From d8fdfdac2dfc965a43305f29c54b3e5251f4565a Mon Sep 17 00:00:00 2001 From: Jen Looper <jen.looper@gmail.com> Date: Wed, 16 Jun 2021 15:56:47 -0400 Subject: [PATCH] web app lesson --- .../3-Classifiers-2/solution/notebook.ipynb | 7 - 4-Classification/4-Applied/README.md | 281 ++++++++++++++++-- 4-Classification/4-Applied/assignment.md | 10 +- 4-Classification/4-Applied/images/netron.png | Bin 0 -> 22944 bytes 4-Classification/4-Applied/images/web-app.png | Bin 0 -> 150939 bytes .../4-Applied/solution/index.html | 4 +- .../4-Applied/solution/model.onnx | Bin 2266266 -> 2212506 bytes .../4-Applied/solution/notebook.ipynb | 75 ++--- 8 files changed, 289 insertions(+), 88 deletions(-) create mode 100644 4-Classification/4-Applied/images/netron.png create mode 100644 4-Classification/4-Applied/images/web-app.png diff --git a/4-Classification/3-Classifiers-2/solution/notebook.ipynb b/4-Classification/3-Classifiers-2/solution/notebook.ipynb index 10651b0e..d953c603 100644 --- a/4-Classification/3-Classifiers-2/solution/notebook.ipynb +++ b/4-Classification/3-Classifiers-2/solution/notebook.ipynb @@ -258,13 +258,6 @@ " print(\"Accuracy (train) for %s: %0.1f%% \" % (name, accuracy * 100))\n", " print(classification_report(y_test,y_pred))" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/4-Classification/4-Applied/README.md b/4-Classification/4-Applied/README.md index 8a1429c9..a62c05af 100644 --- a/4-Classification/4-Applied/README.md +++ b/4-Classification/4-Applied/README.md @@ -10,50 +10,289 @@ One of the most useful practical uses of machine learning is building recommenda ## [Pre-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/23/) In this lesson you will learn: -- -### Introduction +- How to build a model and save it as an Onnx model +- How to use Netron to inspect the model +- How to use your model in a web app for inference -Describe what will be covered +## Build your model -> Notes +Building applied ML systems is an important part of leveraging these technologies for your business systems. You can use models within your web applications (and thus use them in an offline context if needed) by using Onnx. In a [previous lesson](../../3-Web-App/1-Web-App/README.md), you built a Regression model about UFO sightings, "pickled" it, and used it in a Flask app. While this architecture is very useful to know it is a full-stack Python app, and your requirements may include the use of a JavaScript application. In this lesson, you can build a basic JavaScript-based system for inference. First, however, you need to train a model and convert it for use with Onnx. -### Prerequisite +First, train a classification model using the cleaned cuisines dataset we used. Start by importing useful libraries: -What steps should have been covered before this lesson? +```python +pip install skl2onnx +import pandas as pd +``` +You need '[skl2onnx](https://onnx.ai/sklearn-onnx/)' to help convert your Scikit-Learn model to Onnx format. + +Then, work with your data in the same way you did in previous lessons: + +```python +data = pd.read_csv('../data/cleaned_cuisine.csv') +data.head() +``` + +Remove the first two unnecessary columns and save the remaining data as 'X': + +```python +X = data.iloc[:,2:] +X.head() +``` + +Save the labels as 'y': + +```python +y = data[['cuisine']] +y.head() + +``` + +Commence the training routine. We will use the 'SVC' library which has good accuracy. Import the appropriate libraries from Scikit-Learn: + +```python +from sklearn.model_selection import train_test_split +from sklearn.svm import SVC +from sklearn.model_selection import cross_val_score +from sklearn.metrics import accuracy_score,precision_score,confusion_matrix,classification_report +``` +Separate training and test sets: + +```python +X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3) +``` +Build an SVC Classification model as you did in the previous lesson: -### Preparation +```python +model = SVC(kernel='linear', C=10, probability=True,random_state=0) +model.fit(X_train,y_train.values.ravel()) +``` +Now, test your model: + +```python +y_pred = model.predict(X_test) +``` +Print out a classification report to check the model's quality: + +```python +print(classification_report(y_test,y_pred)) +``` +As we saw before, the accuracy is good: + +``` + precision recall f1-score support + + chinese 0.72 0.69 0.70 257 + indian 0.91 0.87 0.89 243 + japanese 0.79 0.77 0.78 239 + korean 0.83 0.79 0.81 236 + thai 0.72 0.84 0.78 224 -Preparatory steps to start this lesson + accuracy 0.79 1199 + macro avg 0.79 0.79 0.79 1199 +weighted avg 0.79 0.79 0.79 1199 +``` +Now, convert your model to Onnx. Make sure to do the conversion with the proper Tensor number. This dataset has 380 ingredients listed, so you need to notate that number in `FloatTensorType`: + +```python +from skl2onnx import convert_sklearn +from skl2onnx.common.data_types import FloatTensorType + +initial_type = [('float_input', FloatTensorType([None, 380]))] +options = {id(model): {'nocl': True, 'zipmap': False}} +onx = convert_sklearn(model, initial_types=initial_type, options=options) +with open("./model.onnx", "wb") as f: + f.write(onx.SerializeToString()) +``` ---- +> Note, you can pass in [options](https://onnx.ai/sklearn-onnx/parameterized.html) in your conversion script. In this case, we passed in 'nocl' to be True and 'zipmap' to be False. Since this is a classification model, you have the option to remove ZipMap which produces a list of dictionaries (not necessary). `nocl` refers to class information being included in the model. Reduce your model's size by setting `nocl` to 'True'. -[Step through content in blocks] +Running the entire notebook will now build an Onnx model and save it to this folder. +## View your model -## [Topic 1] +Onnx models are not very visible in Visual Studio code, but there's a very good free software that many researchers use to visualize the model to ensure that it is properly built. Download [Netron](https://github.com/lutzroeder/Netron) and open your model.onnx file. You can see your simple model visualized, with its 380 inputs and classifier listed: -### Task: + -Work together to progressively enhance your codebase to build the project with shared code: +Netron is a helpful tool to view your models. + +Now you are ready to use this neat model in a web app. Let's build an app that will come in handy when you look in your refrigerator and try to figure out which combination of your leftover ingredients you can use to cook a given cuisine, as determined by your model. +## Build a recommender web application + +You can use your model directly in a web app. This architecture also allows you to run it locally and even offline if needed. Start by creating an `index.html` file in the same folder where you stored your `model.onnx` file. + +In this file, add the following markup: ```html -code blocks +<!DOCTYPE html> +<html> + <header> + <title>Cuisine Matcher</title> + </header> + <body> + ... + </body> +</html> ``` -✅ Knowledge Check - use this moment to stretch students' knowledge with open questions +Now, working within the `body` tags, add a little markup to show a list of checkboxes reflecting some ingredients: -## [Topic 2] +```html +<h1>Check your refrigerator. What can you create?</h1> + <div id="wrapper"> + <div class="boxCont"> + <input type="checkbox" value="4" class="checkbox"> + <label>apple</label> + </div> + + <div class="boxCont"> + <input type="checkbox" value="247" class="checkbox"> + <label>pear</label> + </div> + + <div class="boxCont"> + <input type="checkbox" value="77" class="checkbox"> + <label>cherry</label> + </div> -## [Topic 3] + <div class="boxCont"> + <input type="checkbox" value="126" class="checkbox"> + <label>fenugreek</label> + </div> -## 🚀Challenge + <div class="boxCont"> + <input type="checkbox" value="302" class="checkbox"> + <label>sake</label> + </div> + + <div class="boxCont"> + <input type="checkbox" value="327" class="checkbox"> + <label>soy sauce</label> + </div> + + <div class="boxCont"> + <input type="checkbox" value="112" class="checkbox"> + <label>cumin</label> + </div> + </div> + <div style="padding-top:10px"> + <button onClick="startInference()">What kind of cuisine can you make?</button> + </div> +``` +Notice that each checkbox is given a value. This reflects the index where the ingredient is found according to the dataset. Apple, for example, in this alphabetic list, occupies the fifth column, so its value is '4' since we start counting at 0. You can consult the [ingredients spreadsheet](../data/ingredient_indexes.csv) to discover a given ingredient's index. + +Continuing your work in the index.html file, add a script block where the model is called after the final closing `</div>`. First, import the [Onnx Runtime](https://www.onnxruntime.ai/): + +```html +<script src="https://cdn.jsdelivr.net/npm/onnxruntime-web@1.8.0-dev.20210608.0/dist/ort.min.js"></script> +``` +> Onnx Runtime is used to enable running your Onnx models across a wide range of hardware platforms, including optimizations and an API to use. + +Once the Runtime is in place, you can call it: + +```javascript +<script> + const ingredients = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] + + const checks = [].slice.call(document.querySelectorAll('.checkbox')); + + // use an async context to call onnxruntime functions. + function init() { + + checks.forEach(function (checkbox, index) { + checkbox.onchange = function () { + if (this.checked) { + var index = checkbox.value; + + if (index !== -1) { + ingredients[index] = 1; + } + console.log(ingredients) + } + else { + var index = checkbox.value; + + if (index !== -1) { + ingredients[index] = 0; + } + console.log(ingredients) + } + } + }) + } + + function testCheckboxes() { + for (var i = 0; i < checks.length; i++) + if (checks[i].type == "checkbox") + if (checks[i].checked) + return true; + return false; + } + + async function startInference() { + + let checked = testCheckboxes() -Add a challenge for students to work on collaboratively in class to enhance the project + if (checked) { -Optional: add a screenshot of the completed lesson's UI if appropriate + try { + // create a new session and load the model. + + const session = await ort.InferenceSession.create('./model.onnx'); + + const input = new ort.Tensor(new Float32Array(ingredients), [1, 380]); + const feeds = { float_input: input }; + + // feed inputs and run + + const results = await session.run(feeds); + + // read from results + alert('You can enjoy ' + results.label.data[0] + ' cuisine today!') + + } catch (e) { + console.log(`failed to inference ONNX model: ${e}.`); + } + } + else alert("Please check an ingredient") + + } + init(); + + </script> +``` + +In this code, there are several things happening: + +1. You created an array of 380 possible values (1 or 0) to be set and sent to the model for inference, depending on whether an ingredient checkbox is checked. +2. You created an array of checkboxes and a way to determine whether they were checked in an `init` function that is called when the application starts. When a checkbox is checked, the `ingredients` array is altered to reflect the chosen ingredient. +3. You created a `testCheckboxes` function that checks whether any checkbox was checked. +4. You use that function when the button is pressed and, if any checkbox is checked, you start inference. +5. The inference routine includes: + 1. Setting up an asyncronous load of the model + 2. Creating a Tensor structure to send to the model + 3. Creating 'feeds' that reflects the `float_input` input that you created when training your model (you can use Netron to verify that name) + 4. Sending these 'feeds' to the model and waiting for a response + +## Test your application + +Open a terminal session in Visual Studio Code in the folder where your index.html file resides. Ensure that you have `[http-server](https://www.npmjs.com/package/http-server)` installed globally, and type `http-server` at the prompt. A localhost should open and you can view your web app. Check what cuisine is recommended based on various ingredients: + + + +Congratulations, you have created a simple web app recommendation with a few fields. Take some time to build out this system! +## 🚀Challenge + +Your web app is very minimal, so continue to build it out using ingredients and their indexes from the [ingredient_indexes](../data/ingredient_indexes.csv) data. What flavor combinations work to create a given national dish? ## [Post-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/24/) ## Review & Self Study +While this lesson just touched on the utility of creating a recommendation system for food ingredients, this area of ML applications is very rich in examples. Read some more about how these systems are built: + +- https://www.sciencedirect.com/topics/computer-science/recommendation-engine +- https://www.technologyreview.com/2014/08/25/171547/the-ultimate-challenge-for-recommendation-engines/ +- https://www.technologyreview.com/2015/03/23/168831/everything-is-a-recommendation/ ## Assignment -[Assignment Name](assignment.md) +[Build a new recommender](assignment.md) diff --git a/4-Classification/4-Applied/assignment.md b/4-Classification/4-Applied/assignment.md index d4badb79..293633c1 100644 --- a/4-Classification/4-Applied/assignment.md +++ b/4-Classification/4-Applied/assignment.md @@ -1,9 +1,11 @@ -# [Assignment Name] +# Build a recommender ## Instructions +Given your exercises in this lesson, you now know how to build JavaScript-based web app using Onnx Runtime and a converted Onnx model. Experiment with building a new recommender using data from these lessons or sourced elsewhere (give credit, please). You might create a pet recommender given various personality attributes, or a music genre recommender based on a person's mood. Be creative! + ## Rubric -| Criteria | Exemplary | Adequate | Needs Improvement | -| -------- | --------- | -------- | ----------------- | -| | | | | +| Criteria | Exemplary | Adequate | Needs Improvement | +| -------- | ---------------------------------------------------------------------- | ------------------------------------- | --------------------------------- | +| | A web app and notebook are presented, both well documented and running | One of those two is missing or flawed | Both are either missing or flawed | diff --git a/4-Classification/4-Applied/images/netron.png b/4-Classification/4-Applied/images/netron.png new file mode 100644 index 0000000000000000000000000000000000000000..ac29db872f4e7f60b27f0f2cf1c3fe700cb6212a GIT binary patch literal 22944 zcmeAS@N?(olHy`uVBq!ia0y~yVC-OEU|hh##=yX^Vb6zJ1_rLfna<7up3cq+0Y&*~ znK`Kp3?7|Rr?ZDlJ}K7l{QqTVCr_qJoO?Z|>#4SgIaF;IoaErdsi>%NW2!6b^`<Tk zjV`?|jU8eR*O)qz5(U?2ylB$VI<+fe!@^H>4+P8ZTfg7?`JLtWGv)8<pP!p+S^U44 zoxy09uF%qhT?|XOHy?Re7x(4HjtZ+hfrJJn1%~K`<YE;iw~Pz{hm^EGyK8pvFF5(J z?`X=J`v3ppT{}-tE?{VI67+lGW$}_@zT+2Fca?KY45bVkU+bS1@-31+WMVi;;gId* zIW}jNC(p4snqlx%Sn{093^s;&N7A|{Gb&sZw6>i+x#x&trBaUW6RsAHZh^ArA8y99 z_$%3%+u9~i`YmAQ`Nw<Cll@11rW{S#JUP{7?{v+B)!ZtJOv=vvuax;8ed+QN<7^2< zuSeZ~4^N!fG$+zO%WXkVYv(~lW1R<nKm85kU&)&umf<w6YulOg-r?q*Ee{q*`U(Bm zlv21UVxsYx$v<4qY_L#{*%mfw#>p9p+bYUpGqa|gIrn^H%E#iL6Ag{$=yveUOZ3cg zd9a2*I8EI9aO%&`Ep>65U;jGwZJyrG({-#mH}B}wE!m&*{>{xll}^WUd_33anCqRt zoqkQ->zV$kPm|WFdT~$v`T5eHlrqn<mYh7XBE|IQZKuu|w8{!t9d6)cap0&>klny2 z`-3^3VN=EF&1&X{&Imm1U_JRq$BKESf!tixClTkC-j2F$!E6w@{_^#Qy7jC06i*#k zqsu<?eI_%*8{_QmSXKw#pygVeo6VXPm*h;SzPhDTSv1}M_OdKa<_-tO3k^~i*nS;g ziBR~@!v28Erjeh6K~X{INTX^4^AC@ENgH_9u)KD#(_p!MFfV{h>wsc`$Q*{{4$Kz( zQ3pZ`gi9K$7l?mpR{X%#)5M=3)1)Bd(zarP)DmV%r)Lv%pRnw7whIst;XCTc8DON+ zvgCqS26G69sN>QLjw_^oNm{XQb-2DT?}efX1Fv)bLVW`+wSy)R+-6N{6VzugvLBlG zA<07WTubpon+ok1rtm|@A6D&P-N$*q`S-){4-#Apo&;!V#7<#7#d*}Fb-|-RPYuH? z(^U+iJ*!-<E}9kac7^qdx+@&7jHSAlEqa;3y+!+$ylm^U1;!UwUyQ!6^u^*ARVC8D z_^KFeyZ-elCYu;OlMv_O7Vh>urgQj7a+hJ~jLkE&XH?HnJj1Rdwz|pmm{ro>jfFQv z-f+DUdt;X)yG`<Tuk4Y&hXod<b1cvCiZ>-c-c;~&$KD-}cX;o(y+iSi`W~4$_WbVe zM~^>l{qglj(jUV=u77g>6#ubsoS5KIpx7d?qebSB*`Y)y;fG?09R_|ON>ajiJ0>0x zd1RHuxp7)W>kaoBb#?XS>d$q=)zl|MYlkb92fdqhr{PYzP-}`?(j>8oOO~u%qP!&S zlJg~NqnSA_-&BrI-h3kZ<kcsqpQu0a{}fW`T{+Dryso!qX3gF|xj(OSv9LO`wjB~` zjcHA4z09>;#7%^=%dN}Db=#w?qee%IyZA+pPg&t*=B4QM(kpsOpJr@$mE*y{9t}GY zJ=OlAj-r`H9<G63SNdqR?`o`?QPpbYa`;kDrcM;s+6iS%*F2>|muZ|2?hA`s7qhI! zac4a1(xfGaf;@w7E-UhSy6@C<%cx?B;)-Ik^DE~TSD$ka<qh=@otM>^HTRY6RsF0I zQ~9kSTV=C&v-+=Ie3kYp@zv=o-&e;6%3oZNxg)E<gv-P))8<l(=~<J*rr{ZKm)=~E zxqRu`r^`Z_Z?EoJW4dVVqPHvOF52t;d(pQIe4)o<-4|^3em?1(_b#Kkj{b|MU%35Z z@vd3B{_P67+q`S;uE$l!ssgKCe|_~u?zQmOxnCxKDSx^BRln2=2_1uo%z)$%CnhAk zNI7ACC;3L+kBcX6XdKH}9N2u3J2^CYTH(6F-op8uH;)`vxxD1klXaTcuADTvS~5R# zx@1mT{xNfH<K3xzv#n=vpZPws{QS`~rSr7sL|cAuWIfrGI59Uc*)U;cl4Q!xdz%h^ z+B&r{bk9}3)n%*SU;B0~^IH4b>Rb&oMzhzsvvTg;nsu`%=XB2dTNB^byuEhA^w!>) z>303*`TzIGRj>NX^t<=l+Hdz|WMq%<ZRI=M$JWQ$_q30HPKMt?zvwyZER*N#opaq{ ze)+#Qj~+~VT6F5Ee>nH`kn73o^q)zee}2~9rv8HO`QEo>7uMdN`)=NYx&wRfJ6~^p z8~F0$mEil6Uq?RuIVbUyN1{yno^PAJ302Si`s+kV;<_ZW>cxBh?&02JU8`XiXt&hP zzvgSr<l5{S_rGuchW#-8o&1OSZ}|`Vgv^Z=YqG9oG$bEb)v(PWD8VHm^TB0>%?gD9 zmzgRY4>Zl?{?)|W+<K5#QK3b2lkt<n6@?jTFZ2^{Y`Cyt(}whiW)HOw-&S5B=&ju6 zTGR2R>yFq>=~N-r-mKoRjyRE6*}sOzte0slv%jWQ7W(F_#a9c*m}DD0JF9(KbvX;q zAG*ukE_PG@RD4PO#*dGlcCXhDjGwga$)TXurEiul7dGHD<UB64Z<F(lsc$yAge6rz z(r7<<^Kj+SuTS1R;`@B3!gbGc&pc08PyI=ECzY%5f42Q`^p7B8aDZ0D<VW*^CVnzB zRr%`i$|cGtD%Q%*R`Ktg2}(Yq+fp;qb<V#Ko7w%z_3uo*nY)eMk2XHi;#7&$$vm@2 zu{W^&ip#I&5{28gyLEnF-t;1M`E+evalQ8^3{T&j^V#OQ`S<0bFGS~vuGKCLUl(n; zp=;x-2U!`Vk6v9f{gwUc8qeCV(bXlgg|V-8#b1wJuOIcl&iPE+GMlw~wpKRV|M(j) zS%1F%x%v$kOOubPeNj8O?A+P1+28a2#U0Sy5ttDh5%Z&zJN<O8d~Ti2&%&haOV`fj z^4<QHe>_h-Z~y+o$;U4$EnReH(ZRXgW!K&>darfkYu)!tcdvIp7Y%=-_-^96m-?Jq znRl``l>ffBe(9e})v0l*rB7!)oqgK=-Q#z=_uenA&utBJO*}fCxry19{V(6OaH&u+ z`9pH2?7qAy`10`E{5f^2)&;HCTJx*SrDDndj2{=bWgUO@DtXrNZC4MNUYhmrad%(& z+z)maBeDalH~1}G_d&%%)Ar}5=PmQ!&*!qaT6ODX$y>?8#!u5%rgOhq_-oFui)?ky z^~o{G-*+|?uk~H$n_j>1&(jl?cR#0!PtniW?XhP@dEuj=cS|>>1%CGME;^m?`qH&~ zr#DW2zpZs^X&mRCqPMHwUp@V{=bQKSJL~4|e^>PP4)1blUUS*JYvnh}=ls3;@A~Gs zd~?5Um&rFRvn)3)J^y}R#qGysr)A$;hri$S?%p2pn)ScyuKb<H-Yxg#dqH)ajZgKD zXMx`qf4sM~cE-M@<6ZsT^E2#L{yF<)`>wk7f85OXm}UKy=Y8WVVvGN)_w(=TfP2QD zHa~i9b$)gHjeQpOZ>;ZpEqZu*Vfdo($I3tJHU0+vyY=MjOnck^ZzOtUWvi6yj6as0 zw%%Iqe(!wseJe4mZ%>?mwSVkqoqxqn_V1f7JO6s0ng0Co>3xs(O{+2fd+m$uhwA$- zzmBwY=%)E^WzukYxI|^iaSJ8}OFo7yafTzUm;Zj5;&3^?L6hl!=kn@znuQDx0*o09 zJJ=MW_K7h#yR1C1JiwnpX*Od{y87k%E|rt#%B;jVU+&!aqO-I7D8qv)#vjY94Gr%Z z8Gc+V>bXs*;k4c5+CNJYCSLcQsLPWRX5zkWE$e@!{|s}M@n8Ah$0WkQz|fT%;hE;^ z%b>-;z`()4!YIYS%D}+D$iTp0$0!YFyD@4oFoVUJ7#P|!8Cbw<1_nO{2$%rnLulqn zZ4B%T3=BdH3=9<um|&_II~Fj**$Y4#9fO@cJsB7nf|H9<Q}c>5@=GNA?xis>FmM)l zL>4nJh^c}wqi2xH2L=YlYndStB@w<pR>}FfdWk9dNvV1jxdk9|7;Gx6Dsl^QQ%e#R zDspr3imfVamB1>j@`|lM!um=IU?nBlwn`Dc0SeCfMX3sAdIow1N_Jcd3JNwwDQQ+g zE^bimMJZ{vN*N_31y=g{<>lpi<;HsXMd|v6mX?<K21fcuM!H2QX}ZOgc_oPzx_QOQ z5JO<*xTF>*7iAWdWaj57fXq!y$}cUkRZ;?3qyPgDccxZkB5cYlhI%VGKUW_lqi?8Z zpbs}2WIRaJDj>5WH7C*~GdDG_I5R)b&cx8n2CN=K24SNOLT3a*r?I6GvQ8u!be*Ba zsYTBDxw)x%C3cADf@(&Vgle?W2l*T+Bp|^I77cQ7v*WVS2S*4fa_qRSPH~*Zz`!7r z>Ea*4z`(!+j#LJQ3k(bl8VnHn0t16)^t;(Bn;951)jeGtLn;{G#IpYpIeJr$btPBF zrKw7;flF9~kBUu*2oOv<(i9}(Y$ze@%G<@r!s^;&qS+K=y2wOP%w?sPM_^_UPv`*- zt}b59&u2f^%{+VW?!Emnzu&*L`~3Uv+jm#W=auKroBMt4O>4*53nV%i1QnQE8aP}O z3z#^SxCG;b7?m7YIvNxlnjZ8zuz;oKaZFIKNla9MsGOis!7l(&q|T(m;U6L42~noP zagW)hfkS{%=|Lw0=OJM+H;7pboK4@Mwp1uNG<|4kod{9p(DcA|)CxKWl#<K$1FJ$; zPx-sxwnaJzJJVe2@@ai$d3Pcn9(G{))WpE4q_2@$DJO97#>Qk%j>vV#Lpu34ZD^Ue z$|};|Kv2PvC3wBxdIz2#3MLsB9Imd9kMH{yCG<nIf<?`DmP+j$o61d>!-ZOzS^Xa= zI5c%I`v@$$`{cs9SnI3%YJV$~bk}+aF-~Yz<(lL&DS>T|1*g&iuCmF8jnCUWJ|o3+ zE4EB~KF1Evq%$)Nzj!|p-oGJ5-H|2avUp5E<Ch-e_698r*1NyHT=oy`m$O~6Y^rwn zvITBof+j2;0*;qgyzHNAJ3)qN#T}7yP8P;R2TrM-QIY6qkY*HWk?w7nbNl9D>-T$v zC&+D-e(Cbyl=k{5uPnPg)KA@vH0M;Z{wfxprIY#g($el9G7qW~6qt4@CZr2~aedMj z^5c@H0OMuLv)+us8Em_pn@%vCh`hzZspKsx?w=#%Vv`~v&(HXJ%`$l<Ij4uc>W(Zv z-wpH+o;k8~En{$w)Nbb{59J+^ai*L~r$r@n?KqXB1mm8!F>orGw;Y=7*Tga7ou>d6 zli!309QpY8_|^UY|K@K^KQCAM@8|Q?n^I4E74I&8A9la)_gbshYc_{$Ogj3gbAsu| z>hJGDqqpS*PLC~{Y4xy0c$3?^5N@v~57R{lSN5|A%EWs4Pg3pZxBnM$x90QNSFhLa zpZ3eGPiAG_?zd)^`+vXNeYHo@SmaxH%5Uw(j!nGMW+Cx4A6u*b{d|5^{@;i8hP#}V z@A){D-bb|Rs>ONcm4wIA{Idrd2)r&7pnIW@V??yFNWNm33*8O2=aN{#EYswIOqh zPHC<RUmvG=F{)ck_sXlQtFL}}dHL$n>2b3rSs4d%dQ?9@H}})5o}#CxRPU;ADrIso zM>BFNC9LvoQ%DF}6~2Dns^H~)QQLANd5l;+1={)L!=`G520cAJJzUy6uV<p}M2<5` z2}agmuLKKg#wDb#+x1GTHTJxG?U#wGLRW`fDw?1$sm)-6=mZ6(Ww%l|n3fd0-Fm&N zGxN)fi-spydKHqaW~d6Pbm#<zFdR{FWO3+xr>Ej1@cY}_;AS@7p#MM5*I$`qS^Q+> zmdwk`f^`4sAFx~c%tfF=>i?6;{#PccdS7XmuUnBYt?9G){LB9KcXbyP^VuJtq8WUp zjaOPE#p3&&;;ZZH|7KrZ6{@Yy?