;%@dpQdr{4!%`l&b(fl?bkc zoeF&!cA@WCjJgMC(-uw6K)u{A_5WF+xHDv^%QBbC80=?>_vzy#Z$^!gsk(FkcJdl#xm1WgGy4_vZq2~O!lmk zQDiS-?9*TfF=L&y6EzVGY4mh(K0<2{=y zX`sL3IGF?{`rJgj&|e{$0ry}Ls-V+OeRTR>;lK@5=k#3*4)*`?PkE#C^}n_uSJ*Nw zgw#8&I`*a+LlJ3^3-_BrvC$wa=o|^A1p;XB9(>%M1ff!V2Or1vm~jQ(!?!O8h{K?Wo)S-Q7>N7_HM$Z}@gK$<>t z7r1pZw&>Pmv((r(+VZ@&k$0mNe^G{{>0~`1a~^;7h21+SeeA0gYW1Fx!KY`&qtu5y zwN@fJuTMWcdG92|2rUp*^Ce6tL8efgZ3WP@Pw6g*dxEEBhRXfAOeoq(k2K`tqea=; zBh~t=bs*R6bxF*+NzsAw_}odv(C=>G>Os9G4>(fKC8rD;ech!BcOqO7Pu67E|%W4u=3;}0ZM3^IgSs@ zE>2hJtzh&wWgD1;hkGg9-N@{6^X4zYHTCU3q#F8_x@Al1!6dz@Kl^sg6imaXwS^_t)wF8| zfIbO%>Y;O-T#o_v)uYhfsWOyXyW;jzM0%~oD&Y?ih(ig#zyacy2Vv9nH{$e<2eDNV zg!kXhQJ@UHxu$rSG^oldT>Q=r-rbEnQuok+!j7)8qMh0YskG&dGrK8T5kq@|RlZgY zUk~LG>~<@V(>(XgpRsStPN0DA1Dg&pQXG~WUBb2X^S^ulZ5xHL)#k6kgRDx@xEAT@ zZUBBP%gNB)tH(3VI~7}=_xB|V+;#@tVQ9Hb%z`NIfsEOjhf-_Kmzf9*qa;tN4%VLD zAbl4KjJPwDiu5f+gv;$O@}TF_Kdh9B$npyVzcF>0k}n$WuXReUs?l5^%U02>V?t3y z@1;GMUt|Vte~s?yx)sOIB8L6OA(Ity?q>U}r_p`EK{jLVlwgoQ22)$CU&4Xxty9WS zoz+8r0-QX;sji}F6-Gs}%x}Mk)xWvIlGS)Y;MVE|Z{FJkPJ_107!g#FF3 z`v(<`2Z6R_SEzh-m3I-J@Lrm5jT`(ep0p~Zv7=U1?azG=-iTjK*I;{~kzuHphggL( z2jvW*%+B>ZlNtyCK)Rka+*^64F>tac-=<+iSJP7fl{aC|PT8%5-MvvlZ*7hRJtk&N zOvr3~gECUYWjHVkVg%8_-~1yWde4Jg#4_^o;3$J2U27nh4Xcq2VcnQ<^hgq&z1%Wa z9A+S601y*1A>!U`X#-RfA^cb$_DbZ5JS+W10>=v3Tf8^q)o)1`yX)~e4uP9^!XQ%V zlQ?f6o~V7tqNSY$pz%4V)}MqyI4lX2=EdQ6ZT-L6^=n9)D5vM)pyjYBBsdc>YooP} z0B|`ECN>s6Q{V2~0Ub0*zo46BB?*MY=BAaOIX*-~Mw8Mss|UX^wQS7~x00+ZEpJl4 z!6dNKOT3wfSI8Zl+3|F@(EWuW3^@)b3FD_9vJQP8)wvE>_7UTE(EJ@$vjp~hdopWX zUe-o=EaZuOZ;boue*Kj{w_eL>E9(4s+Y7Z$HF#ew^?vtR`G-sT=RxlVW&QVB062J< ze6-2F(#!hR1cX@^=0pQ`xvL5r-5CK;BIunTsKmCJi-MZXL=0fwfdPAp;hn&Sl&G^2 zhVD1Q?IXxyO?^FTDLX+BYtOC(vC^P!1V;d^t`9j3bq-QAcm5HAVL($gXi%axmpez; z?IWJ`QhmWP2BjZ#7dJQynDEyt2Zm@_9UL=ddOa_N5jn3e}0A#EuwtfdY!u49&>r)UEEtFv77 zS$Vo^NrZIoQyc3)IG(Ww)(IBJ*t0Bh2!kV!Dax5(UzdAkz&`m=O88?4GXNic)VD3P zq^5UJ{Vn0^DOO={tNlJfb|4m9EQ)u4w^sW2f|7jEUp%+J`%$Fxv%jbPDL7i4>N?-f zb-7zjAZ9joVYz-y_->-Kq_obS{(_P5@RE9d-F--QAjz%fe^X zS-*$Kysc|X=vKZ3{Dug^A;fS)#NC3y!>P|~);XFJb(&K@|4~Qr+EcMbPTQ#_%t;j% z=S)p^*lo6N&vP5(bQ6b48)`awvM5Q3`&&+iYPxSZ9TVLJ^BRk!z0jbGyD=>WOAmCx z2_)-=E-*CEOQE*$-IKjLIFC~@p->`0PE#Fhp8gmld>Qg^{<-*9iXa!H^EPKf{I~y! zKj4~ESMI(`+X+f+`AXpYX5@V0-&-=o z!x`(qOfVklcP%g$!aO@L_$DThVQc+utF+n0r7xk=ZQ1Jy@n;bk9}OyoWdo9j+Vew3 ze<`M(g(Zh{#F_Z!a+-H*|L1nn-KS~AR&V#l1*Sk0k|fG)fj??Il;3JXz8w$G$3Nn0 zJ(d5&*Nuf7s|~#fNVJN*M}X{We(`c9{nGH*>-cJ!1rSiby3xp&Xu-s_vJXe@f&BJ1 zpxvgoTB@f!zPT?Fa|Jx=LV-QWySple8J8RlJ-apZi9mlvkMW3)JL3n2JiDQbx@xnr zXgCm>%f#rjrvB!G#mttL=3tMPV&5&k`|WqbqhTM+QYI;vUD4#D7Pj!^O&*8CVi}$+ zCl8Y0ifoz;>w<&Io7SFHH?4zAY;6(2exPx{g^><3-vQ;BZW6LXhQ3M!&r4dkT!1BZ zf7UxXsj`#;;d5{2`Vp32*TaZZ_AOB6 zP7gJWmLc5H-1I+N_m4IaOA`GHv)G#D-Q!hOJHW3^{b^g2~h_zC?W%XLA0d z6dM9*&q(pf{arL&UKN!(x5~F4EP$#6CIDn}cm8HJY@(2NL7e_qD=4H0pe7b0;xDt_ z%j@>F5FC=AzW$;pzy@Fq397V2WmaK!^5e^Pc7{_@ zVR*@Kj1w@~CKH{@|^sSr13n ze>e7KalkOdW10gdAja(*^YR_DIF1uh$*|_V0b$VzoJb1UJ>RDyV=$YGl%}n$hA;YZ zSdn8x(Gd_x>CL2Y*w3wwP%lKio@afD80;m_xb0E3+D-wf`$Z7)Psh!a&`xoEOXMei zRqbu_X~~Ha=i0dC7LvHGBhw*a>yz3)Fttk+HXOpnV*j}eB`_%Q@nyN7UU%1vHF4$r z-{)^A)@&?Fj;vq*6^f7$-Bmc2&d%Og`|e)Vu@v~_d*a?Kzx|32-0v&-a;pe#)Ni0m zc4s;x{9R|bnt%Q;rzQ;IgslsMT3WM$t zyybRoVL;dV4c%X1@DyeuIQ z^~;P?;1qXS!!ZaKA*UvX+Uxo~EcHdb&!hWcI%N8UW{###(x*8adED#5a)+^>kh9*Ns+ z$fV$8_=^62(=0d+*2a&tzOw(}luTZ4`;CLCHW4%5)T&|aTW7QX{l2ABq`AmxJkCf@ zzvh_UbzOU7Q0h#N4}~X$-Uy!