>DdRSLVdGN5$hqj&_TOZ@*u+d&%~kn?bMoPt57> z{`mO#YTwyrE7|310wRNZuSMDZ`EXe2vopW#l4s}VufJFQ-uCOw^!Y1Sg|1#DoxdmW z@3-yydoxsb@%(DuwLSN?nwr&~*Dnrn>xZ;*iFRpxf3<r3DpBpQ6RQKWuC0-rSoY?I z;nmIQ{u8-BDIO5nR`avSwEA1l!Pm=X=LMynni6QhUH0OF;-Z>5J&WcO{85Uhv-9%W z7!(uON^)gRR2^(${WUv(-^t6zXJ~DSoVui2M03&Ex9iV3s9o<cZk`z2E-9mW*J9;d zi`#C;`(#ylpZeSVOvw#nJ-Jo#z!t@x8GkmXoxPM6P<G2%a>~);0uBFOtzJLJsPy$U z(aIdFCx@P|Tt2VpQ-tNG;+%VXc5Z3^cf08K_xICxNSS86NIcwjva(Z1^-HJvJdNiQ z7UtjI=T|qSc)B59{z3kq-qUnmPBHBJ-(jTDUbkr9_4s;QwX+kpE|DxMyJS`RO6Bji z8)CXqA?tV-T2<!Qe=0t*x2c-#J0G)Pf%1Yo;x^~&ScDWgtY_@`cud+z<8IMu-FeJ@ zHcdZn-~Xrf^h|Wh*2+iI7>hqYJ6rYOK%<jL=&F#5udlB!e|4lGYu*gi+#eqv-ddw_ zDUEI6{hH6dxoLty*N=1x&;2vuyu~@ydp{JE9<6=TDO0S}G1<?`Gki@%;Q6`M;U}{0 z?kfGY@wi;^iOXk%WGr<Y8@8O`aku|?L|E!C`^mqr<NsgUntfgD=I`(C-%n}W^HY`M zw)+E~q(b4@zTQtfnoj(?U%RWyL3r}drL3ANNlBajZnxub7Rb7?BGBxXW!20X`~Lr{ z4&7T-T6!yU`AXMrF-_wYRzC}q*t|_EJ|vXB-}_zb^Ap|7c0So4ZgD*kW53C2zDl3` z=URn+I<zH~<Cv#+`{Z4|v&~-JEx+Ge@a<4Yns1VE`neuM^_j~nS}SH8d$8WIVEWGY z`+kSKzqeO*XJOI_r`W=yqLcEkuZ!(l$vI=e{xmkh&0VifOjKUw)XJ4~ui5yP?2G1t z#Ror^C^<BFsPAG8C|}0;sF~j`;Cg)h-d&ITtfv^BJn}_i_UjEd`Sx+#I9JSlV+ULH z-}iOjtxa=pnW$GU<2*DY|4N^%^%TS1mPQYr+)SSz+He1FN7bj3>Y>-y#j2k570AB6 zE;Q|!NFbZ|jcBHNwhva%=M<~VWf5c+R<3Dd;5?Mh<ry}|NBBtbd0X}0LI%MvuC1ND z{KwT*p_AvHD!8?)T<7u9rWsogcxIh3dA0lfzR9(mE0!$aJoH21$<p?VvQ3{Q{gNlR ze1CUW^`?-^%AloJzP-J@xcfxue7o8fhmBS|DUA+I0un!-CbM`5*oFBiElQoG@ayaA z<!wBYi`;r77T(&H`&zT;@2{_^pJmH*AD@(YCcNfC<-=BS75g(m>GLX=tvO*>R;}2R zqr$PK=#ZD*`Uj?;6&x!Rk6OelPSAVK_F7kh#pvylc?OA17CvV$m$Wcnv-0je8$0J> zL}$w54VRAp;V4<`*8AnsQt!DHOQeN+mPj^rbe!KZS!(r+HGAGIj^xw%G*hx=a^Bo4 z5wR`*c748Gye7$M{$1^9J&}Ho;wqm`one%wrj+?E)MuNX)k^MX+eMFs?d;M_h&pfL zI72;6^2C{ctuq|?m~UmT->ddAt?c2F+1D#P?(8UhJjcTN2d}JE$fZYuEYr^3+H+E_ zIO^yW4#x(Dp8G0pb~=%!`W92_B#mcJ&ifYWap&*%`|pq3wA=gjTJ)r8!j3v|dn}gC z(VahEIoyynN5CVo+(ST<<uZS0>MR8V0n>~N4s4tE|Nr}5kXdY6)hym(qh^EErE^Sn z>wG(B{l4T;!1-CG*(Pi*JX<cZG?u(^cbN4t+GWb=^9e7`&E{)5a4BN*Pdz8Q$7jTL z>hF9qspH4V$?D!V9}e@JJk?gbS<?T~9*#pfdnTKFULN2l8ErOEne!0;{+Rkx4)QIM zg-s$xZ<`s)K1e6LRGn5Z>!4q3-Or~*eM{G{^T|v|ogeWpletWF_QA*+!4us}*F|s7 zo4WnTqotJ*Z$;iVJ4C)oa+_Q6*W%XUqB}2Q&u;78BU2ppY*xo)snydz=xM(x%e%H_ z=9)C4=JiI^4k_uD=ic_^o@oE>uyB6G)~c76mM*PN({G(+o<Gk>%`){{LWN%O(M^du zTn+Z@7K`{c2O8?femiq`?v;5P41_p-Ox~^$x`;#M2oID0+GkS*e_e~tzj{NY{WjO` zO=l0RXXlZ4@N-Hwn`3Sqm&Ru9C&$+%f1VbW%NDNr-n7|Z^}Hu1rDop<V3WQiRGG9b zHORKPA@bCo)X@8-*JE#;$_O*dd{few&ezm=PUm%L*~Y{Dj555L9`bwB1fDJJl1j6( zUTpN+aMGbh;|`bl+=KeZC0isjn?xqfbX>y4en#cPlAh%c?;JYV%>H!0`Ua701rHDH zOr2h$qkS~ZT1UH7fA-nnhbAeTPRHEc%=hN@fmLhweB=K4k?XzjISc1|=2OEBH=5iK zaGkgD^Q!5_9Qq*=>?|GvjJx^&I0(#a5qUPJ;&k@ola15=CdxanY7%!`vg)1B73ZcC zET?YXWP>#7UTqL$`Nw$v?fnk!9_@vtudkh2BU5x#rF_;~7Q@U-DycHhPR&q%I$1_a zM^**YjJ&k$C3l&6v&sV<v(+(7*R1Qy*jW<4shvpMzh{r%k^H?1jz4^r|4nRXc_<&d z#6?KR#Vdg)RMocX%Y?hHlaKYB{Pkaof9fNn3z0%DY!2s2gezvb8vMUK;pMWMabijh z_9jjT?$0n1U^Hh^;V_qCwA^0DF>5B%q6;Qv&CiyaG)XtC@)TeUSQIY)Mu(}6Lx7c8 zu*2=ZB<4q!)g5l_*Bu&I1TXwP@Js1}?dFwUTl4SREwD}9F64MXFV{74U7Q!o!GbA@ zjw})9laKd>{!o~p!nEc^P1#x7Vg<`5!h0s9synj8Jj|Qq5bh|#VPJjni%I~?Kkm(} zEHY=g1)p|gPht*8IKjy%<l^^&MMHO%2GbSOGS&GUCV6)vPB6N&DNPV&Qt6m;fiptt zkI)Z=9p{;^`If13F?zFD-0}|*ixXn>XYml2x52=ugX4zy@0sNVY#XcJ2n%{xGO2V- zaX!WMw~K-E(E3>mW9nQRSRRI-4Ollt*`dk9a>*Kl2OJX=nARnfy|3q(pzyDq^?Zjz zoPdJk6IRt{oGeT#9S$od&OM>Pq|(9Dbaok+7^9HO!AIw>ZRTeba{2bMM@YScfm6xx zL4?j0jtL4*tABkcox>t%H+S>#lZp;a9(?xG&MC2Y2t+Q?>3YS@;vujvfVuSq$XK5R zXUv*f7&w(YZl%N*xiqj$RJQR^VKU^Hppc}H=n??x?}ToC6TVA8!Ep(9<h9q<Al<>7 zte-5IR5<2qcRX6k$0+3TYD0?eLr~=K*>0ZB#wf&+&#W}Tp2b7p=i%<1n<W^9T*S2d z7m0H)sdO+k&g~TgS>5C?H#g0gNu?v_nq2C6aVC|HnuABrxHwEys1R;pV-#}92szug zjDu0grK=&u^q+eJ%fouvK&N^|ho%qH?KFI)1Qi^Y2*!lTda!s1G=^wfKW$~;Jj5+} zOtA3>#{`8($%m&jC^|H8%y7CncMB+(t&ij!(C3(-@MjU{sfoHA6BIVN22U~0WbqL2 zbUwl51nQBbaPb$HdkQ38v->>{<XD%0<e6(gp)xgV@defn2F^tc2h%UlbZuan7`f+W z)Hh{^rW19to7gKsYTOsh=;in$4)T5L1qFvDj^0%_FN%P|UvR>jWB)-muUGbZq0izW z@b41)Qcq<jl@61p)2o;}890?DWTh_OBcR||vG9<El7Kv;kV{R@3?TzhZV%SjJ-Lj< zLm;z#2Ja8n#t?xc`)Yq*xwzOpbg9?WOPAKZ-}l>ZZQS0dsam04S67Goi)sd`Trb=A z=acu=vbRy8Yokm<cbDZp-@pB_s7=w6j;Kv3owxSY?zVc|V|?Z5^!RmMqS|8m){hVO zG^8moDLNkbbI#PRvt^-k`>Uv}S)P?w3ZKnPf3<vGmDa>nHm7So9u@z!>9pSEwj*=Q zcr0I>n`{00a65nXw8$L=3)clMZksG$B$;&ayv^sH^g5Sy@%!VXg*r8w_vu7$)5()m zYY}feQm6ayXt(Y8Bo-l64xSwvx0iSd+t&OjuuVB3aCb$Za%c6AhwYQyQog^td+Urx z$;U@Wzdr7_Uw6OqxvXvSF`m22e5ErVw@K%9WG0`RW4Wu~;h|kgN4u(ybO=^`d~~$x z)030G9(C(aGx~nNzTQXDxcEY^wD~nv?`c<TtG-;2ulup^-PP68?Y>?KE<HQT^y~Ng z_42`Of)CvqSOoL_wy*l$3GQ{K3fTSs^ZDy}`~Pnqv>x2zHC1a@&dp7?X3UxM!^Mw{ zPe!Bp*X{iMvcY>YFE9IbMA-kz@9*#XJ+g0ZT6)H8Ti#tM!Ty_VhQ2R@{VY|}o?ToY zZ=ad|;lV+{)MY+1l|J6xUEbgEoK;Z4@q-)(FH@($k?{E1rMpXBE?VwCU#>ZLb=caJ zguB~vXHWiiT7UnG^Y;Jm?Ci6<xgpWHWXg<|f1jrBKXOEw$ynsX-jbJ>I!b1=zPhqf zSTJ4R;KE{`l4wz_kPD%!!+I60rZ94v<=hBJQ<*Tokt2e|LqLpEj=A4KiA9iqihSJ< z$3Frae#%>yojJ*7q#3_&&y8PmPyC<v<?Zcowue)-!`;-6?rn=-lyPy<ujBIdJtvCK z+kSuH)XJ4PWBDD%O$Yw4)^}RV*i-~~ERNk>_AcZ3pM&i3Q@->{n_CsyC^CV@!WKFz zgtBZbe;>ztng5lvSxy8?-3;3UUs&!pRBx#LbW&Zle!1V=C!My7CcI{<W16w)jF;No zeYMqw`g=c}(q1R?zkXNc=QKmr(DiY#hh4U$ot5I<f8=U-yslmAOyhL7DUthXc5dOH z-yAMsS+r!y`B|o?wPzM8x;C%~1|4nRczdNn2dE49pkLHYB4jTUTfW6y?eKML3hgp3 zC`i^=m%I=#yxpPKy}VvqxlcT{Wa7OonZYGy&!sjuvGGc|Olf?dcy(2%pIo(3<|UPr z=6QE4q(uwoSeLI`vb-oY%!PT+2`^BIy3&kmE(cTD2j3-YbeS*vb_%JQbSN$Va5H^= z=8ZqOv$x-`tL}S}@Ve=+)aKr6YokwRE#6i7`juhwu^TDRIp(|UEP7h<^3qb%S8@gk z4eze4oxR45snS)ywD#rF=`PbQE_Syr-Qk~hexB~ji+nlda`W0j1^$l`xm$9#4_XB> zl)by7*{tDXU&$G}yR4K$N&R@~o?Qu9haT|njIaF~s($-=e7)|I1hZo&d5(G-s7J(> z-Yva;l52V8=Vz9lGeQ^4n`c{XRrpT$&1VOzG$9_B14<4}8$3QpRIp4^<*;ZmOz@v; zWg5Qb!;(JV{2No+me=HDFduwke&7hp&ivhP&6aC~g($A8|NqZ#&hICS`|T!`Se(hV zD0wmA$kyE3*W6rXHs&*xsyU?yihfiI099~H{mRtTSthA=%z0I|yjR{n?gZoMgpD~O zeCfL-d99b-eYkvn-6h?qEf@Aye=l>letzRQ!_K?RzgswkRrsX8?O`hOUfeS~WWxD9 zVa{jbE=oUoAYuRe&F0jtA)BhL_B=_9`KIL1bRzC<;HMg;2|A7mD_<6$w_X1H{CxTC zPdkOxPn}YpQF&+miH7q`#++|rZ){HYcd2}0`rheNiHH4{3(iJ24!0*XSISS(DLmR{ zF=sb3+mAk3Yp<Ep<LhqDRoQ)@(Q&?At<od+UMba|kJlD-ojB7S0IFf8?mB$;W(sH0 zn;RRACLH3dd2oQy-@veX$G2PA$!3ccjqjDWgvY+QwN-o3o8RyEuRlFSQ`zq&yIh6C zw6#gCB5@lTXKq|#_G_hlv*o1?iSH)5%L#54m$~yTRQl{J({9aX-oh2!pAPpk9XB}> zP_XOz`uO-XYr&?EN?$-#eLZ&zdqWB*lm79;54s{9{FX`Z9Qo+9XNzw1winON&gS-v zuuK#>#P_;l_w41qv(=cb@10CJec(Eydx_1@4X>q7r{~tmIP$%|wzgZ{=&^GTL;UyL zIz^s`4ho{{f16eFPq~@B;Edk0Ee&ZLE;IKEpPI4w(;u(G<WoV%X0APx<0KjHKJST9 z9oN?6<9wBO&EvH5?tP!Kyy%RG9*c*-!%O8Ws%LXGahNu|sd*uw;Mn5#^x<0rPNhA& z($5P!H?T~U$kUnH3aW?$GDUVe2r4*=X#B~snanXk!Kl;hHWw3<N{2$m#M%>}W|z&u zBR(z%92;03Ivkw5K-r;*V^`bF{UM-=-E`5K^V>NlDAcT$;(8Vg>Vbyx9QCqgQt7yo zd`hahmw{91#;?@(F&q;VViG<~;dsKxDC8pNkTfj;R7<zX-RwT2=+JaR=336m29P5* zFx{xR1`@HF8u-9PP{C29OXhT|D5H=|gsJ?Yy2%PoD@w{NH9-xBgU1iu1T~*#Z*h(M z+rYqih(BrpkECM*%S6E$H$55z6dYMRX1?({$1y>n=vezo7X>LsAr}*+J$yP$Djf$_ zO_TKo`OSp!bk^T?2F^qERtsJJxizpn%>Ns(O9V7tpg3cVmIx@K7p9d7aZFICkQZqD z19F>u+?lyYL17nBDYDl=K*3Rj<4w*M1rUSfRgUp&K?TQ@&EGVtV_3xWVphyD%axia z*RSyF+uPMu-`~kjoG$Ltz#*}Djaj3EK;r^MhNg%u8G%O*ymu8)U}q6>x$utRo4P2+ z1cjhRrPm)+na<8K72YYP6QOWCqshUlqvgEEz7YA=PmD||9P%2CN=w)odH&^1`e60` z@^b!k{+EsOx3V!X3b`;$IiYvN{lGb)M^7KTQIs?4QD^!Bs`M<F-bK2Ugo7IOE!SNX zgc#2$D1Ceo${^Tb-u>W>V#BGl=|No#oJvazHW}F~JuvNl@aACutVKR`&J8RN&3gmp zZBY=g1*z0E*nA1r%9G7!xwDz$oZKG6BptyHP=(&x(Z4=?ZPd~?>`9O2G;*XcHJ+Pm z?QPsEZ65Z+poN)H$VKdhq>Dk>n+PE%u@_oAN=*t55-ME}vS+hAES7DS_}~aC%xXYm zO3$PGez>w+>Ty`=HFZhrsj1r5x{WGt&K&A|;<-RT!SP4L+`OV2o74Mm?Ji&6zjSFv zq9a2}Vkgt)4#VVQElXc7e67xTXt`GT<ipR-&Q5*yAUIGnj6=}k>6BoR4kq_=DoxeQ z6BKGz-R9QY;h^&P%)#Yciz1x(N?%<OR59pY;IC9+&dPbH-D>M*_DRkBQ=KO&32b<# zHfxqr0_Pc!#HuZu+4YjYE-car;$fQMdf>{DNEaTHNO{Mm4>P$et3S+i((qdcN`tK$ z*~SwTYL;0EwVW4mDlBq6Fl*+EHRnWEtvT(`^kL?yT_rD-q#x}lI+@<J(4tVVp^|em z$1lZ4PE)pWs&LF-*~jwGxHVu-jG%(!6RyB(X$p=%d`eX~=4-Y*dIE~C@QzJp%$$eP zS1CLG@KF>|4`=ZZ*y%K7tE7j3U9c>tQeo?y%4aiI`OGwW_4&Mgxc%QR!H-0jZcLe~ z6?)}n`uw$GIuQ%@{F@AFbgZiT`)id;r_d|VNSS+|OrZL_ibcB~b!lJORr>nM^!U1& zZZCya&jJ-9Hv_s@9vbT|ZBo$N`z5IK>D2I5@qb^1zv?kQ7m$5zO`vx8x{&{Wp4(sD zSNmJ3>d%8_{#BDyy;s%$c`Oea>+1IC-nZlTyWLCoiN{qqzP+<Ec#?JLt0e{o`tkc> z_Wpb}`=YDO`rYO4*ZJB1EouFqap1Ui$eM`2(zmxl|2{L{Kk*l606JGEYKw<%?5-=T zJF0#@oql!g_Is=JcD+zK`FiF`24%wwi{(RChlS?e-X>ak_tBq^{q-Tr?tLNZb4w<< zgs+c_eS2f0GvoK?^XuahA2OXdn%@XY=1T(PK8qZFpv-b6$T2spIpg!<%Wh|X{+d&8 zh;vu|{e8cFe0=QJU-##u`}3OX>tcT$;@0n3QT*x2$w~JXI=6THc(LvDG~LzpKc9-% zJ~+UbJFjT&o;HakdnA8skz|<r<He_MzvdL5D|}*Df9LVc{mIAsem$RGU-n7XuI7g2 z@sk%8I+s2?)S7%ss%b*a#o8^ozaM6t@GZ!>wI#FVPnzh27jGXNY~B^WzwXzp>~$B9 zc8gE90oB`SY73vAoh=@CjQ?*V&yMiI^N;SOa)>d_cxLp2qcMf!(L{H-iSuSGude<3 z_4@0erCym6+A4*v`rH5AVpsNN#<7I#Yiq5UduL{P%-nvz?sn&AsfsuK^<Q3G6#UsE zdBpMkuGj0jJwC5`elvZ3>8ENzmJ^JOD&|>NG-|(I4d+&zDcPQPch^=k|0|R1>i^Ze zoV~j@M}cF4#))gX=I7q;c+B_mdhvN%@yTspF8f*QF57>xROE^&r&Ead34NiK^H*l^ zIM#eRseWnp=X2KQizi4LrF1O${^H_c&*KeWkBY~?SnS^a>eJKH)*ml6_imi&eY0DC zpM_HYY=vj%=1NZ#i*4VyI{Wi{u^|3^i#QiKwQ?CbJ4(%4wD|O6spi!ik1BWDr0)Kl z!tA)?Y3cm$udaIkO7SV1_qXi%*V~pzPS9|iq8A%gwW<F9za7jxX?*p+F3(RXdnlIz z>T{&_<{#L+rf|)vH_4}`=^DPArtl%9U(#!9*43m>H@3ao^;$2J{i}kDu*>;*wyOW` zmft^nG3M*<`~TxUxe5pQu_Vgucd`P_MXcZdZ`X`Ri%y<9)%iFweeP1l^Iu+G{yN99 z_{(H}yOq8E$2aHCSPGgCsQU5Yp_K9LkB^VP&bzzorIKsckth3~&#V5@A*d{4WcE*K zXWX`&nU~9#JWlp4o5A=<YP0tCo^LWsDnFk!&wea@Y5m@Bv&{BMPrSeEw(=7f+r8D_ zr&aaHyX^n*s2kK*lX{Z-`RR9$CV{K0pSoEd8gEte68I7L{@&i`s^qwD)7Q)Y-uZl< z_EUo!)x3QCHXj<6*nhi`4Dxo~o{w%Pn;WmJ<~y=BVx!Yx^-KF|t4~V%3S66?D08;( zwS%q13xfyOSBL8>#oILfcpd*=tE}GS*I|Bpi+{XlW;K*=*<&#Epg4o^^=oURQ`=fM zeK`2%=lS}+6ZM}?s=uCToURm^=AM0hUFj_&{pc&t`b(8QNxScRVtOvE)4VS;H!P;J zpOG_z`T7qLtq_k-2bMQA{Bu3sRkiQuGilHE`G<bZxv)KBvOEX-!8M;Q@!NixFz2?u zO@hnyx!1FWT3ih)+=W`sm(1dEjQDNGw*B|}{q|`Er(Ux6ACzYFUw!fC87>V;oxPWI z93OCsG_Q<od-?MT&n2e=mrGAi(|u|)OTj=x>4@<}*VCf4Z(RjUv#tnymP`wq9#hn5 zvHk2S-MgzowIzKVnLgy-*k#Z$tNz{PXZf+Elhu6ZR0s&YYT!Sf+jZE7@!`_xahHyE ziBA4=;Lt0kG}~zNzKbl0m)CT1Zq|`b@BhfbRFu4dU2?`$zemM~n3ybfY@EUHY)>1n zwAI(hCWeU%^k+C8Si_!f;c<Q2^!v)3PI-+EbrTh8mR(EXVDg_6yv(Pts^wt*-(O#) z`cgOd-7}1=;AQxJuX_EI=E$RS`>vXDq*-RU>^Ymv$<+M#Fu%P{<=!*~1vZv7WgnF| zvXu@qyxHn>a@+LF7rPa*uB};VxO-*v_Pm}ylhu5MW=_a^oqJ`)#3P^qbiX;ihkIBn z&t6JY&;9o1=A`>NYfB$Zkgsjf<mqO}sgw!!6kulKnXv7n!Gk>J=hx$^*Dl$aE;~(O zLc?#xT|SGht8g@0O^63oY^IV;8|(`<mpjb<`sLT^_4~SB$od52-rDj}M&g4B*Jm~# zm2Gk|AE)#`_?psPV(vIaJKXP#dD?m>7umGWvu2bfI5|n`H#O9=FdFT?eg6DTamObi za@(p{W<=-Mo#0A3df7ZpQX(XG*7b{4{~oSBaCt|#TzQNZC(}PZmi1+d=4X7<-nS@E zR^>QjQ2cs&^s_tXJOviDL4!0zpyfAv?C!GM!l-@!|NXucJVW`xg_7qRpBFq(+L8Nv zwps3^Mz-dLv(N2zaWZ`@i)Z~KWp=;z`(5>~Wk24>aqBl3%s!lw;O4gd<ne10rzhJq zIo!SB&9LdP!@qmg?_XYB9p3Hpqez(LR^jdEXZQblxiWZpSMv>SW{VGo9LfyQZ;C4( zb*iT<d!kyrii1f_QF_CnGp~~`udP2Q#BwGmZj-8%d(#FF_V*r5A7=Um`wG01-~02p z{>!(MRK0E3J2Kpj&p2{ODBS(J<NRVyrm||5H7_>)wEO+Wcw=R>^j>jC1^t}=9A{^l z7N5Fh^{MEK5{FIf;{9d~A2wtipVcNH?<<hOZ700u$IUb|hFc8m<}&v#Zc1oq;b%CK z{8vMRc|RY=k-7GvER6dbdE=fm?09>7J9puXxwn;=IS(lvOO69IQ$$ztJoTQU@L<l7 z$&0RE^0Ia~n8^K^(}zFK&vVM(U$57v2Dr>T*v#&|eq-d>Yl5{sY8*@I|9m{YiHqZ0 z0?#*&W;WiUR~_yG!s>og_FSx+@WM>-xv%+Mm1SDxv&0=Ef?D`hsx};(6wjjHRB*j} z>FyiTKfc|5->c4|@$Soa#V6W)y9_ofCj4AwZ5ztcXl0&rL&5L!oRW8Wvso0i9){b2 zhIpCR_@wwwQFsvTFvB3x=}5y9IfbmNt5hpLq`dAcpMSW#vEl2_8xHLIUH!gg={GsZ z3v6g9zO^OO$*Vx@cG)9AmNO0<6+z{*cjj1DZ&B0c`DMoEuHV#P$$D^a^_^)O`TpMF zIP`4$Z<7uAM~)q}PEr+~Ha{u9qq^Twi}R4x&Bd}$KBg!+o>+TeeT{-c(+T#7nI~px zI6lz4q<47F!#3$8HiH?CX=i3A#&&G?mSpaZ4dP5UWs18fn18@=kGNyPGX{5!X?qWS z>~*{t>u%HJFwgv6h4ZbuI|>&+U(h$zG2&3?%n7&8H*Sh!Vcg8mWVUH%YR0`iJ9ScB zXU$f4x9788r@6ja&x!s`hue6a%a-e{k!qf!(DY)jx`N7@6HS$8@8)T7GOd?$Y`Dp@ z{!zj9=5kxc>NiI>d{p6R?2iBG(7-a0e}mCP)4-+!3ZOMM>B16k-b5reALRGH^-b38 z#^ncJO>)@<Wei{3oN#*{i++=XY?*<ptpZE=UrRxjl+EjT7&#BPFhAc^d3((dz5sc) zxEbwtN*~?nR(K%o&``<o@<x6`Z|;nxH+b{%nizK8<ZU+)w*B>D@g~c2Rv!!{l>2j~ z?KoLJPm9UDw?m7Y>DTx7`oA3&?7w7wel)|Y$)UFFKTBBs!g_`JFWkoBUj(b|bAGFE z1d8te)X2c8B%hF~lx@V)*vPQH`2d&fniYlYJQEbSezyf!XH>|(_5Odye}3Fg0r7r? z4euEk`z~b&hx)NJT78`4m}6qRUcS8Cu}u1~jo9BUd8wb3IF>L5uW{SNXp}hZ>DDu% zKR0%98FQ5XR%j@Ed@S?LoNaG!DxayYsO8{bWR$*W_xDS1?bXomqfdNI9Ua&vh{$}L zVW`j`v!P%4*Hr}-j>h)*pAHV!PR*R%b5NaQ$)o=Y7etf4haKx%e@1xcpNl<)-yb9% zP~UrIwnUmi*s&g!|Llozp?d$b6XTfYZ9gQp^TU2oj$_*=sq6G8$N$@XkmtuKfgbnX ziGgWp5C4?6&V1^kmiB<_?c@LUJdCS+w&kChekx~0NZQreM%_$C7lO?ug1Xi-ovixb zF6mPEbVFvdVB-={FPwK_zBZ`GVT!HCA#Gi@<`BCY@8-fY>6Zd!lmxmN&dhkWcI&Ah zRZoOxHyhpr&Ap`0GVV)kjclnDpYVr$<M|_tEnE~pQw=;Sjh!Hqr@~F1bD1NJvvghM zOvT-x?p;9qHGW6q$&jwsgExvyeFtJEDAcS7vhHrkc;>q>Deu$586uibI3kJ|c;?u$ zd<J!mLe^i4<c(*UbJfB~fN{S<Lb#rzoYnHbi>6*V?bzgDyG(QS#aXig6wmr<Hcu5* z?QE!i=1}Az<TGDf-SJ0^W0_jw(Jj_hJ6WzN9ZKFMcp!(7(fW2_-g-~Imu~wWy#8;` zz`*eT|A&e04h#%R8$e4Y-_B*fBI_#I#_sf9pi0=|fY1b?RVM^Dv^1Pjl#|W~P+q7J zv4Tm+q9lpMNpSIjg^`W{U5=9!wiPVV+S~c%UbW}3_p+bX7QerH``i5L_ix_pe*WkG zJ!@-g>(4d!-&p5<KbM|rd}onb!DV0bnVFZDNxs=R@xTJk9y!}vK65NCCY;yJW%?Yb za4I>0qos?5rCFNuOLGGk<F{Ye`(J;OYF2k>l-R?oHMMzhpVcXu$|n=oow=R2d+p9| zx3VYe?T?R}QhjNOr|0zPt=`=XtV+7oZqc*s|NlJCX72rFW9ZAYm)$O+E*B+d{GX)Y z(CBffr%;?}(T2Naw|DwHV(Sbu`4)PshE1b<D$6FXGQYKJL^`hMNJUoOs9I;*alTn8 z@O0b#N6HS39p}|NpK$0tTg9ij)p&uvkW5jQd-rj6&juz#k6)c}x8?m-zM2qZefd|9 z!1TSHWk)J%1Xwf#nitIbV0zQ)-MJlh`du#NZzOhqXVDPYn;z4tUEr~D$IRM^4<-Z` z_SqQQFmkz6ESu_mQC{!igdoGuzj-DyRSO@r__SsNi-tgAWtg7nwz|W!?mYLL$Z>kw z%2NLZri-@5^9=hL=H)t^7MIRX<8z)+FVd+XG1G&ANu+~8VD&T>7e;eKQT9E0%+B6- z4hep6Wm-9@&|;g<%3>ywj&qTQ%LG2;$IQupvDbUU^lR0}_BesWpXF36>1)vElL=bY zeEIPDC-<Cp`0P?;<Z|)0v01@#V^XM4^UdE%jq{>k<sX#gNsZe&kAZd3JdXX>1wK5N zwpbF<yzG5^0(b38MZI&Co%?1lC=y@d5OVIxT=5(G6*peJWw|}>cuM}d>n$_)2`zBY z;Cz?O@xxhaPW}o<;iKZW)VYjR=5unnd{TS2uVK&6lJhwN=@<N(7sRd24pLZ^`hMHe zrypFST>@Pfc(|nYJuz}_^f<TVDEE_YW_5?|;y2%C&e48l{_#~zKU1J=w7ITkzJc$> zDX$n<_k}#ua!u0|SZWab-pI4?h3sv|B|Z}+SiY95_iXgIzAe|=tuUi|#T3Cmm7IK{ z(=N4KOqs<b*sJ+#w%~uYL#b>2rrz&geR1F41#|wHY6!f%y<=g^o=Ou1Posu1ze{Us zbwyYgt>3|3Z+OpyEx)<$S;Mz?>TkcSb8YlEzs%SB$ZXeO6HoaCcPE?W`*XWDzR<i^ zA@tl=NiLd4Nqx(Ig%#8P&l2hQbbCWCXGL*F_X;7w8v6&YmU+#nInlbrfk!g&4(AW= z$emG|dC^~$%SAft0{os!iFB0Y+zb%va%L7{<6!J!xw{~kNu<NibE=Nq(S<2&uZznx zg=*R2E}afk@XFdzc5`0-zMnB7eA-);L+?J`=Mj;;n!8Cg->ZS?qKI!Lf5y?{>kq_M zKArmPr22f5?Dc!M1zyz1KRM&`1(q*&eVczBJ&-=H^4Ol=?{=q64GrTA+XCug@A+_u z+xK#G&c>r>CVA`K{9?gh!LsD(0bNC=OUVww7yjmMI;mFH$SPJae|lt^<nG_^cHh1p zSFOA7(k2Z>jurb4l>gc~x9Zi(vL`1d&RoB4<1wjkM}+-(ihhFn#@^wlpS}NnxBR}s z^_5OaZyY<GFWHoNp7Cj9#lzOKT-s|AzTK<N-@gCVs?}#wr^lvkyHn(CT>b4$NY|Mn z7KI1r!@nl~d_6@o_zWYvOv1KXS=yUluiL##?#R#Q^Yim|J{2qeaFBhru%AVu$5N}$ zXN=Eo-}hCw_=IBn4Ap57ixk(MHM@PL=2h_gERJ*szDBJT38AMno|Wn@4_xealT|$C zg58%3&Ze&SQ>Vw?DO}lM`tXkvQ{DMsmqqCg&(6)w4v(u$-F=Wv`iA-a8spvPR<GZe z6&{^yy8BMi=}5_<Q-`{1EFN_zui;r9C7GpFWOe={hs1kh`)M;8dK7ohw%6LVWzL(A z$K~$_%$n?Pck`&__dCVXeTEGzSK2qczxwUVW&hi@-|t+GD>|vlJN-uG^SN{D?S4FH zzG-;p$@~5P|GlaH+iv}S&t|(5ese4?dcEJNIEV4B@B)XD^E$hXw|u?6E~#JI{9Nb( z>AW3^yNnE+3k3ouzIa~4;?=j)@Qkz0)+<3}=jK>S@^qZ+(q5PGe#hfJ9UuD>6IRVm z-u>~IwCRbriYC%|I~M-_b4)t_#_jz5clZ7IblSA=$5LZZnPTB8?R}K-u=m+EwtH2t zb$8#d`)yg+;8CF5n8xzJ*(&7bnfbHkMw|TURG+s&%O`lb-&#+$z3e=;i4m{f?S6l* zPqzF{q27F9HJ=R<+dggA-FD+ppRDz@c}1r*%U&*>UiNWAg!8leZ?1;Nzjc55+>Av- zAeZ52U4(Y=X0iL5&)a32->><+#^~qceH*9u{*>ln%q`jSdScrN*{aPue(G<z;PkD> z_}mHKPxq?dZ{5UmZQZU{tHkE3`_FsxM{@P2Klj?^?YS0}9l7R~^Pl8C%VTjB4_m)g z-~T;N)~;qpY|2E}H)m!Vn`(W}<p@x?#nAP0L)eqFM-6)xx3UUOoGNQ5-dfq+)3EJD z^v|#ko#d6PZKfyO=B>V0dOfym>C~{IeLVH|a<|_tI?7lXRdUhw?XTDC^W$qi9-XCg zuj=($KMMtgJ66gLjW2qFr)<3SRc^w|(rb~&*X?{ZEAZL;nO)Nz?AvC^)%{2;KP+!w zSL3em?N;`BAB8C2nCtwOKRdIVIj=vv1}cbc7i%P!T&i|B_SBN2`p3g|_ei!htvse% z-7l^NTu$z{eOARJ9$OL^Es#F9bXxSTUGH|i-c`w3Y22V&G}->`mdkTa#1tMC&0T+z z<I_J;Ck=VV{iWgi?ie3WRebO}a=+S|&o}1Oe!J->v%!k<bX@+vpJ}__Y&v~QP}%K< zyL|1IXCgMgjnmFZSm)l_GOOTkQ)u9eO6NH{wyHZcW}Mg9B{BD#+=P$b`g^a;D?VrG zT=zr6isMW`JjaUlUl)mg{PlYM?wuPYjnhnYPgg#loBn)$eckTMe%6s|j$P(07K>Q8 z<zCh6o5$trW18>E?d`c59)CBfv2Fj|^82;#esah>zb47Z<&r*UQRh-ov9$}zK)Gac z@6A)I&2G6qFBCeVx}Z3AVYOh!Q{~(>36rM3ei|pew_UdU&c<gevwJK4e!YJC;$rvP z?sAnb&3FDaaqDe3+{U|EqV16N{AK?0^ZISSMW{>7H~?C$o%QImcQMo3_eN*WKb^=Z z5YTvF-`#JQy!Cgs_lU*U6n2Ly-0@hz!T5FOg}oe=>{Eo<zc5AZjaz(mN%7|7>G5?t zqo1vM)b_XC?u(*z_O&%i99q?U@z>Pn1uyfBzo{#CJ8;|5=)4cVlK0))p&Zk5rKRE5 z+%HN!9Ilfi?y{c_3VA;J(xdnPp75QUV9BX`-fu>)`Mn!D`~Q5BopVsbj*+XyU-{Gd zU)#bmFV6IwtmZl|I!#}d>DO+-FMFq~xwTJ6q~lx9qRxeDEy6Bk_yo=Dd7*vqVzq;Q zQ?w~ZfPz<2`deFt-E;Z$r!L7jljg~hp|AACAlS1j{$x&&f>%<RD91NBucQqun^)SM zh;wN=mK&tP<sxjbk@fWlp=$n(k;|-pUQAS*GNUencXzOYS3>&Q896(r9*F2npLp1( zQ+mg`3Xu*g1;e_l>ulSnCvEZD`pG4J&9uFm0;(I#qjOaaf?PM9xR>L~W4nHaNQcmk z*`N7U4T4%XdDO4z+o&lp@%Aj;Z6|m`4!+sw9xb~#SV3vK>G2w6^8nV(?(^65T?DIG zyA`4$9I9e#-}g^1ub$uyUHB$YVO4Stm&=oFVT})(Jts=9O1il?KJ4%Vk&ceHYjjOh zCNc?bT&Oj}l&?1I@C&dY(?RtW%4R{Xo81~$v^~@m5WGEewX2eu-%+ptbAW=<He*($ zq{ksP*<a3PSun6FC0TD4a?6?1mEOBAl9zpfgG)|&*rATz;E!tx>()r|IW%_MI4ASG z_lAY&c`4RKPyvw+u!=y1RSy|NIy~O=aJ4^O^Y5CE!ly^So_{pvY*A}?c+PXOTI$Il z1tSs9`UMUyNpT@NUa#A|Zkf<CP8KaKv;CXgf>_d&6Pdo&UH4IVu(?8)XS)l>3E^FL zloS<gIkfXqmp1K`xmrIxeoFCi<&%1w0}Yuz`2J8Z`=PP#u=`hQyVr%{C+e4~H-uXh zbhk8wS*`8R5?E34@43gO(>WnM4Q2rkx?io<;`$Kzr_j5bp?$`Y)ycO?B34GuJMwpy zY?1}%mpKjlmgv8CQc{rlb%r_kkpY)W%CXBE@9xRj$n-2QF~Xkn#b(RO>nV>_`@MD^ z)({Z9wLVh6Nz}k8In=<raxaHj+@%s0E|-?Fv#(t@Fu7%{=t|REFMjZt_pEacjU89k zecj6ucEE!-^kU9Wu;NlCE|(?SzE%saX_zRr^3css)q**Dmb~T==@8qt_vNzLJ^vJ? z?7~x}ZL78%l;74VtRA-XhUwFg+pF)E#tV1Gdo1W{h%f(hzVxEk$Ei#clhy8UEc2Zm zrs;U%V1O{o#1&lu7yg+pdp=!JNTc}fLWe7o@`oDib3irU&kybPZ@&GyE4$*r{`$YK z<JszO=<RsGv|WGm;@wOoANs$&XAoMvMP)*Gd4ZGUYkt;4##`%)f4mCcpLMKX{=Mwl zcgH`Ux3?GO4EXWVzkU|4{Zg0KZ~iA|eVlT1y?v@MC)W`h`%n3N_P;LnZ;Era$us*g zXT{>=7*VB(m)w3YPdWSJ)S^;$OYLChZYIO?)6MRd1b^?eZLf5g^@h*l0fYIMkZscf zCO=9!xTU_WNxsU(!F7=juMSs>Me{Z}O}@9;Y{$YCg>Ia>B9s+sbZft;tQ@!Jf*js8 zr?^?d*1XyIeBL>BP@OYj--Mi~)Z$NJZ43TJUwpXn0?U@h&}nflPg$GR9)Gvm;pUt@ zp`4lj!%8aFh_l%JJn6qHC4bMyV{t0-Cca!p_N1<riF<Wty@tTt%}G8&E7TX*elX&> z7#62su%{)FZC%W&^2gWipT5GC6)FUF!)sPXE*Je3-!y#hDRedJPM*A7OY!afF24S+ zO%3bPv<`bYd{em5tP#SlA<(+vql%D$NQaOmWAuchJ+6%!$9mHzGO#Xku`>{9-0}Th z_1QU=#b?;<e;ibtY7t`f*68Dn<o=n{<El=s*?i6_ZKA7Krug2cg`n<Ct?iF*xASNJ ze!u^|&c-7`X=hEZzqz@!JMQ_{>+$CG|9{^<Yj!&)_;Gn<oqhScn9tYu|GRp1rD%A} z#>bm%J{}Q%w(s}5;_DykS1)?Z@=IbO(?$0i&U>!}usmXx|ItwS^Xc@nkNfTImgKZ} zEss^(_w#K2towi8m9w3%PLTZ;V8(SM;6<yg_@fO!pUs}#U;pRvv+eu;=H586_exhB zdnwP)TeaWso;|5Pf6mew&%aj~J}KY#S=PAdiO1*j_5X~!Z@*%8NnPA)X4G%@YsJr- z=j+n!zVAH0wae~9vPehc>;<2B0u-#$pB`W0@WX`d_s$o+yKl#c?>%RDTqe2h&tv)7 zhxx3}yxIT%-_6v|EJ??DB-5_PmYd4|ec>LP?4}Ib(Dd$)>hzdPGIc*5O3itDyiYbe zZ{N?f;*+Y=cNA}C7OY#~;F2*VEpm~AiSlKuIZPL4`P=u4?JX>yeSBdIXoAi3wEq5@ zv#Ot2m;~q5|Et{mX47e@`V}wMZog-=dd;S;gBvd2Ex#W-nQz|$@y3V2bHsnUHFn%} ziu<P_AlIX37o@PO;p*cR&N~asCvUxQJyT7fvNB6upz`?<DYwRst45YTUrlwmQ+QnV z+4ueb_wM|B&N}uro4w7Jzu#`}-uUQO&JWS2`~Ux4FYUhf^}5|>e&7FJ*UWxt+r6sn z%^wbNU!VVM-~JDWxS#EMz0TM;{hZ1AJ)gRM-Z*ZTw(WMF_2z3)*``OH%eXKLeV1FO z#P9W}d<MVWkA&-5b}tq*&zXDP?sv}T2hIGu!jB%#i_Y2DDruGzan|+!m*w`7Jd107 zo{l&3*5A8j=Z{C-XTM&L&o8@`scxKjs72?UbpD>iwDa?F|9#uOe<mn(r8V=K6$o#L z&fPjSvgD%c=87Ky^^cEP?*Dl<|IUm*)1vcU)^H?$sq4Pu&rlrnLGj0(qSLz1>r`HE zp8t1E<^A9Hp1W(;$o|>)D>OXz=`*$iF6Q^&o4$G2E^oGce%-Fw!3P3_w@vo5I%)Iu zO7OEg#pg>?@8@p68}lRG?z7}^miPnz=2gElWS6U05SiF2dZ+L&d-TJX|06f2Sze0> zX|iIPR{53dqyFwUM&jbaFSFNdY&(5EeBUS0%@>@wGdHz<PZi=&HqhF8@~~EzTF%?8 z*W<F6X5YR#zodNa8n!Hp=Qoo3w{q+4SRl&3DQM<ei-o^+%(=BEm+*cxm6f#L`lvx~ zUC-8CwwET%-dFo<X1dh5$(}a5&lsKFQNgXVq2V<5qsLbJe_dTK^$65gIXYF^>F~z9 z)Bk$&YYrDq{(f@Gt@^H8@ohdbr?*~@yM5}&ie%7w%iBlA<83zI7T@=wmF-*+bMf(q z%B$D!s}d`JzxVsOM|Pi1D2L^}xVdrZv?#6LI{S+<3h!(e|HDu=-7~BDgkt-S^B?Sg zs2%#Ko)lKhcdq`|%jIi-u{?TUrKF_y@595xxqIh}>^--{b8^fqBmTh2>|d+*>+Deb z)KrtX<IaWbQ%yw=-yae7Kl5n88w>u*E1ygF<BuBtIq9|j&1Q}k&}zl(N6l+Hwstc| zKe`n){a~C_jp@g)Qg`3@TRs&DFMkp$eet?1mrFw9j;GV2@0@jtO8VAc|7Y>)mQA}3 zfqEh5Rt7SrTE_KGUbyJNGp4{F|Gw|f&)@&I?Dw7G^N}w_BO>QMnp3)d@3&Q!?3oXq zu^3u>y%PM^ncp@gb>;l2SCzt|mc4URU3+L&@t3rK_>a2_^Lo7-EBqA-7CR|3nAc?H zT2;qaKAl>2xAb~x*<{XJQqn6N9_)!NyLt4cgt=xU=krIN-Z#BoUz@A_o_(|Voq}fW z<8t>4Cm$|65*+=aSK7Q{Nw;+WujVf*I(gqdSZD4`d;Z|g{6A0B^=wThD170V{IT}; zVflX-S|2}Kas9x)7o}}l0z1rVq*L8vKYm^^e>Nw}o2JippC<N4yo}sgywp5#Df{z7 zuU%u}c0N9osyb!2+NJ4FABuhDfBC~{-Su~6{*4`R;{WF#T%_w^;Tp&7(Wd<d)LTfs zvEbmu{XdTCTd5x|yuWe+-<<cK=l`$qwRq&Q{l3@qo3hjOO3ME1zW;X}_v-zO59h@H z|8@P{jQd>97Oao{mtFUFeY@V4<A(3F)U>j|-G}~l>u#H|JMs5kdr=Navyxth-u2a6 z=dO8_`NC95c20Y?(!6<#>9oZ(Q(j*Zwb;yyrTs*?zCe^!SB<2K{U15dmhBVTI36 zd<ZS`yZD;NOW}fnGc#A}&-3;FCQoIKxln!SnE0usYf?<7Jl1w@jGS?-{lF=skFyGF z*Uz?Pb;^$C{N|c3P|#u1nDJBtG#`4d{K-W3YZf!PKr2{dh1X@C%un9^Ic1NPbzh?T z9f6vQ7k;dGkm1=UVW`yIpDfbh)~=IPAFq(N`|UQVb6M^FHIIbPx&8lf+<wzzEdh7= z+7hv4A2(iCRNC_HZ^7R+YwM0&HrQKu_}Pi+ZNIC3FjcM0;QjsZtli>r=Kqs^PSU9Z zdm-iC;i(T_$N#SiW81&SU8b<bT5o;L`M$;N4MnH_xaHmbbYB10P9LU&<%YZuV|^+o z=RAseHn;p<;pDm*e~zep?bhG-V%memO@gyIT5jg=|9dC>kF(V!D-$D~2lLv_@}2qJ zaGmM@19p3ZM;F|x_$0(kjB+0ICGD-a*VgHkGvmv&h3wyFPQJqDe0Kk$ZjlXZgif0s z6zlnHcBAsum6gxdY(8gXH09wUnfgB;(>^^pX`1+N=ZqP1?P_-&JfbINb|wGA!rbk5 zuf5rDnD3eR{vWN@YbIZr(Q(Wr=bl<GPw`RFa0#DDug|Ymk`uFh5cT0IyIjQq+aH}z z7k!A%nGtY5WwP&`=ZmgSjO(?0wPNv|%>wbiZ(Wax`Y}DcegePG2k+!#fBrnTKmTZ3 z^ih?)`P&1WUC!91v<tiX+}$kvV@|mLmcBQe&)cz`&q_Efd~?PEcJ7z87GV)8pI-Xc z-|`LF?cx0AxaX^5ZBbhkU85&t*gpBHaADE(smkj_mFiNSb_R5xG<ds9NoPHKW9OT+ zwf4ED?{>f6w{B_k$E+pI_B^gn{w|E}E!ep*Wv%iz1*y9mR{Y({uDE{Ni67UtYiw<; zx>I;OwQvi&;-ZPIKcDAryP0-w-S&G`+3yO^6drshA$RffmQ?*i6I)*z-aXAFQ$Ek$ zr1f5-P4t69hJw5Q{dyf;DchE9ySo1ASA|`B&n>7Du;RJBX5NClrtK#CvUZ&G(lQTW z7ke>Pvm4Y2J@x9ytR1Je&#s+WB`{|RpN*&Pdf@`TR<6kRKAU3B%bphIuvqBlam{+R zm6e+OSBYbjH$GZfC)y@={&uj!A#N76`q$y2n$<oHht}2qI4p0pd#f<V%cnbwKZPw+ zjBQaqYy0hnvUf0R($cA6rw*C$@0uRhY<>Q_=N*NK)4pWfS+ece(YUCK?;_?olvK}k z<UC^ee9q%j5BQJ&Onvjj_|<j&`k&tBCwaqWTzLOvPgtRbK<`(BTN6NKh(jDdlXmw5 zj~OxR%7uKK9!D5AHaxyEzxn;9vO9C1_ou#YDgT=ib?>K?TVqDa;YHuB%dx!aoa%Hc z;(J7@ioR<}+2nNPO^@HQIL%`$c)lQTLFUiuT%9?E$0TnSigG+rT|cprGs<Vi=?M{K zd|{^)?OYD|$J?*p^=j3-ig^wt#j;DpgA_KbiT?cJ{pT>lldH{RB%l0Te5d%&=i9Z% z?(nX=d)CHpvxz3ux#k=a_WlYNbX{2|v6pAf5z_Vy@GM+2(;;DIb}j4ljnU<N(|mue zPJFU7O;1MjPJCul&BCKyip*<nf15jn>Eeqv*SGJvkDSt8f5%|q%F{|4U!B<QXx(_A z#eACP<DFtU)4!fSTHf+_hrQuD?iQPX>AL5S?2OQ}O*<p;TsuN-^~=PY8g2d$)a#-w z);TACxSGav@nz|RIF3dKtEl=<VI0pmS<X4y1@;O1Stx2-9}28{s#I+GPU4mLE8!Lf z?=yn_|1Ugn?w9=<aJcIo!b2AB^BfXpD#{3%SKpbyZ~G<S`vcx<r(QE#R5CSMa;({Q z;IO6jyB&+8tu!Y$=dDz{w*5Lc`?~%ug}PgK3Uw?0w(e$&vfLpz@9>AYGax=(&$RJY z*6N+oym?v?KR>_CufN?VWqRr+>)H>$Let)|Fn!zg=hNxCho^qv?D_uqro@|%vh^14 zZilim+4}ZOPUhfno+HtANlsUa``4P*d8?fhG??4AJ#nqd`^WQH$Vz;Yy1?By^(hVw zjDKX$OVqyfj^C6~k{LORlSMA)FmtB_*O3nb&psY-y=U^^(xj8mXFWak>ki92*~SG) zPZf70thBszqWVJU=L;|AF<p${U(Bmn)!bnGgp=jaLzfjx3ex^09{RDUTd(L`+xtqU z#%nUy(jKQR5Ki84@^qG{_G<r4T><Y~3Nn1UUSFOkz+STQ^E{sA4ko)21Anh}c)-@< z>1$)L!mMGz`#qn}eFG)<=DSvc95*ERZITk1tGGW%F6n&FvHm-wD90U@j|-&N_0E<& zcet0AzxC>Op$Tkl2cLYEGxZmL{7irSkAkH3&!1Tq-G1F7#9@=%^7QU0$$jf}W^uCg zEk53;7%6KOtoK6mC%;Tq)F&@~bDI@B7qgpRJoaUmO4s;p#K|&!Ctu>s)fQ2wdF?MW z`^s#7SzYi+=zvk=p2==ec01p9owR1RKh<=9ses|DA9MDUSn;m@b^2Gy%+(w%(Mnu- z5nY}4RSsD9JXv;0^VGDDADTlxurASjbl+%Qy}-W))!9D^HFjS7*)C<bSf`?0<X%fx zxnb$%(&D*!mvTkLe;%zqzTwD@*qg5|9}FszT$NQ3A6#ow<9;)s{iCwarQ*}wK^kj( zPRD2p*ot&G-3y*HSwrBxE&D@m7f+w#Iear1Sd$L0y?FM?Res8=XHuHSjvn^8@kG{c zsa{;*@8@3?ym*^tzL#d?a=9PC|JUi$jJ*fv`*=v&<epk<%(RljCGfYi!Uq?lwl5!| z%JWn%Xf_&s-KTATq{aRB#jYu#a&GsY+*sMGEzAG@TKnYFs|1>_H%zHq{P%Ru-lAuF zeR{RISXdXmjtX0*SG4<3pu#P|M;|A!Y<V|jX<=w(W5dT%nOTQ@-mY%4vPha%`_Iwa z`?ogdyJ}yDYW_`oZavWd*2|<Qb}3Ayr!`TH$Gq^gdVm@Gd41Phjkocqo9|aSJ4lD8 z3bF?*a5(dsb?%xLiv{YA6EoJRyn2xOQqFwZf=Z6J_vi5T^UQ6yCc7kL**tUBL!0;V znJRP~_WjS^?3r2lee&;z<t<4`Qc4qVx&2<AcJbi!<@?@ES^1rzN~FU|{?fE1Y|a`R zLUTEFWTa>7^9Zn7RCGOhz@_~^qh9r3Z6K58Raq{VKJf$}DRZtjJNLRT$kCm@@J8=9 zc`n;|(f$k0l(sVk=KH?4&J)oR66n#&z2)6doP7CxXi`Ax@9>l77M@;Js@l5Cxsl_o ztWQ6SM+1wHqC=y{kqJ6%oD�ThtsHIee$QoXEgA!9j^dL!eV)(oqFQA%(^ZEE)m} zJB@6G6c~j(S{PWB1f4fYs5mgG2+U$&RWb=&=FX(zz|<+Qz(FO+L#!EOvXk%vhZeO{ zUpyLEJQM_(L^@n}P9{wNnVi8S(s99MrX0vh6{iNKi5-fOJRp-fd>fbqXK7qk23hIC z5uhMssM75SGI=3qfP#~7Y8A-J2^@@EE=p}FhG3IT7`a?B7L9ra6n>*IGn&kZ$}^4s a86U<!ni3%0pvu6&z~JfX=d#Wzp$Py&U$>?J literal 0 HcmV?d00001 diff --git a/4-Classification/4-Applied/images/web-app.png b/4-Classification/4-Applied/images/web-app.png new file mode 100644 index 0000000000000000000000000000000000000000..ebc0acc5647918c3f6351ffdae694e1555eb157c GIT binary patch literal 150939 zcmeAS@N?(olHy`uVBq!ia0y~yU`t?NVEV?v#=yW3)*H#gz`%7l)7d$|)7e=epeR2r zGbfdS!J~8PboP+RC&e0`|G(_)<jHi2bFb%gJ=GR5hpO#@lN_8l6%{pZOm$_w-qgjR z(WTd=u|v$^8dFD7qTm{h7fm`^r*=hbSoo>#fneEv>-T#<zq9;)ru<#~^K)}8i~kq1 zGZ@X%6<T_*i(v`(<|7a5;=bJ2QDK!QkkFu{z!2S#T&$wxmXRUgkdpRicg+s|1t&lD z9ZgwN|NmdSYv<|71q=;Nf__iDEM9WVcl@I2u5ylvp_F0cYyHzgzD3f9ObjO}9I~A} z$L6f^<T(~cGYp;zOP+I?!NxG}NLu$~Mum%l*0!@J_Z(5IRLaqP!qvjjEl~FS!_Al$ ze<d4pTifJGzXi-Z|9H=Nvj3>hl%pw|C#Tx%ovwMXnp<U&N!hvol`{XMFI`?@oGqc~ z^{D&r;fWKQ=0y5uxh?2v?L4Sxtn<L{r@vwRD|yqyGMvVBZ98+`JKVgp<-r0;KcOF+ zQVKUkOf)_-`G?Dy4Hn8V+rlQzI5{J6TSZxHX4aH5=bmp&`B?mOqM`8|-44EaiJn<5 z57zJpr-^$XPW}10r7mvs>tCn7&C~mNx{g)n<{h27CHr&Uzq$FR(&<=^kLMa4bG`Go z)32#}J<~t+Y0_F%FYc*7KVSNjQs!CKl9MM^q?rD^?bJDgR#^e7!wsA)4jdH<vKts> ze=z4WY^pfDS<U>=8G)xAtSA5ISTV0OkejReB;wrC+flbIm<=M=U%viOw|*6$;;92` zblGRV&tztJW1QU`%j&=zv|NjGvsts^lAH<ESGRO3i>CYEUY5nl+~L4@p+V{b+phyG z5eolV*dK7&H1cyWC@KgYX;f`s{^4;iX#>w1me&q;8Z5UD<^^zR9Z)O~nZvN$f!TsT z>Og3La7knJ0`V`+iXXUon)nlBniOPQ+Ez@ETEZ;p^lXCe6PBIMb^!t+d`BHQ1B_H! zmR#`4U=HCBbzFMEafQ?`Nh|iP4%Zjvy-+k^;C0SlsBgffcF-h(+pKAAg8B?b_Cpgt zBw0wFYbkzcQ=uKh6n^OV!>S#u`#A46|9%+$L4s?+lK?G^*eR^1IFGutE_f8^sbQF9 zx{4vRXO+v<MY96luCQKFcZK7Xu~hf6MK3eBw`kvzmu-Ev!1&_oi_sUBzF7RCszmx1 zUloIG*S|i+WD~<@65>4E!rh+7bPhjB?lKIWv3Z8}jOrPRXV`VbRyUa*vr78AvG9h- z8?HBEZ|rhpw@Kdal|9n;u)xA}j^#OC@uuX*n+ksJ*t_HL4(}becPQRb-y;*pp5Oib z=<&y`KfeA*`eXRV^-u1f;y)IS6B9fN6k7y#w8$JXJCx`o{7@{h!@w^@NlN%`$HXHd zkF1h7H%_Z)z2RP?uCBgZ{ke{~n)-xj?Qo^?pm($GG~7uSYE5xVnj|)H$&$58l$WGk za=v73G&9HLo67OYn@>cay!zzy6ZI$lpF%3VE2r6n*Y(!Stl9e~_vdvk7FK80wnIX# zF|A3hm$|l!xQTFfxpn!tZhMq<)aYn&7r)5yDJ#6pycE4&dPPs^(~J$Tay%H=qhTka zr`liCQ8d%Y!!_{hN*}HEU5!;Us#>jF4qxiY)QRF+JE5%Unx}N=GL7@WePMCyVwTl7 z?u=($nzZClkZ17CWkp_3_nn$<8C5J%Tv2Rxe&yWa>T~X)yrKS~^RgPV=DxDMs-IP2 zD!(;kt85l;R{zzDuhL#6zB+y7`|9{W`HKrOcVrcqaGCgJ+FWWeJ!^8<G(1D@(whr1 zmoHuWbXh3#?bTgtOc$+P^mgUkMSHz}FZ#BDFZ6h<`-08h&nKPp-eok`(SPyu3%6e^ z-Zg92zg<Chn|ICK^|<O-RbbWYudlwyy%zpD_sirj<uA9t>X&*Up<@t{8Ib(p#Ds(w zDJRVDB;UyUaq+|rjbj;$1Dh{$Cx<3aD_mFDTR5Nd=8?lHmzP|6vQG2bm6Ik{OXg=z zm&{4aKW46NygQX|w)G6|Gv8;HpFeu0be{H{Xv^=7tS6fiC*}qw8z!twl1$loZ_~j~ zTc<XL?zzghx@`6PYu~PAUTa@lovUHSX!bgHR?fX!vu+mUoX&ZFYvS9Qx7Ti%-r74e z-LBs}|NkDj>Q#T4e)oP``|ZArjO-D<t$c_3*!np8p7!z2$?#j~7d>a4W%8W8bFN#= zFaP)E(Su1(i%vcD59hufay@yS{xj+G&(GT1)L-yD-}|=g!rJ?D-_3hacVO>*=j+XH z17Ci;5`2I1>&T}+=Omu;NR&z6^KH{Nq3XF`f1M~vT$f~4y?D>xJ=}Y&Yc=cw?Uvg4 z*L<y+T$^3v{`bw_upg$slm9UPE&pMkkh#%fP1d!HhU5dQ8n!tECAcJHKDex~S)nlC zGE;@)fu_0KznXZPTMzOoDzu1hGJaCHqA(-vg?{3V4Hq_S+K~Rx?4kDI+sZ2hy_Nf1 zYdXGk-4VMfohqc-o7EfE5hoHW``7T8^)iiR_Sdw^Lf@RV_-f%8lWe1BXSGkOE@$ES zLwC8`#ct}KiZ7|(`0>%x?)CbC@sqYaITX~o^v%-c!Umj%oX3UsZF0Ub_02|?u%yaI z8to@<9<Dt4^~t+Oe4p=BxbAuGndj;1sXyuNq;fU>&$d5~{t;vh4$!KY{AhmA#7~B% zDqlTbxkULy#ah|fD*l}_LCHsSTWUtS&iNN&GrK>z{++2ebGNbk(Z)wwoGOtznP(O$ z_6D|JarxC;qHx=Gx6bd&n_i?YpRTPduJ`_g;pv-mKHFS3|Gr%Gh3Fj7wc4fO>!K|; zbZva~AS<Kv(W`5wzp_7F<5~MPy1GQRF!t51`0LT@^`rjRIiG1;X0vwB*2-r4AAbWT z>(AFeSHIz6Y4TCEFKP#uojY4L`+MHMxC6R70yAPGVt$lzr=RYX&#lw>S(uc4>Dswm zzT4mOkLQW!?caYm`S?YprHk$?IyjfR?ArT9@3n4xt^0oI?)C2HqTz28-%Wh?QlC>R z^G^1L^56H?Fa2|=IyEk}^y#dpvrpT<d;D(q-uuP%xvgQYiASe1H!<6?|K+<DE)^;! ze@O0>-Iq57Umkv&Kc{Zhx}f!1YkrlvR4n<Q@#EsQtmCg<CC@s(?dk#3OS2w6?(Qp} z`@!yFM0Q~H2EV22KB!n|+W!3Xyk-9T`CK+vt8Tq4c`JF?_-XpebnaIRf6e)Ik*&_T zJ~<}&`_6{qwZ7|o)9W|>d3vJq?&nnTDf&6PJ@(8fFMJgAZt2Ffz|S7uMW+*9U%Gbh z^v3D$x3z99jpN)?^mf(ztEb=geDl73XWiWW?~4B3;ax7xYc892t^7v$oWEE9UEe&H zZ|>LaGWn)umgT0U=il$Exc#{7wCsE9@b{bE-P<Exv;KG8mA~`YyXC%oFQ|^Q@u~jt zEb!ankN39L&e+#<ysN)^eumx3KWD#e-&NQCkDK`(v#h`Jyl;F(Z1I2fe*S$OaL@SD z=10%1&aaNYvCqQ(jrE<cMGsFe3||!fSovqY#^1nyx1M~RX>a@gjYO}kY?X4I@yD{$ z)?3Tn@13u{ZzX2+?TPcR_K*Fn^RL*+{(bXh=U?wL)1N;+z3<V!X*I@wuYIxoP<`L! z*O8VE-8BELOd2i^m#8c`Zo$N0$;Xf-&Typl^4~9094_ZKXfplpTweW7vykCIfH8w% z2b)6FJ~0Momz5`$2lz86&1TF=SHE1}rE>CInUxsl%bgovbas{>Wq44<_+y#1q2WCv z!;fo4J+}!poVL4M`)5hQ#OuBjb$N2aOx(AvW&N-8pJC22{wx3cm_!&D7`jp;JkxxA z8MGJ}7&sVM7^N6k85kHC85kJs7^UHCH%1KxX0SLD14DZz0}GhVz~ILK0TZBn2+cgH zje(tkfkB9YfuUjn6HGN*!UAR(o9P=!qhqkMrzZmgLvV6YYHD6_Mt(`yuk|hr3=EtF z9+AZi3}UJv%;*`U@_~VY@p@)RL`j6Nk5zJhu3lnFep0GlMQ#De90r>TtBTx$+|-gp zg^Jvqyke^gTP3gxtGr?>kg&dz0$52&wyjcxZ-9bxeo?A|nVx~3fs!4Uf`WogQA(Os zkc%5sdr?Z7tx`rwNr9EVetCJhUb(Seeo?x<p{1pzzJZaxk&$juN}6tQWnM{Qg>GK4 zGQ<#=IWDQi$wiq3C7Jno3LtY6lk!VTY?YKi7Ae30#GR=XnFyQmilN?0&d=2c$><yE z8R)~!1{n_$wF=0rNX?0K$;?g7E6&W%voklfumP*bkU`jJgU}g)&}nF9Y=o>8NeW$S zXmM(hbAE1aYF>#QBEF!SktLxTZS+B2M+yo^ID<ulT-@xqZ1lk~0*W0wu2aH1q6`cS zGMO&^Aq)%*OyF2$V60|fV9;Oy(~Q*&j2kp~cQ!9&U~pjYba4!+V0<%|y+P#Ywzl&* zDV&oW7pbtauogS8iVBDZ%;!ooXl4vpe@b+79CKW;)B3I%js^+mBm@Ia1|FI;ZArs{ zL(eLohm@9v``?%uX}0kXtMydB(DM4rcZ09ihlegmo9x`g!p@|?fExuY<y^A#>Vl}R zvjP<~cY4XI^YO80aW^us%sBNaG{N41fdwa8@P$)l<Ab2u`EDU=tL9!>FJs!oz~Q3G zz^JArmD0e#ffF5==dB>%u_(**RnXTcUXMcs3Jgq7y&0H%ettT34X1SsEDj5<aI!El z&WqA%o%BQBQnmMz@wbIrvP`{etyc)JI4IOHHHNjvHkc+ndd})Cz`#fVb$Bu``S`dP z5LC#}c!a~D!LvtvjU%4mfJiB*F>)9f3Lb>;@RCBx42)`qaU0kOIh3Js28+UhBQ7k= z1boE6DB#h<z%t`V#X%|D@dk5Ll28MKu&^Kxz7U6~RWM`{NDz9=nk}%xf{FFEX21mB zgNNq2wC;3q{psTPllzn1NqHIE@$GO`O+bO`M7&m@(0|qC!3sOASc9_!mR?zPt9>84 zoGi->+YjD{_1?R(d@>6*$meGLw0+aDpe^FE7JQ<(eW9Sp)TqL>?Ak(ysMtkYsyIbk z3vUWEFa(>$1Zs0knbXjdbMmG`;~ig{9ZMHH`MN*_xAP9fc`68aEKI0!UX<1Q)nn$~ zNlr)QO;~1h{pZ`juCRdf1jqE)NS%Fao?9#vIh@IeJ1=e6%~G*zQ`T>xRFkKfrze$d zH=5!<fq`WPOXEQqmQyVZ{-$o$*FWsi+p~=uPiQf4Oi^oGQnKjPSwqvvOrze#dK?CY z4o#dKQ#2dj_$bZG<Ke>{Dhw>ArZo6?hb<1Bna4D>nnmG2g^mDI<0sXC6N_UvO&1n@ zqjCRjQZ}9vp<2Ij$}F8jTNJ&X1sWEldNDBh%zWhfR6(HC!O`quU+Rn^9WFVQX586( ziX!98No&%g7fq2$-60sl%gFYefn$m}qgXuC?dbsq5drt2kA1_J<{Sh$Sb{VnUNdwU zq*mBDG-x{SSRuu7h~vbT<lExOPrM~0RB#q83>;Ie86`P`SKBUA)>i%?kZ_7aXBBH> z2g^3yBeV1c4=M=a4!Z?T94BTO{4QBD!8iPCuT#UySN9G2)_)Q>aZcsb-H^&}?A1)T z<DP-ZNnx*IU~gDL;3*b`15=CwLfDxEIiKXJ-P)*=BqoHf<XCWs^Gc5Ql(6-O$``9x zU)YftyX)br|BDYDQmQIBqjGCcYP9Dn&96oR30|_AS}ctMOb3+~)jvzTJ6%AhqX~CJ zRIo&C%UP(jI&AGXq0`1HuMb{%=Of~wb$;!%Q`_<+%k1|4dQ%&+*p1if@12ET&YYH? z;<a~oG$+f9yQ&?Z6a=~toHKQ?e4P}jD33eH67<yyex^2Gy}19+snw$H3!{V=y*jI% z_gnQw(c!F<U(U?1e(@xkZ)r~t&#y1D<ugxAV1N1k&L5#GVY^(l_A*>v_O<THmdxa+ ztyQ{fqqc4<>96Boxi<B5+LcYN#!<V=nAe_&+1dW4^kn(wxVctWULN>%Wo2>osTI=} z?yFy^tDVjK_S8++&(C$2{p1$A{A_J>_uUf*iq9?hC~U8DZP^*)?jK6`t!A4G>wNZ| z$s4jdtT$>~mh0Qw<qK||*>rK=?@3FZK6!HC*w@!D<)3Y<_^1>$b>_-TK9)c5<PA~h z1yx^PefbjHzq&Wx{ter$oyF-#-*B*Yyed)j@>;v#?eXn5t1>IEXus8ewe6w)t2_G? zd+lF|{Q91&9Qv@`&E9AEKFjH8Yh&DvUzsd>|61kZx0HEHS1`pa6-)Sbe?PBj-jxGK zKV3e5`R<2%A{OgzPki?<@5YACe=)lb^@cBXxNWv}MfiDPk3SW6Ha(qb@^i7iM)ut{ zgJQvWKKnh~cWpl1+pwp|SL66aeWgt@g<md~)O?pKlwHJOWW4OJmvP-+Q7506BMB@x z({QTug7EW`U+($Lw&K+N%5<jMuV2kmH!rNnT6<)1g3+a}jDqJ|OB_#0t=ekUzG=E> z;MTOWng3+_FRs}AZrPSCA-jHmyS?(=&;Lu;Y|W1F%kpu}^nJPem}y4R;j<wE8u5zD zE^!$weAL}j7qM^AtNwo-CI4mzI;gGJ>N5EId#=;*a_dtvNlyRx?R^*b+x<JFn|wsv zb43QD+J;m$)@Igs`=*9Ic(5*Z<#Wy2D<0EbwktZFxgKBRSDbd%Ys-tg+v@7-!EbME z4Yl1Q|54+&k$BqveakN^w#zwji|agj|1UUdQ;O%6+LfWJ#g;BpTXrKoJv}%tFYk&~ za_XDYi~G*mY_>0bSE8_V$&yQZetv#A+23xdsJ2nEsISKV1<h8$@9*thk=*`mOYQHn zS;pmZzH@%e<5CX^<as=)#@}#N$jwh_?KSh2<kC`8FCOci{YdlK=9O`_%~9L)oOz|q z6mFjHl{ODj>lYD`>)f$qiAvU;9fGErms+;v-ga9ZzFza9rNZwClO`=Pn>&BLzpLxh z-;3v+Fgz@VE!QphBp~tk19Qm!y4tPI^?$#b-?jR*jqCPK2Zh$AQvQ`2-n!rZ(D-)q z%f`+Bmh{!<E?y++s1+r=<j_^ukS$X*_BvZv6`XZj6*<H4`tmIc*Lq(I;xk>K8`A!7 z*{hHP|Gv%QeK|91<`%8L^D|~^eEs63d7!0BU)t=SYyH2Sd#>=;`L8nQ@f4NhoIG)& zU$dT^gxRa7+wZ4c{`6Ek^X;zEcO27~`AP*F*IC?JDeUimtbW_<<CiD-&iKOk)qZck z)X$_(S|JT5Z~JUXo_TYs(P#e$g8Ik5zIeF0p4s2jY&z>yUg>L-TU_r<Xus1NDUorf zBHpTlRhskmyW{VdU+52BcEdAO%5Ft*dez^r8`m*xPCCkE_3}yZqP)+Oy7iX?F8+5` zt1N0pug!~nPp{p6(ae8n`JCu21$s-DFK?f!sh4<b%gd5`KgC7Ug$(`W9@&4pp?qb3 zd^{IR#g4R&-!GTXf7zwoKIO&1eX*g7-FRO<ogTO3++6FMC$(Y%0vy(Vuvy4&XJVzZ zUWK!>&VS=J#U2-vtn2I6YKP1)I+!rw-_Pgrvuu7Q-`X>C{d|da)!&6zWM9`4jMR_X zGGpJbSJ_%RIy&2?E%TjyVde5~ih{44=FSN(j=b{gVY|HZW~F0KXDrbZOg!@U*K3on z;uj@4v6nv&1T3CRSXXj)t8=Z*yvlEtvn)6NiJwtcz9=nv(Uz*bEsL0s%k1o(x3ik_ zYSbiWN4c*-Te?^!;x?*m=!&lseVJf*v3ASMrPES=iJLA~`g(mz>-1$?nqOV4@=~t+ zYOc9e(Dr5?pYED@p?d8hFIi?7EM$DtU9HrzaV3+|nF*`e1Eb@fAK&rwv-s-Fqe*Mu zE4@C#BT><|{>{2r%RMK8OoOL>(hh3i-1I|8KyVpP?1~>suXmrwn0B;V?C71W-+Z!H zR!BywAKNiMqTy#_>x@lh=J#uad1Z^HzCT!*mZmnhBItd`Y&o+xR=X09Z0M*gd-URB z|E15#aT_MDP+>aLBf0<M&(g;A^D30`_x_ZUEk1Mc=&Y^_S2kZ?sVXO_xY(`kS0UHc zwXbXQCz}2EcKh+mZGq)3r@E|lFTU3dJ8Be_`rrWLx))++<J@{{e!YCYr9^Z8K7pfi z%WkbKIl%ba{p8h?udnAXD8DBuf7R{CY&qLq?q|&<gU&DUd_R%HXyTj>ui9T<p8d5v zFkRQ_-j$X6e_aw_#M)qQ3}8~)*TIo&Eg0|8vQk4l<)f;Cl8<Tud)bL)=J9bJrp2FE zWGHg$MY@Wl{8c%j#FJX|=R5;zy3pOz$+1}hreX<CDvN{vWgpcp-X4<Vqt|U9ZJElO z8XWk_t|b5W`Hb9O_fzXirg}AS3QH*LYnjWC*z+wxP_5*aVdVLz$LB9^l`SshbeFj` zm5t|x{M98&tP;0AS>I><!4}}=w@mhR^|6_GZ|gU`_;j&dUS-R??w&5o@&}by7KLhW zpVz;$Z_}*4HF<Y;nI!&+&ic~4+fiM>w_)dtL)<U+{eD+=w*F_TR{xyJ$#uW~^1r(J zIz`IvO_gcs6vG#_r!sAl&Q%xGe~&Gn;KM0)TDJ0u;JOtb-<Aiz_;h-GSLl)H_BB7g znl%0I`Tgwn`xg(}<pb{@|9U;v`}v&D_3Ivdx#&Ls!iI<D5|>;4@ZX#75xYxf&8d!n zkB7SdFTQ?kuOn||$eG&j_ufA1Jh=5bZ@S{+%`LCQLB;OJoF}KW^_EMSW@`jXzBQ`; zCKI)@NVT)#)|$v*t1lOvSGx7S$_vfk|Cg`-(WLoq`zJrP|9C_$@6n&1+#W~xB;P76 zI`yz!{@JE!$4-5}|Np_QSq&Yk%jaG@?vi<Wnr>G8wT~-yM{WJKa9eJ4@bNy`yMHp0 z{F>RmzI?O!fB(_@JlC(WC>)Rw`hc}nw@7e8Iyb-lmxfc*G%p_AnsG7arxEW=ANMdt zy$MJ7JNZ^m@Vza)Hga*tz3O7Kt$FjDw@huFwuXu8Q^2$bR{x?;o{yWpkz;cQ>X zUB>VASDj2w$Ws;Ui~1NJ9ml+k_qT3jN2bfqIlCu*$}r_NmCk;0`R&{I<$oMLZeCvS z@NUsmw+2pOF@=3Df0GVJylqtSxox&K<3#B69mgYtJ{}d}lXXqLbacG|<Fbb9^KXb% zi*)T>-`V17u`}%lNBLQC!T5W!|NWFgf8^-PncNUfOxd;R`Meq>MaARckyB0ty32a5 z-*0v;w%=9mK>g>l+pkO(mk<{BZJ25JS3K*&g2qiVO<vaix_);1strFUygXX>=V5dl z^OA*LQs(bUcm1CC+ovpMpHH?~{yU%Y`%bQNBBq|;;LyyMJLE1^Tl6z^`lYwq|3`<a z9y<BZUFIzR-|fd%-I{*C@p{$IH<$bGm<V>d=xmy6%jJG8#PZdPyt1-01)lqtM~HeK zc5LA)Ec)~KxIc$*cu>%!%8ff4-+kYkbychC{a*e<tK_UoIQ+GzFT14NDI;rLwjkK= z<=RiF(aFd5cvMza?yF+s-4(&<J4qw^bIp&3De?PUqBa_6X8)A<eo8yJvQ}c>Hd*!T z4|7T`b*{UitekRf-PuP)pQf>D268AT$V7a=+LuuhviQG;@!jW*;m7u^%F)|hvf<PI zf4`)we$VC9icysRU83N%GE{N4ne^VuA6mO!CC$tBxuYkRux-<eO|AbU8Z@IqJr1hQ zvFmr8A?Y}4Ln3>B{mBLYuJj4>Cwz2`TPG^GjP-Z#kM(>{KZ&Hiu2{9nbc(C|mKm<{ zroTEbpFS7L#i-^J(C|a(vowG5w)RegZ5c|J`}Y3&^<&0ynUe_*EYp8ntKr<bQiD-# z!sdBR*5U2%{8k=)yYhI-t&P*;C4@r_cD`M=`|ex2f`0KbVM~Rkb5Fzh6^&&hBYj-U zp35$Namkx~<=J;PHa6?+s@PCf@b_Q!`&C;!n0h#*PfyEI^k$h|_Pe~tqV#%bc&y`p zxytTU=~q`>y|TAmtTe<)M!x)htvc_nCrYWB%4+}KzhNw#^2sNqc2@Pfo!+V^Hp-TK zSQxiV^w+!H>sMT@`}OcobpBrF#d-TLpX!yZ`TI5e<&M1LTF#Xl>JPR~ZxIzT%>1_} z^4%{jqp7oeR*J3HKKWh5|E|%Y7dMjo1DAc0-TVFCZ^7=j+vB~hUhCLy@{ZW|<&w6Y zb@h`|=jK|!JSral>FMkftm1Rrd!<hDXQwDW+4Xu|q2$R~mbbU%8oSp1dvI`ifNc7# zeg1Yod)&kSzI?_nQNU-Kdn@GV^>wkQmCm_mvGiG<^LR8NS^{gWz$lQwbl&D~OV!Hq z>+52(dXpQCem!IlnPu~PM_t6pv_MVX9gVMaH6n8FUs|!srS#2hi|PCRB=Ds!5&K}0 zbmS5zw}GY3wjA!D5BhRnH%)r%UEy*@$8WaOlGg6e8m+1`{!aaH=r!BrgMZYMe1g9{ zWqr>hmM|$p+uwQGNv1QquAD6?Up_q}{nI+3xA8WuS}_fr!a@rBj(py$IoqJDx`RXc z_4Ys2OSaED-pp_7y75{~CyVN|A4;iOUJVQ1JayTbYHSm5WRi5g>`SGYN0j5cqCcz3 zF}i6@HcdSD?B$6gQ;%v$d`|eEKF{gRrqk;}l!a1ut$4&TqgL8{nP%|5FsHMho@&3i za{1TFzubQ(v_4Yzuk%+ut@JLI-%{y{N>+^9g%dBPPMIQ-I{C#5am|!|E6MM-q)Wcv z{qA<>-p}X!OW6M{c7Hy_MPrurbN*G4o0qNnz2?95^t7|HWDBhy$JNgCvv^oB)x7S| zZj+)XD>}+13VDCBomutj`ug=^o5c-vubkYHa9sAfud05`j*fjl9-R&l78T#<?80Ao zdwc%!>G5)_4?Q~^_uF;Z;@Nh!Z6`nde0yu_;(fLL!I?%vFV=3q_wDIzrZdLpZQNN| zS@+clZ*-m3Z})4)G~LJ9w+km-U*ahYYQWuf{g|_mlc`6M6<aU)n;+BL+uNTrrx!NN z<r5Blo_Xf1Nb;s@`KPBDSv7miE8cTPzq4!ipG^n%iATD22&xB9d7HA(?arg4-BZ^e zHsV>r6H`^YNXn=+{OFE_;cFI3x35_ytF!;f=9Zw|qmxUX%?z2c#Qo5k$ASj+n*=^f za~s`f%{-@XsdM1U66Tj2+onyQ!JoLF_rK{PC$ab<3)S}1?;qT_zopmxP|kvnYxgaP zf9+nkFGR{cb|I6`j0T2}st@0r^gNVPI3#obt;VFU@kjoCyPYFt|M753zqQ;)SFN=M zjA^%>7B$Io%7@#q<}6G({OfDh7w^KSk3<ue@JX^>z7eUfI&DMn9W&*pCl7y!+L|@d z=X`364&$*KM?d8zCLe5SEvdS1oFrQKS-$2&omIbhoA~$R^2RUU6tnHB{K%Ge{#Wm} zo9XhYc0Vp@E3LCsnz?D)Df#{W!DU9KVYka{dW`+TcbDbPG7bJOaUx@ZS?*JIn@zhv zojUz;TmAi2M#h!BQ-%HCh~6}C%JSU5{4k&Ols@}^7NL)q`ObcE*8Fdi`((A>mmJ!Q z{rvR$V}8aTx#*)LBU|-Can-!1r>Ae;@NHwh{`x(ixXS0w`1ts~YUF0sNs~2CrK~b4 zJoIbj@_8R;#+F=UeHW5$Bzo`8&d)VJg*<(IpIWU`lk8M|SO33y=BCY?LnG``3inLa z4!`*9?CiTH90qz^*m`jZ>s1Tf{_nf8zy67M=VHg5&+q;AjJqMKzUWMB`8~O_CP}}Z zoRq)Vu6RCBNlI<fj6?cN@0BlCg!at-@yjObUZHfis;kbL4?1=_^HM%o%-~Tywqe88 zxvkSf{~W*EFIpSsP^|W3Q*5kQf?sNP+#mJD39~+|($Cb{)$u`ziRXOEvO|@7<j$nc z3a*yhdowR)rffnhr$OQ&#v{{(>Q5%>Xz%1m_O~}nJd`r)<MA~ueYSDXsDCX}_iFa+ z3x!9s@4W9Zez{;>?9`vv=hypPUjA1q|Kg0YZ&%Wa(?7~|$hWQEFSvOU3y+s~!_U%J z{#SNvoR{}1HE#Lif4}8>vh|<nG7I{jc`<$7-d{i5ERKY7N}n{ze5Uv}v0eUcwSs(9 zd#<)}Y042l8^3F5mCxUrPsuF%=J%>*f*rfkR8hqzTMO4)Y`dAWnzh$s+s7qGKikG0 z%TJRK^m<kE@29wi`Sp6<n2Lu#-$mIL-4Rybx7=-KM{QBjrmD@(Ei#Xf^~s7KOTV$< zb<DMi+Y(Q8<=?jZen;ZImBHCrri+Wu+uk;v9;joq$m57q;U<QAme1$BUAK8l(ortc zqcfrvKqH|d1|C>O>l^p>IBd^5J|Xh7>ZOJM|9-#!<$8P-o2=wnA+32G9m#HIPZV>_ ztW=pbd24drzsjsFZze5QU;25ICj0a~fAXf}+|y~bo4aG?rixh`u1-1m$lIvDZldQA zra$f>-R_64JSxc2<2I<@#PGS!?rhxz_XBUT9Oq_eJfCyQ$lLhVx@9uT^GbaFcQPpZ zuh~>7;^VvRmwGMt-Rob?PU(G!+x7HKP_d}efh{>Vd!n{wgk`Y{u3Qwl`ue7%7dq#J zPcC4({O#N0{fR$9uS~h$CjR}$Wc`3^yLd%^<W9M`Z2O;ci@Cox-??<}(9veLVD31X zm^-r{$1R;YbEZ~|l>G0)z2ZfGAB7d~U0?h+_2r|=4f5H)x8M7uFJ<&ZD|K7(bG=uW zzHV4?*|YW9*Bgr$-~H+a>O9mb)W@yxjQJ>f`m4eD2<6}<n<|UbcPd+?cx`p<-t%zL z(cCvYb=i+P)#XCfHr+c>cznLZ)jM*T%G`(LFYF5rxm{uO=;yquZ#JD)pF;{BrJTDY z9`_?Y;;N?R$&ybe)dP?B-J30J^mTfN+@`YL!b#tLK99e2X{opGq}TlthCZ#WUnl$9 zy<O(cb)r%+_*-Z7*Q?hvwAW8h+5PP7?2jg?wKv`B_H8|V_UTTiN_$rUBfoog6SsRT z@(oUVbEKUi`LcrqmfZX;kIAU|*wa6kve^8s)9$?MP+hpF&!)NZ*Uaa&mnY7AJEcqh zL8Rj=xiGEJqtTv=*-Bqr`uzJs;#}*C>GSvbs?WVM_r;Cdm76v!)j1^4ZQ$sYYUp-o zYox=<^Gx2c-<r9(GT$w|ImPHN%PWWTpH@s)JF>du^9xBijl=ayd!Brbms@^PCGV_J z#EG9ZTE4UYY0oXl(w}8m%ewc^we&5O-cL%Kc6xNiv~n06FSXv}Vm&)!;rzOJ^D-tD zZM=WG|Nq4HcO{nLH#kJg`A=zVh!nHE{@HrkH?ce^%So3me|3I(T&~Vz?e(BLW<oQY z&cwyLU2B~9>-43gpA+`)czb(M%Z<OUpG9Y0T5_U$cl$Nv%L`9ViA#HO%2WOOGEr?K z=d(%2USC^#_;T0F>Rt|qxmM+x+s^dc*SLRr5I<*4>*u>u-gj>`pZRS|(np`E+iGqm zZ7uV&Sv29Mn~D9r_ns`>&HQ#Ay-h#o9$h1Aof43~V{-AD|B`<rT5^Tvoz&d4f3n(M z_v~ve+%J?a#T1_v2=!ZLC~f?#wWD-~OZBXcoO{Il!me3Oe){X}t*xno&q~bYq$2j! zu-5*1nO@kbA0)=)qv3c2OYbe=y_&-1&bvjQeeDFFtzN%xVfitC4~`xV%j0s@J<)DQ zreEy0dF2=VENx1bf<wsr4?$}U!&3S0*IC+ryO8_pXpE$4$(4zBUo`BS{o=iYnzyb^ zx7P%9QEP*#vq~Qt8dkd6NU6<yRp9p6!RYFY2p8Aw_m2yA%Q|OQ+%gi3bIH+6I+><> zc8Twnmcx6BSpL7gZROA{RqL?dfA(58@zPgUI@j$e6S-?yCG&jRyww7XY5DSuo3_i_ zv&^`=yFpkmB*i;5cfYl}@cHJy8DHhk1&8*^|DUG4pyuPzaFdi5TQ8nDd})5&E6(zX z-|pA_o_kKVpl*h*4d=I8I-d@gCoF%&I%9s_pT3k|+J#5giVN?0tG#|lPu}j_C0^53 zZaVjCf3dS~&Bsq-2{qFFLY5y6^j%pU?yt%tDJ&S1!qQ{=$mP?ub!Qiq-=CXtW=cM{ zfl<)YpU;o~_~fiC9$T_-mY2^Z=j+`Q1NA1wFZYv;H<Wyuv}}p7<feN0I*Z7)-;*va z`YDjGXriMPM@T5sr%kNo9$IG-e?RE|y#A1${nt&RKbq@Z1rPj{|6YHmUhCDX%lfyQ z?0=~HIV=;{{cYC5S4;0WILvq6|Ho)*+{2gG9~Ua^JMrbqv!5qlUCn+mGkt#Xa)a*W zeUol}*eAu<Hvi!VXW7+KpQ}@9w6o2d`1^MC%&Yz*7quycGxx@ZMn8*P)>o~wmAN%e zPhn7I^19o%GGu$O)YGTpD_<UQNjWJNx%7j^DcirAi_SQi+Rof_NUwO^l8>hhqBG?F z9$uXBgd?RtdaG*G^$aE7*}vFLABwl8rcM8>zqj#SZHPYO0kx%%v|Jh{+TOo>O;=O& zR%(c+#A&a6^Z1r2+}<m^aF5%8C(oW;Sj-=KPSD`@`}=)%e^WO7UQh#VIz3|34lem? zmb^;)-j@fiufjhieN`>(^l>z+zn8NrE|%ZgcBy~-*JPpdWxv0_J{_EAyUZu`;m_pV zrTtNB9Glr}az2SqjgJeS;Cfe5eR1YxHJhWiE!X`}y1b(H|6l$sg^$%z0~fpT&YQJ{ zx%73}nr!9En`{656yLW>cy`m9tn#Xj7rv&j@z`9KZB=GEZGOMz`0M{V!OEvnLP8!N z>zx`AvOX?$YwgC$w_D8*Ei?T5R>oc7K#P#043<LE!GYsM)Da`0Ws#egy_z{?&y-)E z&+otRgHt&3`MJ4*ik>q+|B!66(Vv(u{OOF-GOzk4`}<vWg*Psmq;@NKLMx|1*;1v< z4aHj}l#4gKpH^&icZZ(PugLxP>`XEo@~zfotN$werC#E)UHQdpJ@d;+ss~sqr8cVk z(+*IM{<Nb&&s(ciX9LR$-lw|uvzzA6adbU=YeiOSQ{~KxI2VbJPxV{>r}*zO;S1<5 zuV0k8-*4$W8|zc$_Bu<hAFFqb-tIc@YHRnD6QMI0l&huHWI{e2eeCVBqldfIaLtoP z-47&+zA9whuCjMcJJfR0<Z*vws?SQMRrjshk8gWA?PQy9EVJ4~L4)c;QU<@@?bfgT zeOCP4hO<6mepTPzIJdU87JjZvJX3sSce#J6eeSIitM`ApAL&V-EVy~eb={2OD;Mv^ z1S(EiD>+lClD*vWOl*tYq_uO)jtI72W|8}-tamLW{qFAh4(t1BJ#VI^rw2c8<_ml{ zsqW1=57o_Q9h>#k1os^|JJWdjzQ5nBCqMlxZJy`ye6INg(ZsmA$~FBLHzZ!)x#oCJ z<;EMDKic^B-&_0qX8L?}!No_mW?Y<e&hGdBkO;Ru9UC^~MnCy!d*0?VPu5kh`|HEj zM!CM<`@K<1{4Fz+kBN~7JGP#%faB9YpV=;4beDf>w^`!viR8fe3%U3A+1~xLUOFaP zFz1o1X|UFo$q}1Y6mJNf>LI>ug;J#7tkkE=Tt%ao^t^T1@NsvPZ>QfcgUOqiZ&&=C zt|J!t<w~LvliK|6jx~Qx4CW@Etx(z&tWp2aanFXY2SxrYwS9V5IHX!_>!~ZLN_#pK zl7FwYj7z@%_RG<_?HA59T@sDkk@Zw7q+y~hhp>Rcp%?jTedi6zsvCYNwU^dxU%aAz zfAAH-f6y+FMW5NWlY;GKOAqte&v<q|-pBr*jc!@vrY$$NO?c0dT72=F^<y8a71`li zzsJ}Av-F++EqkN;qz;B+r|)tlG5vC@_U+u9cF|p4?Ei+HH+YXvocW@;HZuQd`}_S% zXPIWNx|OPOqEr3rvO9Nv9MzMQHLAUJ{vCh#cRBU<-(qGO|DSO%IPz-P?~<QS!!K^X z@7r1N<?E}fi|^N8zCYdO$Nm2e%*wZ1y{4FEKRfd;Hua>mQ0}d5{VB^XrF{Guo&R$> z*ZPQ!P2$>@uSZ{DGBgtUJI`tL<b_+6=FCvswoO7POZy|J<vVxTTkAB-YBTOxeY=~M zCmG-W&r;{CqOE;8<>#L-UrMB`zGO{Rdvxcrzy0fH-43eV4>~7b434k+Id!(U)P&-^ z3k$qMifk^=b8O&L?XbYM*1|!fae2iw;hDTHcfKCZ>#&;T$}(Ghenp6F@Weo)!)^B^ zqC#&T3;rQ_$4<6FdYeNMr=DAa;Xdt3i*Nf%{J48p?=?^Ax!D$8|2celP|@z(DIvO@ z-xmaM>Ib=S>nklyDX2;oi{ML1eCl#4GGO|o|C!DwrL8Zm^K{gzm~K9EvDqR!mkz^v zrDG?=ntz{JyymZb*w56Dfe)E_WI|?4U=UP$RxW!ihhH%M$$?iNXL0|Rvpi#aj9tE} z%Pjxyt7G0m9BV&6oA`a&l3ACuC-0qeeE;9rs;`lzTi;)3JSSH%&+F!fI@`T}oIbuz zP*FM%Q}<OM>x{C`5nrkQe7bR4JX%k`Ql7~ETT)W;%ik&MS0)~A%PKd^z2#z58nH!j z*2Qm?Z?yFT`{mSEyos-$>-IdppwQ&<j?3}&xjM4tG3KfNVUrp<))gOAORmq|zIx9j z4&}{h=M*A~-RAV%nt0KA;+@&~J;maw)t}F9fBDV&T~~@&d6d%q;3ZzEb44x73M(rs zzuYN4I)AfmRf+n|Wjg{Im-x>QUg6BHYj^Ua|6Hla1`+9vqTB2KvQ<5w`%z0re%k@# z)KlM8vR{cje>2g<-|nZ$c2S?h3VTFYW)!G-V4VT^z;U9=fZz6q{MVYqv$M9AoZtJs zdZwUL`8~s~Z@1Skoz;}{qhq#EotW6dQ$HqOdj0uM=Gw2f^w(7+byYicT0c6P()oU~ z`L<)>Y=076#82PT3je*zbxPeWBd=VM1qnvp>L-)(k8SAqajD^d)TR}eI+sgYx0Rja z4l2qk_TrWE*uC%J%TvofdCYuYsp4~Dak^mQ5;eiZP0{<@tfk!QEvNgIoet$<bn8>_ z325LD{@Tr(yp_FE|Ji~!nJ1o|jrMtb?}J>Q)NGeO2gUi9_|5&|d^1%$?9vSJW2!-W zuH-UXzSi7PT)OhQwrJSuu-<jDhE10)uU`2pnN#&6m%+9T%CGm^{5~Rl)bD+W6ubEQ z=Gw@FH?P;*FAw|ucDdQ^%F|+EfmOejE$d3JPx-YezV2V#UQ-4Bi>Y6_b)vTI&U?^M z{BmLYzs0LG^Qtz?ulsXO_NHOpo!2GbZNIB-$&9x7^|*g#$u~>p!>3Nq7A$`L=b_)_ z(rf?cN(U!!tX5G`y!T#n$qebKtnb(Feivo_@73z{qPwS^S~{Jts8vny<dgF|w&mUq zu#e++kMZ-<>y`Z6bn??r@z@eY&t|tf`ulyBzPy~i<L9=H&1q+)W?6i+HP<&$xZHoz zB;}El`=yp!UNTHRDq0@Qj9Av58L&LDJpJ{0>|z#)%Cy8~BH1@LvBp|eOfZuE{mP>J z*tF9>EIZdQD!-GQmsI=gOr%zfoIH52(|7-xx4HeUB1;!rJnGb*;j!qgO1$K)&bmam zsZ-x@Y@0LvlG5xfn;*<eujnqi(za)kcMz8<>*X1-rCwg^&MuwxAzoW7=vJ_ntdF($ z^I)%o`=(4QV|ePvAEdWfYtCt<GbZ~vlD}z9nByC5ec#DdbK>%4-``i9Oq%M}F!3(G zu$aQ3mfF>cJ>MKYy7H~cogHTKMC-5Ho+Ik@UtBwv^KM>lGI`grJwK#$qvvTJ>?