$Ql7DoQv7senIJ94nwUPU zK0A1br9f4Sq7$G&B3#`-XsMIf-m`3(PE`u}w)!Gv4g{mFVBoCksLYzJ*Xp7)bBj42q;5I5`4w5yti%K!5Gqwky{ z2AuUysRmJjRod`NU4)aqU)cPuEOo@+On>FneDW!LNf>qaaoP9Rx`vdum@3d%D&;&p zf&gIti~H9hik_PAAm0f8nxtyS{ekm^Lq>xDNdpk8ls%xp@))^Mb(rPnP?qz@cdCB& zx}IAh8N%B3^XE-|TNl#md6z zKRiAKEF*-2md|M^u(E{s3b&<+PeRFssD4nT-9?}v023*?CE3!T#ZTxr1HXcBf|6gX zm(xjD5pM?kHOR^MB}CV z|EwWQAQ=qOjC>z#b;6Em9J3Q^n6@|TpyU&fNuzyUSwe1S3@N|(UWaUYDya=-d?y8# zg4v#4aU&8&gouIJ`a-|@q^%BP{^Pgs+Q&butOi?L--VS~FvF2CW)z0LvR{NEp!ZLg zh8wuXWO<7|4`4V&pKnHHugS6$USt3zzqkq`1Y-UVn!mhh%Y#PZ6zwQlm4vbF`TkR$ zD=iQ3oBejF_0}&RBeH6MXC{aLE~d9eIzvfB?4`5)jsWH6(^HL=+*%4i6TrKr62RZy zxz`PO;A2yDZcz7Mgk%JHkL6-tRT!7&$~0z1kDmpOYlH?VuzTw^qG4*z*%fesIn57? zVfnegy&J%CG)j@5Jn3$fEaOpZ#Q(*iky|h7Ao0!J!*wo&F4q3$k4!z#j#5!emW-1E zP5r5lE~*qOuP0&&DoOOFC&gYiFf!fG=?6eo-<^8@L@ZoY7MaDnF)jfn8L9^pG`l^vXNbPNh=4@=%bG43 z4|E(9>N@owwPU)STi^7*zH#W9QtjpWyP7rCsw|H;?P*NY3^gJRKfZpD<+ra;3Fo%( z!4zs;r$BS_9ip81M(<1gT^h-QP}uV|9;IaBdO{SUsng5@l-@>>$s%X>4lPq&O6G1r zdi;yelvo0gS?K>l;2ALX+dC{SpJTcY+j_1(ZdTH$HJVof@oNn@@x0poA0)PlwljD8 z+;b(s_E%2)IR6AT$d-@bFx7nZCLe(l1hNafb+;@?6c>~7cVJsAzb`2$I@Q&b;;L0? zlEAHfTP4Y`7ML!;{5nEfly!juU{9mDxVm%~*CQrxu^sBy5p@gh>}?cZQ2cbYK}e+Y zzlQ?=mbOwQw@80W_KmIa!p<=sgDBu-$pL4W;l_smGY8Ja2=$P@zPRu;PjhC*WI^I@ zCZpvn35#HCZpzt8G&}%6ZF-QOtBAj3++_;a5rGeL-F51l9VONadH{DYeg(xx%=SV0 zASe+%@v*qmEs6wDJVY(#^E^qb!;rPxQ z2w~iTgOgvLuLq^ac_V=~@>vxDb7Nlv<;xs!8~wJ2J3>vrr5!j~{v!JMVqfn3#7dbT%=jc^^f)d*leKe8#dV_m`$a z1YIfH!!`Z6@WI9GyxVJ|`ei^5bkHCr*_GI;3+VlQHH~-&^)p9 zO78~TLqlb$YMEPj7Jw?l89cAHhT!K{VhY833)u^zsq%O?2%gW%qb{ zT@UT!>O{Z^NA{f!(?ztjDQPo1c9?JgOm*EGaGhxulB$_Coz+dUX>P@5f zbTJkGN)T)CKU6{UaYopn*$(qGoN%3$9QY%Mx2n?-o(AsKfD)wAIcQ74U+emMg<{B< zKY1kzd}iv#T55vY5nFiv;nI1Ql%QD>*i4GEqPJlQ+(L4iQY`eUci`tH&mqi@_;^Zz zA(Dp<=tV}_Zr{wLr%t{Ue#}qkFhk+}5|RwS)<$P#5cpk{Ppt{FY1PtJY*b|-dK*&{mvX4X_sSvw|mhWCHV z4>ttZSm{~_?4^!*i(Yuza?*}T4yI`l)mma_YQj+QFXW*G?4`I!px4{#r#)JrWZjfW zZ&Ka`4wo1dMa{o9>d#1%&ul8VCNt@GnmIeEbNNp(O4}W(V7Lal@WO;MW14GhQB6-B zd|P1sFMW_^0o5sETy4aE>uxVNI=zYX0s?ms4Z}&I!~O)Q1RxzSVd}3IMoF4J{yiwi z3fcEjL0h3--Y8%@=GQ=hDYLy&aojq%Xw?PgNgWxMSABWN1Bb@9FC$juD;_1c70nQ( zmHySiB1YDMVV%(bk!B-r%glbY-f~WeVkJIHDut5JY}FlHCXE)biRT|KABeoJko{V* z`Vi4~5O2lw=PMQ;xAxRg95dKX@bMtOzi+;SWV3N-efNcHrd3nwcf#fi1NvU?{&Pi7 zgwQt5AU;)|JbPr$n7IyA2LUQ6!Sl2&84p$^1%LIz96=g2VkE0m6-r}p&dv5FCv5q- z;jTl4rgR1fU0m?`!<@Szq&cst$qNrB|z;jQ7ZKL)J=R|u0KW53)FF9#M9FsJu$Q|4AJ z8H6VUddtcMzH^txlH-7(aqLtUcWc1dsK;w zWn2fNGt~2@XK@NzqDC>ZfP&UvFoim^@*Q=fnK2%|8!CpB|OR zO}1BI$;)dAG&IQaCyrAO-vgoJhA9^3-RBww56R((%Oo<@!7yI6(5)r33B2J#xa%wU z@oert|4n1YPL9PXsrC2z{`;iJ66@o@6MNU~!lnE0pOsHU3%gmr%+c!lr}2%{4uii` zu=RXzEOzJ)%6_PqJ!jF3>-h2IwX#^mZT7y7xN&W-!*g-+dadtg$w`Sj z3#gx`dy*!FEBp^-_>W$z4JcRi@s<7Jq~mMB%w_vMqEEJ(7wWMG?KuW{bSL$n4pq1# z!->M|A+bssl!Giw#e4z+$*x7uwhe zIMPK}Ly`~S9J4HGtab+`Ea!&4Oj)UyEt4u()D;e@@%!{s->McO1y>}LEBOsaMbT#H zf|jKSkTLCl=FR1{B7Y7qoGA*U(BYyVX7zH-vU zB^c2I|GTa|osWg=^pq)9lIhyFMmp+#nzov&)~ZlC18_UDT$yG{JFgIZv)|Y=yZth% zqYB!E+1BjFnL{j}?Sz6;j)G|9i=sR&JUv&PHPhYMZmUudYFb_47tji4cX5V!XQNh{ zz4B@YCZ*Ghy;}%9gMOyAS&+T4;os?urz6d#nm4*YH{My7$(fD~y{b4Y#=`@u+bs?< z7GM-#vvld>oyD8ZMJwkFOqWB3bNA#02 z+{$0j1sr-i25N|gfA^XWe?npnRWvG_$Mwc8*sr zc{wn<@6MfNy6NTYLF-W5s|W$G&BS`=^A~h07yGX)%WQ3nq*5PxH-UgRkTw1g0o@zX z*c?