&rx z-MMY*-4}w@t2V5)sd^zQ$2xiPWZ{n$j|CH4uI%h_-+#h`wb0&o=AqzP-@u2P{&ajl z`0u!U?E$9Q^VYqdU;po6=JBeF({vRtmC9KE`t^GKrNVRk(|YFYc;NJ2MrYj)pUBeR zE9$imKEF0``^EY7dc4N-&CA93W!J8|WdEbU=x#ytJf<@eamVe~nBTQ<a!tLsMK6|r zxvce{%U6!x@_T)4ZN=Z&`o2?bTuNDL|9o7Y7sK@4ch&>H^{U)=<;(wc?yKoMa?3BH zv0|V4OfjEVQ&(Q9`}tIS`^1D-o0jw4-j-|KD{tSJQadX^y>!OQgDUUWZol`?wAAd^ znUpS5%k-n20$&gF+yDB+Z?(dBZp|l8E#HXK9nv#Do!#;G`~CTT_J2c!m&(`w>8$(z zm)|^($td*>gV^;|q2A%13zai_=Du}q*qEun!!&hfLuTIldv;wj@|T74tk?Wy)}=2V z73}$1Gt)BXzW;(HGTu?=_J8e=4LiQ%$7hb)-}m}vChE?cow}k)^=ZVVq8t0>J9t`7 z+cKyA^^SjDr#3EmdH}Agbk2XUng{RI1A_Wgb)Vm_s+{xxIj_z1s;{qBvdjoSw(pew zxpNEaYW<&^_W1{8dU_h!HNRNBe&56NW%8F7?s;=4VV+#<EyGRA-dR7cj9Y6E?sh!B zJHEpIZu`a)Ra$rc3odL~KI{4%8UIIf^dkjtCup75Qck-S(fXzRjlFfL#407(=Pf-8 zKWnVaR$ID#h2zVwKPv-@*t!k&_+Ob&JFiY>r75>TZbZXNr^xp{3#UA(UHP#y{i5Ey zllJ+J6S#f~<~|f!S0(rV@6(Xi6_&ns3u1lMe+qkBhOK0gu-s<Q$f(rwdusc}o6bkY ziyb!c^>nBo^PP7_>5Trp+3(c$TG)rwOxzmpa%QDS9(VlHgNuxAPQ4Il;9aq5L#It@ zgy&t*&`o#P+K`W*r2Z;NcRxS4Pj{Bb%%7jdTR6oh<?T*9od2Nx+w3<gTR;5z9=xy6 zegB*be^n+W&ilCI=jXKGudgIemAt%^dS&(Y?;q|>*+1#J+RnGzCaSG+%eDD+LpZB; z)<PYLIaOKm=J|hG$}^vw2+X^~^62I{>-_zW?y{vzw3O`k<nQ}xcG4u-$n^G#K;@Nx z8QEvN(zsP+@-gT5+7{-IHU8;yF7`)l&s*Eoc|-B_o)iBhuP^h>eszEU{LWPuRlKMD z@yx!Sw$WnJ`fu@W+a&}8c*564o$bE2|NS(>MrQsu9($|58wIL%oa7LfTzF~e>4UG% zr+Dq!<16$^Z|9SwRpIN`&DMGDotCDSd+W<|p-Z#Oa!>7de|v|0b&-zI-k22<Pr@Fs zK)Weg+>BSd`ZpTq2w%I=AEr`OTeP1;G__>bmDF+-r`N~69gO#z_~@Kq@wo?oy32GQ z{yO}Z{d@d>TbBLyMZPEYUOs>Hj_=m~`|*GNoze`tW0`bL;?F;~-P1n&p8ezfdtLMU zE^lvb4OO4MCSN<L$7b<_`-VR!Pxm~Ve=ENJ@7c|VYMh_Xw+~o)dh-<bf4^r~8eZKj zo}4Y@{q~=Hg5rvI3*+oP=Y2l$bdesrY=CDG@5_c;tqS)1SDkv3wO76?O<Sk>&G*9U zkg3~^LTq-P(_3ZMwfy0Ej-ai7vje5pAC~c0cm5H#zkS%1mPwPN1A+p*y}VyJal6?% zt-Lxbuzhy^(pY2WDch&8&REK*6(P4|k<YrBM<tXGiG)Ra-?qNzdvM7K{jJv4n{UT0 z6;624aj1o@!{DLMw}OvH=j{9zk}^r{^2FLNAH@x?w@fsR|Mk_j)v7#A^jcx$>uZ-E z`|rzGB>IlMTxYSvy=O+Z`<r){E!~$s=jFBiUGj3>9KyLOJ=qzoE+;J8uTRdrxoYZc zscbLf>l;LvKHA)f-#AD06-(@r%<VZ3o#al$S6p1MBg@y*bD?VY^WF9}(cAwyx64$y z9NDD*H^0aFlhPtab-kD!9e&n(>m$nc-1hYLR-Sq4%$io=u!)mDJnGiJ*v#L{ce=0K zy6j-ZzU2Xq&Tey0ROxTazPHEH|M}JVDe_4>cNRatXnwy&`s$kS^OIKwKlcm#teR}< zuWz1tsai1iN$#Y5wf>7iZMQSqg^P<nzqng|Up4c~ks^VFBta)Tju11ZyzcwkljGDc zJ(0ejE~YHxKl6myjeReVNZB3hZ@e>I7Q}zR|L>P#o27lvd+UQqE{`;YZ?Zj?KW9Iu z{@rBTedm<o)sMzEe4Nsm)BKwMy8Jr(nEHFQ>Yr*CZFy(^>CcJX&nF0lJ+W-%(BE`# z?T_Pf)jd^Ws%4L!{F!2Za`&fI3kAzm=hgP*Jbv4K@_L=YS~=D%i}SuttRmqBg{M~R z*c`2Oa*lu2d&#vbR(_kN6f-R>UHN;zL`CV6vYT$6;(7~~Y~fjTZyn>(>)9SBGkqgk zGQB(*|7qu(V)Aj1s<@s!C2BF}*8MNzr)+L;Kae6MnzD&w^CZjlY4xW2b@rQdHboa@ z+-BqtNGvteNDkLzm9TskAgHFD&8+);tL-<p>(B+C-!GVl2!3?s(@<8P%NAQCxAkfA zmbn~;pMN@*hFz;V6}8<lwe!WL7RwV+`tCB<u9~IK{%Z5}hQ+O|+SjMYEff@tk7&{K zPWN|JyFKyciG4pG6-S*>PD-+j{QUGu@UI_kGE=T!Nlv@Z_v+3}HUDe;C#LJiJF0)T zIhwNb->1~>*pG*OdjwzHe(z%%bZo}SLti&F?6vqAI5BhQrcIlC%6$HJs>>}kuK3b6 zrS`=`caI~z8SnP}ez%PKoc;OO=A$<}Z=SdR-_*vt|Dw6<w3FiY_uiiP*i-pW(&|@6 zKFiFN>h|{Y<?8=vR@t4prO}yl{EFoH?<$MK{p|mml-}VM(^;awzh_THWUrKIg~<iY zD=Pw(=k*((&2jp9spH1BT<Mcv3cAIQi`{$j!}Y@ix30G>U*}jBzx@5aK7d!)THi$H z^4yd2edaEczCEvXjiK`M&YJv%Nt4o_^2-(;dH8P6nj)D?1x?J10xNP@=I|ZLdo%4$ zy3>2fxYCWU`lr6XDx%x+w%Pui{qoInWfPC=+L!dSJyc>^11yy#nzKz6c>PaE+rDUR znbte|9seKv3pRac&;H?z>h?P|i)$-aZ`kAV>zuW4#z&#QHcM)Me^UvbdUBV6(c^ZT z-v-|sFZSEGdCOS)n{chZ<awj_x4*C4(!)wUH}%+ae2;Kz7q)%Avg}87P}!$i%gjyc z3z_=Nu9;2BKOz>~?p16z=U33K+@({3%|CQZ<yo~cUf3)9Qqv`)h#Jpazmo^mrby+u zcfYHg5@alOnNc}^*`1?~S`U`azj}X_lU78uL+c;$nEC!UcgHRHlU4k7?UcwJm$(dy zjx1C<<8S|dF8`*!*UOem3#o;A)=YeCs8?cTG+C}ce&sS*?wbz}Oq*GA{^PZI94Gar zW~|^)o|+f2f8Mh*^OpYUm6;Z3Xmo3-puW@o_|;)04!`-X%s9MFJOAU+d*9{>Of&U! zQMj?QIQ`6B(Z(g`HTQa6Qxa6S?~1ScX}b3Qf}=+sX?dhruZ`ZmXtJNpM3+ATjS1J@ zSbn*gK7V!Q`L5e-PgFO}jVPV@=gE^4xo<ONwnr#3`CMN1hk52KH|ZI@9r~SCD;K+V zKYQ1);Oy+}A5Kias&nj}*A^|gchUW?GZ*Z8T&nZx*6U*`F_K&j3>+aAjN2zqI56+W z=@rxVhu<nOo730$j`@XOtGHP4JjuweO_ytVHeNip`u>&NnwN`TIK>^mbvk(IRW}up zUA}v5cgt*BU)j9hGTwxLPW`ikb9Zj*>3_}tUH(q})w@b>4$jzD{-QnOSzXfqXEzd0 z9)B-iSO3+r`F?!y-VC`Pe~-RjpSOH=nfrua-(Rm@mN7lur>O49vuCR$9qi`(5u9%l zcmLp>`lE5zcAh<PBH(<COV7`a>#aXe#0u}|dAEPhDz2-xM@sCU=$-#7UB@`>d!%gd zt{aw1{(s(Ayzk9^&*>ZPNT{x>sr7x~KX=*di6Xb#4nMkMBqZ)#$mnHh(LTxl{4>oH zmo&FB?!R+;2kX-7xkvSXnk^PH<zL>)Z{w7?RVrZi!^4`{5B0Qec}&^AtD)%no1~Ab z)48twb=`e!&-wE;(_U+xez-Y^+o0%A+Lz<2u4Y%-HvG7jt-+r6bXVsz-PwVs#m@fl zeY47zYenwtFq`Lz-#1(|xR{{-STHcY_N%RK^gPM4OCDV=-*jfy=5=SjJ1<jyeRVni z(&evPPYT~$u;%BdkL>bCOtaJ`RwZ&nmtH^hJ7DtRu-O`G)pZ^ZZ&b=AX)c)cKhJaW z@>);60(pmWg<k!Yc{4tjupfG9;IS-t`Hhal-`<{^ay<ATW4)!b3D-Z9=TpC_-h7<; zN#!c<<3ESLs;76>z0zFHW?kz)x!7gSZ1uuz#ph+GuFegeVDB^Uo9flg=9QCPwH5w* z_-FEFmgn<h#QF|@O@AlNbi~%Y;J={6y}iM6b$9$fwKHkX&)Ai(_S;{NwGLUkRr|PQ z_O+ZzrA`0;Rd24&bFupO>+9=_2N<8PlC)8&H{0K^`r5s%>kVJe5t1(4UHUgP+sjcd zR;hGFZP7k$-6J2qADdlpxGMXSMS$X6<4O6`-#+>7cxh@ni=~-xuwU`qPU(2@4^ywR zHcg2!cgWm3S@VWf>vH+kt|v{U16FTyztEBDS@PcY`-kp*nkB#ge!qNp>+K8oySE1% zJSL-cV}gHWw^-1-Q}Z<=BDQ7k+j0B}i`HHS;a!J2!fTm~uFmi=zP7TM{nUzSe!jC` zOq4R}O4jvvS8F=`-Z<@ejQX;m30kL~R~}6Jyza!^#W{0(3M@aZSp2dhxv$T=L-1iL zoBu?U+FR>6*GdO(b8ox_ohMqbg=2?qd3<YGyPHwTo$R0D)8(_WPj%;8sR@~#dz-!D zRcQa=T)`LT1j>Eqs5Ra2YIoYU&?)TBxnk?UQ(o`)Z~K1ADl#sf{dT&_1AX<`nG+xV zncU5EUH+Z@ue{9r$*M>Dejk37wu<}X^78%1{$Af;P|z}aPJEj@s33my-926woYS`0 z&#U+oXqtWe2dD5<hU9k(pUu-OtiSR5??lroc0LRDvqi;+d(C(6cU@Zl|7q^EcZY&& zmlkNxI{a(3v2WH-(I>S%3THH&)AOGwg#4bI>nj@+)OY^IN~^9lHL-5#(bA^uD{8*? zIi2(k()c>TN+ct$*{aO4iSJ*D+1=Xrwx?d5OrN*VpWmYCnqRaNtF~Fty-TSfQ}$jB z53Y1oI50&#GbjDMYJlJ31fB%Jq%$VTr4eVcjxbH@=@C4bs_eg7<@FJr$UPllX=zRs zh8G?{HW9rkWGOlBBK36R9Fq&q((l!Lr+>Aw6uMqomANcg@h;EXIs00!zciT3fBO2g zd(3gmS46u#3hK`}e|uWr>E+Yg-fD{-ayhVpx!%&grP;FlP^~Z5^Z5mv<|e9T?)WFd z`Z{j$<4>Kx{ZBOOCn_b}c=)gRH~+i+KmHo-SDjc>yZpd={kr<EGZXC2?o|57#``LG zdvgE6_51!!bCobYTATEje`Xh`A()}oKW}1b@|XA9);ZU0^lGjDwNGTly_l@Wd#@FB zwy27{vwo}f{P?9Q7x&MLaVk6eX95??=VYzK!m{}%dRNN?w|33=y?*uzVHxLnS^HgM zt6raby(0R%^2(?xtJ*I=MWkwO7f<=Ty+iMpMa<(OK8FU)^anTY#Ca%0xO_QpvuM$s zy&oPFo`5b354gwT^LW<me=<|}`YkRSZj^s^d#+-&zVG}4pZ8kj?7mR&<<}qn6V9iP zcC~+tTy!(}_pD+K`NKzlEd06g(S!B7*BDxUWL3T%zQXuUuly`|ZN7gG<m<v(=bK(U zr$0IG&xc7zmp}M(_-Fg)^*^#*iWbMltKI#vG5b^WgI|Zgw!c1K@9Wa#x_h6`u8+!7 zduL6X;@5a<uI7s`ix=J0jBL}t^5NTjvDiO<^`m!8l=`|oo7*bQ+UtSg?QQ-{#lZsi zOS9OwtT<fyFZ+e%mv1+YU#YU(dv3>^dG(>!u1@rF;+}1?eUTBbLxX1Uo)t1IGE9}T zJIi#K`C!9NjY5J3yeW^{!;{SaEM2U4?)r=ACUq8TvI=g!EYn@)nRm%2{itTzq_5I3 zpPq%cu%BHg$iC;(Ewe3hx5EzI*!Qw6(@4(#>(-q+zJzoCv-tnStMA>O&+OOd@8kcq zesMq%sI8M6A9(NUWBdGq|5LTu_uK#YyK()r3%fOM)!+Neynlc7m-qQ+w~6?yUj44} z6Zgs%vA&n{LVi@{2i<ue|8A<EWvtsPk55z0OT8k4*H3xg@k%1I?wQS`X<bhWm$CE~ z>$!)zEM;Gj_}9wh%_-xR8#YXsSM#y<)~EA)%jZZ~Ox?Y2<%&1890sZ9C88M^eHE-H zYm^ITz<0SF@jYNN$(h^5JKg%KLH~co&MR-q#CBZFH~;3mT}pf1FP=@=g%+F7TKGIR zJNWJEb$Nb+5B;^hM-E@ycJOEWXZ<$4xAXLN{44l-w5sF%Je@+eg8v8qvVWidLr?5Z zec}J!%KyIk4k3#}Yt%)eXA0_U<leCKQb0+%=k&>SGw$q9dFB7VJek|XtHiKYC)~Y| zc~9o@{ER%7Nl&#*{pRg%URY?p*oRpl;gpEJ7JH)r(`_*!(G9=2;M<M^n3(?5O}YGI zn%gdy5aC;y8@wl}Sg0lPR^Cj=c)X9rx={(5wBfsy1GaK3xuSAwxvl)<AcHR(XP%pW zBqY7N*3&pKSGDt1y+T57N#WZi_m7=6wn(+P=vI|`Z=269q4+y>b6?){EL`dSFZ-a| zp}fN6W!oOQ+^Nw#F1S_m>%zyI-X|Vc>|FX@;lLET;42(V7db^fSsC0GPqv-$qGbXz zv~Ip*S0;5eFmlJ*%;VScoL_HW?$kQ%LdBI;6EXIERtq;SF<BI)vrlEYbyBNxhy>fZ z8HYI4boN<99|@?`n)sFP-E_^VE|H@D6JM3AnZl9mrSbR3D|xHgrls944qG3sKXpNW z%L=PGOi_&=b3*5R7Ti>8z1rlEK!R7Z(kq5W7Y>n>;Dp~o`{G4ag1ELp!)Qae(1!Mt zuea5n_)y|^rK$J9$4{r?3JRruihf(0@Z0bGs-}I6AK3p-U>AN`rS=GtlVkKP?;k7p z`|#J{ug`a@oHA{Cy<TVCeg}otrmf%7KQ7(1F3v#O(YfgoXK+&Y;rmBQpZ9#ODCzEy zF59)~`pI2d&v$idmUPU`IsSXyUnjofSKdiDy8Wu(RD08g+tBats`?c|q0^qcayau= z`uC-;iU+3X`CnmU`Y4zn*jA=<*ki_zjDuX@8Q_HV3J**-y=B|}{=&|KYu5NA&rjaP z`<7GR?l)KOjpNDhJ3P(zo!tDm?8X!ISMIA1FOj}~CHwf>4JZAt^oO;3n(teAz3+D7 z<oPS)*YZuys|j8&yZx}5eV~1mtlHfl%i^r_+I{O5)oroz+4a$PZ`mEb*?(OAW|Yn- zc|5!7?G9P9pPj!hzA|`u%>3)ELhGDQ!e19(O}x~b|7z<%TPQM7a1ZP(06P2j^v5Mx zd!Bh`FA@=p@9|i;g==Y1K~#pM=IKngHxpJ^Xe!GZZ|9q;U^(&f(U3V;*B75&_2k39 zxssyFwoaz9Ggmd(&pDfQv30xlY_s2rj#m>!;wQcRYgG8nS5-)dnVoSN&w@o>0v+8A zKJL@@%48op!piLiNyXLDjK-f_x1S8vj#9j^IQEeAlcnd6zZGo>dAsF9ZEuNR@!7q# zrP804UCb|M*~1jGf92&{BGUs`E|lfCeogOiVrN&ewV_a9&W67q`ev}7d8~4xhq=D? z+k-!kjg=0W=C0E%-S^<vXT9YdYe40k`lDJGJ-L$wb<3}8eNyw_U-$3zb7Te2&%RL1 z_C5Yi{oLPdxAtF)HEH~|f6dRJy<6v%`CNVQ#s1E%E3GFCi`R?UPbz-%#yh0$zpwPE zC9@ZOs$Kc5G5Fk))kZ;QyuZ8cZwX7{IvHl+FZz%_I6oqGkNrEnnY%(1*DG!BQE7cr z8K%nR*q|wBCc@Mhq%vWy=ak(mMYLT)A;F-qVY!gO+N8&)3tt54JuPxsbue#Riqzdr z`tvU5R^83Go~Z9{er4<4=&7$9UL+gTa&G6l-tqcD(yJAvS7WAbt<^q%Z<*}1>O`*M z*ci8~4R5t~m}$$VS?Q^KIR3L8)OmZp?RC?H-K+NfoVDb`?~WT1?Z4OW>sk}7U046( z$$|IvKT4bL$8WL!v2K;r%2z^;zo#2oZ1+}I*suNc!|%!08r=82Ilg?c?W`lelD@>P zSbu6;;Qr2c;u^oR<~)&j{#WhSz8uSd+h=A-$2U&su&Y~cd^oUgcjc`cJ#B`rbA$W@ zZ}x3g{5|2yH{V#leHE+nL<?4JKKxD0ORkL}xTs8nlWD2DLca0EbEY#Ut@+ZiNDW-e zH`-2WxO(HM+vYs}*KB)kw>@LqBq<yGt6d|yWDchlZ_)a@>%SkLQMqq>e3r+a&4>48 z*(CE-ew*~>8@r5jyk(z9%-gPDzjoQ=r<Gq5f5$C9ef;7v)_?n6b3C7ad3*Ue!TXiX zpkT4nFZe&T+xh>w2j7qH4BR1CSMR%<=Pmyh`!mk@_usFmUh8pScU;IBN42%th5L$r z{MDU(|GtA%e^sX2l(6ahd6)lvT*J68JMyVyq1vy%@%v1F-rJ(EXuqTX2E+S0(mVX3 zcVF~i{OtU=<iMUlgSuqv*!%S*``%2vCBOCOh1v_hHL7#g{7v*Ut?cvEtPn`>VpLki z&={ns(Czm2l+vll^H*m|JFUFZ;|1MRvOq}CV1MCJ^Bmv9vA;L{{>K;nhPms~j&R<} z*jvJ(C4W~jA3VB*F@M|Zn?Eim<;O?g_}l*IRL9&L?>Vy9G$&s6i7T|*w*IBWwu=!r z&%E8Rv42Y1r>@Tj<1aJ*e{@dh|5w?UG2K(bYI?22K?9JA4X^#@vtP7(`}#DW^ly($ zwe=SA*XJ*5{=9z2W|r^uzkh8y+!nROWODeN{@4DOKgQSJxw+!njQ`)B3hU4Of2IDp zxf8eUrT-tTlynkT{Og=5_LMvD5qtinDbJJamS3uDUS;uIqwq+&V&^8qI=!qOmHRp8 zzp37Rv%KZz%wI8@9&e6nT7L}n;VHdw*U@|d@13fp4j%J@T|I3%3{+LyixdLFSh_w% zw%l}JoHtEJLPulu+68goWWy-1LWQM-Ih<SW&V{FK>%AVfZO&UWy~N!2@XXhb7rc}3 zm~~lf`>W~Cww?>T`ReeN&wHmlaxRnYoTj_)*^i=)wePK2>TCOsmp_}*Ckh&beJ0oS zn*aLzKhLHu2aWK{7oURk8tfmI-v?EiFKzBdR5>qFk^B4T_16<umCFN<yYB6HW4+e! z+F$L`zlIg>S<P1StAE`Xyi``YbN1R@f9*X(&fOBf-er8I&ho3}u^9b)Z`Us!;-;Tk zbA9A5aTp)Fx7J<gjN(eGQeCTy5$;~bm7Tu@5`@y*gcJhmSSqqMCEOF^dXoRtT15LG z=&Te_@ey#8b4J^a>jmG+g_Gp>-CmL&e7ECz>8nYX41<$+*r%w@_L%k7r}~bcGsc=# zE!##1A=cpRV1=!Hv$A~Nt`{_1!hYoEKfVbiZ5F*}irp_uU#iu-D{Y);w)u6?)YI-u zYVN-O^s78cJ&E`I{8ybfm%8`}D!R@Io!&KD#qauD%gIvDv@g2O%nbC9oZ&Y==Q7`F zpPSRXN?uKK(e}Oh<{vxDjJxR_QVt7hI7D)mJ2;xLa+eE<KKoQV(ft(5Q~x}XPwcR^ zVzmI{>W^<sPaUp5zi0c(IrH~ya4wNLqji^Cno<3XO;S_1UedPADZ6h^XfQc*GxGSt z`u@2k+j~|<*A&iKU$<Lzh4lAbT(V(m`}im4)ok|My(ZS-($Sf3U(Wb`^5>0x#~A;; zvN`xuefpyE+RE!)Ek3(G7XH2YyqoX#k(S98cj`^rFZe%e{=L4f>G%3wes5lDe#trb z_xPRi-u~a~Yxh0)_u6FfUGDV!KYt%4hkd^kvMA-><BPhDPk6YNU3pO9+urlJTBmH^ zefdr+rq&q}HD><bRg#%QdFxla-8gZ!dZK2&RzO>xZk)rXxi;Z{CjQb<Jh9ff?D&oL zE7C{fwk>u)TygvRBbi58KKBET$lnyN{bQxGbT0G6RWj<OH*cFKPM$x5ALFo?4zB|y zRd3zaWbWDYKCO7)OBRdLmFDwyl&+cl^sV||u_;~wyhY3RaC$f22yf5xSlz1;yxH($ z?^@5ve}&T@Sv@n|ry9GTb=hz6zP)`C$@#yt=Bq@0Ys{XwgG(Y<^ZgUgNvZ408XxDW zpSWR}x$s$B<jPAo>sQ<5$p0z)_wd)@zwUWQioT1q|JJXo|M2^@ndh2sOt<8VsvUlF zzx6lvI+T65n*Y_+{*F6NS9d--a^WA}>v|4J)|0MFn16l0?rma!#_#{ppS9auCB8nI z8|=WX+BEO<$@!XTT3g<y-|OFZ^6JwaJoTIBXqOgDi*4^*UFFj@S>xh{lI^dASQQRT z;gIHPL^}8)gK1Ukse=LcpCy}T9Sxav=vs8RU*`Hy9p2RZj9t-_Ge4|msjiOMw4!76 z)BTH>{%Jqi@Mq>*FUDkjN6ydlGk5GxyLIfYdFYw5Q)ay0vNU{k=AHJa+1vJtOxa+O zyV#n!u6pva{&=0UWqXQNafNn^t@NosG{yAit>fQ#^FJK_xqLlmO#LCnOMee7dH7Fx zzx|H?kG`|--@kDG>|b(O_w7rh58tu&+4t?@KZoCkw-jFdcj3Cr)r|Uz@2r+uzwK7` zU#f|^zia*eqpCi4W@z2tnf&2}$jkd3KZHEIp6wSA6`OcWJMC4O)&!oHw=3BcO{>4{ zvzxckh<#zr`D-cd@h9W_loUA(IxjToa=?3w4Gr@fvOaiCx}3n9$<VFwXkV#{ncqII z=WUyGCuKMue0k#Zt@KrjZ?|-vEmO%d{XX@A(j#teeN&^L7gy#TzqB*`>$1bUOBQS~ zk?Z4!WlT_s1L>XxyySfH^y%gN&0-gK%h$Qiulp(d_KfC}l~=b2EOtNYG5_*Q`Bm?h zU*G?Q@7&4fEZgf}ezE@QQ8@MCjOed3|1EoYeb(EKR1f*<nljtj8P)Pa3|NrXm2~(y zXe!UiHBE|5zRPj#vW&+f4t<?7CuH_qnvuHv{?^cg6Zn@izP+It=ypW1Y?8_$??gvE zUW?BvRe$Ww+orgRfV&xx6N?~Zg1<_^;T6XtdVWruG^w&z+F0qBt-$j6FUssy6RhVZ z#<5+g4P5>|bM~uuE8ZR3^{D&G<16{$k%tUeW(YMo8$v4=21bD!uQ^-xa;8YF6s*~u z_`1c}Rs3_?q~lY0eJ#}kd1aq(5R3n`a)m<wyB$A^c2#|dj5BP3R^Je3fXQzaOv%Ug zxqtuvUDV6V_j&opiYy~j@1~^-GUm3jiYV{+v3%3DTAzan%Y3fvyB6h>c+$Moi~UN= zQi<cCcawsR*cq3l+zEj6q`>AmEVywjqoYEpH*8~iI=6n-MpwV@N5oejT)j;3v)jpv z13THyX`ea2u=xChiTdUhksQeR1(H-kB$={Q&OFhavc~O@O7!ugwLTZUO3W{N>$@3D zjFfOnPd0ee`|jQ?QLh_CN59qU?w+8)GDAS21Np=m6{iD&J~h38mzlOntv_{UR+UfG z$yfUY<5Qvxmp5vcx)$7fA<ic%8uYbfk?Uo3*9|U091yz^q(i9Ug?}eDXNK#2mzaD; zL&DPNo&733_3!diUp)Gv?#y?~$9Y+c)b`Uads+;)<pqW=TzC8Wanm+<4GBq>VA76B zX~quS$mN1Mo^#T=HMO#Gdi4)+_ZKbHVCu>GZ^fInd|g7Ips47xi<W<PC*KuUgI7EX zVEqaVOrbLydYWch{H*r!@_c+a#q+3WjL-g{Up?2}a0<E~Tybux*6U2|u=$~zwk~@7 zLr6S*+rs3|I;RHDDH3m>qr?m>4hi|{2~n$$l~+da23z~Lx^_R@-ZQ6dLyPTl=|f&? z4143IuFv&ZyUb<73I|{NZ|`ojzqp~y|7n#Y2Sx&3a7yq;<*yj2f|qNj%!!&isY0aZ zc?kQY#do4b7~L$Fv#<QM(CA-ldQyR_$a4QvYE^Bldh36!&^mZ2-e+&n)+=WVA6rLv zUT<a)*4Mm&oB&)D6QoxADPJ}5Ihy|5ENAWpuM)eE<cPIjl~U(csrZ`~oLwPtHztfX zZX=giP~ttmD8p={rAwD~nPQ$><shm$VfJkQT)vn7Co`|^T)l#I#)m)yMfUeu8hHmq zlS3k}{w-OiWUSO9#rXJ2@~^FmSJk9i876BO-e^WD!3`LdcX9BncYM81^ht-l)oH=- zBUiGXSZ(TBQsrk_WSMnDdRusIqNk9ySa!<ABTaW?r)>Se?b(RADs9CfmK3(uG+F<J zQ@+fyxuEJQyRt*$lKYmb#a3xn6WZ9P^L}_CvHQPf;qu~D+5vNYmp826bCc<}n#3m8 z%`-FXSY~9TOyGl#1%Xn9z|00A&z==YzwfAp_D1_{&N)+(eD6Yj=Hpq35B#*l-t-2C z&a$|Dl0)+JNs$y*8z!~vhtI>bnm}4%X$ry)o!B6j@M{A@a5JlfB%|_Nx4Yt|kGj4X zZY};bLutv5zd`HySG7nl|G)B7%Z;0<A+>q3etXY_J^HF};D|R@8N>_->2pBX?T>{| z@|BOF%2$oT9n&ke3t!`nUU@W2qS*3hI*ZiP-z*a6bhT0#)ufdZSY&0;^IS+FlUIY~ z1lAcQf(dH`4etEC@~czs>7w7O@9Y=Rbu0B%eNbK&A6)Lbbj=sfo99H6m-MVW(sI=Q zj$?!897!)k);(~~SK$q>Lgq@Vb0$%)ZVxxymUwn-^|nnpp@N|e(z_>KQnfUhyJCgG z{Ob*gjA<9Ar>(|vV8SX5#+Tw|Pc=^jrE(cXGP}Lhii$A|o_KQMYC+v7&ySNQ^sRin zrMGiur`3ZJ|GB&tnR8a0n(gzr{feL}7o!@N1j<olF3JkLeuaYfIEq+=w|izut(ue2 zpL6l))5{w}p56)a+qLbIQqL31kB68}r8B0<vPd+u*kJ@tB-1;N8CPCavGk~}n9&@z zIAV)Y@}w;VO0~YH@AWhYDytszn78So=Bf?)dA}A3{@Q<P#}9rEgQK4v^^lBm&|r*b zzSg1kX7z&aX%i){Djn*!_`Gal=WDlhmv5AAUzoeJG57r0)tlzJ6$o-07_mySNQg@z zB|Avk2}tFfA!uO48X2@{UXzc!&Uf`lhrmT$ubgjjl+0UyKa<n&lC!A#{Aa0-=8i$W z`>+4d3NEb*)wsvcVeoNMlPt1(M40@PL!_4VeKt){_1zk8dH;IF(~{Lac|WU4Jq&Gs zxjH>svS-OhDTAHX2COsNn*0%!ALMw%6_;49a7fH+(urKlIQh&hZz1{hFRiVdy0q85 z*ukb`CR6@-&W<HTv#LJ&m%417xhhC>I{*1;%G0{1<;{$6<S-E9VL_CS3@ndS9&l;; zJvKI3H$^CRdc=%l8>@^@=4!mIna}a~hSoz@sgvs*4sTu2)f5u4gmp$~_x>WS1}trn zP|h1nK0%X=nT~a69h=_#+-|XWX^Z&P@TorOOL{KLPn}T|<G^j0l++^5=l%b3h}gCJ zp{kF6H82Q^t4SaihZ#&>tQ!+7dc*EoU2W>ToOU(1w{Y{c$Is3#I&rzbvQ*1@Ipdq$ z^J^z;KlH!rj7W+=!Ww-hM~o1f#Ij`mjV;OfUY@HxJv~p>^xSbTIV$v0zf1V5s^>|a zOZg?NVsl@1YO1~aaq;b*x>eyva!z}9iZ(F_cME(%4jmK5?`!7=DBLk9y|wJoO0|_? zu^~s)_sy_6!e4Bq>(dgL+S75^uD{{r`P&Dx4>&Y%I(M*OI3|h3hH)8NwoVmG&orkW zlYh^9SCZs4Wn#0r6X$os(EC?ZW(L{3ay7g(Kg-K_`TdnfcmAze=`I;9AEXyGFI6pU zE#Gd3{G;>xBsks}vM{mU)(F_rJE`l_&tDoz_0w;CU$lg0AJ3!}8k$p^Jhy7j2+Hoa zRC}Yr(co}ZdBdaa=BK|dh?1{M+?mHOeOsF22Ct8GPT$=nFPAO7UiNjlboNteLAP6L zwRD{Kci%a-dG)J~jmg?uR|*>JyxF38f`tdOyvk)-$ka2*t|qDbWw{Z%-}fbg>Q972 zLfEI|y0ko;Xr$#|HUHcS$+>S|Xz%mrRB#55xUDK+a;=;avSH%?vJXpx1g^hh(QNGs z$_fh165iL4vO)@M%M^J=4uhx1rJ}XGneMEZTDI2W>W$JzYHNzGlqBD35qC>@=ptUo z-PQCcLdyU4jAd)}65bqrE)&Y%essF#iBIK8EIkL=F*g3MGGJ6aQ1aqv@Pv;XGoFN$ zF1b{H<!?~!1EVh2Hz88Ly&@*=Tk<Ml(|Ya|c1xw7HF$peUb=L~%gM9edemQOx!Hd? zw1dIexZL%~U2B!STlM#Dd0R78dDC$rjwks`p8PpmQ+PyuPmA0Np`@VK8wD<Fm~a<@ zB45Lp$*ticZ^Mh(k~S3^PRUr8tvR3Z;)Z?5pWE}pe_wJ|?vA%|R!wB_(U3giJ-s2T z)GE{~;?}Zfxr%xFta{@l&no$uW`=Is7P>YpxHapF*W~Lf-MLm2`OVUNw5_ePi|e!E z0S<KwkWG;C07Bm2=Ez`lyVkJs921Yf<Fa3q?_3ViXXawKyxb&HE$>r~@JVC8+m=Q> zekGfI50u2I-sW6wxBf_PZ;P@uhrz_13R{hYIK+aA@|Ia2z47kdBA>vp8TY!@3-`3$ zjGd;z&!iwQn}KD<jh=+Slbk=KX54vEBDE)Lz3f5PL$7+3&t1uv|5%dr$A1||?+pXf z(ysRwvG<PLcy43d=9WLjp1YF8XP%Gax2>ri3P=SZ1DNd)s<MDpLXL5AT<}-ZtFv@< z_Id1@<WTXY`<;GOQ-}6BjfriSL;qhsZ9XUF<59zjCD%`#`Ihj#zBK)YNdHUchR#k7 zwy8}H5B0oG#-3EKKk2sD#hOi$H+aH6`M@GK6X7MGrj5f&fezIJC2wzq<}MFi9d=6I zBxAy-`m>pf|9sycxA0GdyaXdC<Cph0Y_U4J^X$bBZfmlxcx~D!nk|@k<m2+pFHt`y zy;H4z8X~xQj!;sFXlqD=X@ZRnMnm2~RBZvPgfY{xSxr8DkuE|n-B#skeYcyMk#u+h zkJ$!Ssdo*lrn7}QZk$?lYr21G{;p;Fe%;~C+-zZ|c;E;lr<$lwgZsWEZ+=bIZ@wfN ze<n~<P%XKB-??u+6AgG@U0rr)k<zVArMoRzeuy<LS;7!{eubO$rt-*@98C^Kg&P=x zKi)t1?#)5Q+~^CFQjhxo-)8;wePpU{^W{&zhp)(VTrQZZd1A@O>~6zbE!;m&RS1Sp z54=2~^5wFumBIhGipmpMdK#Iq<sjVy7TE_>P8!F&D_QmblcH?E&&U53cj)*nH(Dg1 zyzSXr`}XN~)2B{npK83QJ6pRpSlxeH@~&0K&aKp*#LlQDG?nF&(W<4FH@cTC;`_aQ z$;bEg?)AC<)Eh4u^m-~B+LG+*c~wJVg<IpIxl=^WbVs)428ehpP6#U1n|}W3=DRwk zvXNW2<?Y$TcJ5s{)8FswR$pyivv9kOYkZCQ-c9eacD}!^sV?UU+B*8`%Cv<Yj8XfH zy8Y~aKNEU;{84<|(koX)s(wA?fAP^!c%|!Qw-Sfl&sMFQSv>vHGu_*dR)rtgq&N3# z<<=kPuWm`ZtG0d4%HniCJ>R)@_kH!xI!yP=UFrDumf`9<zx>Vq+Eo|&SWCQ-YYbpq z=H4&2>X2USE{*y-I|@(T-&MN$Q~J3%EC2leH)r)9N#pC<_iMJizi@zM>i&w0@wfCB zn<ng%zug)XG%54nBA=-Jg`4wlhuRu_y}Ug0zT4M~r?0+VdAw$}*3*aA)=YGCm%SGF z_V%i)(l5@7W<S1l{>c)RSA}!rYPUXIuWOQjuq)}5rLND%J8sJ+Kbux0wOQu6<)^TT z$_IAvhM#;Av(mXHdF7#HN}lCX+r2sjwf!ciaEgB9knnL#OE`$W8L&~y_kd`^6_FI3 z11sJwn&>@e-{MbaLQ;B~f6wvjyZrx3=C0(EmdoO`PA0wl7HB(VRr)HeiTtbQznXc3 z$FZTab45jS^m=IzXSVO*ZuaMA_>1$_F8IN8!neagp<a3Ehxu>0f@TLBZ0+;ndXm3% zNmK7S0b!q2iL*ax?cM$3(?j!A%}%c1*;P-uwgr0K)0&^_n5BF!|B3hNoQZ|!dzJ|I z*?GLZmVV!7d3IjyrcG~?THl;s$o|$}IDV(M?Gs~bh5S|XjS7}@UNY2~vTXU%OOuvn zYh>@O3wWCr)p(dc)BpXy_kL507~{_e|J?QOezJMsd11cL%;5TH2XUUC{h>-#AMQ?n zzv%F8nFTy{f2*Wotv_jAzi}lpL}bY}_qZp^rl&pFu0MbIudm-aBcGm&-FfBZkJCxF z4kmo(c=M8}=jQ+I_x?|F`}_Rq-R6z#Q^gXK-+kBLS*>$@b<FmuXXlpw`uOFBt@D+< zlN<+{cf|`{*W;7C)1SBZolWZQm+#k>Jkh)^7JM!*=T_os4)cVk^Jn#67YvzFkTmnf zg5bED6*hmBQ!VbEz4Ucf)&{m7MMlg#X~!7e;JNx>bIhdB`Io<#hW@|Y?$E92Wghs_ zYF#|T6BfZJ9rZ`u;o{F{)~zs_Y@yyV<>Jw!7viUfu9aRRz?k;qYWi;L1on9~iIZfP zUfT9KG|p?{%Xk}a-q+cN3l?mca7*5JMUdSL&83HR?`L&=(ojveoPX@!%Hv#@qJs@? z3Pn{+;n|pbr8Gvxf0_8^<r0rgQ-g}9|LjZmpV8&h(zen6u8(WY!+47)j8Pj>mcEzx zcI||7d5kCX`4<cM{vS2BTbLgAt6|&w8!r!UtT`rKv!3U|lk@cpA8xmQeR{L<_r5(- z^z4=|-__S^kaR?7<7D>rbNzSBDf@V0>Z3U}Tjm-+t<RdB6h4!6#+$jjf6RDP9T9!U zP<ed?liLA{*K0OUdAKHW^OX5BXTH?7NIJqHDqpx;>=&EOr^#LUf4%)zoBufTO{?yp zq3%@qS@B`n2WI@ef15?3QRjQZyW=uG^J~qU+wOnsc@%fkE{D<W+uJT_`K9@FKa`*4 z`ThPAnRUfsd$QTTtyBA61<zqnzG}(qvzu|1%ajkkFWGd=Q<vJFI_lGWE%(bRrDX@T z_T^pIO4dAbIoB&XOzKuptHsPJpP0ZvM$u<)kBFpnvDu*yOD)I}{=hQhmCk`B9}d2X zTV(TEczM+{tuuumm&%{q_sV}($>sT>g`qyRJIZ2~e~GSLoERc&v~^q0n#A;9`!_}I z4V)Tt$Gw%q;ON^6^QLUCf1UQ_>F&j~yK8<sC%-(~8UOo|fTm>Qk~^kTVs@CWDVV_^ zoF?eb)NQoV()$n(_vF_BfmNS3l&FN{G0orel|i=RK%JL}<%b<7lr0~LChVK{gJWy% z)hS`=xl4q9-Cw|WM=U`l@yzPUFCV5K6X$-~S0C#$eeU(+TUUB8E;I6<{e<ZjH<R0e z28PYzH8({IIu<hZaC})FUl6^qTIsS#ox!`f>uTE=7P|`Fy%4JFtCxLgiPYT>p}axc zC$5s-<9GVX-D$Towx04ne52U!uV2&z_sv?*XRvgCs^l`_Fp$&77|>hrO6UWNge{ZX z+OLP&S63}u_5bCWBM-hATDD)F8@DR?<ribiyI-Pt4Z~XsUkgcVrroxB>buaQmcyX1 zsVn8%7w5w(^3N~!aNC#jH=X@t6~A}oxvz20?+Kl>$(prC^ZuSp=g@5n8r+Lj9z1c} zxaXxlzwe{c-&=1?-<EsZF}h;D_Ga&!I~(+co;P-HUHnZXC9KHlphJu1i6u;?T+6E3 zTV8oxiD=m^x~I=!$@{2#PJW)Anq^&UDz>S=HraA>z2@56AIfidOo({;^pAi#|6Apq z&wQmWh1t~$MLvnU=9P7C38U`g(nz71yWAsm<9GIPJ=J}YbZ7hfztf|(=R6YjbvpZ4 zG~wT$uclki9o;Se*J1me&rPe;LK-GMwtuo@wX^xd?$c9Ti*lv6t8*Ku{yg_|N9w8V ze=Fb4IWzUOuvI+I=2g$68J~5k&kJZTJIovP!1%aj#fJpZnm>`X_x|2jwqO0@*43)B z3zhk=UVrxby3Eo`?R{4lOYi$zxwUI{|0x@$Wrc^Urkwh&UTv$g`ToV4$i+)^?{gdd zoHu3qbosM7NmXlp&lFh|y<F_-nt2P~$qQ<G8f;Ygdh(Z1<xkea_4=Zj)16o)Hd-$F zZhCZ`@Aqpn0!z+3WZ!l5s8GVU?29vQ^WVHvcjH{DkMT7Vhnv$CtUn){@bU7GxC@&q zm7}KZy!Ml~;FLz;QSJ4t5-YcNyt=-2?K{QD*XD&W_nbDdO00`q%ecAO{XmWK>=vwJ zQ(G7=PY$}2ZMitmXMTu@kouY$&SLw??rS2%_$24bb!k2lNm;hx)uvxcaj{w{pPaJ4 zJ`zZ<5#wwZ`}2kCWb@O^dYwnEo#7W!#pj%Q6gh$KwWZ3c9Uq@>xvtUa-|*k&r`pqJ z&o1w8pX+Y=<6wVb_9nB7Uv2iDTvO@oJL!}B{{K?1?*ESX)h_?%n_Pjm?f(-TR&O5s zy({b^_ssv-6L+b~`~Pd6`Yid}xHj|5VdWK`kAF>>vc$iqrtXGu^}(WDB{yDpeJ?QC z<uJ*GRnq2fpY7ZkmM2_l=55olOrN>CtS5Gh!dg|<;H34l6Q_5I*sZ;O@ynO`b-|J9 z^GcO%&8sZ7=3j3LnpA0JQZ{q-wacp4ZGEzTKD;Dr9_u7Nw{}z22mQ)VcmMo&9kc6C z+kdYsrFZ*mI^wFIg^9j5{%~!B>$KnB?AqS#d8t$$Wn(yH<tDL@OdqE6$)A1hzb$$? z%bU+1XB_4Wd42js^QH@>o=fg&>)G^Ly}9pXD=>MJ(u1?}_V>K2`Vktn_1b>F{wLki zwb!qf+&bz0$uiFO=+j>}w$-ZN{r*GRq?5JJ<6WEL^MLzt?jH~DI@UFHilE}l=aSqn zw*BApM0j1@j6W8px3@2>_VccFd+_ty@|h*7{s%Yzm>xcLMe4cg+s{5p|Mw2AoAvbF zF-O_k7oJ>yAN<kV-R9A=RxX32f|FnQFZTyO-;w&(Vg0-I%iaCI<k!8=Wb#>be`jsK zRMqLpU%oV7-}(HZwS0~H|9$^er7y-w-iv0H_&HbR@czi-vZWKM*Phzt{8>EplJa@~ z1(JWHrB0sQ``{DzuOD^Fo6DcAsD6AQdP_&@^zP?%X}7oJT<bXZvU*SS{yW)q^FOP{ z9{hgyLiN+>!g9|h7M{&eyZ`yz&M$i9n^o8PYfTW>c(*fEp!DsXYj@cNXT(+f75<fb zElKM4lDe6Tzc)lj>^M=hT~b%Tvtj0ki{DFL+v>aNDBVB3M?S7>zp!DK%7Hl*e-uq- zEw5Y?UoL<3nSkHUot0ar9G&95PTDtmTi)|+{XEC7<#xZnS3f1nB-banezyN(`#DaF z-C`D;^7`wlv+VTWn0JEQS4C#6Qax>{v!Y<H?hotAw)e8Sv&<Gfd7?6PT6};*eg41p zyr<vJzNtJNGK<5+_0K2oL_4<w9N`$<(iN{*mYlz_#o6D>Z>^)}Nh8*o7BfFZ{aW<t z_+M}3BR4K_FP}MYxt!@?!>J0vU7iQZ{A%~;#!lZB`fORAx&Nt^GP|2P9&!mL%!-#U zjL$fG`QMkY^!|_P78}oaI@i3s++P2_d-jQm{$=I|gTB9IUlV@!i^bVFztzwF_++_t z?(};<ru_SSWVYb;Ot}NPal5+Yk8SVCQ07nQdvAZpeAUyZ$N#&ke{>c&dHW>)mDg{A zjgxMA@LT=<YB_D*p7&DUA9l>y@XWC@WYX!<Q*+)g<e#IIw_uLYVn6$7x8^jhEcHs& zXZjhfsao$F5!<@*>q?ESo)J}xIG=xc?bm;&bgGuxp;<jeT&0I<ew}f>vif)8!bq)u z%=QoDkMRHM-F$v`-Sj(tpT*V~L|*xQ<Z$Mh7lQlVUpxDx!RCX__fOR|uaC|6{87Jd zhpO_9p3ST?>~t2`{QpoeS@hZIUy8@SOAD%5%?i|9=J2A@Jnzu-lJ74H)uMlXi_+W2 zqi$4RsP=Vl!Iarwk6%x|a{F~&ljx7H-&;%mUHv{;@@G=&&VviL+j-8fH@@53FIA`* zTX-?^6=VGF#sB8-ea$doQN$uwzNBmadsUcMtWaPxP?+Qxs3LK)L(nm#M?tBnK~Pmf z&~uT-0*#`ECMAU#o0}$`z2DL>seb>gl{fE|Y-e9CcRc&X+jp;C&AYk%;i_l8q1!u8 z$S5a#s1wzViqM}{_vFOs;#=Rkp8e`w>HmGYGN1PHBWiW?9XGx6U^%mG&+~86tVR;z zk&aIyJ-_ZwNwyBoy}$kD=JeO6-(6VPd~Iv?^=nqKPfj<ov)@14Y3moZce>pVzt{Ve zlb$T(I<)+c7-Mqg-#^7$%#=K4#}pI`&HQs{#lE656GeS>SH|s0nR>710l&n)n}6rc z<O||?q*T9ZQdi52@1L5hn4KRLZZF+yTduEMyo{%8KQE)@+zPpPow$b_?+>^+NNx1_ z_WKj(jB@*bUaRD5Gqz<)=I{8$v~y8xu<aIE{f}Gk-*{THbI;$K7hgWy-5YenRdr#5 zz~QqDKcvMamMguth|c(ax2*8U8L9B;VX<elALZHI;JI|fHevm>qB6dF+Qt>xA@-*P zOYeShV|kIl*SERwv0HBPIo?|NsgcD3KcDhsY-c~Sj5m8HJI_51F(n6<4hBI5CYJ^d z0Y(tVfzjQ8bB0%6gXTky8HYAz`#p$S<dW<*$-`!+kaDKegayl8ynOhrEZDl%Jr7~3 zW98L8XkpUSv~R1g`c5^*$vvKKlb+9evsm2Rp(Dg<=iYM%@BY}a;PYqw)lYx0g)fOY zu6Hd#KzygW?+nG{JIvzG1rrNid4`tA={3!{^W>Gr*GaK=wzy8;5#o2)&2QpPZo7$} z&soOmW#10*ny$6*u<f0@>(1}o9k+JROTAArFD}_XJd`ngcDu*5HLXo12G?V6dPSM8 zU7GbXH~8tIdfll`(T^6J7A%tXmVIb<-I1kp@4mMyyVw3!$^3Qg(C!n<CW%gZvQzX2 z3(vECR?lm9W`D5I4BgdYQ*eB0)%VS7Ig6e=`{#e+b+P>fW52b_j_@j_emJ_m!YMnr z*u__8(;@W)ft`&u|2jS$c%Jp-N2bxUo#9VEIP*>Gj=FO3gqY5zlB4B8%YS~oSoQC@ z;B$jlGj%Gj&OJQMH~NXKyOvz}mqeq7o%eR>+1dNs{Oz)_Eu6M&(m}VcZZdzrZ2rAx z-c8dkzm>IFp_QK+<*H;{Iv)0YDy{#gy4BAvtnJJGD1EC(hh7IRFYOBAioLpWW=y@S z_S|OcRqZxEoAyjGjrS{-j(@DA_)g4y=1a4wZYkVcK{Zo#0%O#A-z>hbcqg*9Y<7dl z!B$6?{|}th_5MgYcKsCV{dhWmwWxmV8CzfJ`sqT8BiPp;@A5z3Q<b`Ii~at_eda3{ z-E~O0xzXWR+>JjyvRw@~uYI@qXr48%J7ShaX<yCWFVW@4f9rob?7v@Pj&*MC{q1u* z8zdjrv7am0&#v))$BRh|mDNt43bj8~c{a;C{ku6o8{fXwrg!gKFS+cpvhq-%QC`J{ z@{`}~|0&hJlhx&xSy&a;EcGk8!NYILwQ#-(JGt$zna$&g-xB<Hp6aUy<<I(lA3O2o z=KB*H^|(@B#KwO8&QxW7|7T0j{6A8&qKcFf7EGD__1Qj?2)-Nn^0Cr8Y|MVC{(SN| z_0p?1QSaXWjFgI9-TW>ynqvmH-rnG2_P2tkdu-v%xyv6{9nvXuN8r=z_t{I`zA8Ub zN|@jzAZX-~*}1}J4}awPy>FGu_(}!$_lC&VFP>L?vB&)0!$mm>#a6dJ&y_q}8oOtE zN8HZz8=H+PU&Y+4y&lV=@_VCu=#~5Duixcmo4!lKWwu3WPQB%grJBqijV=j(5x%?Y zM|I`A-7^=itbSj(CV$`m`ExEG+pBl|-Xo>Re*0Z>eB`DVeDB-qa1EYC8Q}RfAVHwP ze}$mIQO5%<f(Bkoc1(Zqs)4QW{4I_u!^#s&f243ea}(6rR_~+1lx3Eadu8GUw!@EK zMEp`0GI+Vs)4Iuew|)I*&%GLdXYF2*m$_(H%q5?7yKQzf-1%{6cI>U?qMq45#5;ua zKR8H=@9ww%Rxr0bvj2DLuQlac-p1cKBD>gBs<iWjq{aiLKirGoUFeS7k<i*5sc~ZN z|Eq^C-kN9kJ9g)rU%$8H`q$>aS|Gmd{@;v=cdT=oI{$y&bs|3A^Pz72(YeRNj>qL` z$(|0CH{a1aH^k-qv_nf%icdOkD?EC`WPZcX1514^xBtz(sL(M<|GB;BQf2GEbKVtZ z?)h^*sGD!Qwq(=EmmCuI{q@`94nJ{q7y9w^=JCAA!mD;($z6BF?)$Ecdhy>jN?cs! z%FRDMpT6Ax<w|$XgxGt@8zz<i`|()MX!W}8Gfs}L_Do-P{`$AW<>k}c^px12Zjj1V zPGYN#*|YoKs?RZ6`<(Lnr@AlRt6*38xKLHAVBz~K%kDlp$2$M<_GP@Ci%R%xH~QXr zet%JJL3s7r&5wiYAI{Ja<NW++OXa1t&o4O4_^{{1UiG70qEp51zJBp6u3vP1gJa39 z_RVrv-`~2?x!&viKV=`^>?N_x8#$HUytp;}gj4yw|79#Z_u^fGmulO-mlAxqckTO~ z|D{cz{S03^J$kaL9OLhOtmSbXCfV0~MAdv}Eh(Ly$h{@*N8E=0m*jp=x%O|ft>496 zckVg<Uov}H_W$kw|E?^36kONY;3&eP_i1rMOvWuWvAt}OzqzHo@~77cF5R!ZT)uea z_JCQYmZ9gYf0vYhtlM0&_vykNFU~0Q>#OVczg}PEk^gl0U6Y#2f9EAmdimg4r_{Um zDjvexH{7}Qt7@#@abkydY|EUfb2w()S<`-ETKK$u-qZbhUNwJM;q^3D>xlK$V-EGv z91?%tJ(~0VZZ*Ged8OOu*Be4YvMiH+uWWBBnf4<$zuvJ~g^6v6c@E2zgZ+LbFT?E1 z*WS2mJO6B@lh;(OmG!$ne0M(U_kDNYi6ch4r-VHE{b=>C)6v}a#hbV7*x8uab>8J; zlIxT&mQT;<Ev#A1Q#^5+LT%dl{}=A^G@RdIJ<WJS;JmsoVU}wSIeM{N&8V5$mwR)M z=es>0l``)?bGrIa7@o5b)uKoY3lr0_ecq03KHTq~)d*;`#;|lRJL0C|{h)Z2{>mp@ z$L=2fIkk1c^Pii$Caq#Gx?q0eu*lIx@dY-s#j~whf2_0$pI_qV=dY4b<fL)*$I^H2 zuFT%e##evZul&Sr`MQ-+OJlVr`rkQrd&iDxPdg@`mTjCA@#c~LF7BfzPWJ6h4frGC z`|s%4l4^gOpAUG0Zo5h-Y<jR^a#MFy#Bnpx<FW_E<1gB0)=R#4vVD@4QL6XCN1Jwr zIQTui`g565!iI0hE`@IUEnvr3ocq2#b<*v{$Mwq``NbLfi+{8IJbJ(T$o^_eS;pj* zJ2v<`?44%&XX%z+kBM!ieizI<Y<FM2W7prg@>~vMbos^W+Djk)G@og)%2B0uYr>Yg zXMgvyRmI+p`tH*7=*Y_atRtLy0n4;^y!du>&qOPmq&wP|uHT(HFXGiTD?hpY`a3#i z{E$7t&GgJ*`^oQLIGew0=v;ZShG|*WT<_FF9k-uWY-bnV7wkUwn&G>Uk5(V5bXaEz zdRI<t;&BnFOTQ$V(9?ZB?A}bfm~Z#8&0jBD`}h9F+}iVh@2^<wzhC9)zM!49|F@{` zY394}JvUu3!C}drdUpZduKP<ve$TiOm$ms$oR93?ecm%ge*5kH{7}hvbw)AI{gVCZ z7mVj_zyCkz-0PZl-`*^j8U@`5CBvls*Ix!rc$#KAKf(RivC#WFzr=DLRo}jSYQxSY zXJ-~Y4t@UmRHw@SDHs1PIVJcs_RGcjK})ZxCLPI6;@Z@5xhPg*N#n#$OLf`s$a?nG zS6+$q?0nc7>3sM7xp(j0pNU#obu9HFk8#>@zWq1vW(0YjoT9b$!|%?oOwQtNxdAb2 z&n~DhT)nI4ZR%Q?nfpDZc1%g%zjOcW=oqd|?rd?2>1LTS=Mr7fT5O=|fK`-HIiYJ8 z#|)=;zak!ZTh$vqacq*1c-`)lAt}kM9?U6yMWTKG%PiFprrPes2P-yQ*X(N+dc`*P zgQU@v8ylPIJ{fb)NbxC}60yo~cfmvd6IE#q%W4m~UO1JQWmJDh@1KIK=q012T4j!} z4*O5{*j(mlrTYJoTF|_uyJozNzv3vu;2|es&&u;__5TQM`TBiVT(xy3aO$7y>sC2X zQKzwzLt;*NoPhGb*V><+D{1a2ZPve37AJFDJ>k#y!+dG;7a!S@AYq^JzxM7w2L2UU zek?uyO)74AH#T0n`mM6&!NyLb9}}NHzVhhWS+%Sqmu~zJS1Ww}<x4udYk7gPRLad$ z?^Ets&p+L<aeaoC$^QhqjV-oQ)As!9vtN@dz(0Ri_hJp@n69n+zV}=+oA;@y!O?4< zp6u+M@;BBNRh%s=47BcKIrC9(Rz_2|meb2ui!zs4)C5G$4URTn?Y28|_w6Un+Y`6P z>YU?dQd@3YBy?F`ijg_!TlI7{o!HFUs|>wex8{AnQ@8li-)|3Z?6mz~@_hH=Q*VEV zEp%e7<$S;Y|GsO?%hq0~x^!k~RQM{HCCj8rQypf#3*5Ei)bTUX>$blAdudOc>s$Xh zJ6*D?Pw5L9e7E|vbf<D+zyven(3KJI7({<hoV|=aXiKAVU-qsm5x*^z1oty8^`6$_ zakPZRXVrb<=*#z--D6IzXKbEtRv4l`!z|?A=JRq*TVi_e+%pL)Qc5V=eDB7??Wazv z%gij<+#<_u8dURj*S6lSZBrW#rntOTYMoIZd}3bp8?E=dOcD*8-flOsW@4)_v43r1 z`Spm_rgra_5yzIYYCjCJfA@X<-ml+<TK;WJk9pN6CNV!hop<uyZ+Cp{eqVZf^Qx6c zGu!QJC#JIhj(w`6;vZnmmZJNNHMuqB)z(Mv(i(;Do>g(r{&H@e-lSy}9~W)f9?j2M z^)>qL1EuL<yESGDeG0hmy(DgLmDMqIP)`Juu94b28ap@+$luu?6ssAvsAu;*iDe3h zPq!ZK^y(D2eyy&@VB_qB(39%khbkLoE<5a6@LVZ=fw<1<x(t^`4vKkkZ!EU?t(wK+ zqZP7g;@j`@_on>260xr^CgK~nUP9E)SI^p0UiEBWvwCanpUR3S-9`l`j0=;mZM^fr z!?et)SvxdG+}v@`jd{k)^1n*ziC*EDF2tp3$b0nyV{GZ<vNzg~#NWJbJkc8cn^k<< z-;MQ~=T4LO$^Nb3<Z2J;`3;_>(~IK-4eFj8vpuYS;)1$b`k!kzpMPw0pMPD%_@7Jt z-QBT#{}YwtKD00X#v^W8v|@L_uC%xFg<^cT+x!a3-IDi<$L#Ue*>U66wb(E5d%j4^ zelo8*mTq@rhGk)x&aCWz*7HxgPXFF5@~Np|rqQvxf^j?dB-qaumR36IyGBLGK;odC z{*CufwZBUhI0~eGTT;FB&cWYD-!7goo#o7d+j>{8_*88W@qfuN<Ei%k>sN|3mmTTc z_S|;+eT_G}i=V8NeSB@JU*7rq&qSx(+Lte?6>?#E$OX<B(~o_-ToN^NPrY4XyT{7q zZTD1`@7SBLNjsBshRFW(ZGC&$SJr)A@cEjy^BuX&>SwbWPM)or>~`;AkfGcn7MET7 zpZ~kxpR1bi;rri<)$6bB-F4xZuj1^x|Fr(*y;TvP8|~hEA~~!4+WmJWEIt2k^VDpx z_fGu&@4yFBWij(o6(NI;hRXYIb1&~n&iCoo{{DS$kd$>&?%!X$_x3my?NW|qyMNO) zH`4lCn!DWN#$=^mte@J%@2KqmyX%&q$?lU2=H)KUySuCK^=4;mB`H6sB(-E>``zrm z#KWWG$hs4|uk+26e=GD+ZNhGMnTbq?R69x>pRvVW*ZcnZR-k%f+%t*)+AKcXPe(1W zIef(W!{;ddr;f#%Te!t%`g~T7@VT$|???IKTQjb%3|esGsP7AvclC*%_44nB<h?0s zEDK&*eb9C7=UH<Vd+*$nx!P~*^L^=tot-<s`2Nek`ZB0FSF3D7j_$M?$NK1Vn=dT8 z8dTz3@O-CzefGoHl;D$G`!Z(V`p3Fu|Kx^~CRvJCyEmLqUe(?HV~<XpfmeOSyz0!p zFFXD|4Dmiuz20t-bogVw@4Iv-U7r7NQJwVmOxt%!?kPR7TMozRtDC-CRBd3gGX8LG zgY28=EBjt6RMy^W_dNdT@|51Xyk&RH9-Q=0*XNM%mYw!$_sp(_ovVV4cmC@NtKwTe z=c@1bK1RmoNAJ@oPG{kH7qk8W$GnoK<>iW3{6D7%8q5?jxczzF?fj537N5NH_IF?3 z34HpkcK5Sc*<Vzz<chyJSa|w`g3z-k&dg1J4lVY6QStWH*2i(LZhqgh@~`}%z47N( zNY#j`J-y5^<6-l<iEfFn4&P?$?WxwirWv?s#%_WA7yt6D>HId~(_*uam51b_xbOWx zB)EC?)B69v@4gki6uS6zSqRgz>tA!1JZ9|`VOnDHr}k@9v+}C<`#*bSUemboJH47i zqCS3hUGwo%j~6dLwY=EP<7JTQ5&zlKx*B$FsEmDC@9nTmsf#bLuUM=`>3-dB`=2)j z6>N9SQBURnv)()T+w>4eEw}W;N*ruYOq3EF4s3aI#XWxVQhDd+jdih09M@*;@(-J^ z%g1CBoB8~Pl*YinXUqRj-ub>pOFQhZg2J@y9sA`s#0I?D{%T>p`L?{fI?C_%MoF2h zSYKo(2p*F`DG418x-#s0#5nc!PTPbDO*#`BHm(r0SQf|WIU_+|JpSF6M;<d0bi5qf z)~z~{XU8)qj;CRQr>*?rm8bSQ9av&DQP#EX?Dq28rQ&-FF6{E&(3$sWr+vlq(5iGB zI|=tWmlX5-*>*E*&pG;i(hg0%YmTb~-rQ_5%Da>un9>z{r{&Kc@873xzprgfi`i%$ zD>$|IMCaPa$AU_wuG$95y}Ive-sImC=dtv^|0%BgKYm>~e=J{4sC4a1cvzxx{#jD> z>1j#7)n%=>H`RAF9IU*#Pqxmat$v?E<|)}N^W(OB(Z6u}xuGay^UwGDzjeIX7%llT z=VH-aj$84UZ^i4&EPm}*mAWqGcJ_?U;A=Y=`p>`ocwBDX<J$Mqy2{6VFJEz*7N-+i zaw9YE@{7QS%Pz{s{@NF**E@geTh)Y9azErN|F-@v-T7`i@AQ*-_oenPQA+p_`?qGD z_xs0-PA%Kvv0dnBmuK^>tEQzh?`HOyewx(q@x12bvOG?SH9Ob7-}%=q)%`$9(K*)0 z<NNZhxfzQKSO3bJ{N>xPX-!N1eEa=B^~<+gz8ow6={?+@^D%mHc?Q$7DZ>5J3=ii8 z>8SZsI_JIk>>;DK`~9}=Gu1y8RXq(h*s}0EJ3p&p{S^J(^A$dQSl52+bb@$e)1^g+ z-+sDxynE~1u7;T(T;9LfZgtg{WxZ|v_UQ6@)dZ7Yh9+_M3#$*jc@}s0_<Y@~91;>6 zR&q$VJe3LlEo5sKv@W*%Xr<SIJGNgWC2bSa5_sB;^Gkns&Aq&!O{8%D_R{DW{r!L6 zeQUV6Cr~*-Z<m6?p;ASx$*j>up`&5t^PmZqOvm~g7!{co9lh$crR7h@B$dQ1+<9#M zM;zRrI?BG^yerOS4@>qkwdhA-hr4cy2^rixBy9iU{qG4C?EBVNhBeRf%5j)BL+F&= zfy6hT<eFpSzO`n!9lc-i{Z(|EOF7H!qrMtR`QmRhABo?2YE^s4VXwrS{6*E53f)gU zl|462_np&m*}UZ9JDl&uy#<@O72B_7yypMA`fbTYO^cOhkA5p=@!a5kXxqG$g}wVd zFZQku^1C0hXHAaotk1`uYN}Tss-M)bu{+)3Ppa*^=`S}w`W_%@wqdqOS&Ot6^K`w_ zLG?GE8_F^!i$D0FT>f!t`N==q?XQ}?$qaaZdP(Tzs9SrteLrmU@~P!5w<R|if4_bF zF6O^hX1?T-7n?jLsvl23Df^wJWpQlD(PQ6CV^Vm&iGDaeM_hhFGvAGH*UsMxPum(i z@5D%R|N5=oX!Fs0)A0%|CbpvAaZ0n;?Vl;6F5CNUTTJ0$W{GQ?77H5O{xwfptkU;@ zOz6rzc|r3eR2xocx%_$X{hU6#{0I5Bx8x%J-PnJ3+xy!mCMtgonPr;2?CYk~(_7}* zR&To&x;pIYEv1B<Jr~v;%>MnLnZIOD!ORE07s!79ayy?<ELUpYf<;`%<8z!VgKq!) zZO)#ueZ%}spMAwGFFsrKWVRUF?%51{1=XE<zTQhOdcT2l*PTh*kH7f-a<cw3&&$`g zACqMYoWoqrCjPek3WtQtti<)(A06#}nO%KiX>ZMsm71H*xlWR)tg!rEUA*>R-7W6> zaZJblM}Jv;dykw;MbawQ-_nn6^LuRX`hLNmKm9q&&pG1n%lB8hmd5W)KL6rP+nlMd zd~UVo$;-MNsCmLMqxg2R{O$*GO3I1vimRFDK3ya?F=(sT+P+;+4&0l5D)MVq#;%QO z;&+v__y1Ik$Y1SU`K&H_`R<VEsdwrOe$34+xX1f$^E-|iy0e$0J{Er3xVw-CbCjDw zP~!v#3yV*eZNh_Mt9Zi&E_33!u7`L(Sghu{-{Ig(_K7+HE$5|n7hbrv;$wWb-a9ML zK;xN$hAIh8GR7<CNfk}LvZ`>)s%sfFTmO6r{^h$?{A|5fu#jT!v6a5NT~FU;)!}fc z;*qh6n>W)W`uoWpwQ1~AVP^rXiM{+H$*gEqvOL#rfgEx3+=b;aS^bUtwz~2)f2Nw` zR&4sRZ(Z+$b&*pVosXS9th_wq_WjEbw_nYEa_IE0lj7asFCw_hAJzn{_x|daw4?$w zI;M4A++T02$3^@7CG$V)YWk-aZ~Si|q_#t1W{{$E;=*2gt4~jlPmzj_J-6R?sn$;Y zh(B?bnp2Afeu?i5x@$Wpy!yZclMVMz8TWs=A}{khrgy%D_qQVPTUIewB5v&#Nzmwg zGPhRlvY^4%m@6kwu;*VWE!?=~{)0lJi%XTA>;8L3nNPf?+jQsmk3Em98@u0Y==Z$R zJ}wg(c>D0()}!rmvzH|Q=;<qe9{F>_CabbvmUmN+njfsbc>3<cI~V6_bG@6g|M9(z zMxVcyKiRRW{d8}5yvEgjyO865wpeNv_|FtDn3lw|vLsLX$CPT>e3$#{JN>^+%*v~c znPao=-qUS4A<LB$CIsa^D=v4h%J{LK^Y0uEi9d`lFX-0sp4r^=(OkS{O<=j&=`HuB zam>iAJ^$8ROP^ChnXl1twfC=6paB^DzuR8l_G;&r%DSz-%6hwHaNf(ZiKqUW6wG|| zwfyzX@44>k3D2yQzHPjyzq~d3=qmZtmtF5m?tJTTdTuJd_1l5P!cQNcpPpfLh&^VD z#<y4}$!FhOcU#{PKl?4Q@y|2s`4c*WpK}BWl<nBCFs3+@`>*Yx8+~2}9^6?SW*IV1 zzHs-yzpnDE`+c|h-@a8^@0RJbeR{*eTM9K^Q*|1biQV^WP!MJOJmI$WyERqnEA75@ zNgMpgR6X{3*WYJsyG@dgc8gy9?i4(s(WCM1%Tw0I6Pj|$zt_g9tc~F^QjQBb`0~#E z_ga}DzbhCEdu=lm*1!Mt-9m`1daur}s@9nMzXc;V{js*ZB)EaOx^xor_xt8v{%s;D z3Mqn&n=21n{mi?#x+(^1?QqbQ;d+}1Yve}*CN_Q1iTVn`cO*P!EZA{t*0qA<#uIFF zilyAnvYg>P#w_G^o%3(>kIjsY%#CM{2FAp@?$fcTTJ^lXwZT&3#w*2_HDO1;ZM(j) z^=_R1rN#$G4lX}_()eok>?x=DF3qd4e6P9p@Za6?b<-xFe>3YXS9053o#k^PTuc9S zzb|9tTj@~1p1G>2+o1Q{e$706_T4)=yI)Jk_Lcm1>e|nyS5R8?a^{~T>3_3$vL6^H zi&quw*%r<}<tMkj>C~D)@wok7T{(R3Ufg5Zv^2m|bI(h6%{@=`ZTIW8cJ20<8k?H^ z@NP=>#D*HL@<**^>q{3Jzh3&`*?-T6Yo#x(-1%bG9#8u==0B5Jc>2oU&0K!6wsz7< z=AMNQYV+SNiV)lLy;7mz{I^OU_X7?eA5HuE<lJm4mtrAlg|u@Sb+s{7it`1GYA1B= z=*Uw2_(=1KTgeQ+q+X77R(gMVF1`7wD$I1uL#%$DD|fBbyH11GXZe>rHa(frF;`sg zSK@iL{R*X$K{FOExy7!o&U7qZJNEYyw{TV0swJ1dKE3U9AmJZ)@^k8RmL6BvhjR)T ze;l*xUnH43rEi;jq+#x#*r1me8tyP(1P${qoRr^Hd;grpV;<Y(MNdy<${Gtb1#k73 zp+3JRi1qor>UGy9tNC8qRsCIoX;bX(vRm>t6&tQCpI^7@n%jpzv4RFw6LRL=D>Y}^ z^5#Oc>4&-Ve_v|u+tTYQdMM*lyzz-yzjX62@IEp;c|V@BHeUXIZO)OtjLk>x3mi7z zeSh<ulAb?5KdlzM^rGp;^YnYC`A_}(e>eKOV`f3zhI0OMxzX1T-&xk{H_fik$Hk>9 zenb78!;6=lC=lP-F-e@|Oheq<r+<pGURV8yez4rL#Xyv?_)TCtN1b`%{|Lr!3Z4Ov zck@NFtbEkRI#KAJ<Cn5)26r#BYMwavR$%wW!#$A`%x|1eovS=^)zzc-b!y~X1PX)G zreE4+cJ27@eK&8auL$2Q?NN61%lhaTmNUJ5I`MCx%uc=h%k<OVMc3bai4expFlTgS z*!S??)EJf?<peJAjjy{ugm1U1zanVJs4Nth&++%hgbL1e+DA%6l)ff1Z#WarTUC&M zw`ThqtJUvzL^&@o%4mIkyG15T$iR{z<#1h;;S%nh`9D~sy&`{G-uqjU`tRthN$(C_ zQC)lf3b*Gr4!sX$?`>`J>bZM<ikqL$yzDKvbNg<Ew=+a*COq5ob>r^Ibpe--X1-9^ zwV?O(@%S@$H)gSlZ<_FI@z<%$CP({Ee)ip)+AQ)rd*ZxvVVYXAy`~6j#>8~3iI<va zP_{0bYx<P4s?8jnlOtm*{ua4E`IC4z=XI|t|MldQ)l(iW@b9>iQ?&Kj{qM_fwf+tf zfBW}}ZC%!S<2!SYE5F+xH{G)|aNXMOlARA%eO_d}d|}7=W2@fRO}Z9-N7QxpjmjI( zKi+FsKQZCB`fQ7pdGFuZynkTUYj@&qYmWG1hZQwHuX^n)J;3qvNNk3;PRG8gORnc- zHr&7Wus?o5V|ST<PqnI-`4o%%2f5R|<_52RW#?tq#v$#J8GG+>qsFOY#{%}h`lhrZ z;vGY6ZHI$r=meqk6S3jkmp<Lh-tp>L`;)u;VmrBiG5+q}{r0%O-@X~&PuO06^-r%u zX?581O*@|co#Ju#j+}-5uDu0+K7D-Mzq`9@Y03N<>)us_<@ml%4-a2o-}>i~+1_)x z2h(o+-jSgi^I+X$k4<-`+}ZcsE$FE#<K^pu^=oArJGhVe-u}|F==%htcehSQ?K;0r zBk|j>J^WvnZY>g@p=*29_wT$3>FVcCo%Q~AyY%hvunU|sT#{JkA8fx<{{DsXspEgm z9@fr%@hy7S*8jr4<bLNfd}G;p(skd@`ptEJYkOmAKMP12E$DvdJ5_=={YTpO>S>ev zmfrnU^RXzi=%MaK&BW%4C80hlY1>NoW+Yy}QT*NL(wdJeHyykiW0?NW{g?H%BTHXM zy)tlSoR~3jwU)={lCsCai~hz=2om`bb@2Ut>v!K7+@5^7`TkVu_5110QT^3F!d6!P znfR-mtA70&g&_9831W%e`_&`9?{l9wdGe~zX}6Y#lm;4RH+zVEuWbq3Rd8!UL&MLS znI`2dJ_#pw8BX`(c^bE!-FLE;dWE3D59_T*Wf%AKNLDRgHtR^`qm6}+-DaA8cdmSW z_xzW9>1Wr=GfnE_-v&*{y{9tUd>6+IeMv^<m<ZH`3ZPCgt0d!(#cl^gv}96JI64HL z_h>OPPd8C<D>&$J+iePqU0Q?x3VvCUAM@YMciY_%QTV^K%HmnoFZ&4o;tk8L2AtYC zq2Z+DVw<ZQx=sJd?(#U^!h6a7chSsc9bTml^BXKbg-m~ScxvqFDPnKDn|J#cGRlbC z6>IJ2DC*h0`fIy<eQBm$*s~@7*7yH@d1y+DW@O;`l`rDsclK8o7_v9ze9yi4XSqo9 z|I)totbu0H+YQ%7_I3Y1%yol(vD41KPoBqzaeuQpxti(GqFWc+wIvfY+l(Tme^<QO z_<P-_f9l<(^P7F1JvjGMc(wdPyW8F@;&Go>CH!aIEiM0B_DAOG4HHfF`Rf?6Z2M~4 zzji~d?w@ms`8{Xf^;PVDaIX4}YJR3v?wLi*#y@ShSpE;m-T(jUs?f{M?=~Kni;}N? zvoUJ_zhAEli@GO7?yK2(>hyH|^;_S5T_pQGrKo#O<^R9mOEuOjC%mb+9sIxi{@xg_ zL(Q=&C(R23i(g)2d07~7l-c;2|8~E+Nz?UWgY+`OqWv=;vd1q|*`S-mYVIZT?!=TM z=l|RPt#VM3FF%v`=`R2N43U6@oJTqd6^mMqEstCoDBgSIQOZM$HMb5t>t$)W{~~!+ z$d&is)8qBZtB>XsxECHP@OY45DseCRuAG6p%&z%oX8ehG#Q4co{`ucOpM~$<7ZGoK z?RA)qcS+98=FPU-RlTRZnq&U#%*3VM(^tMbseXNmu%AU-*0mLip{r!37S)AaD~a4_ z^xZ5r^!x4Rt=pIHG0Wa&^ZN};<d%$$*3Xv~-AHUdHPKy0G56NCX|ImUZnyPTKg+u8 z@%+lLxZ1C#Kfhc)|789Cf0LZ~EL~QGuGX5X|5Afpt|H;moVTJie?A`nbge02|FPQd zH{EBMTBlb}zw+~b{r|l+UoIa1^ih5Ou3ySOKcBZ}eSiF-d-%k~eO6vtVQVIQECk)x zQ2FPh;HPi5-=BCMU$gLYpY1n^gXznif0qUADtXy+{nY8thaBtwd{nP2JSFn?+#$)l z+sn4z{=cf?*mGxB)FJW&jsyHxL{g3lFg7zV|Crd3Re1E~tQUvNd2VSPnJji=(X-OF zNf+k&e#pGL;MJ<dufn*eZFOz3s_Kh36k47!p}~{!)P2oO+y!=wlTUsO5;T~3Mw`RR zRpw?==5aIeo6g&&Se&R`Zsxtv*S=l<{8A-tv6vG+->X1tY3@!qwYhu2$ucGO@(Pw? z_P0*E9u2u>%PMra`|St)K7ECF#f1I;t&JHcufI2;{$+}TL5<ya&)#>ACMRc#-<P^8 zz<B86p=YHrU(T~;eaZFya?AePri2N<u4&|)-@sB?G<WH%lrr&&-g3{~oL^tPd~}M# z@vB)+*o3zBT|BZvKYZp3IRo)IvBB?N%6Erwwg3Cd<>IwHd)I08caL^Wb(fda`}+F& z=DZ+YrNzPO(@*KnE~<VXcWGVhZI#}#x7Mem^Ururdam-K##4Rg(`mDdg1jyF<=wT~ z`RJ71O}Xu^-Or2)9O^ZLmUx^pEmHpTYW4c1msRJc9_{+#5<K5-?^mY!ylcM8yT6q8 z+kR`|krDCs<|@jpx~BbdS&ELl{XfZ_Kc~&R`6|BfXKK;i(!0e+-c8MnytMdu?<O;q zUqa${tKaW^`tYIilOK<Z)oy+Iw5LGshfn$2D&IRh_kMrpbhG%pt+4;(TGUvcpv?4v zyP0E#k=}!)9uN9f^}k%!CTI|$($%zaW5Lq|{pl-&%^s~j;xXeuJ8#X^gjkEsg=>8N zFlAP$BwS+nT;BPXNrrPqjKZ4}(-zg&y|lY`Q1*kgw~SKIk`O&Hfs=g=H(%Yj1nMBZ zKmRRW;lx$XK+AZA1kFRw^!~VfKXFoA{pe(k2^=@x|DU5@f9ZO8)Y96ma^G%+N6oK% z!x(jYN7<drk)hxDpYG47jar)Ue}kw!`^Bi;)3@DOez2#gn!Vim`EiaJ4|smow0p0= zer)OW%}sl^Y?!%szdTRR>2=%rrcPgW-h69KfOPSsgaRqYq!u5KJvTUK3$Ctx;pG3E z<@LkJ@GmJ7*JZmzJuGbCRZ8H>jnvn+pS^C?&!;aX#d(V^`<`49P{wlRiFn+UcX!u! zS95lhF*<&CmAIJDJUzZ{<(&#={?}Q5{e=xYc*|d=hM#zIbG`fXjrZ$*XI?orJzj6p z{Q7OuDK6*i*H67u8g74{vujz(oge?&<)7Rsj^<iqyrzN2QABZ(-JhcOw#`c_KNr^q zuDfk<uk`xY36-B8?XSM=eITbOlP&*!aeI&K?~*%~Z#SLR3)+-&(&Em7fZg9-8vSVe zowEIIQgy~p;pgXOtFMjT{@GQEx8?hB_5U0G6${Uscxvk0wX+vJ`C6%Hl=)ymb;^?y z%O~}@F{yD1aiP?GMlK9>4;ZJu_MVuu)QL&$q1C!#t!9oH23l${*Oj6kb<8}WUh1_j z*KYN><2I!MhoxkHESliTe9dicu_EJSW4FpxiQ*4D4m=SGo9?z|#qHlmJ!YJBjXmPM zFoLUD*K!G;xBCH&pFxY9)^W~_nP+?TvnJDy8$a)zY5)4>*BxswH@mr0{m)NX9x5QP z;eNexgvSAqmh#fu@y^%JJ@?vvPIr;*%0E-D?c#l<U-rAK_DANqm&Si9|9eF9`Wri3 zW#a9<=&<afPS%-Sn+r>)Sn+%gFlbw(d9<m}xTBd-HsqSBr4d{Etwn0@#oQ0%+}hx` zFMf*sw}zi@x8HwyZQkCLS68kG3ccizSaQi~b*9eR(AVAilce+CD5jp85@->&K5p$r zp?|v`AM2Yo%QV}iKv9dOYUY&NRrmGY@BiPp>f6r0W|_CQ`Kn!hR5GtBYl^baFSkvN z%<m_K=|*duY&tQ~UA{VoZ727KFgZE95Gk{qgu5}<6{^$D%vkwZ;Nr&<%7+(yNjtDN zef{kxPp2<;dwp*H|7CB!-~aFS_m0Uj|M`m7tv;!Sx}5wbWY8(7rm%ch>F%g+_w5yK zI>z)$o5#J|{lD?W6zkGA3bxg1!c`uTWl?L5l`buF>z({$U-kRGYf*cCXurI*w%X;v z!#m6Oe%kbVZ)dq%;etIj>s`CWJg2YT&Dl49)r1DmR<2Z}X;B5HnF<0f2d+$Bbky6L ziLLrT%Vv{bM+4ObR@~2I&bxE+%>64;N?$c{^<K@eJH}*x<)lKJboOgE_K-w_jK}My z$NmiGn2|Sqt4F0@vwWqU-@NNph28(X=em{pPg$fVdic<HJMlO66EhFCJ)3$b&T#+k zvnMuszW0laQSlLUKNMkQB;VY-boGzBOUksE+%ESu)+9dh7K*d(UXXE7>C%dGoxh6W zt3Utk`M&&S<cEi^&qTBIH0=Cz@_Wfc>GSK>eBJR=d&|0_1<KQ6fBu;LAph{G`PVZ4 zFAI48svvIv=f1F?J1P(EQM>x>^1s>L&AZR#+i6Ek7c}7V-dA_1&Okk6t;*GY+nDdm z4$V{FeD9CK;=hIe_KK$+TUO8JCnhzI(NRcZ?LM~{Yn6DWna26Oa~d6bqs2eII+^s? zf}_nKeREFKezSN1gZp*A*UqW+`}`uw;@rn)v-74LjjvTbZ!3Od+e;3K3G8Bm7cWhe zXqK6|u#Z`clUqsT)|OoT{JmQpR4?qVzQ7=TZpXi0uT_KA*EwHx4>@v(^>fiydk!_V zxF7!0zr9|^*!<+8d-LB)t?+d^`uo2)o$CH?Ik!g1@#`aQ;k$O42lE%4Wwm=gw?5HD zr}WK@xT>#vuC^Jklb86jfJg36z><EAC9l`L)swY~TeRt|YQn5}cXhgaUS2UY-Ppuz z`}a%5&ZpPnE>_lT{n5Q7BxSK%@3ec{?=Q6Kusb#DTT##w9=qwhQf8eemXx?e#LX2~ zTEwG0N5U@ISx#yV%OY3(i4C3i!pu+#mZDCEKMuE<mrdBcam9qV^I!i2KlM2<D?@q3 z;^c-7M|S^*a~uR-Cto>PAfuWYa-Xx5FKhpe!nNOyPrCh|i*a&|)D(fnGlCjhKDukZ zlB+wZ%eeWZ>zSOhido0v=jVcIvIF0g9GKFo1)u!+)7X%n(4-Q$*mO$f{kcn5?vN_y zcU8UA&iBMj%;k_v)h&*WnFnmHwJO!BCYUg>v7E{Nc==!Jz1{Eks_RD2TkozH{Vk#L z#X<HbGm`r*hNO6SwoU45$h@;8Q)KCfH^%;_In|fkTg^OCuw#Sc!CU%1d>yi)DL+ci znqEJ}t?w6@>k?Y>>W1RsnTA_6gX1op;PUtomA==^Sal=QqGv6_*>2+hH&^FwygE7B z&aw34QSnoAYnd-81_}q-o{iqpb!2}1w~fobcCkpBI27&u`7Gw@o-dcq_0{ZjtNZcL zeP!t{Nv+#)Ov{{(9$vJ0#<x@6K`Vn^O-Z;B|9pkkakpKcpY0QL-8SRHms_Qa{uao| z)a*COt(wMr^lHD&rx`pF79OeU^J9XK^+}4F_xZ)mz5bzHzEf#_)>W&s6I+;{+W)^9 zo;9x~YKonnK8J)$q;C8^r~T$fyF`We=(Ee$6bN}v{o>@z7_>z<dRxrCU%#?TH)w}j z+1&nV|L@1-oI5)l)Bj(04HMPv;*Ad$uX$JhQ`JMfOJm#J^82<+AHCoIU(e$@`=mDs z-)*hFOmM#RYFSK!6DZ<9oh_FJjyEkF2l(&o4@zS3dC0)|e7ai=r^>74S<bopW@x|K zVjw2`;?Ir~;!`X9w;9|Cj}4bzm%MfP>}8%zYP<#_&x={M<xDs<yMEds>H4d}cSC-i z$noFtV%PbS8t;jBT`o@*?OUpUx=e|^6J%LsOM{?6<(8Pf(*{gx?j0*OoaH!h!6%$4 z*-R<U>2Mftl*_&u8&_X$F8v}|<#wXwbTaRaT?ShYyBVDRx{>|NGTxuv4VK^Uq!qQ_ z=D2sMJyCzg91aPWygwh0OV!2-&#w>jn(DRp_}xRT`KN!1$1JJpI5XqZqm<nAUtgY1 zkM~-9?4au}g<q-ry6Ze^*Sxv*g>zzb-cC=e_)D5=tL|I>KG`9tTq-kBC3aWL%rNu2 z4gMxR^S<nnseWVlG9-43`(ur-SB)PZKiR21Z$g;)RR#_T0n5Yfyb~|`S%-#(t&5pz z$k<#P-ZfoAuU%eDIqJ{j5X)UzE*@v+o4X6_oV2PT!Q#sXg-L>s-|zW5P2uY-QJ2XL zR~!yjcNV@;oV@DKm&^V|k37}gomY0O++(G$obX}iiz^$QUCuleWo+J?`s?d%?_)i( z;(O)xU)-84zH`^<&`eIDC98KYem~bJGw9X(bC&7mQ~&+_ty-(^@Fw!szQlK%FYX8w zaD66!`xd{giHVmYJCD%i<B8`NN#A{c=+aW}T(1!2AfC)8eHKdJ?zuPTK=uiMBFUwJ zV@3Rq`lY+{Sa0ejav4>0D_Sp_TGj9O$U{=uYr?!UKl?Z8FfXiAnzyR|>LHPo#Q3XD z|F7_g${H8;=KNAg*u>cGY|X%=$J+T|qVU2;9MZm~$4Zi|56nIltir@9%qV2Q`nmS* z%ebkN6g%CrkIb+*rIPXbulu<S-<gwiyd1?|yfVJl+m*feHQ(YV+)u37OBZZcm0zlG z*tN>#po#VKoH>~xMv4haPi3Ue+nNVf-6>d{mH2)FBlEB42Fi6mPHFExp?$fj_S}Sd ztCNp^`^Y8vt;R{EP=D4DRW<)Q$6fK&d%G^X#;ctB_}lIx!%y+~^-8K<Q$B<~x@C9o zdhBzK`KycEe<bKn*;V@b#J=C}q}R^YWPB{YyIYx2z;<%Pt*!4h^7k0JAMJSJ=;FW1 zsQzDc(Z!>=B^*b%ImGt=2=wTf;Zzb>c2wOV$W`g-)ylp9eo1e-9#^flwBvLC{<VSz z_iMk;P0&}E5OY)1rM*|~Yf6xn*_rJ73xi{39SC`y@UKH%u2*@FTfe0C_Pb@fSIw_X z6ZTy_ElV$@^p#o1iK(8#^CzzgO`hn}S*^Y_npuVCL=4I_SYriClAwV?LKlln_eQ02 z-*rSL={{_jE%P}#nT6*X&r`dTi!Mq0Y)XD9^VK`~bwb&i8TV)9*?{tL8*4O5`y*43 zBT`V-|0-XqqGwWy&!3`&6S)-Mge=e2c1`j2c*K&tux>?n=7rP#f(91LLyqp(n6Jkg zxvH|$$i>CPdb?}M$DQ}*);?X-t>+Qqef#_Oz=N!RE%VQKNoP(j6EvS7G1IX6nvZ7q zx|my<J8sJh+G(upXxSosxbe<8d83jUcdFn2wc734{jBKxUFKpdm%hg{1q?jYL$^lh zl*%j$vitMk?vg1Hbt1xiHPBZ3<8zEpyq|mP_ba9T`u<v5JWk?&-1Bdxad&pDJu}-p zzQ1`(f^M`~zja#N-0(Y#;?(syX4sYA(NuP~Te|wu=9237aZMf@=Ev^RpY#91!o$jE z46dz<jegJL@;zYFm!b}vT_2i0FFkcJbjg-(3(!O?>x^}=yThJu$-eEDxBu_947;GN zQ2T#NR{VddF2C%Kb>_uKM=xD?yR*6JOU>r=y;2r$*Y%sEsbB4IReETf`}A88Q{vZ) z?(*4L2g2idFKIsd{P~?V_a;^8uL?Cvh)p{O{MsCh7@5@t`9l(W)2@6^vFfXPQJZD| z$>r{xLwPKJ7aTbu{^hRCj~(|6owoL93mHf{yCM%Dym`Z6arp9^AmgZu-*2zWKDN5G zKszgI%OY0hYfF_sdpYcT;p8V}?Y6<M!r{#E6|;Ajo=%(Ilr#4>^Rv*YPmeF(qm=N6 z_j+NXdG@U<TQrvkJuL8ie)@>syJfp9=4Sb6-CV!_pW5-z{-s~Nrk*=Be|y$d^P;G= zw<c!1oOCqMdh)R|GuLZLGTwc>I(#~(@Ue93v;8|(7Q5wEKI%Na>FW6u17W7L)6;Z= z*4Hi8_@uad#gyx5XQxT$?a=Hx!XO#2_gCSpb=-kcby=(WWN)9=HNQW_<%t6C^~e4_ z7cTE#79IZb+S^w-@m>Ed_k6uJ`{^V<*~wo%KiV@%jF<Jc_ko5V)+>)`3Z~_so2d&L z(Yf=m;NM)U(lE(=%InYbo#5f9VG??B?8@}z8jg?jKYUc5f8u63drCwrm*|tN;mdy? zF8V1N?im)Q;61%9=Y)Ve!##0<2J<@wdt(ZJre2ilShwrvw0XDKe=;SV)t_yaTjUa* zUHSZOd1z1Vl5<wCed1fets-bq`sNF0MtVZinu5gb`tdFu4H1P$LmfqYE`-e#Zt@AN zzkIbZZN>WHJ=^+}c+JGP(%kpuFOmMW>f%P{y)s&$NrNMaNL95!qYH~eTT57`#~KzD zuAVq`{&rt6b8D3#CRG6~zsTnaLS2hv=jbTq3w>F*G4=DYxlIi-t@Gz?$-B#^AIa^( zI)Qtp*qyued7r1P+Gl%FKO*7hr>8-`d#Wx*b*|i4a-jN9+Vl4CuD2Jzzf_l3eY^hQ zN_Eq}Te3Y)wp{VKDQZ7yan#mTMjwB2-dve(GL4h5xwT+o{gdFuOFSMPy0r7NYS9Tr z(aY=pzh1xJYqIhAKC@;1OFN2>XM2QJSuj1{`F!5>g^tZ^87i(?wv&GzaoF`G<HFs0 zpEo^Ly>{FCK+XTd{6U-3HmLJ+OzF3)(Z3ac%wFu$l-wH|4hn|3K3&k9#B%o6*VnAc z8oS?ao84`7^YnbNt+PQ*XQS%shc!3T=hrUUC~2IQ#bv^AX{qAp%l)d8T=rId?fbUw z<>POiS+|#!ZrNt~@6Ts{am~+*%L;S$grSz45=<WizpoED|CTX0>U+b%j$iW>C6fYm z7#o>{SnD!hB=0JFu=kPW7yHte4y&qm`5ENh+Qs%|gI|Tr-2ST}Z3hc@O)iTF8Dusr zoWX%qmmY9dICr3gO(Q4L*vYn8L{Lj($8U{{!xp^CaZJ@_n*z7*deQizPi1bax=xSQ z3T7eoDJyRXnnasfGNtu)H_TkR>gUIk{WdqIiKKLk=}vm4d#*c3Iq|%}8`(*-AH9En z@%Ylvtk;*cbF(A&{LsGpLhiG6h)180$JV^ou8q7e@7KSVy_wv9H+bdJDX@-()wCI6 zT31<ICOlBG;xaR-Pkl8dBx~oSRIdXmyEHtOGBUHfUX*$H?BS!|Q^Vud1&X{1sp^W| zT`K;Dx!I`XMDwL3p2_(pJAXcz?EmuFXNi~4QMO4_KEZR}gWvUE46iPF?+EI~%h|5; zzV%%7?nmRPzXSCmFUL(g%x`Zqi!15*j#uh#&nL`iJM%y9%8J5CHnw>_CgQyIOl&SM zCbYA0e?grXFmhK=NQhza=`?zkowcQVlKclz+0;jQZCxFc9F`QxC~jEkoGxOwrf;!) zyu+RdGxi=0!Nqp#XA79CTRFgn%A5_6H-b1QF&UTy+9Y39j=!SC8(MSN^ul(=35E+l zX0zpaY<qEOL(blPvW5zU0<w?WrZ#Bq&^)p4@3&~n-*cW_Z2cANZ|gcw=Hm_#-B(U; zjdeWIudE8)P=Df^+x`a=>QtD1dGCu8u`+t0I{nDrz<p7FT!XCEK8Z9u>8-z4C%l~3 zZ1ei)?R_@?ZYXa&D6;l?+-%jkdOJhh{p@xw>yb6qY7KkmQt5fXXYQ}An5#>(OPD-X zU)xcrZ29Sg@{)*;NuQ2Bk3TiX{C-bRtmDU9@2;P?8Xhlt*70!vvKLoBhrPV9vGz_y z(sO7hwIt_y?Dg1PF{P<<ydYIydNrqn&eQjd$=>EUHyl3Lh1<Wguzb{UN^^0N&-JV& z-O<}}c6LYn3Q?Z$FJiM>*#CV|VgEn2`^+-Ac_n7n{t6~G=6{wd%M?F<f9kkIOljMn zNA-O^eIc0@|36w<{QL2^*wycr)EaPWAJU%KV5}%0XmGTA;vv0Pmd_?z-8U-ocbvIE zo>N3=?@RymBc~^SDbZVIVS8S^_j+^ttPOn2Qi44Wq%iZfqjX}01Pz)mufABqx};lb z&x;jjrIrbGD<veXuu8qkukOh7IPASklg@<II+se5rYhI3f6Lg+G2=!Y|AiC&snN;_ z8(x-syU)2%r*K@RxTi<jTI;%Ir{10wTlaju#?-13du#EX2V3**&Myj?n!HHU!;vjX zJ@)6LZvCZ&lQ)-02+Gc{`QvDHb;>8p;(JrJy|sFABe7jp>+<F}&z0$i0v8|mcz>^U zOZN%^m-d|ekNR`ci}+slZLc}XwK8^ho=MMNM~5~M%^;OYk;!