&^MJLoR{NQltj@qvT)}h8{m z3hzYGX}-lWqzCj#;({+?V}0aBBzc|U+aBungzi-9dR@wkYBfj>HFWq9KX#m`R*iI` zevxHq#;oRPSunft*Uk6{<_&gOvc!Xo-s9?X)+b-8+DcWZ4ZC-Ys-q+r$$L8OjwRE%}+} zLpst;*`Fv)yedZ#+LPak%2Ur5^21_=%1#_#jQ^eztgOOPpDhS&h>J?3BV$ge#Fj4P z&XU2Z2kCQ$*?q3WgxR!o`QemLLeU9dKjXL8s_-f-KMy}FL4ZPXeH?i^9E*AUDAYX+ z9#V=4qyt8|?1<6=sdFPl#l`P~2H~Q?|0KO8l7=dh6p8+UMYj3CAye zxu?15W!i>qo%uVVg_91}rk2>us(^tQx>E_WP=+P*LwnRrqdKXI7wIKz)VHqd?$Rw{ zU?nx-p;+#*QFmuCFnBTDUvqz=Hwy8}B0>93_grQ+mQ!gzx6^UsYFke2C-cm3DT=hl zj*TIrZ~NE_C3~-vC$64H@F!pmdrkZ&@=ci3Xcwi9%234@jb{sOGZGb447+N&x_p0Y zonv+fZ!D+M+61=gP)K%xH!PTCBUj9}6ZRrzlND%U4zw%t32|>iu!J9lu$kXxBJK3L zsfbZJeNy5|3O(25c$s*BJ9S)?eK*k_CzBI?DSon0$Pf2I@zHHHpxxxueUVr~pkA@_ z8JRC4D@W_S3|hA(X|nsE11cZ)?LvkSr<)u07Zo5G8Jc@?G%2J%_XZC`=a+DyPezu- zh(*UUoXVvf>ZP3zj{MdfMEdHVJZYdZIMo_8q_`itTjyV^*KS%;Vrw_)t-klkaFsU3 zB2sxY=In{Wo(?&stn-VeW`rUqOJ?@@*6^;`>h<=gYrMi8GSVFk!+c|W|%H2do`D5K7M>Z(+V;8yyO^to^+=5G!y!;Tf z#Q=VYbum6`S2`o_#>G{IV98aq!V-G!)JrFirAfltn^mKO@~mQutKg@STPpP~`BM;_ zN$s#(T|&sxI2Pe_=?E#hLz2BON`@%ioN$2W9;`XMi2z?!^t@a=@eElLVNbDa9poM2XZ^1>_OV`r~F7Q&OdZ4SxUAweJBV?RBONw!>_=6O4(j1CGKa(xx3!*peYBe zI3xKuedYITcSAS1{M3K>PM%)y`~-K?6eM?w7ntgswXrj`b5kW9=ya-&$0Fi_98gWS zO&mqpGA`H(MV8}(dZI|6!?sd4+}u~cMvC*t(OL?s{%56Hsh+tfzT=WCYhd5ceS1;T ztznoIYOD!0rW~ihDgpzzK`55tka9W&DWuWGr5!X{?XikTlkvH{^8;hXk`mv*^A_c~ z3k3`3sQbMH>6FiSIhNhJky6wj59MxdxKejF@^&A+SFtr05lrZNcmGHl~N1B}j!nNNAVt29ZupEcxb%8}2O{>^_mgtg9-TpY;(Oqjw_ce6a_;KYuhP zKYfJPCX5Hb^l;M^`Gnqt6cAz$VIPg?#d^CyoU|2rji3MpS-AsC$)?Qgla5Yv8IP}w zDmQpXgj!OPxB;10&|=qH0v~3z%5jL>%hN=l8<)XU{zR1hf?1}@@*@-_uzInGnJLO6 zd15A65Dle=cj@EM=f_%gW9h9U0-7a3PAI8%VP;NBEZ;i+4BWF`D6gS( zB*Kw&+=;iZ1LNGf08{J=WlXy%aWhrK0Fa(XSKfCC4{y@ z&GQi^k#jKg7R|qgC+-`DAC=^L4wKGA_o@ks|RuU|c38(4J`*fk-V2x1e+` ze>guwJ~1?9kddLTL*Y!%SL7T;5`AkgE=&X{r0w-1D@1T0ENrhySkBkOCk>e%TW}b) z;Ck-l{6z_Rt^bNT7;0u}x+}E|Ysj$G`!aZN*>1s%50jE3cQtSLu>THB)!z=gt@@Av z8WyU|2aM&^nP1u-E0`!TYRH`DEkshWh)6e8@Jo2tehiU{fbc0kNg)EE)KoVAV?pl_ zI3O^3M;)px+kzAxF1Q!!RhaPki;TsHqE&8@T$tTDh|)@)*K`L;hrZ`%rN7y+iSjgh ztJ>s%fo5xm1NF5DC28>sYmSZhF*l##w|@-AV!;+aGqU6O#M5V;!oF2pD*$bQ{D!SO zf@hfNHw11tBs&oi@Atstv=|X$hYjrF-UUI-st?Lb#zK!y@;8;lKT7v+grGkAq!+-baG=^L$}elP$9?p<+(|p z%s=4C{Aw=+l#Rfnb?eM@(oTU7=Wcjv!2#R8p@qQ&WM}ED2i$?S@EJ zlW1tkbYJ&)NRI;iY~s)xQtk0B$K>vo$9pG1y`2B;D=Y89j%e#DNXON8ni?)*eeDi$S5mqN*?a_=Qto9RiABcX#Sn}X2 zS2JcNYU)k>l+W;+-W|u4hV>Zsd0`gt`*jtxFs}(O1%%mZoKi_P(_De2Ba?8ox8;G! z(_CS8X&4Gijynha=y&ts#oQw*%BE9VxnQdgUJCz2A7ojU@{i975Kb~(&{^SY5sYY! zSyeeOy?ANNba#&8Ba}_t&WGB!zg;OLkBeyd!f?rgnVv>Hi60YUiA3efn9H!F#Q7k9 zD!aSHNAO%A_C}BuLo1IJ%CRz}q~zc+KP0_Pon)JKU+xu$ylW)&uIfZ(LWiR(ta-f` z7EspJA)mX5w94F@N4~f?F}oL@*S$M0ztw!P+usGL#k5YVA!hDqa3QF7H%KAp~dR;8wc2CFqWCw1*4C z4&(R@oTCsr zf2LTo0i*iF7)w^n_hL+2r=UWDuQUi1i1LA9#S*&rDTB{11ToR_Ffew)&gUU%q452O zQhMlIo&<#i&w%M}wcTO2Keb*_+U{fb$;m>cPOlzGyEOJ%dl2u`F`z9RZ>Y_}+FH(Q zT_|Q`$uvIc9SfpYKf+znM|=J^*}X6be)Fo8|MTD%Wzx?NM^l9HT?q+>D~(K zH~pb=&Tp=(QaJ3`ky8(?aFC)*xZJdK1Nx=^HNCZQZBQC5WOOo2=#^$<6d#5!pfj=( zOVCpDzq