*<d@Ra7ukeX|lVS3_ zNx^=7xew~z*Ycm3py(Vb`-IzL#+y@9!^<XyFH2qNb$?$ii=ax_r%!uw&K|MS=a6{A zT>RK~`-#uz{e5EMe&6tB7ff0kwQb7(f8Xsrt?K`Noz7F>a-}%$->t3LlaC3ruH=}} zZ}-dNT;?^WP~poHOfzmo2(UJP`sn`Nd!|w9mbdnbvI(!v-d>X1U%0sKUG;sVa80(q zUvH`*+8+*%?h0-Pc5q0DzZFuBn$y4Xe=G}6joVl4*vltf=J;f9Ih<x9Cw(C5A8*US zTMv0YhdS4Xh&x#qL^nTXJ+$S#O2Q?l!zdH#jS@@?TRXYjR*P-6I;^Lq?qw3Ub$wg5 zfn3Du2<0n1@ANh$zi`|z>vDmhu@>L4B$hL`nA{JnDJ*}|Y~g67D-!di{@cutJNH@F z{rj{1$)fJ&l4J$X4eG8ZC#ja6eOvh{xXZV)a8t<2qL5op|8z{@5;gLUe5U^_e;!|@ zpP+f&5_dJt(|?keW<M8Ye7ro^+2rzzK;_G_K~Kx?-He|n@o~vE$S~eLp_legzs=gY z*MCE2_1|A#Szf-~q}@B)WUBtYA5NidytN*S^?dC0&!4{Lv*vSC!$wna-MBRqwI-|Y zpHajwTXSu`q`h7q|GfEizdZF`*6eI>_{i;XaPRkfr)#%=EBSrsjppX`{c^m^l@bhI zy#Jh3EmiyV>h+-gj>>aqUygIV@jUg}neeF`RgZfuFMj-UZ0Yo}X|wa*JgiH4Yko~W zbv9DnVy(|4$hcVZL|4nVpbX<o(R*AH>F!5!Rw<-Lo;lw$f#+*)$-zP<CpCqf61N?7 zXZm~7(yu5mP8ReDL2hH7>ubng^DCEMJblfh`EfQST8w)qtys<cP-T8YW2p2yQQ@<u zrfVAA1GeSdd-1J7GeYx3!F0QzjI*=N<KtC4y3^-Nif@<PvG?DctR-^JTt-u@-|dLK zwPl~ha!twJ-_@sh<n2PFcA5mdJhdWl@zU>a%U^u>`Fv}UAjjX!E0;}4zTfLLHJQc# z(XkhulmFP-yxad?F7w)(IWALUzJKm&cv<)Mt5M}A?y5gN_xg8!e&+f5+S?HOLi^d} z_pAM*w%NoVFH+hzq3HDlXKmN@zk9EzpFGGeFY@*Cr#*{Yg{3Mz5B%^}_PxLR{XX@` z%jqXh>-+b%O}O>?>&=ZPb|fB_pSJt`zVPFMnwNK%>#uzIE&gWh_aA>d{+#!>VtRJb zU4Hs*Hl8b6b$D-HNId*>UiG`+n=>xzMZKI7u_dS^NK@+d_4U*JW3;wZ7C*OkdR7^^ zF)4M)*9*=3CnD45N`AeGwD+Dtu;AW;&!&*J#pdqM=Ado8`V7an_GUF+m$-9A$V=v+ z(3THt7SCW*)sec=s3OpQ>!8)D8A19p9<6=8cH#{c#>pKVzagb5bO&Rm00*zn{Qy^M z9j|>ZY}pFicegVYshSiy8y!7!HG?%)dxFv>SKpNAcx%1CGo<hBVr4lqUytcosCCJ{ z)y0#Wcr>SNu=fbNR#Gdwqoe1<^pKZRimDdYy;`@Yr|w{3yZxUI9;uT4c}yI90<tf= z{F!pK6)!Ezt*-ohc4rlbfQ3R)(A2A|!%uGvUG47N>EdiM;j~+vput?L(rMSz&R$!5 zzvy!>s6BXdUZ=b*%cX>Wdm^^DC>fd-yM@IZY2W{0&(F`XS?jiGdBw0F+GC^te@ET# z_eu$Wl67K!Y@1W>sI&Ff9rO6<%zPFOp?}Ul<eofVe90GYoq}in78}#HJP)#Bdba!h zzR8pQS1!G*%R6(a{NeK4gVDvo%cgqU#3j`~KGs|GGBw;K&_X<}qVdanaTiO~SDXA1 zyFwc0iZ*I69ec|dykdjv0fyd)SsN9)So@UaKB|f(zByK6u}t{K8nK^3SL_@Y?^`Kk zmv`3U|CO(gmGU0-XW9xGw6SEPw8(P=3}&&kWjRb@+3L&r^kINbiF8kA^^Dr?!hE|g zO^z=6Z%AD@UZ=n6%@sp2G4<P<QYR}XaJg|AxoF<0`Mmbio0jKaSRXn4Jo0@0)W6^F z-;XOiX8IwkEbp|&-Ai+8-(T2kXcTuq^VRQZ$2vcJFFiQRBe(29BfFaJ|A+1JJ3n)L zJAL3m)Ana4>;G-epCrd}Q#Sw0jEzONbGN^?S&}^a*C!FpC=uzrW7Chz)jR$AF2CT= zk&cNKXW#TsUoktJrDuK+56giiox+>$n*94EXYTfU?v+)gvusR@T<)xFTr=Cs^oB6| zMc<B9o}o2OOM{R92uZte{`F_CQoh^X2NaH8e?Gr{owt1HmB65lNv$F6g33+?7XMyu zEV|^WzG~ilv-g+%?WSB>>aBj({nY+t>E_)}UUEoi{0K}?D9MSRp}l@bOx2eidQpd^ ze$+Kb+})Bnd5T7$)2nN1Cr?^3^PN(q-tIqMbHfh1zOb>)>(M<p3#sgLIiSd}Kk>g; z>C%kCH;j+n4_N$S*|+%j@<78^&Q|-44leKPo?-a>%4JW_LkyKK5`3?k-Zw4J=j5Dm z=b<Y~@9YW354Yu8V|$lri?Ir;i5D-^?MYM)U+_T0S=sE;SI%h#iV`;hFP2^4|JHEx z5yuQu)+Bz3`u9S6;+FV3v7Ff^;u85_ku}%56YeSudcV?w1Y9p|4$q%y^i<XId@frb z@9l1J{dp#$<*&}qFbsZrJbb<0V)y=@+wsr7->;v(`MjmM*UBsFVxxE7U0Um<GgF4Y zI!(dopqbzCe-h^ROPucn$=84CoKyR4=fpEX&aO=x7(cC;UR^tX_uqhB<?q$zT9tW( zc)m*aI?%u)Y4IYjJaO-eFFXI5S-#y8{P<ec|G)f8D!U`T@O{hM`TSkurrUYDkG_1U zWNX&F{cpTM#rFk`dQT%hTkLf?^x)%hxr^Mt_f7JTbL`WQnowPL^7ZFW*SCH9CS;($ z>wNO|yt}2AZ*ChEr%eORjNSSar60K|<khuofs=nYB<8nB6@=Sc{{Qn?$<}1U`ZKQL zTRRuUE1d3Y_;{XuSJ<VqjEu!@bE__XUzmMe@6z8{d1k(^U4*6y8Weum;Ec$XjIIYb zW+bVWmHu1eZMm$)gQIWT!^&MkC!K|k{hU<zgj*@{K|I^3T@CLyx2<O3c4p7Z*s`pw zY2$@_UU9C}mD)lED+?D+K~5qHs!ZozeCfHMAQQdzdVriymvVqYkkHYq264)VR5xUV zhChvvc)j@Av|C3vZk0)W{4DP(#|&9})|va4x9m&!-qQWqa_YV9Uwyi44!YhkK5wOd zt6=Z_xwUs&pK=#PX-UbOR`uMLU+jNH-s*{C=A|WtSGKz)iTHrV5Te{O{#=h0iQiY# z$|GT+v1`WMcTJYpPJO93Z}WN0ohM2yYZRImd_5}e`BCU7D@)Vc{f!^9uC6*&EIiLs zGWOB?kBoOiT3DXcoos1v^xE)v)qIJGE(acmx(gk#Y{?6pV4r-fuX`H1W83#%CzSgq z96HAt^XF=KQ}4~`da+V3=hPJW_SSidel0!=nHA|Q(cish^PI9Qhd&K2)z5BnUX0lF zf=A=Y*GgA*Ug_K32NKp#d3Aig$U|<Smvf3|ah=$I$hGUlars&uex5o5tDL#US*L~l zZN$C`+ovDc;y2fLNyy2dPxpSmKfNV0^5QKsP1%`EA4^~Vo3eP-k>!S~gPv;4{PZYg z_PmhazZDZV6fSNHTAapf`R0Q2)7km^rao8qo3j00l)zc<=~}u$3C&3HWv$5Mc0lB+ zNQ!Inw{4S@8||fRvz6cMEc~p_ti<-fvR>H5=fRDt469$Pmml;+9p2iUw_)C|RaR}8 zR!wf(T3LLyeJGfKWSonF1H&;@uZ)T;>rHN3(~odki7_^p6}StQ<nnq1I;?O=3(He5 zUL1CO%9@YI@8%iJ)@8lfx0jvgl6dWxi|!Q{cWUYTRyy`sy*jbO(xaGV5+kel_vdG8 zl~Y-~@2ISQ{Qf;t;i?nd!R{<PN{K~U!t>`ZSmL3z_l^wz%cB$0ban?VbYgYi*E4<Z zw_DmvXYHTQBa(K0mgdt_Q@vMaAM)XlaCs?H8S<vdW<&grgg7su3`o!5Nrr;;y!iOK zpG%AWmR?`x6V7TYvpx4V-=}lC-~YNi>6XGpIhmUJTcrky`scMjvTU2)aIk7~`hLCG zb?>IROi__rop_kd=)zmkEx+IGc6aWWcPM7f#B~Yw;sTjsH>b)nHk<zWJNLr-%geWK z$-OLfc1r5qU8O~bd(BUu*7x_d%ySZ$c0*rNSm@fb4M@F!1Lv9={11qfO?+;+|H{v< z0`aS_c`gPNvA#WUy=T9r*Hq@C9Uh!%v-zdvSs%ZAT{R=i=yPiG(@VCK8$8>2o}#o` zI5`d+aA`a!DK%RmV2|FBWly&&)%uhdf6zC`>20~lXrrmQ*lp9gr<bO`Y&y8gU{5p0 zj6ZwXea^>iKY3%L|LfNWWq<B4w%@3rE4s*{C^~NDuSp^6Vl?w+?Y|cL_x%)ZJq!Ch zo8{;H?f<IC#{M!|vfb)o%j481ll_<6(La1GaznzxJ2%(we>M9|mW$+<JzvE@onAGs zRmH_NF5i7B-c|1W{jPfP3#s~p-TM0i*1fzI`t4@Ae7wx{V?UGLPnlo;FY?y*eDw~c zQ!9VWUY9QZ^uv|l#ZSK3)v}6Tcwe&e_AFCt^|zNQ_Rp93Ii=>u!}h=^tzfpw;yZ;` zm$-f|W=(POOFcWw)Tri%vQf^D!=9@wrmqVxFI>Mh*Ucp+Zr=2IqvhAv3GY3}f3IG> zPv+y-qO8ZCFa2NFXq0|#wtH>;bsRCfI6Dqq(eYMy^j=lh-N`93o~)ZB?lXelYV z;r{&A>nazPlV>C&!DDdqF5Rj8yrlGX*~K5Xxu2*1zG-~)r2d{4i;CS;YSTaLOTI6@ z<hu9P<&(~)`yvY9#<`M=^BXinBm@l{nEl@gZrl3l*Q$piU+3BXm@jD9oaq-`8+oQF z|CLgb&l2I#p0FMJOdm{VE8fG%vrHFjUoS1g$}?rfBF^NiQ$M^@^z{_;m?PP3X{Ns> zH*ZE8&s_)hty5Ei)V9p}S`ocHr=<G8llLMi-@MAUNL6oEdFMOno#}%^-_rA%zodFk zKbfERetPYl)|8w{aVvvtET`nzJ=tj~cgeo?+s);hj>zV3zODaszn<(>!M=`L_5c5F zwstXT`y9K!u334Sm+PiISqh<IUdyWAIf(y$suQ&(!v3<T)|BbB-|vb)ikbfZ@B8|^ z#lQ5Q+|J*Bb*sS5<|}D+Djs=aXIFndb=I(W@$cLD`*&Z7z5n8#^V8GQPn+#hFT5*X z|HrfL$HVHI$^EuZ8<@YHzZw&rJ*(Snw^EOpvzN`AgOg`Bomaf{Rnds8<@CJjcN1s7 zyrPQeS|9N1bZ~$y@7Vn&(Ur+aRVnb!JOf3oSEZ}+vxIi6YMncGkLrx%7p#73zAftE zy;hw3>bX{;@Q-DJm5cxBh$O#$y(MQJmSGYeM&+P2@2}_ibc(1OCto#nIB-OA^Tds> zzD%iXyeM_S#PR-<Z8Lh40>wFnr|HgiJn-Z_hlF)F=oBIm9TvU3yJ64H&R(yd_2x!k zQPJ61tgl%=T}2wrRFGE^5HwIND|F%FkeIWiI!K6ZDp%9KdG^1~tuImWx)F5WM8e2( zfsmfq&vhqTc>i23sEuXtf3{ielyd6|M<%tVCSH`Lvy5PXkgAE%;<AjIwldA0#|Io- zXO!=Fx$sp|sd@PEX3NHP^&#rtuLs8V%>E~K{Ai9E<74MzW`YV#_0~+Mr|Vze(zH$f z;>WA2cW+61{QukIPYfu<O@ZR}Q~%npPh6y0UTUYtG2?<dFQ>!=4K2>aVN7S{@cdix zy5*MQly&K!l|2`*?+*^=Qh%`H;Kn%&`!etBc{26z(??oD289JEZ4{*mQjH?VQd1g| z&WMI`a!#LMz{z$f{YCaht2Z~T;-+x-+*UACGbuUzHG$zhNA-ag{VAe?3QX1(OvTT4 z*~Z`6;$0=`-!Hwmdb<j50JJLyaq@)c92$(lE7ytW1|BO^;AH8M(@pUC66rZ<LB6_> za?YJN{fYly{s~&%_BZ~}9v;S<N$*yz6E02qoO6*UTgX6?$<-7oVBdV<n6dB`^Fkx_ zj?LbOcejPe@ZGrMQrjQFIj!{91<vkmhwMImTg1Y0#_DI?#nlVNv_X0g+;2XRz5eVZ zzv(ej+kZ?}mYaTStAGFGjmS+jr4Qc~1q2MXvHM(9Sj5W0DR(Y2q)9c0z4={?0Po|P zlNwD&{rtZga5B|inrP6bcHz*bi!t&1a;x}uX_=YNnDT2Ti%(XJ22ws?5cKGF$SApG z!7=GVNAIGrIiftw*WRfFt-iq%I=9`FY4NpZs~lPtFD5Yw=%=ad7Tun6?}$iB8!xB_ z_AiWO+WH8^^*(demU>U0#3ibALeM>ATJ5)+&+~27#MKeGjX|)(UBQm&*xT2ORvvSj zJAor`=FepxY|plDDU1$!y6*9-iuqT+Dm^+n(LAB-Ogry&j%gkr+L;q?J$L#o7iImS z?((Vv*g<;GS)CsoGY)2^rBpocm)gB>9`8;)j~Nw*#hm;dmmm3_n81GYYQ`ghg*?>< za_()3tNZ<|IiMYs4j@sDh<A|?mIw0hDg#0_gVroj_UvlW7gph()o3qe(p>h!fh}2J zrvJ)$nHP@wi1bb{{BA68bCLw_p8(Z_MXo;Di)XR;xETa?A~$&sY>u)uaPl_Y<a*Yj zRO@2EjSp#=m(?S$Wbl2_xnkYf!YQu8IGIBQbtnPksK%yl2ZsY8#VkIZ5{!$Nc*yKt z#NhIKuS<c$@u?bJtmYh5zxN#w@13@>?Q*#M^<OLgE^6MVkh^<=^-mMI!dsRyD5D)W zP6{-f<Zvzn&F<|eNL+iiM<-~B#})IvXJ?yhJ6&)+Xfu0%;bS+=s4XiT*o)3=G`;A4 zb4%vrQwy67qxp-kuaDRFo~ARgjaPb=-h7lHU<hYHg0eyGEt8c23!A2B2D{aI|CnBJ zK;Cq|P_9kD8Sz&A$UPN>R~u!DAN2qFr&FTPe&*O2_pg6rUpV9yUp&8ZLc>W;#XgjM zJ}VkCkE!+q8#^)fO72$h|8PK}<ctApW>XTI&X==0Ol<}9-1a5#)Lu3;V#{{;-*5kK zLjJy=Zm+JcW*6i}o=|`$4UqztO`A4NY0!+^v_wQZOs8sVhIAp5;vcUc^W2UcSnqQC zkGFu%1w;F5d3+|aJ&xkp3l6YvwcOVBbJvUKAsz>wv<MtW8a;Plx#D1&EL<?dFzc9Z zPmr{GE(=%5*@o7}>?hs+I~>@HRy*EE;GO;a^`gCbcda6K7A?K9K0f~W2b6RHO}t!Y zOvdTwrff<*eM)cln??FpIE1f!kX_3kFO(~ioh-vzrz1DvHgoc``?sQ&W!J4*oBnT& zy}S6iXPqoQW)BKFkW-q1B;y3#eTi9ankE<9K5{i*=?R)Y$5EQq>cUpLlE9pKTXSW0 zRV37WeRXwH)>SPbgDwdyQOPRLXwSs<Z-t;{hu_8|m(Hut<~y;sbbnpgzwhd`ZH3C| z0gu%V9O0O8q;gllEOpGeHH9{Y4t`^&UY*8+*({xcMiR{zyV$!<UOX=G>_CI7p{;S& zTL}s8D;w=fuC0kwK0RIkxtsw*S1YnVz#+3iSfPPqMl-)%gx6FpRaLJk9W{QRgCAx~ zU1XB{<E!k~v!?OR_rQzCnCsTAPu{2f<*ffvi(48Q=}{gBQo2OGLXsuKq{+$*i?5jb zF}6!CTk-LL1y8KRl4)K%pL2NFbWVt@KHG8BqD#>9+VPkZ0X;1T<qSL=uPtz7p86R_ zY+YXNKOMAtkIU%CWQ`mDS#t$+-4;o3O*m+88ZTm+5@v8-?%Cl*ZD;<3e69~%JVWl9 z)9okQ(jX_|Xec9>e;!T;dIIYYnA`L!G|r39kt^w~X$<7H>`4*X(z~Tmj;qAs(Sih- zBAb7IKKn;*%aIJ8plO7>6akjDYglslXG~J{_WJnf=vDI;{>+xn`)r0ub}F|jX7FcK zO*kmuD#QQ!wuQh}Luc{qS?{^-i|n!#6*90?JW>d%WT55<Fq#@AW*lO0ZQRJoENYq( zHk&W&M8NEQlI!gPnP<B0oS~N$&;I&Hf9dOMCoe7aUK+UAZI>CA6yyRb43dxW^fqY5 z?kaJaabUhl(a|{DUm6PTXVOiBSZjaGo{?@PvH6AM<kt(TH`zV=QT%Xzn$x}nSs{Zq zHBco2kG#el!G?>S?z@;CU+K?qly=j4(vjl0W4oZXL4@M>PSG{p`{I*%<M}^39#|8x zu}SlUh$faDv|M&fk&%(0zTaJDwz_44N^a{8gtwmWWdGx_ME!H8(2L)!b!uJv`vi5D zrT<(1GOD+5f9|i9SwaRY0~Yomr%MG+M&%HLgtis&(v?ikB5pb-gd`4!CCg;rkagSE zx1a6U#p6;Li*Ljkx!qG>l~hXD!QOM|Fy{G64vp>%)d!~N$H#F>blW-d-oJc8OgY%$ z(1G<w4&S=aI={31>~V`*6%n`p#Qj(w!T(F*Gxx8G1e@hfOls;a7Ji7n0i)7_a=w`x zxtvWl@;(+eQceu`?Y3&`+O~CX-#3}{#9UE`T(iw|P5*YrO{Uq`44B&Hd!ocPh;zWN zrD1*(PfO=SdADT;@{b($5Pm&duf{L?u)eGGzoo8c7`$flTOPak{q_v@nOA2X@MlsJ zp0Wa^^|7FBxuAwYR$|AaMzbeoY?8N@HE)yLZ4lO5Vd&ww%i%ar<QeykUlotn*evK4 zNm(7XcG9n}uWt(>&ql&3-vtcH4I(K|PfeX{lzPhL35SP}$d8_mrp9>AnLihQ@H{Kt zD#QO{<^^}@t+qT?_xB&Q(oo2(vA_Og#_V84#>v7?GN{c94k6t|^HLcY92h)Z977x! z4+|gD;_8W%m>V|RvHRAd$OY`O${_*K8!OeEd7F-%knUOh<8l3;kL^MRUte9_oQi$p zsT+f!LF(ygQ!g#`e!aToJVz4CQ4XOW3nxf-E^2<qS!B~Qqw&rO;UBZM@f};(-gK)b zc1=4|?BtuXtR|cl=A4mp;GqC=_2kgdAgG$Q<<N&Oyg^$6b!M@a%Qt#7${2|#C;F5h zZsX08_^rat6KB&?a4=@e+Ww7Ov#-CBGw78vy;S<s1vw=^gOF94@eO0}#w1tGxIH`E zb{|;ZGM~eKvrDH?Rqz5qeF@|J!cVwveb5zNoMIrJ?6zmdeNL5J-p_#-{l8=yJI-P8 zQPT))M@sV6mP~0SOl%VKG$tH$Fjc;O-7tuiZI$H88O)2tYkQJq&unl1n!8Sx+4O|W zi^MmeeOpgYPd8?jY)Di@F6h85kvA+H5iC9Pn|SuA{_*&+XvN138DgKE&&HeXbW9D@ zeR10=?6;lfwU#@7V!spzdmMPeru#|=F;SVI?#`gX!Q*#jpWv*Fo+O?W?w+XIpIJXI zNN?$uJbB@;L{H3#0E6S#T<$;Vn8nDrx#VR~=8X-CZKw+tAO*{U2IU5h8K0h>_C7gD z^=f^~`OJ&DAFLmyFUq&mPPwo#>DNBFlna}sSueKdXPMT7d`?z${`fcK%vr4M6hUr@ zgq%YRTes!6%sRspbj83Uam%l^)sjaHigNi<DiUm8+}d?vqv4wNeXa*gGA=kg$5pRH zMn=wRS`)G|=+$JYK&JZ_<;0#Q?OXA4s-0o7(PhT02yXr#^THOe%UbtsHSF8AHu=}f zEFpuJ6Bf=viZ2%hrvoPhC1z$E=5TF%*vYh0P%CXm(ixrzV?V{smI_fqzazMdKN#3< zS(u#)Y6cWN^;)K2?0_Yub6GHXIELMGJ<!nbkyBJT_CfKX_9MOx6$|qDf2@%B{QHA( zZ4qnozWLo|avxlSU3cC1GbceEGY<x^oH<~^EW)-%P}v|XSEgvo*#=YFFOHXHJmi+$ zpP<{bP=QslCsw)C;QFOWe?K0Vhcry=DsoU7gW%3CmjTE{+j4GpG#vD1{mB$Bc(g<O z$HWiXfwSYYSh!NYeK`K0{MQn`FAwKCiJKnVu<Yjs3$<U{*3EOk-b`tboV8D|J5brj zr*EI2ZrYYviP^udwJW~fZpdG2bLPU)Dz`HZeg9^eW~UtO5<Mi6vhjPnE~v<a*OnlT zgQMGlZw-ztJ{yycepz~`z2!b<yr9t)HRoP-u97q5Tg__xL@t}hU;Cn9ZhyU`)XC!b zEz7Ga2}MpFk3mg*c>12Wkt<o`n0i*Wv|*Bw#Hx(N4&vp)GaqutPF~3S`1+zGgX27D zF1sTPnb;m*I4WmwdYY~>V=}`=q!B@=vqTD591eu6i3s$XqOs6UwZ_NhLGYrs`I%3; zPBL`5Zd>qnvdN3Z2{LtR&mJ@GzkJP2+DIgO@iFG3$F@ucH7TVMG*Ha!a6iD~dnN70 zp#WFuqa30=%_bY0?2ZK_oQQhD{mhYX6RX>LL0vQP&jAHIv)jMj+L}GH$!8*#vt1LO zJ20@Eab%ZO+5K);_LJtOfX4M4_XSfpZn<?W$gR^B*tA0O$Lyos;{AF54oj5eu6uty zDb_}ZRr1-a|Jlcn{CUI0IpfWRhZ4wTXM<7#OPAzk0VlS_mwTdKC-W4oHe_#GwU+Vl zwG!X9TVED*o1GBb;wx{Jq0D;o)6>&C*?W}EV5yD|x+`dFd!L%By_}`z=Tf&>5xgP} zTMo#ZHXY#*ezD+23@HEKt_hj!d_RBo`>f9!_pR+Ty(Eey@9{AjTO_8;+L*bd<NkKf z2@4l&E4<=%>_CC3vUpMS{Y6;{&eB`Y9=>D$|4(r61k;=w7x<2%OrL>Us}3w&2233d zn$g?VyxDYG&udYGjALVbC;Oien>D$nHJ&0a8yC!wdvd|C*YL#I{jRs4EzJF_u-Wj; z*(DPiPO_-J0_PP-IR`2;+g3;}S8zO2!RpAwe5EIPiLkM=NO4aHW6gzTyJvYfHaLFW zAl4<h$&9^9%{}+HV=u>y(A8mvOm2dYFc0Wm@Icw1_?eI8hXc%08yu%_b4YylJ<Hx2 z&uRIq;=q2FU51~X4f%Hd+~B~QyXNs}!}E*c4W2F6|NK0y$%=D^PrxERq}VGfVo7K? zq~O|kv5V=jaPEIbS&0>9ZBoU7XI8jMvu${}h+lRMvuyPFClSm?`qrjuo{%!hU=T%F z90<)k8V@+m%rJBgo-kD_R7=UbpjiHo`vlbw;=-OHJ<e?PmrE{gZ`yfn`>hVyXyM|G zW^x+)_GcC6><uyHoDs4jzzw+)ozTL-<0~=$-&}`lZH8Ga-Tns>WKy~%*G7os+T_?; zPgt9{D}tS0<T9(^=DNRCzK(88$0j5r4c5Y3bc18hr&HQRCluQ`I3$#V*O+ZO^2>qg zNr(RgiN>U&D<6y%x10USn5|b6yr!4w{*`OTEsia~-h}D#HV$Cq<OwhixoDnz)k9c0 z(tyo&^5Sp2VH336uH5)_;UM$p8YcGKH;kKWeikiLVBVmEQm%kFjdK|qGcPam1f7cA z;HeT*qr{S|;MJqh*q^Dw_2h%`#Go^Of-bkt+sdf^Y(_oTf6-rR#yfgfY^=l4XW<a! znXxd_O}i)h#2Euq<{KUoR}8{>a~c)1lQWWKMNWKhXuKoO{IlubuF}__vQs5NL=}6p z+{3Z#!$J1fat0r)AI3{1Hc8oO{Biy4s@OcAbJNj3;h!THPS^N+d;{B`py<<CCl;h9 zZ*wbqF}dL+pKKq>X?-pnGbU!aE$5x_vGdlkfWr!H2fHgZ45I$-jZrvk@npr>iq^if zjeH&AFC-X0AD6G!U_306;?R!S=M4BDIK!@X7pQ6OHBD#blCHf;KjvyEM4d5j{h#q~ zMXxiPz3>s9tS=uA$cXIEKf;&tY_rpG_4o~KKQ~BthkG1Y;@nmQsuiGRu|OjS<9vaS zCq*UZq-}BPvy-!1n8c==Vo<kH?1YF&&&<H=stL~G{Mn0-*_;4%hF6EJO=9U;ba?rn zjsxrW|I_mCmC`-hEk3<0_x6j}s-GWi3jN~i_qrVGkyUq>t8Celb@P$D?b-MBKOFB> zB=^Z}E?nHU>GitZZpY_am(TN=Jxw)zZt1c)C6_uU&go@f{1a#Q`OM~D|F&ipZ_M-9 zz4wN|=R3+X?xtIOUtP!s&zTcsnLHdp2kL4DFY|G!Ik4YEUU=)z#m^Q;ed+!=H{w2r z#E<D04%_rZ-_Kgp+GN<htkLet1w-4=Q=r-dV?Y8l+sET?oL8HCrN{q7!i1<<hROkd z3fD9y8Ew%$#F{*#*>Fwr=fK+%U#_o<ovj}<;qQmT{YE7(4CYLFv;BWv(Nods+19(4 zgO*8zt&3QxH9huPB%jTP18=TaZfjO5xZdFS>BZvymp8w^s$5<2=7!z<eUqN)MxFfq zzJ9^;?{|vNdwhM|_xt#{uUjKGFAZLPu4>PkH7kpLB(`V%22J&^y4rXBo8Im>O8NS8 z*6-Z+f1~hiMn04DbF(jPi)FXH9JSSN@^ZJn8|yZ!J-f{ozw7*mZELsv-Mq}F((~E= ztq$U^>U_g*mfx@4ULUv)+WdA=n6CgTB7GghR)wtWurN$wapC^s@!50jv6a%9Nk%`W zt@M!i>>Rjwf!TlY>=`^omygcE))Q|$F{5=O*JI(WlFR<dI!`#rVfyI^Pv{HhJ}H)7 z$y3|<)^^%;EtNiOC9(OdLHXZbUpJ+k6w17@;o<&Y=N@c*#Pniz{<*84C4N2;F8cLy z>!o>@n^?J@HgW4;`}lZuczOBy{>#^=l`*lGMX<2(?TVJG`w?jSU$(Ph=8r!tE5p{l zvTv*2)qP!sxu}j?VC|({zSg04A~|P(CRdL2*Si^7d_JQFn$Rj{)9W|ARNMCXhk>Mi z`R&~8r(YN*huUY~I$iYRVSBpG^e#~811b|gS%Ye{_<eiad=GEm((XTLK`(pP&qW_p z1!v~{(|#t&$ZY$<nZ4-6jTt{zNSN;zwVLodJFypgozK85d`yiCG%|Sc_zcPA20mvS zOb?4J;p}>OBWlG)u_p>KJv9dlFPJmmI3clyvGxt)=d<SbJ@!_8RrnQtdQ<A@Cp}hQ zzsj7NW*f0-neWv(M>^G6d8Ev&f~V=lu5#XEFs&ot;H&??UgsNCeUZ=%T-2gq8}jnf z($8<XV>YF%?2-PyC1hPpWYo5tfBo~)%f#0^8l0J77(B})Q%8MX#UcBuIO{_PKUDvG zvspOh<))`a7hT0Yc5X`D{(DQg$r<}!FO)5pM@}%yzp+8F$)xOm$;o%dfBffj_g(*f zuFfdwh==W$)yB)ck9LV}ISX&7urfBTS)-%*o<qXrfWo7rU9S5ZEF2r>vd9b9X>$GX z+H!V(i(JW>e%JdoF)tE$Os_c{oN;!esX<!ZTCLR2E=+3D1r{hhMFE8bH;o=25o5Qr zJ6Z#?j%j2m2P}Af-c<Rjdd!04*NfO98%=ZOt?&K@D!!kdn))-1e}<wS@6Em6@AXet zyk557ZQZ_KTDiadJ#4S-|IZ*ATl!SA=<nC-zYgaJH_jDm{8RR^YI%)t*#mK3Cbgeu z58s#kv)6H^ZFbtcH@s77M7$tvlLn4I)*KOBMsFCKla_F0{ph>auHR|awbihX$zF{A z#M?&0&-uB!mrd=jUNf%0Hh(d9IyS#d=xMkso8q=ca_I#Z>0{c*&S-o+DY+$Z0dwr@ z+fioxRvEV~N<KE^fVw(aS69_IAIQ0}!BNW8PP;2_rtR;mJ9b~(|NGtlH*>k~ga-fn zfBno3>79H#r=LEuqvynq;GmtZ97~I|r#rP2_D+g+%4?qFv}j4pB&8zGR)df!*}-YY zau3ZgeD?h7|G)G8SFNwvUi$6k^wN37=RVum*6v?_-7foW>Fw<LZ?}H0`TBRw`>6Rd zZNEqDGKsvr%=c{Z<>jjH(iwMtX}vq;&+YvGnb%_TV?WRSdaav{??GVvr^EdAGtS%n zzVq<@nw!rKmOhFsd~g5fL%g%y%!y)E@;1Nw-v$-?zB%?rI%h+pv_k7MUvKuE$M-rs z%H44ASK8aH*ZsU_N&WkJJ$`ompU3hSe_dY5$*dfa*Zut8>iD$@v&`-u*znxbS?t!~ zMXuesv9o7wy%uG>VwH{eyN|oy|4TKynUcJ{P)kzV@xTWi@!Pdiuf_j2Pn%nMjdNB1 z{1s;3A3yj1bp6|0Pp#ELiT7(h_a6Q4y?N%=Ns+l*L$w2!XfxmW|Nj5K>wCEuO*x^x zN9g^6n8hJXZTXibsd~Tpz5B@C^cv<3LEIC)wj}P8)tMdk^7(`7^(Q7spP75OZTEud z@l}rBB|jew+^@8NLxZX7fKh)#KBMz}=MItjIf}JHg{d`OQXJxz>^$d=itazcZP|R< zLN||5`22G&ub+WTYOE5xVJsqyt`33$5bB2{qe%EA&ZGSo9*Q=#@aa92DT%Ta;Cw#E z;?spjSCzRXS)IrGk6b=snfdSU`}%0s4~weqGan26vRuBte)`|rTg;T*_3k#zePMj= zP4+UMnXiJ>-U>Gdy}K6uKjoct?SKEJx}^a}<`>lP7eAX>+r=^a=V$R5&HOK42=z(- zZn&Ad-CpF$(<9-2*V2l=vU1-uH@{!By7Je{OxD!*yRx;5A8{Vvy>ua$Qk~V$4~P5D zgoei_r=6)-sZe!Xw%la-+*{g)@y8Ea&8+-<&-A!l@s^jjzxx#bY|uXQ<>h(NC;J~X zeLkzXw`!WtlK>B?W6}A0r@kydck|hTW<H%AV(RB@zwdc@^L2<g-^y=IcMbmSyO^xB zsF&m0r=71>Y5R1G>Bd<7tV~^YcmCqvm;PG*Ir~&q?z?99>$lgcx_*C4J#YKnp!U4g z<`*-!-6}0#Zo~HfBY*GL%`X4;|Nr|wZT;Tw#m}G5xqE$1?YGFlm|4%a-Oe+2&fj%Y zbIJ3wwbov2f;WnuhrO$L(R+RN*R`8|J)50pn!o2~+7vdSv<srlI+C;Y$SA!3aktFu zpYFEW`u~5w2ig_v{&K1N?Dc69FK&Jo5tlo@@^#_ev#ZOD3#TdU{_DTpt@7iCyOM@U zOC+uH<|xOj6x}VoZu+L(=)tFdX=hEjPcHPj(;uULR`=^%&F8jh`fGBx-Mtr@dSOB1 zGWYLGe|vl0{rCI+f2-4bPWt;9&aeNslO_7;|7Fjn1Xs<>J6_tmZ@bXUwx17Px6OEX z*xlmNTi4%uJi9(=eZCTWIi`Bb9(S3GCpX-`cq@Cosv~P&?!ALeOnWAuoIKwo{j2S9 zZp|-!JF;iQF4~kUqVe|WyNQdrUimP+I%}SA+1I@D((idiw+x<Mc*n-S@7xEOKjjN5 zKR<i+;jq=N_q#PZJna8H<a~CBTmM+LTt&i`o5lUMbL{_J{=eyT?w?EV5A6PYuXCE^ zlh|i--O|oh-89+yWNQ~BV>BpTh!8lyls4Jdtnh!e&!PwQQWFccl6@7UIF#c$gcY+n zz8_!l!}5jxkIa-eUR9FIh5F?W%4>NYXi-}F5;=oJoD*CS{Holq(b;O*4w)mDFD`Y~ z^6s4I|LDa5r)3@5b0Z!Je)5W(GdbMqn$w{T>^$BRw&vfTr^4$NFl(WW^E;`!<-uP2 zzg#-~?1!*lQKGE1Tvp!R)R#f2dI$a)RPTRXXe$$`lvudkx&50TBkwjPjkk)r6AY8z z8CSpEx!lF|-TeQ5wpo5!vH0%K!;g>83R^o(>+)h2Nx5&^EVm>tXKGEfvGiU!xB8tW zYcqd`8pm>-m-qh*UH<%J=?sru-(>lW1kBe)zkmMi`@#7t0w&Gu@smZSO0}6fZGU%M z`h&-0>-T%^%48INOTD!v{Y>Wa?}d(6%Ac&L{_}#VzGkKT|DFDGjc&eMALMbN<$;L$ z**|+_FNv)Fe%JgK&z?tK;oDF8+vIJ#{jQw#tB=*rm(QYQ7(MPB^0(`mw7}s0(yMvz z_GDkzOM7#pFfis$@#PEBKFj^uk2jx{E$1`79$%jvxPxU**)2`Kjpr-pG+6$6q1X4O z@y^3qp~eV{ZQk3@l(Qw}etA*NJ>~q=9r7!kCq>ULUpD9ajIzJG-<FkxN?JTHDsEDB zb=~mE;^UHeu21G2dAuo}>-VxBliGfUhQ~g>Wxu50_qVra7WdmdOYi<Of$L5F)Ac9) zQgZJfT=8JW^Nq*VXV(2a*WLQBMyh^3JD*I5OTqs+w=9CP9<_W-v&}A*m|k?t;J%@U z?mYKdGDRm2vNcWaZ4}f=DZ5?!^823Z?T^n)4UY?)GWGwVxl!AS?mz$Wn{noO>)tbU zwPBBJMMYOIb~QlK;Q^zj16wjL&r#L%o?tl7<wf~}_6$KG*SvOvV*y5DM^$}VYKl%s zh)p+;Tz=|D__3r(eVaab@0c?4i5BDJmaaBUCYV7W^F$OC<_6jydSAii=wubIBA?k> zvoP4(Vr~k{{t0GFoIRL3n+5zW*iYF^nfvzE*5X3mr|qeA-)?U24em;mG<bT_bJ=A< z_nnfzH1uu?%v8;HIq+!9<*MDOGdPmfzAbE*OWJlXOWU~oUCieXEuGI=#p6m&&b)h0 zr+i|O$o3$&S--D_$Im>>XKysi^#1QJm(Tpmy}e`Ufw-!lqUNuw9v*7d`+ZlrZT7a@ z@8xyVl9E@N2Ac8h`<9jMc=6Je8|iNQ5)Z%YdUUVyx9{a8o|9K_IUVp|xTg2}-RA!2 zuH0|0H=jK^{Y(Fe1)BbLiQDd$Nqf$Ec`5GKyu0UZGSlZP3vkNn9@EMEb}hQz%$#qp z=C1R{<!5JXxFq<IQ{qt6wmT;staA7N{nnO#_MUxEUd+t7t_KpXHU^0uOj^ADt}zF< z+K1|=QzM`4QoO#~;?|kuem|4w+^tKkm-~K*nV`Mq>dB9`)22OSs{7Sg(45iKFyq^o zpw-&;b|>YX4ov9(6_a`U!MSfUmHcf!E;-C^|NUT*`|35DxR(3<d3v<N{&ZB)+r+ii z3IX%$-?0||mbIU(mBOK#AXif`XXlpxsqdsT=5G|rzPD#)<@>!q*-m#HSGRrmC}aB; zWx@FkifgX?o>(;L&aHjMPxl;;WI59zSUx*@-QIJdQ_XH~e(srf(|lcf>ygvnYF*^& zD&}l{RHXh*y}w~%$y{ss)V^)*o72wDag|tdzloJQresg<w9kB}zCP0XzAxqE^|X7t z-_N?Yclx`XM@zrwUp}T9dtUFMM(#!RfDL<IU0b{Qx8C2cm-o*~pEoy8L09nJ-;MnD z<Rd2ugyl)weO|M9aX!o2iQi7`{;=!sGFywX92c(p#;@|+?TUSuT-RJ~$?b4U<Nm1~ zNzbQ-uW60#7mm4=IL)SQiTK04yB@YJeD`IodHV7w70;?tQD{q}F_n|?CUe@=(D2g9 z;xEz-+C&Z=`TqI8X0pd086&o-B`t<>s&kyrsmkT3_!TVjk=%XitE%4Bt&$<gC2;_Y zNTUx+&ht&j%KX;q{r!I@@g(!~xI-4l-|r4v7?V8xWMO;gjH@?hzCQQ=@Av!H3vMhu zGAH|c$;yqt6Ry<!e!KnMhEs2)R$nMNK0UrJGI{#>l^eaauimJQ&l1y*i%Ax(H4R?w zcXmyFt*hUhA0ED&pGEIX{%-rN?@#hEn~0F5%jZ>Db!`t*<_otMydhhd@?4`gbe`MA z;^*hO55?C#ovLx?dqk6>mvQyC9DA+H^-rgUyZ?N*E88V7%Dc|>V;HBz(P-9+-npgk z`F7Vti0H`~2;}H&R5^Gq_xisB8hLk|A9FvlnE5Kv^w&Q_*N>TuSDe>X-b`ignzZ-- zzu$p->h)E&c&~RYywd;eCHLFdS9|Y%+y8xW)|*e+fpNRfggDN5vM{dr**V>g$47+h z1LLwAg9YxV{V&s7SNuGg`;g^B*@@L#XBUVcUCtWOS~KOme{$y*jX6bszp1}m^T^gq zc)$PtzxzL*v!0|{<lei>{FL|4_w^qfMcUh|RsKu~_SfgwexxZo`T5*>N8bCQ@j8jo z$!p7E?7YK%2AV#-=kJ)faWW(cU#rqP^!{G;d+im1-}%bQ@>ew#_~{6SI`4iIyH%{3 z^<(CY-{0BaZK;ia6Xzco`)f|&H2KirbJh_70f#u>cKv=b!|3bEMIvSEmub}9|9eYh z@8OgU*K7l&ypM@Y3G|bG_W%8p$<>x~@_%1`%lfqFQGNBBeY&h4?{wdp9(!(sLZ7g= z!>)>b)_>OjN}Ar){pr*FRf|AvWKhXzqQ<g@wMUx!)>VN!HzwF|B)cB#`}6+v!HP-E zhHA-v|AbTDoUC8o<NNXR{Ie3%Hj3AJ{`u#)-~HImgp(B#o!{GI5>D~=^upT~;I?;z z(uD4Y2?m!qdv_nXocVNtviEVZ>BUo8e-v6SVa`cEyt{8>$)vzZMI4OI?YHvo#X3L# zm0$lmy7%tyrD^~E{0y`FSCUuzTA5Lz<mD~hpoWDm&XQj0c6#P_DuSo**-U!!xZl3> z(vMS@ibS@1UjKO5rIP!nGBc08-2cz#_Xi}WPrI%nX!3DO5nrRC*HP>DGI|Hki3TyX zCS6Kk`=g?N>OsKAldQKAC*4rp6m#=q_HP!S7(?x+H*P))+#8V7y+qK!CVgjrbly(i zN#Z;Ip0mBbwAtqa>mJqr>EG^tXtnaX^L&2&L-*8QwLO1Y>=Fgln^f+;F~8Tbj<ZnZ z(^+$S`|RvQ<%6txx!xlGu2@fL(9}?Q_~h2X>#n7rZU<R@pIk7rX#pfjM6&b<Y~Ld9 z@g`v6b3ygJHB4%q9gAx?eC8>?-=tsnTkEUrm(!k~o(mfMtG39#w%XHm$A5LjsEYS4 zS{K`vt}*$3p|9Qg%p0Srte!vKKdEM!_xE>voB(^9ka@xZQP#pacWjG7uKe5o|DV0< zM=5BuEa1>N&0+KPN^oC8Vvt<2^RccTVM+Z<&krs=&;HTre$261J7kQ+M5q6ck=)G1 zczDKD`R81c%86eRpK=@x;+zq%#AGg{@&=_G4W`qUOm>|LbNya+2)U<+a)>|rD6D7P zU9hoc;pA?mS<QV0#*>b4we=azO^Z=XoN?3t_^g?JGV(WOe&U_lu&}e{%f;gpnRr;E z?ie}Dny8@@cyAe}Mc1aY+aGAS7tSuzJtSEXkj}UJV_DdxI~E=d-|x+i|9mTZ{qD#Q zW%oN)y!p{npqTKe%j3V&B9*PxZ+{$|S$Ask?~UH|S5;)EsAq0?2dV;hf84_&zT=;5 z?XQ>di!I_mzP7JFH8I;UY3a$@#qaws{Y>F{-}pqmSAUVs`9l}{_3Ppt^%8f0V)cy5 z-A6~~yM1Nk7A%-nm3H@e>GfForK@=v51Y4sKdZO<*_ysL_pBze@?8JEKl16F{yX85 zqR&|epR1nZdf><TDeu|CoQ>1Z72UtTq<VrurgJ2Vk5s49d%^cB^`Gu(uCw&~XT!uc zDdLvmf78sQ>4wEGH%t;-=^{OCQ-R`wja3h&4_F&!UJ?$x+xPm~VgFZuYTmE3K7T&{ zc-hY#8uDR%g&+6JZt)d`^;H)bDjtxSa8*DdAwssXdE+DTX%&foI#_vxe}6drW77Ww z$#NsHrTj-Lru_HhlU)6&-rK(Y<Jt)ZbByJjQ~qe{z5Mh4h0dI*4JV!4AEVYPGE5}~ zOFz$iGTp#xp-f5C(qL`bXshidWtJaK`>0qQITN&KvQPR<KjSCdvY8tj65E8?S$v$g zHB5X~^u;iC&ZHj6bDm7ooYp)M<nm0Nx_F20s{R(k-LWFm_Bq8q`W!P)bMw<yor#+s z<w-F<KJU;U&;3;6>63@5KWlm(U-!3eFA@C6Iir<Z+^e85`+Gy@2QI~gnx`61TxTuN znQnEAlP54^v5xr1>GIASqq}~bs<NN&AMxW_c%9S<#g)tN$JJ!dS@XN*%f{o2|11?S z&`DHhSr%h|@+<q%r+516&llEPzW1?wUns_S`1{uM^})(HwK)-0J!Rgrc03U@DD2j; z-!H&s#~A$1`o;A5PtGeRY`F92-d`)#sm-Rd5{}dh26dX9`LA^PaOcwQ80B|rf(CYx zul1ePPWOMbo$^2B|GZ-r-nPHq-uGWz2aBYHNY?}LO+Gpa68cGh4=H+2G@RE`G0{-% zvG1`3JH9MTsW~-cs-58fnMP$_Pm0&~X#d|`XwGsveu746vqUd+NCHmPIUOi7o4M!l zxf=^66!ZOQ@t(6}vPsMBbJ<%Q7tQqyX;}I8!>&D>G?jh|YR)hCR6OBY*{t5VZ&S=o z^1=iBoUIZkms&U9%6)U@*}Fo<$+BfRFU_Xef19!R?1O{Xk4$!Xeq84E)id+{w%z?x zYyJ7ilH)NuLVwNbYcDPO2kn2QPl>b1Id*Q@n-h?}SCnVSs@(|(e?ME$%wPJ^{GP!P znaU@ED>EMpmI<U($<$A}Jtg|lje@Gfyt8Mi`OccL^;*>F2yRyK(tDME&&*8!GBIUY zZF}>XcKN!LK8r<@C957^@_n)R#C)6ITkqYENZohxu=l5nb=&T&YMmpNV<yKMb$-(N z{bi+T&F_kTeeK<_#XC!K^?_2)`StH4FQ3V?kQ0A*{N4S>P4TlnHr-5_+&leOeAUf} zMMr)v_nVos?Pgl0?VEq5$MmE_rrcw#urJ%Gl00>jUdodbf@Q@YuLZsl_V+QXJ^$|c zxpYv^`ECO9<LSTO?XfIV{usLWOQqayml-?1UbEks!fpT4z$@=$K(gq&cQq#_9L&4? zRpXQTdGYv~%(DB*`sHQNzMb{|7Z<<JW@Ki!+~0rN|E5y<q`lKO*YBFXeEz(oy4_!| z1;*TJ`%um&o%d#*WT2JJ+1cjiuh(tv%T3ST(R*3-(_(&c7wH+(i|vErpk++XRE}rm zx8J^4Wm0e;^;wH>pZ*HDxBq+1@0s-5d|EN{&l8dFYd;FV*_Ewrd}`a;`2WAI2Np;@ zE1NH3Ty(`YkNKy0+J32}-)*PI+g-S0|BUhSmds$|>}TG3tL~Iv(6>KnpMFlJxMKO@ zm@Bg7e@@DjB(yiBEdOqII6`Ub0zX#HI;(|$Kg%iPRGt66>W<l&|1t0F(xrB@pYsnl zO#6B@+*~?$%fjDcpKNQM%}kHIGq3txqMU@Wl~;TF|Bh?9w|3>nea|~SQ+xfMLx2Cj zy|QU)^|bmwk1Ln?zrW1=so;>cX~u<6J)5_YqN$e{;CV;V@j%pp8E4IIpINi<nAF7^ zpQi8svvjp>@-flyn2Uegg^ty0J`UuQ>=rubDBt?!N8wWei9a88pDJjt+0b-a{i&Bl zW${t9ut3Pb9y}Kr32vBsMdMysg0lVQR*Upy0&2H@98DDyd?<9>(zt)$_GR~r623NF zW!XI0V#eAdZ&cG(8#i}K`pTU7@ch6T8SWYB^L|$D?_6QTdqVm5ffQYRHRB(fFE#9r zIAw4+=E!_Y`Rx-XnEW$}*qnZT+5?~I>FS#|-<-2c<YW58%`3N@QJHR(p&e8f8*!i@ zHf>t**(H+Cg4UaCml8AhH%~M3eDALaC)Goz;+uLbzLg5dq)HlXjN#bIw@7AUR>Xl8 zz56cK6RSBlHhg?9ySi=r{kr3|#ZTf2GNXgka{ZP>i5WcI1MWA885Es=^hq|+UUS32 zF4qr<oEGs*WS8nXhOJ`dNuB<g?^mh!r{|FeepH*J>N;L~-m_UoZEIwc&RX8h&wC!! zd^)*z&DUq=y+uy#eUhmBb$aTFxVop$pB~?&b9zY)q6c%VjX}(yhc&Xv=UZdqRTe%; z`$tKC57pZz`&u6P)mo?#rZ3aupW5R!zpr_tcC81WB=hfDuVcGgCSQ{mPfz5PUIK56 zYC!t*DM}8@gRN$iSUi>uI%M%;!==un{ocn#F10rM>3KQ7{BTKf8MDsZB&$=K()3?{ zFXH&Al>KKDi{$Hnesir%H}Cr@E9rFL#IyGrFC_$2IK6@cAN@S-ura)|#opxK!zF82 zy<fBl8HlKOMNB(8F<ovy!|BI8vexU4om<zxC`Gww$`+gNJAQb-x+2Qh+$1^2rBQNy z@U==)4vBf2ZOl1Vn<Q$QU0SNSCv`vXys7*3d5*ZR4B};a_ImyP&Uc@m&Cd5-J86sQ zJJXhikDf=_<z;3^tP_|$<t6{L)vgBuICu63-Je->?{N@^guKSS&6n67KUsgrU6pf2 z(LKlg_dM(7H+V)>ozK@7Q1U#qoy&;d=Z~tu>D<HrzTb`dE*d-Qzhfm|CX1m;_mV`( zP5=Jtmp}ire+4wmG?-2+GreK_+<2G2<l-XNyrOwMqA&S3Pcaq#QSkD+;kqfFbv>4n z{Z6Mo$oI_Os8uJqnd@Vdc6(2yq;RMFoy*5OGS9nk&M-+aiGhuOgR_Z(6N6K0-?IBR zReVI|2%WcNmyP7JTCcI=$((cgUCvhfe-s}5<Qk(GU+~hUxZ^AL+*~uGv~R)A(*&5F ztz15@Z%THV<m!yJsdvO@fIEg~_f)?3no`ZTXhw2bX^ccjN6^HQr2+;yH*{0~zx-zX z$n`ek`9~V}!ezJ^nQt~OZPMSu`7ZF(T5YB_-<wZoO|KMlsk__8FCTb$-QUJ{3)Xgq zG&d~FS*Kchh)GGWEOL>?JX@VfPqto<>%Vm3^P|e&@6&_!E!mJIU=VXWzaG>H+_h!@ zakh#U0fPu$&a(2}9lKZf=p?Dgh41rMS)<0Ne7+%j+NX0L_AJ@Abl>qz79Owa4iP?` zm6Ke)1vjnvv{Z`4$MXGx`0XnHtKXmP|B(EC<&F<_-23hr|2Hf=c*+0L1+`ku<-FV< zU2Y1v7AEFP>|FO>ws-mD|3V(&8{2ArJna0Ka`9*Un|hTedQU98RFT_n3StI6=aOqU zJ~DA0=HiMt_~E|){Qmznd}_abUNiVI|Bv&r6-IeW-)sEM{8MCb%{AprwAQj+>^|?5 za%aIOEWi=wAh2QXxu(+M+~=3quGiLk{X%I?Yqs^8ytA?12X+`d@^F`w`N63yyYB6q zT?Rsv-A_G{u}|WZO`htNcfOBLmh1ZOa!#oe{`cezLMH#Vd%NY{#d)IcvZYHbzf5R8 zdo4OY_1P`kI61lh1tRLz3_rH3UsqW3{pIqR$-8Be>vF$KZ0O1<e!KO$r1uS%lg{58 z6q&12BOV=pYkT15%jNU4_$(HzjXeMExl#4E*?IaL*{v>9cBWssyR7u}-#PcS{+>Cz z{m!dD-~pW1w~m@@{=Mu>yutk*3ByY_dN0Sy*q3f(=ef?9yjybTM&pN;rN58MBpLpD zn_r*(hT*KumkSlf&l=fd@7$|?pZZR|cKzqi!M(N#8rSdNZ?!G@_09J3n~lHUt;^m2 z>6B0L+Xt^bo_*`CcyqBcZS~r1CC~ryzds*W{XYFogE5!g^Edm-?5A#C^f|!a^jpKj zTW@MFzMgV9#&n1Ot7ElMm#*%yNN!uW_lM9X_8wUS>D4V|H*feq*4nLqY+l)a<?P6m zv~#mkbxuAL&wQ1{FQFH4yS#1B*4lpEle2cP^W;8mC}Vf4HjFJi%CNgVKzj4XW70dn zF}=H%)#tr?@A4bLo=YxO9|*{^e81p|_SwJRZr9J6X03nsc9+?;_j5L%UAOyPlG)vo z;LWdAd4G4@bh=`ube_bku7vr^<&Kw|>z3a-`BwScn=dcZuB@nzz4NWCe{K6Q+l=r2 zQM$WgEOTdkyRr86rP@l+u;3Tl*FKvk?|t{^X!n^XCxg#)>~?p%?s<#ZO-a7?i(&D* z%K9n6&(Bpp*WLcD)^UOD!}?8c8D$rx+h<&GxV*S}dxep0IIK3E7RjQ+m~3{xrue)4 z`5zMv)vGr@nEuy2b-ftp=kFO4zkHdlBAfVR>G`Jl&Zmy0_H>>8uT$7z@28qSPlIuC z`-EfKkWwF7kXamJk$91FiBWX_ea@){FDE>@q`36*tMZtaAA;EC#+-DPV1GI>?38Nn zkwCfU0tVNFj%~@mfA492hy9|EyM@PP&pz(=^;xUL^>p3wuLe14bJgD7l1+HGMcU`M z_4oJte$U(JEw?n)m|eamV9U!|O%@*3ruT~Na&cP<x7Tl+r#?SLZ|9RmD{Ln`UvciZ zl=bT~{$f8BQ`LMTx?E!g4Ps=T{<(O(#MDX3RrHh1?A&cDCI4Tr*nE)fwfn-WN(nm- zJUQt<YxA#p!m-*XKYuv<n1}1J$wzZO^|N2nm(SGQmN9Rdjp?2!79Q~}*A$)|lg{_r zYj)%zX!7!h08?8_+4)`#|Dc0)yVq+owN+htHdiq|_x@uOrZ%IScm9TWze_v0@Atdp ze<indS-bvZ2^d^ixb1yH*k9FmEyDhN9ATWhKcBmOwo$h3U%iAy!Gw*!RXs~4p8joL zc&K9Yy{gxuN3U+<y*+cwv^SO)Ctb@Ind-^l@_W_lb<g(wjb!1u@peP<=@mW7eJ@hl z?p4&5ysLhcsd$}@f8R0xMTj2EOt%Aij%l;Z^WUlY7|eT;aOZ`*fObcZYif*UOZStH zmmf_3BvIWpVS15D|Bue&`l;T(Ov16&DGnzDt!Dms*`icpBY3DaK(Wu{h$nlP)$$fk zxsGW+EK?`Ce>!cM>AFU9=f>)TGs@oH@(gG$-d$>c@5~&_(*~b^PVDqfpS?U(=+L2e zlLaG_Jgm}we1CEA?AbZfZr%}6fA@O*d9$+hjLF}_Cn}^{7CvmPH?hvyzjt$rV$z|O z_A`3c?`4*9e!Q{t-kDzK{IXLq_O`}HtH0UYEV24yV1MJM{r^YY#UGDO7mL^}P<U_W z-!m(he>2kEcJtiQ-4B{R&%N4bz0sas_Rd8?l?f)-`6YD@vcCJ5dwciHyLWe$Zk@*8 z%=PG#-@ZSew3#m&<lS**^*p#EeEsCJo$7NEu0>^^ZL+BU_M2PZ$9#7Fwn#@C_2Btc zx4yhAUdBED=P91e58I@z{(I~1&FQm$sPcTiRqCdjX|u)7z5hQ!Tu9ZA=PhXJH*bIO znRmP2KU3HLRR8IullAS|m6I%&%oP>=5ZvJZMCZ?w!x}U5V+$VhI-i;7E+=@jlU;j} z{hMvet@nPNHrwZTU%S_o;>!K+cfHO_o<2ug;q!|3Pp5x1FU#a8e&lHzdn<i@<*l5Z zPsIZNCHK93HRU?H?2UtW5;;BM-^qV&;FS(bU}T9b{n_yEnBMucb^CrrO~0d_pjBvJ zCp+oS*2;8^<!0{<x&DFYP?@!-Kdvs(Um^7NahGGb*hFCs-Ca@HmiH2W_IV#OIkSFe z+J?<H4xD<@dvm?lC#LcTqTy1zTc$UjsrcCXoa>Rr%CpuHAs$W)xgYLTyIVIM)ysYv z#Iu>jhrPey;s4|xvC4C{de2dKcjaY4x~22p$xG&#^&DLm`{;~K(%Oh6c`?oJ@5rCG zKVPS<Ul`U`_<DDR?K#WmF`s`dQIGlX;`ckl-)}aT+jy4Lom@Iya<~0-Yx(~dBC-Xy zTyfIyS|Eq$dAL28nLe*j%phXTua>R}dOemu-={s2Vt-zA;l1KH`}8xOJDwb#`cE+P zWATOQ9sX_1ZYSrnuM{$<<jCBEJXF@z;Ot;E;}YZ2V67t@b3;4TW%idOsLDQ{U^2(M zN<Qk85?>;xk=1UeR}<o<sU~wO?|zrxtd{WSH`mw2YkvRvtj`l>=sRmo;#xy9k2f#W zr?wlFU3_#jk8@MdC)KH<{EO}8*M8esoi;mfS7&75QPIbqUFRzE%JjLS|HserHM^<u z!>)^KRRM#AqtM?E^X1><d@tqYO1%}f^r(8;B@T(5&&==FWWT9%KNd83*~;2yzOzgw zuJHMOcKf|eU3ZdWXJxP3cd2Bn_de5*hj;(|zHh%d_jfg@)42KBtk#t9+}FKEbCdsm zHP=wOkQJS#`swPkxes?;t?2(LcKho^-Ea0c$_pQ7WUlkNlb(BO#WiaWY3A~O&X?{f zUi$M`-n-}Sl<SW+bmf}AW`7*$C%w#Xe%-I|@Acarw)r-%*Zk2nmH+<g>v6TJ->XlV zuRAG~EuynrEp_E;*zmQ^X^ssnlHR>sjEDC+?DMFP>kvOS@z4K9r*?#Jh#Y$I;jzU2 zA4~XN{`{}5t5-P1Q?4buNbl*c15@Nx6M`BpCcxqu+=yzNFF2uZ+5Jw{X@2TT59eH# zT*|CHH|*t&Nq$yqmn>A)F8smyc#gBxt|jVzpB`>Hb1KQ(%;bsci5=lnpNcpBn;x4d zSCO!WIpN#u%|g@7wAf|uH7CE>loer@c=YqH?9Fc+N?y(re>!D#r6{B8f<(mw`vUG( z&v~F#`f{oG?6_-1p02Q#cSM}v1lt6Kgp?qOWRGKWdlWe*e^gC8Qm8QJa{ITxJ(hx+ z%@uzp@$K&^R$Y7gL$KV(=R3U)JW*Wo5qU;bgDFsb$~ld>{xKgfpPX78v;VSJ)Cq}0 z0*c`rhyC3p_CJ}<XM9ah$?3p^wk>ZMKTqHP$CXop(c>;#^MT}kf1|~3<Am$~eZIZU zFQWR)te-(gUzwM`i!rW0_&e>@mF0_4@7-vBJ|)h3`o~o_TDK^;ItZ>XXSs3z`OoL^ z2A`kp%|2#tb1<?}S2ZeqRjBt~ThYB6Aeq6z*@1y6ty_1Sf%f`6o1`Zj9eX0MsdeLW z0bL=ty+=2(?)Se`&?j)-V)7rOYg0E#HVd_N#2;JN;wkgbB#=psSCTgz*6IL{RBAXl zSk2mTY2(txUGjoXtrZ@^g6BG&Uz`w9&n#4oe({CtqEh9__5$9M?en*Ok$x<c@-FRb z`b@V2_g6Pc!<wF2W&ZVh9w_aefBwh{n^XH9f4l7!cS%Fb!M3YG>B0kn1k01x*4`Go zlKtd_VA_APwcLlkxWFUoo<KuGV&!AgH$k(F*jfV;*POT^XvDIAg3^!FJ6vH&riUwv zmre~UN)EcDuwzpAu~kzv+jSh>;&yI}xhy*2<6;&cHVdhxu%xU3Y6oo)VN?uQV(hJv zSYov_So`@AK|Q_77c0CZOLA1#wmkH*y7Z_$=b-*e&*u56C&YB4uDtlxP}uPDyiqU1 zHGS@T{}1G(U0?R@#zz5A%QE~+T^qlAV%nZBlWrcFw)=6P^(?(I<5Ee6urE$gGn5u^ zT#;squlqUmW%;|xzKFkXuSL&3%=bED+s$RJd#}3duYtMDM1*Bt-LK5eKcCIEW^y~W z)M-|ScdTMmi-qFcFVj7nJ>n#f3$?``TOs6EbzeU@{N#DlB|fJ-CbKyn*wAuh_xpX> z`+mLB{`_=${4QUOojc#}`+Y9guIr_p^po7(Z?`RT?f%op{xqietm(UX{`P;rEU?LB z$lL)<FR6kRk9*C}yt%pgZrg_X-?#7I*~ImF?e=+@*VfFm4$vqx5lMV}OHkQu#`ZU9 z$K!AK`fk6SXMK5BX?F3Q!sD*>w|JMXi{f`(aErsEeX`%O60=s3kLQ=lwJ7co>eo); zkqv+OL`d&xcPMY-k3v=X%E)=G|B~DJWS<1R(gMW>eA)yYHw!pSl2|r0+|1d0_KsYK z-NvT*&4pU+KaQsAbS4~a@~}GO+3YRz&}iRL{huGa?GCB*?NJQUXF2o#&-wp1Onv8@ zpSStkGt;JW)6WOZ{7$c4U2*`8l1|J!_W0lL_xabNvez!!)6B+e#LUK1@Q~mB&xV(G zb{0=z6DYr5TfV)-Rb<BFMuu5-wN-vvy?)LKXJ!~ayOq7(w_A@ZK6Ps78Sk<*d1<Yc z8cbadj~yD`|9iXreqI~Dyxf<w_tWRsp85HFem<Y&lL;BioN5&eOJ9W)zu9<vR{h`C z@vhUK+jsn*QF<+MxrQIJNaL{%hFXo6bDWwyo`crCttiQh^z*S=^yHy{qU_6)zaRJ8 z?<$$n>fs*tX@cLO!lza{A`ZL|O5v0Hi$1(2!swc?)8WC*^!cS?&))R5P32~jF*2KK zsPWkAkmd7)nv+GzMtrLC3M3CR$<&?tc=)9HHT@$$Pf!0@>D;hBn5nJt+lz~f&n}%F z_ev+$No&URXET!f3}bhfmCoL<Xv2Kt^uC+b@AoRFM$Tzq%wg17pJP9-eQ}UA%esBP zvM%qh|3As7{_of8pf!zpn*C~FEFz6<od=S3_nEp_gy}EkVmWi9Q}`}h_R?p%=C)st zZ87!URq`_FSfA|dsV<L28r_;1WCN_0bbRT4QSs<I|D_9#Q!QdXDP3B5)PKIur6ND6 zQ;NM))E`b^+^C#-QYhu^?d|HFU63>jnHz(Z#SY5u49R?7OjfVkmE|(cU}yhF<rL1x zM=d&?Y!Z9SRdt^$J(*fu*m`54(Mj){G9C7DQ*A)wyy`4GQ+NIU_gnVkp`4>8iOh3@ z{Vb10uE@!{?(4?*|E&4_9g=+!E_aI0+X`-+6vF0x&EdcgA@zh6r%y~&KHIIoFJr?Q z4$)65ukbO>J2|)fUS=Dwv{+1okio%#Oefa`j>;cSs?VP>x9pbY*W0x}9=6Z6ez)Ur z&X$XA=WHMM7<avEH+g)#zuZ`?OKG*lh27=v7rYnqUIn@<D|Ah#*jf$~8I~9P7k_?9 zXX>1PZiRr39iy{NN_R=rPU$}~LG$h`oT8Yi+0Hz1i-2Lo)r~AOg$$bJ?1BXdQt+7M zu|zCQIjy_Bgr#SK<|D31rRNHamXCy0oECUk=sos1bo9Jso#*KrQ#J`6TNY&Z@yJ9o z|5bhmHuQV1kK234NH=oo&e!X9`)tp<Yczds(gxeiODe_BW~Q@6UpT@kv7c{(!P@BU z-<pH|HmnblW13(0YvpZg#Z1ll6(_w891*-&?3!@Xxxs#!S?;YJs;rl@-tT`M9$Pwf z=bKHZg(f@A_$(hd{nPLJ|MzuV@!w_l`|t<*<%>9u2tKHPe}I|a1a!*K*$IlyX9C@2 zMg2GV%=LaAWVIq>-uD=*Rdc-4Lp_8)dB}H_2=%=#k5CM4SuydG=V3>?`3DZ3mow-V z(=GD8R1^yz00Or@U<*Qy^&SZJw@ux4BZ=Gnz!6UI`5cOTi;l=2=IV5^c<d8)Vp8GC zC8;`EbrV$jd;BH$Pl`LllBt;W#OCB$EymCPe!ri6n9o|LcyIl;62?8#bfeX->KpO| zJzvzVR}?1N$+_o%4pUo7^_z|Dm0z!h@0B?j7bvH4JS#(k33QL}&X>z(7ft@{b@R>< z@VJtc3e%gPOo{W<++_+|DxXYrk1?rFim+WKxW%^mn+d33iV6(n%)h;DZRNY2&x=l{ zo!{8V%>HcIWtP+8Og>VHliI%+{`<1rex?fd`cz)gd!a9Hc)15#tu4vpoZPo^iLemc z^mD5w=zdwN!e{?fp`}ov<#*u({W<@i+y6Jz5x%i5)_S^MJ-DWa3~s?H-T)RUb0!_f zZ8y_qTQc(<o7<z`YH%=>=Tt@Du|+M0=UQ?meq7xX=_$_t`LRZG;mRqhdWlOWTWBhC z|6C<#V4QZw;P>0@@z=J--Z|9D?YlYcY|&*^)g9mORiE`#pF2fFwDqZ=!EyQeJ<)Qy zrzSjlxNyak{sU*t@8|sb`g(fw1R;Z+0+~#%3l1t@SmfI6!?e$Tz8%{nwwad2%Wh_` z-y8J4Q<6`<{!d|6jj7VV5AF6WZ=(-?nxQ_gBFS{sf>gc39ADnvzJ90dcJ4)46EP+? ztCg2tPLZB+PJP{xhnEzW9oGJ<VYT*OoZb`lc?B^q_e^s8G=c3=tBKPAhigutl6Jvj z^zm|VneU!(YfI*`%Foa8<|owmmmizUk!WO=`bXn&V5fRdq1q81z2`Dd9RCz6mT^or z)XuE=)M}K%;~g_Aq_rV(Lqelt;Z(E9ky^$zKMIOptz3R8bL|~=xrzfN@9)`~=F2e_ zUyDqaoT60uNSpD~rK}n&rZ@YAH-+>I8N8Ip>QUODqj2E=fo-?*W=DqJFKVe>q>yrH zi5<s`fbPAOpP%h~Dth_Vx`(IbnI0eOHICg~rn}?gF^2;`Y8B_lEIh0^H|&t*^ADV& zFE0qWJ)gcwAz0wil3?wZ9O}C5KMGH}-`M~EZ~k`o1yKhqD!#ZQ5&$e!G`jUS=s0fs z^=h^I5%$O4lF5%wRfHT{k@Q#Tv7dtwQ`<+?mnYo!%<1-y<S0z?b*?((sr)i#QP2D? zVFS>~e7Adktgru@eJr(i_RF5BJX7_;Z`eQEa@o&Y$BlD_OT;VP0M4y5rZ0t^1u&zk zIZl5K#}!ScH|2#7TgB7jCfmmA?fnuo{n^d*`DbIiUVthoe%mhrX_Zs^K=)DJd6pMB znKL5k?DnD+C9+%gr1Cd@zgMk4aYD8Z3y-Y-%R9g32EMEja=Y(0O;VWYX#a8^mqQ=A zTe%CLOzd0p<oHyJOQ1#0yI3S05JUZlqIAO?g@$(>swcuCQ>S)V2qv*CYAsyS<9U=- zO3_!PXJe`mr}E=~7?$v3`wt}wsI^adEtLKzWJ<%&kH_WjZc5&Cuku*w*(068XD7PL z&78Vq$&Pb#t#=zeo;jtVQ#ok=bFTwe^#4_rx-M8Jknqhuj3M%ou)&+@8=udsp0)j6 zmA2t&>-T$-%kC5&Ke8i>?Nfc(my7PZXMX$mI-%Aw=Z3-IGu)!C3@i$-qqb&E-SH(Z zSux?ohD(u47k6sQ2G<`GNL(WP$;E2blIed0OfCgZD_Y`nPB1dBr>JA{rxT~mA5ZqT zGnBO|DaibaCDs{T7ZfTtu=03M`1|Yn{<386W7B2qJe%e-Pu!@Hd~#}7l%~}FN$wmH zmnP0LX)&HR)k1QykpAPaO9FbyiRV5qS;XRVukCcuOw(%-hYdDYJe?XoZNa9ys@~IP z-2eNooQ+#1eoDi~i!18)3mJU<&$ETC%OO_b!ZKg!&xg46Q{qmkCwTn$`F#HD&FAfI z_sHAZonn7^sQ&c5>i4p(SGTe+wYp|L!THbe5AmDd@B2NAna^Uuy48!WXCL6W@blHB zrQVLezplPLgG1t7_qmlNPL|LAEiLvs9%8lOl3}ZfqYCfKrN!QnEzUbQemcoKpX7Ez z;*^5z`=|H+eKW7+XLNyg5)lPr<5Pyl<@4)q2^vHk_)&eJ<16<O&O<vU8LB-FYAIB$ zlZ>C_$02&DP%k;=l0dt+jMJPa6OB417q0c5@-f(u>Dlc3eTK91_f@{zr+?*X6Stnh z_1N-Qx2;*?rnSGmENa{#WU%${rl_4$8di#Jidv_1VS_-%#YL`*L>uByTQDjYp2>0F zxa%OB^or8XhDCYJ?hX6Se!U()KkEE3hXWq!Q~cDF<_5mJb4hdRIgND!8cV)@_ENv9 z9^;|>^pVqzfVL-}FF*Q!zW!gb-QO>l&n)HE494O?P-H78cuzR#rQ)>efl=9%;$xG3 z2!0gqH|Tq+5X1K<rA9l|GfHx~SEbRsub+1`8P{pK9f+y<cr@+9gM*UOe_3*ETUGn} zn>~BTh3hMW)j$7u-0!Zc#VG7}QNhORfJw*k1yci9R`oedR`V_5{At3p?A6rE+!{=x zZVwi9>z$e#aY=$hLf&kqtjgSoms2LO+0PAsv?Tb|WaA%#mnMXrTdH%?UFwgJe-z)L zeZSvXZ#PNUUG~;v8J0r2LFvK?!4J9#3N9@kf~Upv;yd8GQq*;yKkABq)H>&2s!+lm zCbfCzMW=iU7G!EmO*XqzaCnNh2z&kSx7*XsnqJrGTj6kGPvz$`eAaISrY>ReVR3E# zpuu=qL9RK>NpOV~)2HK8OBGcUHeI;5BbBw$TW{x)nCiD%cV5lqVc|K_UgGpoxul|1 zVPUhk1^e7EK9@t5>U}mP34)&LbE6(T{VnLP{CvsJ@B9Dfis?ozsXkyKf-V0w9_wci zGnk#XYh`5V)zG`w)Qp}@!Lo@!;`%R?O$4Hf32wbosa4<JNS2(PTYm56o}bTVJ7#9j z?${Nez9fp}OuzlV3^m_bDK{3(^iBBx>-zp#U$4jCf6Ke!tl8}uw%=|X&e{ET+t$6U zO*JNB-{cY&E3W%`GkyL{&}OA~Rnhr-x85u|t$VhST`ptWt*q5eHBaXi^rp|NJa%S| z<>gr6MZL$q{{4P`cXnZHU!Sb?u3arL>t&dpwaeETJcwJh!BAK~XlcuDan*p_Q%8LI zrpK#n*%Rb>dS~(TS(?GiW|ZHrz5aG><07ua$mPA}_iora-#VMO`)yc&{L1iI(oyjz z_utA|ExP8kheh`H)9l`tQg_z8*|4I6J2fCo)5&tmb8d-5OY{1FHK0b??r%I3s~>f$ zOHI49YRZ(V`<^#8){D))?Q9ktf9u<~+xhu?_J2MsQkD4p>TFQF{=OfJD*yd_e%HL` zy~O$Lk(<-r-F<dXv;6JW>*usrY1s7@1~N$tI32iRnwIeC{{MgGD|dA!J~(f_Eac%n zyB`mjL4!L-bz*j0sJ#u^NqCs0wb$&{iBgRtcT2CwYTx2px=u&-)SHQso6~mY|GEGF zU%B|!qhirJ-ZTGxFH`g3VBTV@larsB9VwrfFZY*s+RCUs6&s5`ZZ^~LUiL}$PRe9o zAJE1$z1?pfU7P5;d;gLGt8`F&ob@%oJ4GZ`r0na}@Y%-aEEa3n{F@&zMM1G4{pk0( zb{zlD-VtwM`75Ayq@e!I;Vav6Z%>-`G5Mzcv~Q<`-bGt2Pw@Qx{HM3O$p7N=w$Hyc zJgWA(yTbqUG+j^|E#+EldF*%IXZ2Iwv#gsxJ^S+eg))3C*<Qz^{?%8uYwV5^yZY|X zuf?$O3ux~hOkGG2m|>PXOFG`DPi(L7<Dfq;qFP-hatR;%F?Hk89sB&I)f5>#OUdc- zp3xJW`lq|w!|K!#{f9+oU9PL?M6Y3*r`hM|KHskP)V{bl#;}(`n~zCl@Awt*G$`$p z@p&8L759QVLjA7Xsd(IL8g_Ex?EX#Dbt07_y~}o9n_GTQvPAd8bITjG1z!97Y?xEu zY(8(d^ZRrA;&)#U^V|1`hnCcRzgx~e_4n87@#0UndYxFXr*7|u`(?LtT~n``9nh-F z3T5B#SGKLB<Y&;S&0d!@;%Bv+C3~)uS{=f(PW}C<21e$rHAdQNZ)oh9^6QlC@%xpl zpYX4nJ*DyYz3TU_Uj_Q_uG#x!lg>q@o7ww*JnEhm>}RRExkr2b9wV>#zU5}$Yv1jB z?lyhPljPpHsq-Vly{BD?SY&i+^0SA3H+4Nev#I7y<$iIUhzVhHxaF<Oa?ZY7K3`6@ z?w`s2&@b*URo_RZ&karX6bMhNO(?tI$j<s$>3gc@MxUHN9^M<STv(=(zk)k#dVF1F zZ|Jw>a)07)oNKG!>0*EWQ-^XN$13LkrPpJMec#nbI#-JCthX*)&{nP}6788jebcIi zve80Dg68%YCW)B3%h#5iygniO=eq@t&3_gd|DC3@7S!nW+LhNYXPc#SaeCxBmrr}Y zy%u}4{BN`MfByXaf6LC+{eC+=itWF7O|x#~lL9vP58F<6?tDD||DWZ*^&d&6syFUv zuA8Dd^G>4rf-5)vF3i&T7?jL;M(Xy@X{%PR#+ryu2qx^wSO0Z&!SCrG74?#j>F@tz zB;|aIbNNMy;6FXKsXSfp&iL(H>)7AbEyuN2IypM#*!CZmIv0Z)w4S#pKN3^%uxMPV z=`CT>&T~Pv_wIsiYhH(16>GBaH2=G{HhOx=ehuk+mCxr+TK)Ie>-E?FeA~WX_hnSm zN6Y7P9!q(z6#x6<ali4@uq*Bzx;w+}xH8UAeJWs3W>&WL!;Xh-(wkO=1j*>9{h8-& z>;6$U$g9#g?aYLn&UJG+V<)!?p4aQ1;ds$1@leZ=O{yEF{NmEPrsTWH`ue$V>qXl< z-(URu{eFB=<Tb5xR}V)?Us-TvT2<Okjp?VS-nwIcU%kb?)0xjwWyQKl>TCBccJDt| z+kbh3LjEjJKVd~(X6o;UP6w{Br~Q7vzy9R+#I=H#5;_l6w$*fh+PBb-Z|le6xh4yR z6V1EyfBsv+e!t!PUWM}77qi+v=v@-zu3f%)!&6CKS*tB8CO^GzbN}%gBd^ZgZ#JF& zvq<>w7yC~ho7cRz{@VEBq4Ye}n)Ti*tur(KmsriO`E>HZ9)VX|LirSvU-&y6a0n{8 z;MsQP;R0pf_F37EXQH~*+`0VcTA98sGx5XhJ}|m25L7&%V#6V!_SDc!<Wp<mVxLEc zQ*BNjl$dO&{@7Qt+Gz&|V{<%*xQE2CGZXax9jut%Y~aE%GvHIJO{%a#zwNh(4-K;$ zcWKz~tZ<$Xz{HlC+i}%<(xasBcgy?bf=<}l|9Y`_<qRWhX;%~e*=^Izs^u4Tu!(DF zT)QOFy#M#z_gQa*GS+EGJyPzsnG|LJuKq}e;L7Q`?G28BhkL?3n)XN@IP=3b)9;r} zYj9R-u+p1L{(cjuepz$*kb>K>9?9Tl(Qb|DODjY?AJ|uXc;FH<Gu3zYiA^~tvW&Mx z?+)pWITxvwD%g2N*?UJjxBec3jq5zW%d02+NLX02*zdSZu}^`eCkv0fzs|N_Utf#I z@ZDF~{UpNkz43d8ole#*5xTCN=f8K_ckcNncYLn>yd58oH+&7XSv%*m&rjyZx09x? zU+uZsf;s!=<&WzFd6|~k88mmundL;NMQYCIob7&KfzLT5cTM)wVpHDSF}~lt=S$Js z9kbmI1hn(XS}n1w=Mb?{E3v3pe(4{-T+Ii^{~O)^{i+ks-~092k?P0M$F0x5k!Y!& zV_RJ&u(0w`r@EW$>KAVHpRTAfCQp|-lhZ%JwM0VjU;GB8?(N)`?MD)i`Omsgximh! zE7iDGaJNp<E7Pa9_Ib;$Y%gipc;LxR4|U1a;(Uq;3h^5vrbznP_!peqT;#XgA8k$n z+OUrJCa~dlu>})btd^AsWSzWGA^-G^Dv!O79XGmm<Y|J;EBO~umJ-3-jLq>L;)-z> znmr||j4ho6b!Ins221^B&b{Byv`NuZgK@I?<}3S;tJrhx6*w7njI~vQ_q4c_=d4A2 zlAldFY&K?ZU9RO9a8F%R{PPs!^?N>fJxV>TnDB=wzWVLfBUbXIR|5M=K3)zx9e>K_ z)5*!|?4inbzh|V*{PbjA^*hfaPPY;-Ss!oL$X;e~>W7WvN7d^miXOB0?71WCXQ8-a zjtbK;{nL2`vLSq3w{Gn@AIUN!zF)w;B~2_%==kUJ)z?+lzTfxZ5Vz~q6Thx4T=J~{ zi1;*-FQ>o!^_<qDbN0lg)}kLTFaN2ztg?594)fF{3hT1Z1h6chDDd&O=Px&|X@44v z{Xg3LtGx8PEoisdl6oOV=NWhFb+__`#}u}Pm=|ppc~yB@@!HqjC%#`j9{lG4`@c+~ zO+51Vud6TycW_xgnH8zmvU$n(yRFx>416=bN4}l#K5~*w`JKYf83Fe9zAq^g(pNwK z$nBkIkl&w$dhf08hj2*nSsj{iHi^~QeWsuBx(Nn*(o5DTcBOI}sU|$~_dO5WSOpzU z15p`!I1Jd1FtIVQ?d4=ocI^;9)}QpZDgM}WACIYp>dA>Eem(9N#S4Cf8TfR$+N-JX zJYN(oe#tdPG2Q8c-t2~xL9bMKk8Bp<RTN!UGAroyd0XBMzf%`HNRj<~q4ZfG%TvzH zmXi%8Z`ks5?~J?JnUCImczD=Y|Mce*LGKoLcu%tFZvOZ8w|eU8l_HFnx98tqRPDwX zGyM?voYuMjb#Cldba}+WBR@eW@uuN_tHS#C_x1*FelBPp@#cx=pDNGil`K4`*;Jo) zw?7p$Fu4EGW~vSUU1vpp<IeL+2TrXm|8ui&UZ|RwzUQQ`wP&j3BCk*0v3lJut(Tit zCYE+ePCdZn^lH}AG(m$28IhHpi<2j)h{x9yro~OUF+sh^KvC(WmFC%?N!jTWMKVt( ze3A*6vD`CuUw28xrdzJps=41)-Y<CcvgfJiJ!3VyxBpGn=5TcAY?|?0S@vLsWF(7L z=|bNpp4VC?O!$4)3pCxdn@|77DbU6MAHD^X&ungFX{~u!AE1+v5iKKNki|IpJBw)? zW(nMQthHf3izH|>icG}*0)sXYA-271dkiJ>PpLR?NX)NDjOo&I<&d0T<M{l*j@cEG z^~diDw47E;@R~bUcKZX4l_{o|Q#2(WpJLYWmH6=ckh53xD)o8tOPyvNSh4X;piO`M zxlNv)la{~n3g)}CAVTi!ez!aGmr0yaPMDE9S7oX~!VMM6IRE<OuS;HsY4dnDRK!j? z7g+SEXLF1Ajqq(p&DZxof7<+Lx&N-bYd)n@qCG4B7)&cTJ;{W1ZM>Tt<Kd!|x?d*s z^A5?^T>iAI^>UxT?bj;{Y81V0=&X5Exb&Urq3vZ44m3KJ)_y!HzWDUUC1JPz3imZd z{<B%+V_&&RWJBir9aAQj`gUqhZCI&&=84>m+0L(KJzZ9t{PXkqQ|>bVwKFHB&h?1v zXt(ihTa)e~8M~{*b9asJwg1Xu4VgjH-z#047Af&r-o0JZ*XfsmVwhND>4Y6Y91^eQ zgl|`LZd-D98u$54Rg3&0EK@yKo?i1&H*x+<v)o%LcEaoSzTfxT?V5f`i{%TM&-+#M zSVY<<80_(nIACy?GpYAKpVfUW#7Gm;RM=^DCLPDNym_9LFAiTk&cUf1X3(Q78NKLo zTf@YYbw2-`+nEHFry0EXr4V;v;^Na2m~AB=7j=kpGAD8#_Mc@^EA?^T6yF0+CbBK6 z5ST8V?=fj<!X&H5PMelY6wEw5|Hsdd=VuzLf4%m3N{WWrr70dZZ+>k3^V#IIz!dYk zT|4BDhR&K(e9m%arKYy$Db<8Y-{ynrhDmy%>WNDu4nD~hJF}1fpK-$cCY_VY2Q{=a z&Gy8n-TG7-#Q&}5#H2lcrc8D}ptB_`qG+#<d4I#gd67RK7j97%)Y<mv<3G#l4Ixnx zN*DIKO`E@T(v!u0)~CF@W$Mk8D(_oNlk}Rr{eGSG=P1w9w>={(OI7xTFfChWFu8g` zo#OY2ZU^oZ9+%zubK^5_VJnu(>-OL86kp!7`+twkB$I9t1--Yw{-|Hf^qjn<#`EFR zJ>B2$md9twK8=dJe@`Xb>!kX-%I9;Zm(32`vE*#g<_&#ZzfMlxx_)|0^Zy>5lhH}N z=`&0XRdQGQ@7(v^=wySZQc2XyJI^LAedF%>ds=hV1<7UoCmhoy54mzkybSofuF&Do zg_p;gg0K#yB>Z$}@T}k#(<$(taMI2|KwrkF?ucvrX^F`jm&x>mZmdg`;rgibgqwxu z7q4QJ#Pvn~U)RRf{MGtZSyHmZ|MJ!2^W8R0vze#$cn;$pdyey;i-mbTKTVljWUupl zqM8P?O6)Z2%u7qQC>dRUzWhv)$U}_>kDQWESC@JIX7aGye!s5zneFo2s5m~x$x9|A z$^QK{?Ly=yP^&&I^sjB|q<J&v&x||}ncKTV;F3a0=TaTj-<!M+9Ql6j;o*~ZGMO{d zB87gQUn)|sG1DRX!QywPk8}zLzkVgWPDA(dJI_PwcfYgR|ANWBK5CNQ$yDXHCZ1mM z{Hw(ngZa|_{hi`{-~->W_m*|@+8u3b|JY<#o}O@$F*0}d|203p{`t%)toEZo^vB<l z$bUumU2j!~{X7y|eAbk;^s|4)|H_{?cdPn;I;CJYrQu=ql=Qt$m7dkAKfm%QF8}ks zb-sALCJWEBm6t4+{)<?<B=XRoXXg70r|DdJxYXEZzKhk-B*w!_#C2>fe@x^2$n^72 zj=I&|$R|;M>b{^ZwuVjvCERpt5Y@VHQ9o*n#-_T&H68P&7^)-(#(atNc{3Tbj9W2M zAyuOL(e%_41s8X7egrM!E<XCH^`oAU*B*{rslo<|UhMW~LE$F4fJs4*|Lp$bCjWD{ z-v#aWuiSh_^Zk>_{(YC!D?gc4E=&A1$#iq%tN(8{pZ^uf^{4XmJ{}2!1qyrTT$$F; zm@%=c^Y!^z(>}dE%&X|U<ebLDNiE-6l|nD^%37IdMv5GpXEe#|?Awcr-KW@{Eq*#R z{Moe0t}?o-S$uBo6Ikrls}(VgpVi9iM3#pJ<6*Yzo`<YoOlN%AaOmpv3EykJytr65 zjmf^=B=c=|!L$S3lh@P;O?S6Da{Al*@KYW|rw^XlpSF|5NA9HW-Op1#{VP{|8OOPJ z^F$TJ*()}?#LjwB`#f@=zVD@1QvCYgW6#`T_FXsCbmoIL>AVv;kEa}rv#wOSeyZs6 zysa_HDe-G`9{HY1)I7B2mw>xviQQzCDGiC5Hk!@nR+RWCcFc&_@by~s?y3)VCGYO+ zOk23MYRPBsJu@1*zjl{QC~U1cxK#M8q6$x~lv&&r)f1EE%|SbS05Yy%At=Btq4tdP zW7E2+q9Plb67O*QR64>f{I@1s;@HA}j6apy1q__lEfAjU+#xRcd0JQAO%|Vyq7&f^ z1{3l;gt8bXyB;X8|7W}GXW$nV&v~YtPgB=!_n&#@g70p<hi6*8siu^@-BbDbkB)0y z+J5!e$xBaXobe2jW@`Hz`{=sk%WD%@HYvv)U-Eg&&0`<;%0(PE@OGN^Z}*Eu-J7}! z3cuee_7B(_I8F8BCXWLx8hS^+7`&XPEh^@vR`cbe`^@Q2ZmXO+U*U9O^OCX`?ML_X zel+^z(XwT!<lpQiKUcdRn9@A6{{K@UgUs)5+c)=zOl#Tm+OvAfg~SupWmlBn{tQ(A z$NXp4vA>bO8IE37n;ZTp_RQ_a9k2an8mWpt5@2e3A2UzoZoG}olm^boN0U<nKet3W zeza1V`@7ohXKI^}K|~PO%R}Eitk#x<a4t9Yem=df(f)KtvCo0l7De8=jSUl1PrPus zyzp7VA?9`ggEjwGV;x-GP@~ZBulZy}4`-w#qmmnkM29$s#IZ?9jLeLOErR)uEqHN3 zqTi_O==m8_Kd%0f>hoII&}q+uuJ{u(1)iK%OK>t@Fx|2KTF&hWT;W!}&I$>iP6%(1 zwy7w1w)VNMYU$Uj;qE^(dp_B0y0aznYLEbLZ>sx-bB>OsKOVMUzf<%1>^es8Sv#V& z7$<LG;qy9b(pvnds<iZ+kzHhjmrNMfo)v|bPp1Sg`jfL~j_L&CptxzXw{Dp-WqwNJ zl#pj%US3x9ZrrUSWT3eDCU@Q@FZG2iKDoE6RxrtFx9gl#z8PQja_Nybo^Lhe!gQII zZJTj4e@P4z8~4H=w#UzJ+;vK5pX5iIkHz0+b)LSnv$*(kU|)&Gqo0=TC%WRb>*lqU z+QeR}Tzc<l_WHeMTj#Bf-hS?ne^v*J&k5u6(bJ|p7ylJ+U+}<TlDMY^qjTMUVXxVX z>J?IYO415nKDm^pkW?dFV0GBYm@_CqC*g%jvBM#UJs<wNvrC`WoTlKdB;TFq!VH^? z1GToH{igsHDOM(*L%$z1^UM4^^kYJy5(`hV+nR)yhD4u}Hzsw~ZMw77hv`VF&#A`w z8@1SzBaUs}QFP+Qv;xIAmJ=#}*Bv=}H(nq?RC(*P!+h3fZunkk{=EO|wdiH3r>7l! zxq9w}s6q*AZPV{YVilVYacM7E_WP)Q-9#yM!LW<TZ_@S^N$rfz+qv}Tlga*zKCASH zHqC10v(nH!)p~Pjd(h*K4PsKq^h}>zy0JF|v_^L3%y}NGRSdP)?<vaL6(rOnV|nSz ztE<}P-L;-)PV4W_$%yw%G8Z><ZsYOnTD5&cY}w7D7xsNVqP6BMXwFA<v;Ll&3C+Ac zp$<C@cJFt8_F3_s-eaMs{+}b3u6cQPcX`wn?(N3&dqV@#mMLD+dzk!YQ@ZQRy8plL z&$cXnCer$w5j2@Tt>SYt*PpP7p!L;p0@F%9owI%~;r&C!)iqJ^{lmiJvgvXa4;nT6 zYb*I|zXW`KGTA>Z?%t%{WB&qEmU(t>F=jlIHamBkm~3mb(A@~_?iV)iPX6BZ!7p0K zY~I-x8*cA{8Q%JPw`k-?IczoTj=wH+eOdkge;*$#D)tVW&1-&VgNDtM{}cbu2M^S) zXEDjVr1HzmBjV0hu}0VXErpMd&0H6|``Bc$x$_GSak?f7IY@81R#`ObMU?7}%!`X$ z17l8nUjJmbhy9UB=Z*<=t<x)u)H%HO<NV#fUac0t+Ru>vFj=QE;m5Kx&ik_a>?4JW z_E(;t^(ptb;YQt~>vPxMKJ(+_<HrYCpMQxCi^^Quv|)*`cgsvk<1`W1n}7G8$=m%l zOhk@<$Ln>w7yU0S*dQA+{RwCX;6~XXwO<y~9S(LHysW#`x90Qj=Sx)AKbc;9sp~`T zlHOaY5vm@suFz@~nQC<FX^7o)+a&winKip!t@86fKV#y?<uBey78`B*b9H^)Q@(Rg z6=Vzl?R+x5X2%j|kM8-+8#Pjoxqdo+xcgjgVrr*-@qMv*R@|YF=GFiExoKVa%QL(O zncOz4Ty|Q{P)YH3U4ZzF{a)THSkKrpdMBH1nYsQ<3V&r=g!a!vab}bFU&~3{&`H!+ z^ql|n*mq`6t>SNQZaSteee1YICki~}&e>(f&%Lo>q3xA0r*G3vW!Wz*%#@zf{$za{ ztB>W3qZ{?EGqo*M{#<b4(1CvwpFdk(<K1*@^}BD=PVO#KeWV*0SCY%*bZXtP-5hCW zLOg}i)&<<>*59+Ct=8M=m50>6;!2^QuoFTl(~j`33jb5DvbIj~t5-Ca-W8^_BOQXQ zo12fs%zo}*f5`s$uU3OK@dkg7i3S%GKK7olu|(H+R!W$#n8A!$`@i3--o@^7tND5X zmJpUwWO~u`{QUg)VXg@|8r~BU84n-)A^2KcCtf1@lo$6LW45Ogrb<qlrr?~fkR0*g z@ty0&57c{@S4-RxXgsUwt+)HlCWX{S4aSI1D-=Czg$*>6SY~JK`WN+A@%8E8=|{W8 z!~X=f3K=LyEXX)|Wz9m4Q;R25O>XONJONsc^Yr!Y?dw^V@46<W>NUS~uVM1BCDRlI z7kX8lXi^DeQsbPuVMCU%!Gyb!Zx;s@YHXgYvgD7>C&iU#vXaF>O^!3G*YBJ4n`c+a zOQHQaCHpSqg~>G~Uy}39v5}v&{f<fI@6|0+qIsFrn9hIR^ZVUy(`%DX=32-Ht*@B1 zOC{k=&b$TBk3E?#(0SkcR%KA+QUQY!8%u$gEsri8U+CO*`Uw+<L_MdG)xJOFU6B_5 zdrKx6iY|ZL)6HqQ?8%?|n@v^;7?kXizU9)RB4g@<*;!_EU0}pvz?Q-<QF5(EFqPBj zSg(MA(X<rJ>|@i6uC;Vb>};4|u<6f?p1{;Mr(B$lZP@Wh{1WSRd#{~~H%(VazS+Me zb<rD#{T^@L)FylOFZ%F{YsGuj6FJTX*=x6ky?cAx^kMJacvbV*sHR@?dlpgqRz`2n zdv=gr-p5<2HTr4dg-^<XZ4CY|gi;t?cdC@h)+CEIOstH^*q60*GfUUP-sdMjJUo1M z<??x1Yc`!+v-zA=U{UtOq^PY~qI1<NBZAUjTv+HC$eQ^5PI3Rn%}clsJyO>>xcM-j z^^xZ8bCJuso@PASq@(AUHg(^#f4|@N-}jn3KfKy<ZRX`=lK1*;5+yYZR<4bBy5-?