$t1+&eCGfVZsQjbC?$<(5c|$%!TMT=Bdu&;vumuBd0P#)srfwIGW<2 zvp8O;i`siDmOi;KEKI#3Rj@#T1;E8Y(Z5oi^2o%JSthV+K+}x!W5N6sKEbyaWr}*Y zVE`NFl(d0czCIv$pW^>?x-2MfR+En8BkW(_=Wa5(u{mID0v>eS!)%Bk@)aV;r-aha zwF_Gc`=XXkT-JkLHX@pM9Vuy ze1H;}xuAtU8KSRkFSw)|qJ?J$_y{qRGp-kywfAwFSIj^q5-G!4olMe0Ohs5eN%D;J zo?%-gy~*FTevzW4ZzhO#@hdxqB(%=AXN0~#(NXJ3shHk4?jC4L!9aqrJfy-;*t4E{ zEB(FK6KIIN+*x1r{_kx%xpb#VXBcpDnYZ{jAw)HTDKb^l^_!EFKJ`n(08x7E#&&|1 zKQy7v%3^y^hYKZ7!FQlwzPQP#lc*N8qlb_4QcRf-<5E+)NbP#HM;c04Hz<|4<;pO> zNI81sLTz`&$KP(z5az}AQnMFB==_8K|$6e6&~h&{}w=D)r(l9Jx=y3|*5GmY1y=>He~2 zS8+=6_cH$$W`PQ8;HC(`Hk}ZEN-y5ecBfQiNFMj`L)1fLv6Ru7eP)hxyiJP27_vd` zAlR|Tjv)AV16DPpoPFX&fO))M@?MBZ&0E161;=OeKG$zGQ-pmY25HxLVIB;v1pe>( z4^$jxrQEfYV=Y8qE8IjMQVJ?AF^alJZ)I6>CJrPO$jD!8(L^84*6SwfE}5O@Tl=`? ze5Fh;43=LPQpy7=>}-=jg<90Z8qstB#^*Wc$zT2*OJKs$gWi zQ%sk=j+Io1o4$QZk>d!X;t_*d?6xehoVwdE-3ZAzOr^#tXu?H!uKQ0Y96)V0o8D8cuOy9zaKek zS8*?v5TBGC9tB5_+RUt#x$6XN?8PEN1F0F3u<&V~aDPG%CA`RS4x&`pk%~ssM9?Y_ zA+jMF2T_1;dlGD*^-1C&OZJ(I1?;fHwIxeRjaQXtWh6hX9V}79I6vtG>nl~w$>v<= zG0&sMEx1Tlu@nCctOwyPJ%y7(Y)H$7=1rIZ6jvuE?p&2<=YYCS1ot_qDX_e>e>sN% zW;mHK0I~A&aMTd5U04~}jHIx*;>C{>f_Y(PKZ`Jnud6x`yxpcU? z98&QkJ{6!Jl*ZFTlRhgZ2>A9tx(8}JJEaOefQ{Zm^oo4O0$0Hj{*FR z#`#t2y=Ec9%BI@E_!w&Km!Ndk)?8pzFPBuu@e@RI#1NU~!!x328XD*r^9xZ#%-%o~ z6UxzBP4Y694tLRhVaw}tzZdvs7z*^uZ;d4{RU(_++_MW*+%zsT%g#lMido4`i=t8K z5)?Jfg~(f)L|@I#lfr1Lsz&?)V{z+SQIVP?!OjHxW!h_J>Xd)}4o>#0W!1LHV?c&+B&Q zlieF=0C>Ut@+HMz0)p~9h7ix`rv?#*&sk<2R>b-5s%c-spFVA9MuCd;gJO0{c12C= zr*TCM2L+R&R$FDiy?qK;vdyEA2n4#ac{{-y%4FBH&ULw8X-b=6dm`*30&Y@b8P2fu zWT#wbMq-;D$Cjh8oZim4Dm>B!x@U&Fq`S^aV{6Ib#K5P=JKGasKrLwm8OAqO3RId* zLb-tfp_(JMT({J6(E`#1^7I|`D9Fr>N?B<(%(C^WJ-p&}Geepba|U+-bm1pB%X!|U zNDrP8;3?Ej6=E;OjonUr8O9`=8} zQ!6t(VT+ntvv#kqY8@F!l6p_2-hD8gGkNQsZG5IQJH?OcuR@XTx{dR>n3UMSf7Q^( zv{f}{enI(>=D3dAfmBz*RtS#$QcM<5utQk4N_C z23bJUk1*RC&SEibVLB2cQd}3kf-{-K%)3*u3w4PwM8c?w(=q}yXZLc=Ke0nTV69uS z?&{ODD(JD|x%NumjbBbX+d%PTZv7#7R<_vL7b)u6T5LPi6=SA;aHf!P3o7KdO@$?| zv}8q}ez^%nO@*U*7y)gn)Un|1q}*CYAyvgrc3fIy;C5iV$j+!AbBi$WNV%EdW#AUl z?Zq{bQ$GOebz8BGGMG4wrJ8MjjBL-f_Dkr0LCi$*n9H#Sy7VA&W8E)Hq=(wc-Z;xd zHoVWyW~@ODy{5mNP<|qZaRn9I`xFIwow7-jIdtD+fN)q-WU}-gcFHjltM>38fL&_? z>UW@3Zjo2jt2bL)^mV&YYoQ@R8QqaWbZEzFS9v_VC)J2~sMA;TCnXRaP?SHqs5860ht z4GJ4#w{n7MKdU&4%K{}+$!6rP<(fgv27)tcDm@!y)rV%sN((3=M}l`N1of`w>e(w4 zI68*l@d?^9zS;i0@s&d!3A-x2sAonhGC~XQZWN*N62=CCQJuKq2W3>{@LmUkKywA6 zCLuOSk8Q|d1PP$m2{iQUj8hZe$*f`C{?h#~@ScRl1e2LC^XA{ZW-=9hSEX|C3gWjPX$cLT zpw@9d1P0HS;NUts5;;FHarVme4#JA2t?Q|kk$nphWQZ%ydKG`Qs{@b41fuQ)1Oy|8 z7G|cc5lsDg!ksuZ)<7jvUg1ZfFRt<8dfAB}*ImhTj#fEc{>JF7Nu>QL_>6^Lt3U&NHhQs&)#p(4Sbr{@~>zPqHf)jq*H6Y z0V|v$AI~xD9Bc^psP;`Xe*JmLFr|+@MDy1uqa)SDCU-%{(;pt!BXUM(7*(R^8M!BI z8Y>iB6t(QvtHWyCg?i{Ct$!xH3k_Oef=E|;hw?j~7yCeL1A>YEjNA?I(MVU~^M z7X0uB@}S^zM*l$VXI9umb}TU_wL+lreIk||t&E@AM+YO$p7MY(E`*R;yV| zxD>U+Q$;5+I*Boq;re%P(LlIeD2F<#nLuyy%cg#JByxb~>J9h}I6lNryu&t?ldgrT z-zFZ=4O+)El#dMVA9PICc3wxV*T))uO*}Kp09?rOqP=e56S_dc2MG6T z^%nG6$5!C!{TM6w2$Yg>qH00b9$s1*k`^;G?+-X9#b4Mr)O6*q4;eb#C3ZW}P*(0t z`U@Ed$%!Z>8f-I}VWNfgo0{?&kLd^Sj%Mw@SAPeFFAxQQ2-5RG#)8yJyf*Gq$Z!Ov zt!QB5V(RY7VBnOr>@QpZh=Y@jHPj9=nsQL?T<#h3wHINRu76yqS=MVU3$AHT(x<t{83Hz2kM1*j3)~cgobY<3_Y|o-VnkB$V*)!KAYF2t5+#bu> z*xazFOq$aN6zXFnB)DkPdPd-OY11_$g}`oU>ybaL`3Hd=JI(aG4(3W(=$t_vEV=t1 zNkvxWoq7OUmlJ|_Q7RfkJ1&h(eBv+BTIq)l`5!FTi}mHpSOCs?;P|Zn=d&5UmK15( z-2*x|yR)6s((i#VAGzGl%$L=Q=B(9knY!SXwOJc@E4*W_AHm3*vqy~3C6pG z`i?)PoneyM^c|#Cz>fa(x6(&Rky=K2Hzqq>O57>2SLa=W9@3LMN=aJCE?FztOMyLY z2Ttulj__eQ(|vbeXzoT>JK+JI^OmZJ14bX^DkplZEa0Jq}MZG0Sn@ z`%1|qVYKhYMPar!x$=sFiIS{wcFtJ}7tt1C3sLsJh{|SJVKS>osmh(bePNK<_kusd zb8E4syzd>EPET`ljGm84;esvXSa-a$cOq2v{ipI(2JZqV9!+_cDrcW@?sY<)jcS1B zGHiT}e+oN2#j$NB5^`&NY?(;HxMeMi;t1KG>)ETN#8(@xYcEcoz?r%q4^kDk6pviu zT*3lJiagrgw_pvZP*4nO&>ugf^YY<|m`vpzb`nd9U@z)o#Pl~46VT5UbI8Cg0v9qq zU{&aWg%BMoyTrZDz+d+_^D8nMPid)_QWv^>z^o_aC@3Uw6=!dKjVJ?*cP~2TxLNgu zLfA0RV`ox4khp_#InIgSY(~lzS!FS#yd*;aS*Y{ISi;ilz#HQ2U-IMU)YH^=&P$m! zwIkJ@Mw!NF#(RAYf1h1x>zU2SU^#_#jE_z#7|T(lPkqmilA*e+yaEjRe-{cNHe(Te zjE9E~cHm#Th=_IfCa3xHiGu8XXa@?lt6Kyk-U})B-iB+M^nyiIO^=HWivG3WdOE3` zt#5LHNitfOpn6>dqGH7Lw3)W683}I@RWxtPP}@#eG0#U`a%y<#xpsN^>qS%#7IP!H zw+r^>MxsuE5&OJ1^mdXUTi9mh+lxPe3?Jvo*TN)!`z}p{qVWwY<`~l->3kh#Wkh+G z8-yJT>g|3mM!0Pm0j^lg$;xB7n8Ew>riBzq%upOX7eO&oTNY&Jd%CLb9MA~=A=waiCEAV#2?Lg3u+qW|YREhBedR7MbzboawXozR(HyefoBBU;`M z+*sL6tADIT=Rl)<;lG{-s&nX0O5&v#NA$*tX>8oN0qT{nVhGQGW*#!_N!`S^}|nh}QDX@Bz*G?BHFDf&M^ zmesX>4Yn1(r*MYpd03uh6DuuA{KoID0_@f<@z|tOM@Y|-VouUf$Ziki-o7bUi5(-X zyyt;fLRh;B(82abAsYje=WoqLWDyY}k(GacdYmM0X`J!JQC!?n?PgrDDzM}mdPIa` zs?2_VLXbm+LQzZT+<-L%oH~=i>pJw2BpVtp&(BSiOd$nC(PryakLD8zeK?5WI;w?5J16ItiS9>C@Zt|!FJX2Lq8ud;WJ~uAJDNI|RcMdwL;Cjs}^` z*|BejKnW8mk40@JUA+1U zd3`CcGoKJA(ag-}r38^I56fKXPFUthmzeskie61l!bkr6^y|ax#uC5G?E41(x@}V+ zPTuU5<{CQl@A^rHTaMm}?x1^^ zWBfT38=w=dGy92%&UhleJ*fms&xQRezDy09@HV-~QxI;N|H6JQ3_Lk((lTi#5zTW< z8b)5*@Uow>afD&TlRn5_8@~VmBtTg=48ixSYj4AHHe)ei!Hu8o*HiXuTM6XeT` zI?yrK1FeXeS_dnR1sdL`BaS7|JN0+0*hOG|`{mobZAe2^B+?BTE$Q`>T?^Nz?|2tAs1mtE-8G*QcNr1U(U0exJwN@p2~Z?gB`2G2i=f^4Ma4kDu4 z0)2}Tix_v;Hp61V8^?`j{``;>mh1tVGnG!q&_W%eUJ|{v(rw(J_z6y?Ya#nDB4OuS zX&&>fL`*v@w@3-kDKTcH*V)TIH$w+j-~r5~(&%C9I2IFAG=t;A%q)g{?Vm^zW*0H2 z60PPTg*J-P+0>a66hzg|T8P%BnXNK@d`Nwqp%Tw4Y3_yj5((pJe0&(ECqj)&ecU0C zBe>i13BAJch(D2VZVdBurnP7+W3k)--}HitG^NA_G(_V&yEC4<_oZSWMjkS|X*v=% zS)ons@b53^-%Y7_hskBa#A!(jilBSZq9Cd!iy!S0D3)-UT9kz zxz80kt^Y+KU1(5D>R6P@O^EGU2v8ZK0pIhnDotQ&V>1uW;ypUTzxVw!(ydRyH=w=l z!yL#@G{gi8qJbdhSY=`~1_N^bxnW?X!a~LuWnH~;YKVvD_9kd(2c-2&*NBL7tszeo z^7Z2@`2IUg(xGl*&wNJLoGt|T4WneEkDGXSD1?;)O$Bp-U7LKI1M;ud?tUVEuIs@; z6I1H!AZ+##%`82_@~<6oKILjt^7fyV6FXMFeMs!;DuHh2{yWbpw`ZQFfZ4=TzLO}B z|IKJi4mM4{lKR0YBfIX3<-fT#u$^+7X36Tnd`gO31YucphjnCRfD+Mge2k~0Z3|B+ z3~KISjb>I?x29(-2vTU#xG(t$s^d;qxjY!p#(jE&;?j?MQwjyIx^2LLFTAKMSccVY zZQ5!W&fdlSO3DB4SIn$J;-qGM~MQj=Grf+tYH}u<#f8}|jPBU|};}bC(6V;;zPD*ZYfHEAgS$LOO z7ks(Rd-%b#Y_B?Z3VGCg+^IcZ^X2QNj=in>czBd~;qtzT*KY4mjKD-cv+piSkkRGg z`NrL>@U-XB5$LoC_>?mB)G8^Qhvy}1+|2VzBSb_UOHlioKlRYq3BAT(w1@vHhP(6! zlTDtx=X{MK>5Q$Yt#B0wVB)&h@yp_?AiM4$9=0Vd-}1lnCGSBuDpXhi{0pCY|G!`B zq8luBnIL(2`IqeK;18dm436j5lM#<)%ZAYPjwJ41xb49+xQY9Rot z$Ndz(5?HRrnv|z7Z-}X$;3)s*LanPUS7FF-UoVr}cl0LY2p9g@koNw zf=;J2+@_7_YyE#;#w*RNKtB*=5P2;ZagvJJ}S~M*m zGFha#QoD|UU6}lsT4Iw~H;&DPNC)UQvimj3n{wya zdo{d^!If29W7Oyrpzwam$eInOgGKL!Pv7L#ERZe2&5%VVsc=9fR*bTVq~VMcePm1G zQO)=X%+@UHPWbO~Mvq|9V`5(#25_8DAhs;mZ~2B!>6<|De!Q1aq~FiWi2EPRrr;tV#C)`IWNLf=wA6MfP8b+EUeL^E#1S( zoJXo%$5+kqdrX5TD1h-WBJPPu90Ma;;tkmy&w#!8Otk{(`%Se_hv); z15k}H*V#Bwa#P?8w4(tmJQ~N(sDJ}*a?EkY?6Ba)x zAaUxmkC?)4-5S4gNt@M-!u!u|$IjbnhJT3?3)RSFC0rwn>bbWN3IB+QTF|p7;({;o z3vl@=f2S3iBFO(OOpjb^ zSPa{gTg7KCadOCTm(K9})YO9XIW}>q#Ykl2Jf~sAi22ND`dK2p@AeSdA{?zR%5ORC znD~(6-%+_}tnLi*1fT8;5WiKyh>W*h{CZ2ltB~BQ$rspnwNq)2WtZI3S+hIou*Y$k z&Afel=0BUR00<*ht2=_(%AUrXz$$HDMZ7V;GQ(8qRcxyf{$wbbvUA3w%MA0=FaMj6$JF{#w_gy8Mz zO`gK{^m+%hy=((5?AI2>Xr@irnf!~HajufwO`+euFeIIz*3r4W_m9QbejdHXEecNN z<}mIQlF}cwqP$vreYwOV^FAI++x;F`XYt=hO^SbKhYyB7jJ}+)eBE=>qat*r z5H`5P-nY+Z&o51$zt-qT<`wRN}ntxL~_qc1sLQHimx z5vcNY6`nxZiJk>rGKlek{{f^~ZMO+7tAlN;1ka0R;k5sqj=+bZPDMRwgTOZT#p1bQ zLSJol=5~(^FLWmemJ$-G)M%CSJgAa&oh3Qlp_)dFRHDXtl!~KU*5*?dSNELkNFt`b z>;BdbPHOjKk-QeNp+y^FEZhx3V90w z@4UOV!#Kd1NzwY~u4@S_Lx3Ui&rMZnsdKt2L#rLjVbghie>Ct^`*35aL{co+R`5KI z?XI3Y6{Vu2G8g6qGf;J|PUZU#=D!M*WzT??AMnkn^PAqbPVAf?a@0TNZkdTxH5f(&BN*YO7$(3#tL>dXnMN%5+lBEO* zY4G3g_nvd>ymw~a`_9}mGxvGo4D>X}Nts9i006lrOcjnjj{*QVOvHrPD|57qCiaBy zqpWF6jNM)lJH%q|8DFTGy)g20df{j1?Fevw?&;wu;A8LY==j{n#q-4>UZ*?&zzWb* zRWkNR{j%D5U02!2PZ`5`yL28p=A-9VhH5xWXZD=#=Z^TAKlHFOuCB*saF;t;d- z*t0qn5kY?1E=WH$I#1gTo>)1Y$a%46&2z*eYBy_}7ZUbM>Dd}Z>Nn-qs9SSX;en=E z7!4(Q8Xxyhr*%wh(NHrdb;|DiCyUc}&R(Xt0}pMe13E}}Sd+p0hgFFgAtq9!j0jihYv13gjBMFeZlF^{T&Z0k3vM(8w+3rwGKvXy9Z zejIc#FQv=&UHBlQE=CH=|0&=<6y)Ab;y=_ypg-sXMuS}9YQd~ zU^e=dL1omt{XNGl+N__IZCpIj+M>N$i8-E-{QFbMfVUH%dl>d4_d|v%et@YB&=m#1 zW7Bdpikuh>7p`29e#vkQGz)Gsc3!JndnIhAJxQ-_4-Yu(v z?dvbw*St+OQ{iVYj*>`9kjDbMr}vb(+%j>Fml-MysyNqjG^;WfTmMUMgOW!q-l(vW z*HX}Q@wwE^&CP%Ef$hqqJE`gr-AVCs775X8tP!3*%~*R%4&5->#&4x7Ct>jU`xMAQ z<1f}i=}-j)g=Q;HO1PQYPHJg&mp5UyV{$(HTxmLF;bjL)>WD1Ydkn zPTneNIBap~3#lolg)3q2{Dr)6cb1p+y31ULE6rQ`tAZ@n@L%3(e%8oO z*NrksTx6PeBXLR!w}2d#!o6p4sh*DYd*i;F#zY_WpIW8?$k>#7g&)XzXpC`6mi1o7 z(u9+F5h>Dh3b*HtS0q<~DvMk&b&;BrAIY7mJxAkCD0%Y56-{IRd}FmF$Z~v2<>_&d zd|*AX?Elc0`dd=e38gb3f5kJ%uVGPT(8(}3sZ2a+^%OQq8`$6&m+fVNiiUhBC?A2UZVt?Lxjh?7R1-ZElz{@(k(>f7<2TV};6JTBc!2L%Rs z5YZU8FG-CUU-?`m{GpA(52DWuR_;ITXERtIgCN+~brc_=nA$%bwl&)m!`Ob6jiY4p zbbN3M#wzqnqx91JeIBEdpc6(9o9w@~ks;e1<&|kH!+g|`=}j&p8M(fAZ1~xwN(+sv z9#!9ZWsZx@ez+nYt@q~3=S4Hs7st9Y{(^%7%Y; zcjwi)a^x@jeM(|pJyDLeISj~tv{ek{N0e$rrQYsw?)btF<^%BoxNI+koC|eo8$Eo{ zBQoBTu4(0F@vFGH3yP$1e{V1f7b}17Vpdjc)bg*wOI^Q8#{h37OGJuCrP1AXadkjm zQ90|_#DLN%b@H|&{};jI#8ZA!Z9mI%nBcIR^U%M2fA6jpZtfuKQ_1tx8Uw{p=RUhw zG5%0d@5PuS-&QJ5z?`AyvrtK0UgcPJy~)A~X4%g%Od2C8(LUn35gNB)Nb1hc&X+AK zhvj<~!IC4=y|{gvP&x_~l)!fa3PK(LE-{-@EMV52aLSilSu$>$Fdr^n3R;4{^eH% zxWvh=>XS??8VRyB^naN5x%z)G5^;{6{MNLO?&rd_KtSh9$MJ%pT9Z=)ELRZ{={R8z zQocu5EU5G8?TLp`zmVEL+bGtYlX@xVllKHYakUP<8drfDI!~ z5Rpw4G&o8mL>q9%2VZ}X1c{k_BRH{@9f_H{uvmW)I|dghF^+u8DZN7?_evTuoPoLp zXD2^5P?53~9*fO6OQmK@juqlcVyvBHOc7Q`Ss%WR#E+`s&jehw>t4h9Do+@=^u zm5vxc?A>veyC3J}+&fE!wiSL_RwT<-{;i@_NR#G42QviZK?#32@&31Za(ro1EVUl_ zs_xSoI#L@Mi2zw68kMA~#cL-vau>Gg+85a`1>3CRtAhz`s-Yw#dnrJ4&lJ>oNbEF? zr$id>?Ky@b;)J8tulcvA0M}`@c~ZW7PRn zqLG#uGvB-Z&VwH{kz1wugC`dMtlkHY`awpFTT47SAcOKLKpr;iQnOY{HobRx*qFO} zVnX^Bxzq4ZlTAL9aBR9At4fwdueQ;zK2H!b=$!h0ndNdQ<^%JFmdLWq6ZxgW4NS&w zy?+*@z@ueB3Z3FV$Rb1k*27O}-4E!CztIQY$2ykt1AxuBDgox%AlVYkSNp2*arwuN zv#dd9|2tocAg6x{gxt_saRdG?+CfVC4l*)U{I@UVb@^i=Mg9$|q9Vdptt?m(l1=Bd zu-^ZCd2#_AdyHOw_FdzUK+YGGdeS5I4MW2Ae^;P15OnKCe|F}}bMiu}9^z^T33Gz~ zX~M?P$D?P#Ha@69=FiYc(tnfI)uE z|5kr=pIxN-v4{;fWZe08aPJR>bZBH4br|J5N3u4kVcUa^t>Ek$s0GEPMzCjYOoF=s z`1nXl11&{j0xtZ>T?xY@dKC~`q=kwytU&aw8~={La6_@;p%VM3Rx^Gfem*h`PO4RI zvFD*oj=+yhVU1KI#!^~duMCWAhqCGe8aS|#@GZG-{4q1;uqe_Zjb>Y8GDA^R%$r@U;(wzAGh2E}z z2xEzEj8_4>%uq#}uTy%toD8eZMgq9-yTM61Q8%zyYUifV-uI`vdwMP_{YRdn8L|mk zLqIYFm_TAPZg@WZlMQE|d8{=wTQM!#BFZj-ZR}(@J1pPhiNSn6mlXxCtbkH6AeB>E zny8x-Azv-4um6HZ`q%9z-==ZiG)G&0m0S!s9yh=+A501iNNNKs0>pLSv{oBVG9fF~ z;Sd})&dAMGl>V~74Ssvxk$CBe=EescO+@bNxN=8E6H+7aI@0lnfEo#9el_z044Ou>K;(lNa9gMrBsuJYG8JoC~Z z8pSMEORxGi6H;-eCr@hlhn!uWWS{u)j)laX*d@>sDP*TRGJ5x?U5c>D&vhHL&DXHqKxv#k zl7yO4-F25xH@E6jgXDDBsnw|Ar%Y(xft_&q4@pp8wCYU30)tN?b$kM^(Z^4v7G+R{ zY$!f2!`H-#DT!k=-Y^LRgOIb<&qYta#Q7G0u zNYWW%aKaG9GVR2{Ip1hf3}FGsTS}xjeQ>V4Jjcm3%5+X8X2NEREU$OvMxYH$W-i_^ zHCSrb2*?_lFG*e)Q2j2Nt;n37fx!?}EPUOw)tgmCrtQocMD%paVi+UB=6WKKbjuy% z!ZqRM@J$UOs+`htyHM|`f_sS_!varr(Br>HOo+)e+Lc;oWTiH}56Ycddy&U#sRfLD5T?m&q-cJzt)WEapA|8|>e$ z=zXs-MLFM7OjZ>;5nBq}Z(tt#fdp>P`bYj6GZ!ShxkrocW3q9!eH);C_((b=+2GD6mkTm57XwVXb!mD^QWRoM=Gr?$6rqXvUx!x#|8I_U-xY^{Nyg(HfI99edIxwBUuD ze^)_ieM)bh7Lufz7K*1WIQ zNNjLKh=k%3&u-Sy@}yw$<(!qSiotn(`-ac0qaXzHH+OvV!A~8sP7#Y-)Vh-=Az`W= zJx4{ZK_)0an#;+-lj(Sx_`t+V$=Z_wYTuSEkY{GKgYa7)We5%nx z{-S?V-TQ~dw6j|bC2Hi*BSNZ#wt1xXzdx!jh2m{9izH1l4I}R}a;ZlYr#{=%GQ)N1&^R@!53e;iujoxJH$tFXia~#8jXC1SpNc zf3p_(pT>(t74z5h9L0*&$?;Tz#U^zhUELwjer#}xZ%-!%4gy1+B2%PY-ah+CU2|;M zIO_NDb(=*%k_L+2mOrp@>VCX6%U(QT7YcS7OTuHQWjghYeDE(*V?pNGVhU{JZ8j>*;ww}66%!HVcI_uDyQPQ^GN`OKC0n&F#S0L&Z+SOe8$!a zX(VsC1P5caW0bpZS4pJ-_E%A%!O4n)4$S~tQtob%ludbVlwd0$E`ncy00cqBAe_ z;_|X<>`%P5uaZf+8!n`jCkgHoYBrI%Lm^}m)#&;);2y*n`LP+}GEb%7O6yNcQeHgrl3<$3TBfh5O;4GO&yR+BX-243>L~MLWEkB-prLd`E)ZWk6Pkj46wr>BrSM694TVhhqONvyB zW1lUxDCO=a$PWfNRx*|t78ls^Yghxpr`^XOM*Do@R6Q8UsI*%y8x2rZzJ@XA#IUh{ zUhC=e)*2%eCCpPhCb5nzU=$hm*reIIy4kAc!moV|<89Ox_SyI@=}-9ShY3Beuaq&= zr2V2m_NL+j3)ka9^=Tw{h&mvbuVj3O%r(1_z@7Q~47tzH>LD!tI8ZgN&SdsXpJQ_& zGLYod;vjKs4Kh0RD>`rC{@vkOL}(L>^of7 zsJ4*q;{WFO2w+c!tVFPryUsWE6}f)h9d5keayq9Hl+?96I8?=(R%3{gwsHp|VmCIx zdBwak)0ZtvzYj4ici3Ifk;I8f;(foavdI{rFanQy9zA|;z&ZFe5 zNP)k;7mocCDo+0Jj|wF7F?*-`sBsu8Wc+OI0V4O;pH}fi8)6f$FpIq6PnAZz$CfqC zOV2OPPa?F0m!Xwg@h+T$JYaWz8J!)RMXE`&l-as@-a7X7(*y1}AE1qMwGfS# z)ZN0BDT6mzkg2vO8IEHiRZI2i*+Hvtg#LwWkPyq0jTiAW93yWP_-p_6G3x~d$gE68 z-caNLY6ro3Pj8Qy*CXiq58nS~+IPxMj`M7hRO7GQVmW!&|KXZD4>EO?c`1mNrtq<> zvEN`PJKRn6=|A+BDy0pwncEHUQ$hLJf9U59C-}OmtsD9od@;Mwz?S|{aMqHC=Pown zE_~kc{^q6nF!yK`aP7SojWW2B?#rlhcIef6f!lHSM?Y)h+GK?dSZ9IS4*m~vgFDMk z5dD-!)aS2$KPub0&pWNd;=KQ6BxHGQ*J1w$&GMVR((Kc8zp@o3!@jsoRmnt9>E1Q; z%0J9lsXX(P-RRkKz-E@BCfOnTVHscC+-+w!I_vtFD4ydQpK()c0lfpG9dxD?sB<{M zC8HSwJvt|y-~{adFl9X4V$&Gwr1rU|DGUJU$iLu!f4BhyL_$HCsZDu*7sW&7P211w zsK%sj6EmmJTIq1|1`w6&{FJd4A&m1%<7gfUqRm=1Gaq+@F^2MqG1eV+|U-Hyb+_; zVy){g<~XsYW>2582G?|IQS0(N_X>;a#^v*LjGfR}-5(#&G8!RL*2wZkt8YNKS^j&- z2F6a%C%Nxj!z;I=6G#hx7c2#?VohxZ?c&d_Hb zQ=P9z$h}dyg39*;9S)9KGm7O&ne}foa?Bg3ESUo zT$cMxES$5pCq^k;FA>~YjejcQ8-wUJn2j7<3;Rp}7*5S|TAP&GWZ-{qgvU1f_8+7} zwcW$SZp_iR1U?g&3k$|YL%0MQedF&iSeN}&;ZL;aD|C$*!)Nc%+qbqKZxl=Wsbi*# zf`~aV<(>N~<7bsUg!>Vs*!@IIjy3#px-cmy&a13#+O2zO{8PGqeK;{&O=UFv#lasZ z(z7JXwdLX3w%KcF&)#hIJCd5Nt=^-1L#HfP?Y^U7pl$krl2S_|A-6LJh5*4~pAW%7 zcSg_Ojm@8G80M<*C3PW>hq*L{_v6*4=^8hBdEaerfbKtQQReTtxmhv7^mc#OrbVyh z@}H(DROR)&#UPBv0)h^IC(hhSBp1q-8Gs@xx@AlT?2A8VQpqu&Af84&^|A@x_{djV z1RUhBRYYNm95*sw#+JQqUa%9l6-Ioq1r%oVU&!8DSxggpR4mID6_BCn|M;i$yLE=h zSIl+gJJ8c-_^boODdDUf_z4D^s=Ap~rIuq|q7rt->S7X%g5)}NRB(3bg!{eop8GyD zVcR>3;FA2nQr!N`+@AublkIQl;BW)T)TWVeong+mMP2+)p=0fI-5gIP5%MPX&f(hW@G)Y)7IC-Tm!mk!U8gVkrZH(7i6Wi3!*6M{wOyi2EIb|IuH9LxN{++R%yo;te^ zF{&5>!BwOgjcOcF3pQ4OLjqe3OZfsFxhaNeblSpO(F+D)wKaALB{&eUp;m2HDxV;>(cHv_bp497^Z6 zOSp~&ns_9d5LkM+XmlID;naO#GSPuA`HZaM9#e5O8wpN~Dj$9VzB>#^ z?;(q~qvgQ@m{<_9yQI>q!CfsI+x$Om(l&OC`pmy?i4re*$#e$2DbHRJ6F)@-zO_<$ zZpbV4#${rY%-oQ*Mr-q&=otNAKZGb)n01JiBs@%&uNlsg8L-xW$mqXYVe_Z9^V}MV zLB`X(W=|4CIw>z!_Wmq1{)zGKYiM14?D`p4BC%B2_9@k{(Lk7ayHTYnR4 zuOksH>pW;&g#{()7ptZI!zHo#+=Sk85Pm7kuhE56Fcv24_jcgND*&<-JRic z!fUSww`mx=v3Z-%f0&_M2xXx-#fD@CmNM`?$4V=~=H=@Ds%iz@Tx~;M$3otels#fg zJ(Hj$t|Z7!h$Vm_#cdRKDLPF=5pH&pKoV~0g;dU`0y$bmydxmCf8dI*G4fxj}|GN|MjwGtdr&D`Z6YTmbtPJzyW0RoqrWO4`UR$ z1OQ0O|KkEkPBt@VHd5~_4(>Cb_fztlxoCz)H~^8kZ|1;Y62 z!oylUj$D|4$uY-0;w|UDf;%48RDwGqpsk41?}Bb6${kUUb0@MrGWKXq3|S+XaASA# zaieza6n&%R*r9{=w$riv#vn=;dQ!N8iaMa+gbLs?$_fyFy`ir$dt3+@dI!-IBUP^W zscYL&8Od|>pclv1{Y53nYq~@&6>J|5i`OBOwr}k+zE+=L)X>iGHi<2f6KqJH$nuD` zw7L#X2IDDf!oVl@Be!3&H>5{~xlE=|<0=8tF}9^r5eL~Sx*4p&w^CIji}6oAqK?&i z!zTk0=H%@nTZ4PR;1OgC=WSAsRf7P@hn`<)-BG7W`jr%^lH2(#MrpBtsR5_+wqC*F zFQad{*WO(Su0x6Gymzknt%rxyhl(@we%(9$Qlj>bkV=`#Zw0^gi=6v&DiR1+q;>I^ zOn1D_L-V<6zvbHRzRt?~av=f;z&7se$1fXBJ;|HuE;Qf@pLhKV_rIjKJJ-&_6u1A9 zg)jQRDM-H1-Yn0oB-C&w*<6fR6jrr-G~crFc%(Nm5TbylRDx~#YcT9_d>egH=f-aL zPJQ4`Y{B{6-GdqXIVy=)chht8&H-m5uecCbeNzzR?>A4{>^n@dm6ApSdPzh-LMc)m z{xXTMlB3)=SIwy#(HYb{#w>n)ddh(h)xqudDg{OlF)7>`kI9&G&u%E!Y07eHWL%bA zeRTY_^$~R6owPJ>P9{s|{TL87N}wm;#Ibdx^3FB!=p%NVM^+c|UDxW3WoLG|QKu%( zl)z8-2zTq>kEgG$^I^e$zVZW+9)2lBKv3I)6zPW0`|xSgr0>CwhpinI1S$YgP8FDI zI;HB<@_RmUe;_Q*e9uh6QQ6R*42K(BoC115e2dZXM$pH*!ncj}%o-!rKYKegKodNX z65nDqK!>es0mb8)BvoLWiS@~whW)QU@z%?bzpQ}?HQ6X)5e=@;KR zC-B~lGmu21&owhDNbOvsuoXQdPRz?T@ttGrWFywJuhqtp|7z}v;bzO#XCp1~falC& zM5GY~gU!2m`Fo3T&uuD_&LQ1o-OcEcIUL=E^~3*z(>J%buGG_yGBUC z7h%yg)U}hmjB}Lo{d_$ZANMevl{h$;Io3(ER3Q!r;nCWc?p~ zqy&+q4f{Fil~n5byWCwS1TY;urn*pA;r=Nh>XzXFs&&-YbxekxcB!-E3$@CYRh zgO52vxF?_(Ls_=CCCreOhfuO{af!VF^%9}tZ;mVCQ<6g#y zIQ0fpkq6UMvWAp;Ha;i4OAg(i4V?6fSyAyZNlpqzYpD$AM@lU6evZcLJeLVM^mDA1 za}(E1OmCVoe)Gevps2RPxw59>GQazaR%IyX)CFPB%!je3?koMP*ysYrF!#AKf48{b z%vK^gUVnK8CUr2Tr``dAz^_k}WV9TT@a$O1f+!TJMMIXQABz5HrgWL7OSVYG)P$_w z`Jd`Y2;xs+JlD>tg7g(_Tm%0`MRRjmbsq{(06Sho!y*B!#fp3uQ;83kzY*TUsvk(* ztKqrsHTWF?5Ls^~#f^*wQkdifuMja^Jc1XBbXXW|7)tqzOYF8PP1XnZ#Q`^6`*ybN z%M$$*%zw*QWim(2S>VX4O{!3#1$qUQI}%SDt&9@$Yl~e!jurLO*)mS5EaH0UNaTBF zw~X1xZOVRwBG#|%p!9s~I%!*rf?Z zxYv9la8;(IxCmk^t5bd*a9($Zx9wJl4uT)SYVrh` zvids0C;Tz^b7n(|+r^*Et=@r+PUrIt=%1s!JCBziRDS61JNiE+eGm=xS>;Qvd4x;- zQGBJA*uYENk~~T2mm;VbGdp)vOhExVgoYX5ZG#PkKRyb1SY6>{tN|lo(>Z6hOGf-! z%KS{OkhfOFOmGzXsWbTT%Y;??Uh_iMHRRBp1@3zaSTmIvPPfU3Rz4wyfwHGsj%Eau zal6N@`T6B9-jsb}2jKK={nt#_+9vUrizd&$bgth&Bg;D*?Ni~?8)!O8z77SbUoKd>!VF*9NzC~%R#IX= zyGsT8^fE-a5Xmd%`qb;@{;@8t>wZk@?alIfFSE9J$*Fha@oEZG;ESR zcO<=;Q}tY4Sxc7eT-$w~T4FWFy2@uQTqivhQ?4pQi%>Qz0^0}R*o8W2A##6&y!^$X znoViR-khp-9$!Rv<6Qe>U3Oyua5B==uw}6wBGPx1w?jj^Y5&l5@%E02x^2+&Q6k3g z#Xhzpq7u#8vXqJux7WhMEF#x0uE(fd4lWxQw#pin<%=xN+w#l!I^{Ng_5QeWOo9xd z_8MO$wZw}xC}1uuPe#$kC8CYFL@L!4EvqwjLW90ceMeLrhTF|GV53k}X1Hh*poVM8 zczKMDw@EbX`lf(%dsxfNAg+>CqesO|`Y~`*nN0V1zdaxv&^ZT`>DV~V}Nc(S> z&Y%3?2Y)XAqutatCfZdn)=S>jx#srGYhjp?{kCH3uLjvrG)&gsA@`nXq68+Qh0hPg z&x5Znknpy>ju%&NBf0zuT;&Nm@wO*UoC%dYw+3~^tbIcQT7PeZUfsXk*AAv1?*}^a z?qWLasb#Mowp|B@mL#VM->;Q-t#$7t!M-lCMtn9S(C^JzU3i4P-EP48?fdg^{r0iV z4J=;%bqMIp_cL>F#kK;sohisDy>4w%-r*lb;C-_FC*#!gMzIfl=a6q5uX6PH692IW z{9D%B=4Z2l{+ezW30&9oVDi59StI*d|Bs08&!9yvu$^Ymj?bT~l}@23k-3}+hJTQF z6J&IzW7HaH%h%S~u~OE}uy5i@_7Awf-pqKb?RA#^7n0{xJtlU$c>OrrIkf|gg~mmQ zk2=r+=YFj2V}1;w>!!E4&L>t^1Y0LCtvas%OMhjpdyR%8WQ6Y@#o%QXH0V&%>xIql^0}dFz5f$5{@!o9v^!1z Tp;Uq;xdJrR^i->rZD0QnWm^~1 literal 0 HcmV?d00001