- zA@MV2pN|O1^j2{iy|aH`o&CMD@U(_%qN}y-zaNh$FIr?UZP^oP32|%7Lk;=!Ht2|* zF1;G|?RLKXX3!K}Du3m_t2N@e>Zg2W7#zG)^?GgF`>aV3LiXjA=ASMed!5B;wEO+c zjlWl_hHh8r$+y1$!-g~RP@hr6Ic}R8&e*0iQ3rOYp2%^(GBe}0--_a+EwhabZ*H4= zBZJfEl9xoC&(6;2ds-&mFRNIr73rkjrLKE^hN{l(?fLRc1N)Vb`q8k?wZmgqhFJ0F z$_;nSlD&@g%JgU!avnZ^Bj}Jrv+5~{bS3R|I~IMO9M@8DZ03{a3j3$@&Np!RvqPri z$j-@I<Y({D(M-Lzf2}jG^f_~tmHFHfH!KQHTK`c!a_XplikRisjnzk|RIgn0XX=&) z!812pb}sA)z4X-1`<1Sk=f6#<IeTQ3B4keNP2X7-`|r*p9Y*1hX{rfAr-Qg>xI{ED zIo~^6H0?6iT+jL2S|Tp^rl_3Cnl04c>Zuu&d*)H;!n&aAI@2S6W+r|AeoFW8$K&$; zXU_dky;j=!`@>;=;m>VR%a`dYPK(IkY^?mMwogjT;7rEG-_5B}yKmU`XZ`p#>DoK> zY2AgfQ3nzNMVjWS`ZdpEyFX#Vrx~Im(}Q#p3@#pf)Y=^Bv@QAdpO({#VFpQ@%>TY9 zZfr_q6S}59=d%8xepViK<CzvIX~NRFdQn?ErYm&Y8z6S3A(|x%CW2OroDNK8JbYt9 zv#4;&Q<h^BBK8|Bdy-Id(n6S9g74U3nI1>U)k%zpBc?VNAKUz~aII=ujKu|`Yf}x^ z_f$J8w6E2ScAAp3h`~Y9fmOQeiaF!qX0e=2G1peFpR!=b$z9Wqw5|z{&zkGRIb-j) zTdUh@-IwT9>Q&D)5n1@I@~i5+t^cC8=gBVJ8m8;G{XmeF;?vhcDJPGlnNHc~$gej| z<H_zwKE`BofBr1><@4*R)}&3f<jq`snwgP#mX7PRr5x$}d{%7xdStE5zW<D^{d%=- z8dLoXp_G{AQbM2pX#drV>R#ycsMX4F<AL|hCMHa6=TbPzrp7g$Iqq`HS(AlFHmId& zNwL@RE9&tU%g-}EJmk1M+~>ejW1r^|`vnYU^q>Be{Dx84d&0$&$KKpIS2yX^DqIs^ z6|Yt<&l1y#cra~QTFr@rDYnz(liz3v|D2JcG5Plg=N$zGY)=K0+6-3<81$q*jXAdU zUxau@>Z64R=9o;IW^sQl2cvP$jSUK|jT)j1s}_3H3L897*zshi$pkNs-#t%ayDK)V z+|nXsa3=3*-9|3XmD((#UbEX21mqP<`?MbfYP5F5cImD7b8)fzbFuHor1M#(rcU4O zspGAiAe6|-)nosEiCHioqwubo-|c?C5e~T@B&>SZ-zKM0G2uYoxjB|IpESgFoyq0P zpFVZf%gf9C-&I>ye0ad5r1-DqO;E?q)DJcaS*sL3rq3;j(_~^>YUh%4$yBAMJoDY1 zovzz&UEr8ue!s@}v)z-r84CoICfS{CW$>94z|{7?)M{yo%hA@HiHFq_Q_2MO{(n5< zA~gMffz>gi;7&;&0fRGfi;Q_0osZA5O?aVvVfvEKYjJgA4lHp!))aBTz$~RlgM}yA z<35v{+K-=N2LD<djx7~16fpSl_v4x$g-6fN5I=OZ+&OSP2V?Uii|hjV{@w5Q{dRgC z{<Va+vBB}9*l~@Qb5vWk6vN{xQ!jiCh`4B=t+|ke$4gu#q?0Gkw(84@l+f&0u~SRd z+<fPGep~YKzJu4L>X|d~TLFJ9&CsmF5baX~tecstJ<<IJsAwF$!<`GIh(*tO?VD z%BJnM5j5Ds_3w}V{y(1<l<V=D?|$yh+x5}rpp?p59($SYy;&Xgy(aal91>Pepy|MO zd+om6NbcNz^8$y2)r8E7pAQvJ?`-OwuYPv_?{~Y^lY&88z7Ks(`NqG5`?<`ImuF5n zKA-mAGe$At2OB42^Xc76*YwXMH8nh3u>T~Fy4CF&b62zaJX(C&0bA=smFdMXQ0oIU zr<XFP<8}1@6Df9z2?ZDPjjtU^wc+}BNFr2?=TsN(oX71c2SpFH76=~Od1ShhsA9s7 z2L~FNo7sM8FuY;gy!6V(uuRD-`~QBsy|Yr9iBWiw4b%2+y<HmL>zssq=Gj>OhzzZ& zoE5|=@$UJr*X#M$>3bb-Q&9A>jh8ele01bNmhtE7=Vw3TzbUQ0MfZS#dZ&<q=Zcor z(Af<S&#SD>J#zSF`Jzig``s@6{N#3^!La_)oAXmz+@mD^&)j~$Zg;RnyWR4DqN&+j z4`rjuJa%oV{&-m1@xX?X#qnvA>~s0G-zh(dj-6h8AYl0fPstklPc6@9wYb~#r0Pyy zBEsYbN|8%9YsrQe9$hn=Z~X+r84bmKrqA|%zxP^a(~bG**VaU`{@#CK<uYeo79JPT z&GRn(n?32B`(Z?>iPU7Cmdi4u<@-T)c^5H*9zjX{O-Z06DwdYY8ky**_V3{$?a#-T z^!Og-YBSV+9H|(0gw=3kmEe~Y9vQDAAw3Nb)gq25*=_K*PT%|~i<9BBolK5_uCdYN zb=L(rW;iypu|7Oj6tj@u>}8y)PKf5=&B^_fyu5NbBt)$K#c5{ddL6oKwshT-+9y+6 zlRREcex9Uz_;g&?h9^;RJI`!6Kl#GbOBMSkyKv4>2|09VmG6Oo?hD_SN&P<XWUK$9 z>E=wJrI~9JnSWTAO?Z8Ixqtbol(ganJ^y|@?w2(@^nJbAp`N}UrI*fW`)&!oza{(U z!>2+9B`f}Xy7VXV_e@h4re)>t@9q39nzZxF^!<NSx62qTj#cy2U}RpXG1vc&3RBxY z?zxfwUboaNynMQ)Nx9#~Xyd%OR;8<czF6EJqdx2079B@7_Sx0R{1U1OxW|qXm^KO+ zMC?-$G>F)9;?lJOmKP>ZC+tmVX-Pb!kQ^E_GeD#6*hU$rBPS}vQ(Ch*u3irBX?XbP z`;D!yFN-LA{IIy+ZkCRy_zBju-M_A%j{3AlQNTds-k)D-KW{qh5OLhuSk(X2sz$I$ z>vfcn`{8v{uCz5gymiICBvOB#y}o~~_li{E>Q7U&#A6B^^Jc%ixj8*=qvAE!$kU58 z87FfWW;N|nNbuU|^TdC(2xuWv_PX8gtkQSQoZ`PvKJwisrvnacUtV8d|6*=y$nwJh zx}1N{eU@u4lUlM)<E~=C(#whuAEnurcWO^>Sjg)Y8L2m|F7uKA=L~_<E^AUgJ-Hel zfA(nm|Il0MldiNiER?;NIkityHuPVAYso@oZqCC8-z<4{c6R!;jggzv`f?O?U;p|v z_tD&i{tS$Zy(g&JTJi?7V5Haug-QmcudZ}7O#HY|C;IG;K)xT0k@upe?H2pg`cd<7 zg5><7a~9KzkF9sw#qsgb&KGtmlXRXJwJ7}M7K%LT>Ut#X#EqpvXD0jGNrueZ+GH5^ zQFw}(%EY@F$4g#ZIC!JhdC`+F#?&`zYoA@;|F2Z!S@k)q*E-4R$A39?)^YEOOl%bu zdd%?$Iv`QzsZo5d^7+ZkC%4-3%<dF8C*Rzmp>uZg=X2K5t3^((>3*`+i!0guhFO_D zhj>bQ|14g!8wY;M*ZoLLzCL04l9}s5MP_?WR+}0B@6+^|FI6ths*_wj!#H90B`<By z4aM$#GMQChUxf-xD@lqM+5GKRwz!M!mkZ9zyr=82CT6OO$5kxcI6Gvy>vhixjboeB z&zr4{+N!nEFYITE+5MW&XKeOxZ~3cZ`MAgUjBNRxiBpf<SlV;uUiJIAGoC$Y<~RHH zc)Emoqq}VBl$i#JO>@L{mZ@#t=(S_fhYE)i-<6)&+PvHG_zW|@je!2XbLX8mY(5p3 z{9hw0)_iq?Y4w|p?g9Ub&siS7Q*znYF*CmAqigco?3gI;idom=>-TEJpV++NccA3% zKY@YwwlwTIaAyCvtKspoA@=*W)*POE<ljW;-TB>>4_n2%7QKB_dwE~&??oTHSa~Fk zj(pJNndmN8c|@l0h@hfpuWDYeYGZ7a_lMcp>-TQch(GaJ|9kA7kH@6X{(L?^zT|Di zfgc|q_s;zy$Y1vS4*U1Xs$YVC{7dmX@%Pr=Ej?Q+bTy8ZiQKh~Fw)B6{<3t<(kUA! z%X3{i=KtxJs^WjgEg!x0cB;f}v0lDD@q4>x&u3=$9*IOhtCuR*`8UZ1Ja1zEuK1Vj z(966>|6YafH@Y(S^}V9gx^;n_b=iU`>vlZi3YX)|X}>--HC;#YANTF8+0$qEGh<9r zFZjiACi=(XnV)X)KRYk~C*$9?C;w;u|GWQHeDL}JTb8=i(EZZucQ@VKdGyq?1NLi@ z$}-|sTwi-{>S3>KtJ@$4BW=5tmG|c4520GyWZ#%$3wmr*b-W~!FN=o9TwMBGt0&yj zLp`~YQ#kz8f*4Kjm_r`wg+XrDWJ9JjJappe2-Mj7>6CWl_0qz!Z|j5K-CBCO=<+kw z4c^-<o=%JvxAE$F#K0OpS<QFRh8@cl1q`lmK0S1xk@@jeZ=3DYc-dOruQ6|v7MkhI zZ)>6y|ENn(L_#-eOUEN&{U@x87H|cYI5xfAe!uQmUf*jDIS=9ZQ;G>1&wo7bH!qtn zzW+o>{nn|oSBn4BJhW-qGxPmFebqJ|vrb6=_)K)FME$MI<&xIiwuXHN1fJH;Hp>+f zJshOL^6a$!ex2p6dM%6YHZRn;!{1<1^ZBg#-vvzjW53_me9y%s?3Z?C#zT&yEgIr3 zv!6B3QWxkdYpaagwCecw+}qb|zTYX{d3_>(b>5*VEWh9FUjO^tG8b`{&v^?u&I#?F zS=qQ~o>|2y&E+DgCx6*_CQZ42t;@}?`0lPlK3YMXOwVp4_nQhZcs4cdDSm#=Gf<Rs zv)Xp>Dfe34?^*xfwtln0IjicH(*IzAbfvQOrk{V`{~zZ!H#+>i(i4A=-<IF+6!WI| z#)#>~WK`JysdKjBeLhtwVU6j+*=HWaAJ*HSx+Zls_b1P^-8yp~)?0i3n14TQc5cw* z4|CoGO<DQTMa8#l0?&l^4<@UB;s2pO;hg%qn(YNI1uj2a%G`Y+v$Y}f)|Sj?{};zh z=QOd=z9m{&sM+nQEnsj}#c(Mf=B`EuLnh~Ae=pnoJ5}GMY_jB{!iCKDSI^4#`(9st z{cG>7P=Pxt@1};w?Q~#2u|wEVUn4pASih0n)QUqA{!V8&PC7|c3j8V3JHq$;AB*$+ znuR?Af5VS*N@#UoYM1=1@$fUtQ8we|$Jh8Of2zneyxA1Smbyh>qxS8tXFH#^X?@uk z)EMhMDIoQ710(aCPg*N^I=H8NUC6}QToj-ar6SLA<HN(lyj<#nQ~qcicpT=?Z~t${ z#_ToTn_{Nl+^umxqr&skbNl}{HHD8pVhhq-_h;wNXR~`_yVNzS9cP#-8%yVI33QZD zFO#)ju5c!J#ze8C{Bv_GT_ps=!<o{`W-h&Q+A*%>!Nd@T&F=#DrAGSg{rzrto?2;8 zU3OIZkA&3D^#VR#?1G@~j+(1zi>hYkPmf05J-s3+U;Nzq<#MaOym;6uQuTIMU)tKO z*R*(iEKV!82yF^c&6plrrn%vo_im2+mnZ!8I(>e=@U?)2PP0>v{nT2$CTK$Ix3;Ct z`Gyss<-fbXq&Qmn{oq@>@7F8WhaVZ{sh>9udBtVCl7C6@q(^a&jvnpOKB<)Z?#|Ac zVe@Kc|Likvp8tMx3CEH<UOT48Rju4uy^vM(sQKh_sYMF+8Xwp{dDN|McE(Kb;mylz zkAlMACvh<9lpday@_Oy|X~FI_@&yMNcRt~kbm}Pj*S#_Aq>zW+zLTI;+}_XpJvt`e z{i2;A{-ys?%l}_%-oI~TmwTbMaLLo>k?E03lJ0g~jhyGO<WuehKdrw;xA@uThGcqQ zTBzFd{$yBm?$q!S5&!>AzpVe12eg^Wm!J37O;DO~1$_nX6-lPQ?|$6cWB0%Q)tjoS zg}<B=w&#YMIsb0)eYd7eH}d82cinGG{EV)-Oh0rmLNNT;Vk0-v*W$;PEV?Yl)MnE% zvA@DnJbazwoQTU4<`rD>*tO^PIxfb;u97jvyY2Ehc`qfcY*K1cHFsitYIsdlqu}xN z1vb+hxo7_54irgRoBTbfP|eTtYw}6mw4!GxJ2g*vofOaFRCrmam=tj6GRJ|$M@Kqc zy%csU?%7=S@pGsB6()~MpL^cS`k5EGxb%ALb)CpfM{fAOpR0OI*xyF+WY68`<KTT< zJ1d+-(;~a-JGKV2a(n+zc&ng4<I3W7F(+2&ZogynwJ6giIIAtfMNUlTV^fp4=clxY z#Tn_Hn{+--Uv$c={n5nlQ_F>q{#z5d`Hs#nou^5AY)(YoyJ|5}<E6swN5&sj&y}y_ z?z&`g@WJwx-1gHdBcIH?ve3-?if3HRKOR53pDBmGtA@P!C)DTj)Svg0q|(EK?D9G% z&V7DhsU~>2?C~3>)N)6+_bRzRjr2Vmx34pp-0c+L9P-@rmhq#%-cj?k*W29E*z{`E zYOCpH{?(}~?fTwsyM4|<u0>;mqVu;q#pf4r3cgGF*8be-=N9IF_anNvx}D+!{x~zJ zc*gGSj>s|WRB|~W!qi#E*z#dR;$f#vu9+E^1^$=apLwKHr2fZYd7ifl{tCq_jQ{g4 zcI)k$l+5cs|KxO=Nw%;5o~&k%oTPi!$otiSPg5%YGcIY}aM;MtYJQ2!&+|u5wfgC# za6USod~ws;ZMS!Qm>|FJ@1N<HUQYe=!|bI{isFk*DYUNNf=wJNo_eQ#j1lvCz2$q> zHKDY#RqM5?0;VZAyDJ^(6i^n>?Xgbv(bAhLcFE;XOTfg!Ra1^y*2S=dpO8JIdgi?Q z%*r5BrZ#S4>xs3j3gJ#IOY?8=H!R(FiRI`@0e#QSzW(-qOPZ&;-aAuwD&0+W^FwEr zRNp(N+&)cpnzJCl^R{-wC#UHl6SJT1e6#nUoJ?kt`61Ka@AvOdT;Jivd3u?_>bY#M zxQ&0#RFzv);&)r${S>$AIgj|hshu(FWz2K$cP)9EkyR|ap-IGBm}Aq9MblE#XPIVC z`=z769mw~r)}`XOqV17anrr!{a;3M~Rr4;W=-HmFllf=q#7*lsEjc_R;wQP!`T5l; z&?@ha#dr1x?b9EnTiSSdPZL?yvfxbG`n46iCvEaplv8*ZvCY8$mDFY%)@||kRkH0L zZJs9o`SbN_{G7+)!UfJoHns9)I`7*X`P4(^|7;y!4VH;5-O=IilQjQ74BGCsW5Ptx z9zG4O)t4{WPT?}TCCqVYOI?uM$+O!V%bsz|I<C1_ldWn$Z`*<D>8X`Il5Z5njT~Dy zMY4%;o6a<JsrzT&qBF5i>toAi^Pp>=Hq_OAH0EsM+ct%L=i&0+|MP-${ycj6YA41x z>6A8x>V0#}N<1@Xnv^bfNcd6tde+<7YeUw5Z(`*U4xYK<)Qup%`6>tXtuiIMji#l{ zFFLl0<L42sw&F{Z+X^mu$o!N%E~NiB_L9K6>8_HIL7_};dS|S@M`X2V)z2v9<ve^) zVJ@>a-?Vopw3PELc~_o4Gt>C)J?@-<Iid5Gh)-X-=*AL>r7TXCXMUZzeIWeP<3&4K zQj+d|S9z++Kl?|K`Gn_II{d=nLBC4{?IkAY`9><gbc*p{^^lj^dLn&(?XyE0!n~Bu zs>I%D-IJVK{^8ltBu}wv2N%j-nCB%ZlB_<bz-if`l~X=>d0K-uG5>hjE}nWYs<SMB zGf{Hil3ELm*^<{Ib}uk_n%sCvXpvHGTK)ZfwR4pM?Sd-5I)7wS42phe={#$i(wQ^= zzg+g`-Tb?f|Dcg?<IFHUuk3s2Yjzz_^PM?o+WspAxAeu7&n!r{JQUQD&at!SDRXIT z{@$-%C*NIiYAAbs?d*m%0hUg&Kb9>%^0oE3<87t9Gcye9Le}l~p03xYkd@}?c<T92 zrLT>W)kYt6pU7%Htv>p@{EXpo3vITai_<HY2i;E9i{RwUIKJm`q%i-6q(h6A$84IC z{V~3qb&3Ahk9wEv6n13)zJJu5;nOTnj-?#e4?CR@Ut?B&D^uNG<HY&uDQTW+tb6|b zdi|~{^RMXqmV=vEKH22H^qyvQSj!|g(s@mdLhOtZCePrm3-=U*H=b&pF`aKsiI1YM zz{>+pT<roj5q?RDr$0~Q)2mheaG=ZNpN`kc&C5d3dx(vf1Oi@9zw{x?XQgzLD9`F* zhXV$V=kK#et%+Cg6ZkT}$JW)JIkV}$dPGZr;@pUf9#W55G8Wn#Td-te!LemV*HmNY zUEySOR^9Mt$JcAo&1PrLt}d~W`^0casq;d|@>GWR_6sU%PVCfRaANS&=FgtL=IoQe zzRmVdvks}QjX9*K6VQ+}NmT2MO6q>*`ug?@dzKtFYTPTdp>84LFQHu%x6VKQeQ|~5 zmkZ9kn|D;6%+gkr?zz70&6=7mJA2LV?QodM?buc{o!@OK%TcS-OiSPPHz&=uE!i~X z)Yh#$jSoJ3m*v{2-f`{syWQtCZ+lm+(|E2}BUkxE@cOyU-WvS+59nIR~+dSRuP zZ+PDCsjnACq{jE(;;5I{)4x>6p=hmL?JtW%mYFvV=Q*!D(mmz%?wa$8g%f`rSd)8u zTi=53uS2@--@h{Fz2<3~Ypo7F4bgvozmAs{;`<b3R{Q<2(;tneKaZ*W{r>UI>&LMv z|F=xjjb2vw{nESczdJWvSy+5jD0gAlf{3JxZj(|jEO1oa8!gbU^Lc7&r_%LCi6=Lg z3X0W;&-^jLb%W!hB*U3o?Sq$kIIEqzaQ)GL|6ASn1DDF1=HJ_+@Ja4c)$h04%Toi{ zoOZr3W&J3<OJ!xk%5@l}#ud57b<O*Xy7&L8->UCWthbpXXV*Wjv^%K}e@_p8?3T)D zBzc`HvFUV0;5o_mNA5@TAA5dLlW95aIOj$15}i*%YBmj1j$8ixW3%M!BrD~FB|;hv zGi<vz*?9}<yxbg<CT$!&Uvln3rJm4?Ulmp&&+pfMpUcg6v&4K}{JFrEJC)Dp7R`Fm zBzkJn1>PwurM>?<Ea7-OJ)*!(!T3htlIcdDzaHY&FS+g;?Z@)E?N*+Nf9P`m`R~#+ zl07$HbdyfKVrR|OYU_3Cmq6O(-?PtN&dcBVbXr$9YpY0wv&S^2dkb$Y?u$JA_-W`g zTb>9f{d{?r6IRpyFPi)Dpij^yXQf3Vsh4xi);!x8Z2m3(fwFp&(oUf;mrXT&Q=)md z-}$Cp+Vtj7)(V-#NGqMUpT0Fr$ac7wXgDL~q-ti>_jj?M_DM~;UcNCTInsTJoq_e6 z4TtaKREIZ4{rT|!z;+2o$$4AZLv*{&pK01E8`e>I$b9PGfKT^AHQBiZ)dCV4r>cGZ zsaN;s<MDHoR9hk*{qK6e{(n5v&V$AM@715*f34Uq^XSC!HMQO^YCi6l+q6gVbjdWY zh>Is5&wW~N*PZe4b?^St*VopaZ~YoG??Zg-D%Yf-nN9~9I!nA>)_?r_%<hBogtk4O zGo9)MPwRU6$MKzd5}SOeQOF?kMJDv%m<Cu<2&iQFX8YUt^M3E=uA%!1bT>LGGt4)9 z{EYYY*1mnLJS`mpn)~EpI)n-(ohS8~7^#VFaxLlE@o4%Np|;a12X?UXIC#vm33xT9 zVIo(dv4-u9$qYwz-Q^Sy^Z1*sbhYeO+G}?D!-=ocRmD}AdE{T;S!i)|R>oP=>m@#N z(?rj{*<`EHe&A?+!P7g+(zoq?KAGJ2=fL@2uWjU~Jhx#N*`&jN%uzOElVHM4le7<A zOLA}Netf#i{@;(qw-+}qO}kh9-qzfE#>_(;E^MdVMGos6Z2qLxYoonYZqN1LWj=+Q zx6Hiz=jZeJyM6E6{N4WAuz1e4SJ4X%o9Cvse7lj%U;LnveV1y^Bpn^EwcX3kyEi<o zu86Ct&y;_|d32xMgwq1?I;t(7irZz&PU!mtt0)C%o}O^zP;#Tjt&L(FqSI6#OMkqT zy?*C&|K}}Bk5t6}T$h}A?DO}NT^BaJR+jzFc=24VVI!l{tfd<=_Uo8(tel;e>lCFk zE#lcERsYCyyr*rZi6%$terh{4N!6PtMdEzZcdpeM`|8(5Z7sTH^&racf9v}<b1aJ& zr5~^65j<FL^8fs&KToQoPyWy7;D4F$$o<6*E=MP6r8&)2MG8XaEDN73WbVGOU&5|t z$L;V}zu)gSulcXoz2VqIPsX5WPZsj*3w?6cHbJHbW7ppmPNwR)UnA$nxa(hH5Zv&2 zVf@amb(|7k9=}+9!>yrkcaLT2oL9oSErR+-I14A8lVAMkc|y$V<r6n*SAKX5x%=v? z+X0o(3DT*ZDiihQA7)^1VDNNt3=vV+Fqq+bM#t-#R{FE*TeF^ere@Aix-dcD!_*BL zOo}NXpaXDzIxw7enx^C(ZMSNYhR5;+lTx!HyBhi#YEAbSd(A2FDYWcZzSz5c%HH@F zD<=6rvS{}a47b{NMES|oO&03wOV+fu96Tl5)ZM9oxfDCVoI`^#*xbVW#A*`;rnFmI zGV?AeYQHj==Q86-ul%Ccjf?$z1dja(IksrWzK={lpG+{+(MvS)oBB~-PwAxw_x_gM zC#KA2b3L%+N?@~SW2ziueLQDc<ov>8lBfUJzT^d+Dq+W@(S371r;u66$?boFE(a&D zew=;(%KKSsUT(cS<5)vOiQC`mkJj^?CQLXde$qWkG5*CBAwPA=gZfK&UkY4uc%*Pd z_*~;rIq!&9LMePw7$*e1VqsKGc*XLpt#Trp!+{fW25(lLwOi4{E9uOY_~^HyTMAF- zeCJ~eCiNK{TijB7V&{?13MzhbT&bsSgs#&s%v>jAka;3whth;*hSPUJJABU`$i1~? zWiZo5$|rKORZ(*g~=^VaTux9j50DiP2&a-|Pf!{c}Eb)95Zk*;a?&G5AFzcZ0p zoT~%Uemg%(dHeoIQON02lM*YxulvZ$&-gOq5~FLz{E~n|PT}b#a~=z|X}?_h`IWF~ zOXt+?B}czr4(O}jkOMkI<nE=Z>k2UZC(^h|c>#;hRmHp=;u#DqXN=F=Jl08w*fpzg z$po!OTorSa1vHJ)M1xw3kIjBE-Q-B;*PfQ$9>0~JKl%9C$WArBLxWMcY0|Pl78{ls zowxT^e?M~bjrpB|X3O_`KJU45j7Q4k1doKlf!2*Ljb`hw21VFo_XgYE8w&6KZ~m@! zp)54?-@9L{RTMcFvN$?8=QTOmo?`0SucWcIMS)-TLB+PvsBKGsw8@sO5ZNoTC@C?R zE9%Aqe;2RR1p#dff)+GIT>7_BWNnK{M+0lB)uaVaci*?GdA_c?C~xw!IKRBQ?4H_d zQN?FXuiM?foBrPN{GRIh=MLr1sC}CqpZza-adFNPyZ!G=&RIU6a@pU$);3h`_R0LV zr7Z^{gbut+kzVy+&b9I_7mj(lp8Goa_FmsL4>l;R7uLS9H2(UH6<=rgGqv4caa#F= zR7fRfqW}j26)H|(IkO|--C5Tv1;)eWI)CD{_cJ=r$#gpMglnUgp}KUTO27JQVbvGc zTP-FB-8Q_qXx_*5yRP+I&;7dls^@`{#X^xBJkAUJR+I!kwlDhq>(?yBeF~4>N&HX# zyKHt|R^5$VxA&ZIQeaWzW2|fVTY0`Z?z;Jr{yp!vUXP1C?xt<?VnMUl^SP#XLO;)a zUz5H?ZIL*WwCjNuuF0h?uWvo!?9=emIVm(JG5grYhxHPf%eNi0sLi>s>_@bbT7CtK z<n`Ms2~swAy_A38!(44niT8F3)xMeBOfqU!;VD#|om<jrd~?oui(IqY$Mzmsf5UnH z#$6ZElWUetVmaf{VkE~T%ktyVmvy_}y_&#R0-BR8x>I=Ew5h-T&*P`E?<?Fd*S#yA zA6@t3usol}GEpW)gGA1nABW}j)aRB2UH^W)^5VNyCQTo<uCLAg`AB@fg~#h2<8vCz z=T*H@h_q7NV9EKQ=GB_A?BX2ba}uq)?C#}8FMj=g_l098m#UpiTFd+U*3*kMJDHaq zoHHFct^_2^nLH2lNWZ!ly@FlH;H&Zpj~O%m7|e9Kb0Y21k$t<4%-PoIohe*gb)4tI z-2OR*ze;CUo>=4lx!sE?&1A|VVJ6W=N#nFF?=w~&dHXChJT|n?^4W}{-*2~1ul;_v z+_o}$f*VK6ffm&dEB$L%?fJSk|Lw1T*Ve`E4(yk|Eb;mK&Gh+Sg$~Ysd`{}Rhb)t` zpn>8c3qRdjvs)Gmazwsfaa^~#dvn&KrGfA26<;o5_C8zF^=;<i8ncp}hf8j5N<I62 zy=fO(ObJL7gFIyU=w9psb|C|srkrbQB2#~TdHMDUho=yip>p{_0e_{%YI3Q@Vy@@h z=5*TSW|=>{{!zC~LnZT-MYv_LyO!sH9v6+riWeLcmav?;eec`0XNJjt-km<w%02rg zyIe)WPS6>!I!mRQ6b%A7K_@pn?NIJ}@#~v~`<(K7m1mFcUVX^GNp81G66j1PsU=_6 z=GU&4ssHn_Ipt-`foEzB%`1yLA9rr{IylocZ>_WU+q*h17A8Bj-g;z{dPOC}=bnMz z%Hx$=)H!GDEPkG)R?5-hfP@Z62zxN4^)P<l^i$5`Kmj}GpxL-(esgb4P)buVbTV{w zlIgmm;$?i}f76_^M|eJ2?YqkN_(kA~-qMZkih7~T&ZZ^In68r0);M{gzzes874p~K zEnD65gxhn*6akLLwao`+nP#7g|8q2c%j6An-~W2CxL@ym-S^$66We94{b_f5UXlKP z`~JVVJ0EpvpW69+-tKv4zwiJ5_o@89hw@g-m&h~Cp4-qVG&fA<{4K?$z8~|%{{8N7 z;VMcInQZWCUG(;Kf8{-Ul7-u+pKakT&b*zTb9Ghd+57_qzJ91>h=7DVC>r^n&x={g zE@beB?aUm@;#teP1oDN#h17-8{pQ*1{JGpgSieWId{WFp-<+G3(|L*|jXx&cIeFhf z`q+vu*2%Xn{#iSzL6Udrixvmh2eY!*-CW>4Z_oSM_u9|r6#Jzro(1{0k->Aaa=*={ zKYyOv%YS;CxBYI}S!M3>o2k<`UG}q{s&4nOv-k6X_tAg;eczuiXIyqWcl+AuB?lkO ztA2M=B`)sEBJr(ryA;JwIdJ5#F<H%>ap>a`g~N_lPp&Q9Q_RX9sy@}yV(%Bp<9wg* zzOlY;y2A6>g5wgN=Z<!Z=U@0LA+4z>z=VvX{S`Q8^rmk=dj3r#OHcWMEBy+}+f@2g z#FnOg&J%ka@Hq78Kixg6TlbZ%c|Aj9_KDu|m-!x^Oli&;uI4Oqss+zxri;lLng#8A z(8PUe_PsC5CSEa;V^TD5<ecEL^T(s^(?6fjzi-;P$uPhA`P}lncP*7qwc~G=X_+1K zd)9K`n2-Wz(_zn8>xFaAX(X#e7i9fCEB<U@`XN_!N!w!uMH2&OEcX3%YG-yE%b7*4 z-CX69m!c$12aX>8MwNtP?Zy7<E-`aTylZ&*`n7iOGM~&x?n!>{^Az8yoLiEAri(|m z``1=Eqc4Bl9e*8JcJ0WDV;fIsl+HPIXQG#ofwJJK3JxB}2gmLI6+V17?e+TobrX)= zt9~ELXYrt+=n$v+lyv*wH=B=L;%pSSVZ~Wcxc}X**Idtg<NrJoe|paPy^i_)n$If| zCKNm@*PHiw&U2If`djbU{WjfxyDzI~ic^BI&;yHQ4{{zg+*&s`Ak}Kg6^kVnYqvgL z<=iv*wM<IR4d?LPFD%+@f8Ap=&cC-OtuD?<fdv^Io97^8kbHhediaY*mNS2TexB_< zA$RxNZN5HPi&}16Ji9xl$F*1c^^qQ<(u6);vm}4+suw%@a*t(ZyZ>GIN+qF9Nw|`u zXA*<_j_UV&w|{6pQ2RGBVxHv;Ay7h47JRU%?!4{yDeQ6;3qHvI&Az@a_g`@Gu^!2z zz3x+9+VrI8KUOrj#^TfWAm!3A&ZPyiOBBo(E_!@w2H%=<nnuqjWW0Qn+-;fj>Z05A zO*KD1Z7O+r$)?FiVWl&&ClX{hR2Yr<CRCSp%6T04z+tqnT9q+aJ><{5mKl>JCe<^g zEPn6Sb1LGl`nffewR^4>>gAdxUCb-rWl_JxJ`x&5NHOp1z#hyl!hY=t$GKIHPh`G6 zu*!YDN^hUORp~*oWDz;Xw$0f=?K|zJ_0(5IY|DuhGBDk<1=T@4oIYDv&e-|Sk9qd* zy=Lk&KYxwO>h|kwKK!<y=KB5r!kBN(p-=Zu=l{bTp?)nhSU&vUr_9MxA8Yx)osazH zvE1wO{o3ofr}C_~$^~vsJ3If>+VZt;S8aFYs8(P+tbC&Ee(m=%Cbm44_zqD`wYU!D zPVJSw-o6VIidP@+uztOS@7Iy#FM^EQe3K)tEm?mzjlHeHlPQhEK(O5bQSkBzT)4Pq zZiJif42|Xai(Hq79uKSiZLz6zcIB6wB_$ivlh`c(PSp;drs_RyicM3_gZGoe5Sm*Y zIC@MQJ0~?%KD!ruDs%m<eQykEU&sglw=cI3^82%#{q!r-=Kq;I$BxUIt=;qesIk<Y z^6%<7|DLU3zvjIEyWHect@-yi+N_%@tx>L1w`9(Ti}%+q-+q*%N`>+A_3OKs(`M&x z%e)}yEL1L}t+Y7I?W~*Q@f%mo4Aot0lOw-Qkbb`EwogS#-`k0=R1(~jrhG(h0&Lsd zW!&}IGxzq94kMY+TOuVt^Oa=dOQv2t_VepHiDxeiinn(kW#M`J;*+#N`Tg2*Ap<5a zSx{ny7hI1W5|mUD{>@ijHeEP=OKg3Ok<o^$+5eaCd3Kn8TJ<~m4&NE3K}^q1TH7s* zsX8_Jlv#hiZjt~0SR;Mw$NxSp|5|LR{N81K#+Ut5<!h6!A1}$@!JO7_`z@nReEN(@ z5|evpOp=;;QZ)6=hVpF})=f6~qS+&yZZyAlNAT?}69aRCHwVgOTRHDhVKio$(Se+< z*n}@!TykyW(ZHp?h6@i_cnWjZ9@DVcbnoXOn<pyK1y#OVET&hATq}@!8@f8|sbC84 z%soh{nxo~w55XIkgbj+*@`Cm1&QJc8+%2~G|4V-Jx{XixQxC4?pMG0>o%Z?qYulba z*gqqttTst|pX2Msr~iZd?0@caoY3xlAjkS?;nV2!cOlzuZ~MCR@29KvTF2*C#s7c5 zZ(GuA$F^-t{Q6ZA($39^T;@OjUZ11q3IS~)>q$HdbAwv86>6{8o84AXd})d2+xmaW zJh9KO73!AVtYMKX?yZlV{PXZsm4vp%lQ$yAWm^NM$lS=569rbKS#OQo?#!~ZSas{b z#?WxdtyM2Bsoivnt}V&<%(3ZcxA=4O1gS%4ji--_8<wgk>?^!>E_J%Sw8y$V&*%T& z{pZKF_Up~%?`D^4u)nw6sk{HhtI(&P@5kMH$3L~<XZ&Bw>FeijE54cAeogAN+|S_3 z!vBv?{(HT!vEDCR`sO7m+X)Rb?d$7azJ8r8WN>V$n(vx}UW-~QuCR1+3YTb{GwpMA zyDbrF`K$EyjjKOzTvsz|)ABsP<Er)v*<X$<B^HH7rDnceS8CN27YA7T<r=Xa4^<c6 z`EBoNHp$$q=Z4=Ow#(<qIf75P3wedCS%9O_P;G;%dO}&{CE-)%ez#ZpzVN;u9cx$p z^Zo6=yAHnJ7E|`jVbikDdNURZ8O*P|KKYbg?b`clKa>A6GsIo~KU<%BI$vE)<lb{) zSKl?V@boLpHq8#3X;qpv*+tRPNpW3@vR~@vTwfi}hk9aNRVOYkOyk-4Q8)Mb#WFdg z<1?&hO=3Bdq2a2Is7AIGF<C6KTCU<)66ZPLLBp#%pDYYz1E0+ZVU(|WVO)N9S81=@ zHVvyy=N$blx4sT2W<Rqj^>h)tkF$n8Jkx;~26imlp0J$h)W5xN&yNQyc~_Xe{uk0$ zb3MPkb=&*6$)}g!-{c(q{Kn+>`v3Rt5#3$lePGU??fyFdzi(b<@~h^4{i9a?sq^pc zTxMI}o&Uvw>DjF8b(;RQuYzZ@@RaYI&|qk0%BH%`#czJ^k4eXSCEJbq?nq4A&z<|` zO3|~*@7&2>AD@1;bMepJYK+EGUKf!XaBJr<@M-XAvM!(6^w@Lvy$c5&OM7PR6qy@! z%i_SROYZE}FEacs%{<;@oOYjZcD6bHR8Z3sIm!wZK=EZ)`e^d0__LXJ=Wcqj&wfgH z-G|1+PTPMU|F4cI|EHHbx4ib<!lK7-*S2`2Gd+v1-?ePd&l@ju?-uL*t^Ik9KYaUd z;YAmjIcKnPi%r?LZ=X@>sVQZfTI$~^*QrE0?YS}2B~eE5<FZ{}bkA(f&rNcledef{ z^wPfYxr_Jal?oZ$UEv~zRLX6TW0diobN-ioW6tBASqUqJ4SFW$T+BSGk!$vL=LEAW zNBN{(V}%Ss6}Ft?G?tzxLCBRy%YhrhHzo-i{J*bhJ$2vQ=>7$>{%<yYdPd*QL}>%7 zd~MN8tDRp{{~q7Bb5YG>cJ0}grA*80U0(f9s@t$qcjn~><w0Mo6c|6R|Nm?K(@g*B zsL2h6Gm~;R9kHwSD_Y_=VTMDXpYNQ`J7%@FUJ1=kn(dUcs`i+qb2+^02}&%Gmga>r zz0v^3CgxR(z2eiaF6s0XJ9Z)1FV=dEN~q7340&0zXID98ZvA09^XO>zXAYwS%TP;1 z3&9(cgt_nkdNBF)x!c?K>HL3F9zIP!c4v}H*8fZYtqpeDZT$N5_w)5}p?bf*eM<A2 z+wd~&iL`xGtlhV*@Am6o_O0)p@YR9o+3x#)^KK^h+s<O~Nk6pIuf@P^(GeC-!)2Z# zPmavA2|BYQB=$?rXY<6qkD4E~f1Ua>d*+Ib_t*L{Et8%K>iWYQWY?4voLU%VedmVF ziB7RvW_3U<aYbR6@3sdgtlXrnMN)D^o_v)!DgJA9_<B9>X*!-v%N9;S>j29$MHewW zd&K`H=G%>}Q+<AJzkPigf6cptf(!pXNZvig^Y)g!e9P~zPoEaOzCP<&iT8mIyN!a? zc<*q1-o`DbWq&&VK+lN^XORk)o9}kNzxRiYr%?UlQcmHlq<}}R$$=?HW~xN@#P>#C zd_CoA@(l&OtJ6%4zQ|lYR`6b#bH>9LDLRN^!D)f7gL>%l%ZzjVvyQJQ>?o|5>3%SC zZT)Fh$;T&Fmd0Hy<g-$VyI{z;Iq7JZ8slX536AQjNZJ)xj<p|{HmAYzf3Eekblch> z=B$_R|3$>r9s7IO>2}$v$EQr?D~qC^znx#X;?M8%*Z=cMi0u3M`0CTg({=U3=WZ^Z zdCk6m)4PfGQ^o)M{hNCA)iwL+riXNYE@gk$u=Cfe)u-Rw+<f}U$;q>qbXjy-YpO)` z_;$+oy34w|&GAfXn`I|mtWkRZ2%k}MSjnp=+-5zAlG3YG7>z|{o<OdZZ?U{;@t7NP z@ZptASHJmd{Z_oVpmg}>QL&RET*+2jUn#mzKWk?CdBWP5ott!`x9OB0Fe&*2ZXClC z@nh!%Z@&Y3zOfpglJ1*#t)c2kf4$au>yO)?)<^wUzb1O`4)d~U#&KI~jjzeKO;Nu8 z`S!p2i*kHl>|u7(tN!Y%CBC=#_`ix3sh{lM|4sgRyI#WX;^oqhaU$OwnA+SYoSkXB z+-J7g+POaz_L&@8VkT$m_Vu0kW4{Zt8Wi`r^jG%W-hNE1)$si?M|n%DSEgQv_oy%$ z^UUFCMQSW=;dl`9sN&U~Yv)#+Q#X<ck~dCcS}J#(%~dk@eL-T6Wl!SqpI7=8?$5fq z%BG1&0JR%v(8uCq((`!I?A(=am)WnY`97!7I;!rEeD>*TySsl4Q(nZ?9Xt2dy-T<9 z0sm9cbh``prdu%<fB##rQD1!Rz>WK|=8N~F<!N6$+@fD!U%K-_wD5!P2~`S=pn*V> zeuddasb1EFNl7g(+=WXFSDMx{PgXnCp}Si(vB!C(=9OdnZv?c(#OCycOlpwq3^;}o zb?0=>X`NHw+L!rP-uXm<lkdD2D;D+7nZ?rEx2bH4=ln;Hk8L<S<J*kgWp8h7DtLIP z=*va-=la4(#i#(2qJbZ%(&FjRt9tME^nAMALf_ZI;cGOe>qXprcl*b!OzY`0{j+SZ zaov0w|Fbso!{n=c(;o^MXk6WIez^Q+{=XyjQ?2XvuCuN0&iUfN)MlMf!E*D<%geKG zO!_ftt>2^zX^SPgg}nV{nXHuEZ*-i6r|QMx<~bGD43k5S^+sQG%+v9y$5t#_%&?kn zvD|9mf`dP=SROUJ+IZDaHPb2ZxC*c7wh5C941XT7`m*w(p=2}fm!G^ds^9HgerB$< zc%T<b8^7g%g#f6<Sa0_D<I}FqWqSSjch6i9cx;$>e}ArT<i=n9sn;gY59q6WHpQs) zQ^TS2;{O-^x$DmUt|0M}2dBil1&MP#{WEGU|9{wJKQ-CDApW;t+T#z)Z~gK9;=q*l z@6S(PkcW3XKKkgczKWm5k*P;!99b&z$m`az=`UsmIQH)|)U)adG<HioV|gp#%#Lk= zQqNR5XCyvI(LgFC7Pva7i>OatWW1`lJ9w3`S1uFl-KuqdS#t{<-FIJ6$=UF5Pt^2p zudc2>eQBxpXK8~5Z={-CfTOWc3DihDum#k>IDY@nkxgeGyYDMbyjWYWvHt&w_t(7V z^h{|;ocsLE?%bazr2qA#1@BTVlDVz)O3vfJ4-TU`=C-7u)>$_$+HF+H?aDo-d1PbG ziMtZU`>sygb!_D=<9TbJo3yo8dNQR+SV(dqMwJC3<~RJ8T_U_XxJxZ}PWZ7Buh&m_ za=ENt+`2yP^M!?PEq3Lcn5G{eH%&Ks8Vk>aAb1r4VkFGr@M&S;Sy6WHBj?jE;r}CV zF3+F+PygZd_U+65_f0*WU$dj;)24U(?|wSuylm?Cy(MnO6IIS?+gtqLlhpn9clG=m zcLJ0D@5$HEzrUw!>RsK{?;2TrYT0=>1%);5{bULdR=sv?`HKk!8~gQYvv2p!p0n`T zd<N_H4KL?hmymj-$~i;vfQt-LHZX8#IMVK?k;}!mo>NFB=1Gpl+8mLmUnG<H_;g%t z=SCgN47MtLvv_mS(^H!&K0f-x=Hsk|(ezXEVseWLUT(9_ruhBI)N|`@PkDKJ+Nay? z|Cax$da3;M+U{$sCPgvXPH1?@H)E!8`n25bcenY>v)L(IEVW!Hdsc>{+n&rvM^bn{ zS-CAe>lPFJT4ML2{5hvAa=G4KoTifC=B-r)FLD((Ocg$$xpr=F!HXF|n+^LGcRRmY zd}PLR2|k^ZBH42zj%li8y)hP-JgUO8AJpZ3c6Rpl6Q5CwZAF7`ENW3qX>U4x7l?w& zqpw%Pr$=s16P0sxv+;cRJw9V{hGC~tY08o1#}-{Vp>w9#xNWIh+MKLE-oAnS(Oafw zZ;qbJ;$yBg5xJ;c<L;2YMQ(+xzp%=St4Awe%&IxK(zS20&%)eGY_?ohDuo(7%IVcV z9=4ypTYi78`vlVzjM_wjbH>MqcP6j?;=pw5e#1<oRIiyPnL)zRLe8@cR^C=|>ru?y zEZMxOy{AINa(3<UpVk)7?z7B3w(iKX7uZTkDRp6YVfHCan>(Amde213W~E$t^?J{> zPN|f8PZ#Nxu5F%M6}`8rG;&KuVCBEh^Y7m{=Z#j1+yD*nzLEU?hRb$BL*#}8$71#~ zS5^k!<`jP9IazztVt+-;q%&DTt#%*PK3_>Zvpao?dGlZWZ!?3>tJ=x>eqy!uJm6uB zJZ^ko151I`%{DEI<zHoWw-g3VELP{<UOhYFV4`cBde{c<{p&UczBZiCa%PgM_a}}` zZ6T<mUI{gz0VBIP)kRa~JPw?hZ@>S{Jlowrc_kkC2rH?DcZ7CY-t17Ww27Rn;kaM# z$jm9X`Z~qF_S9e9nzkozHLiABE2HeiU1pU{%3Z?Vn^@9s%qq<JA@6o;Wv+pryz~~$ zf75zSO3OJOlQsCsJA=(1%|$UF7wOHYE}jS)!jd+qt*!NCI=0(?MW?Orwi!N(oX#;P z)1+e``ItR7_M3fnTcQ3(?Qa*-*XVt@DIvd7h0$1OVGnW(-Q>UJlFePpw{9N$>5?YY zwyP`%eFEi=B&bbdRDR&e3?8IniKDSlZ34>~3+DGrpH?X_2HQ9Fv~-^2pR9SLH%HC) z&1&y6nX`9HG5ff*{7l2`pC=@j$8Vq6ex}N#evwLoo3o}BB8v$y^*+vIVqGrgKBd>J z==g+-VeQ+_>785EDL!#hiKDyww4WkxmDBB{ciA-M+}xD<bj9MnOD>o_-3csbB$(f& zeg<WH!IaHuXSFUb_s>^%_m~vWA-R*gZHLgzj~a$6H)<4_J@WaI8N9o5e_#GaXGPE8 z<2z5yv<~uQN>g!?<VW&ihPsDCBV@wj=*unF7B2mkC-&un;X<d}!g)qnLMCeY63eeV z)(%^fA!Jbe{M=O^{Ep(Aaku>bUZ1&ETNPc;cqFwXHMLlX?DU+Hw&6dk<?K$$Cu;s3 zrdtnNREcCI$G!=?fI4S^G|?!=D6DF=)?(gPXRq0h?&|#cF4!sZ<b;M=;+5F#d9jZr zu6v5f#F+`}omrYYe`DzCFw^~vpZ`3!-@kD-Y8QZ`aijVKmNPeu-`xb2ONa9hoB_1~ zXPK<rdAoJTB#Vg_#h;#>JZsN7t0M8tj>%8Ba+6M<+nqAw^o&mN$A16#ZW*{Oy)SvW z@7epQSbF+aa}y50Ck1>~Jy`H+i4ptq>2{BAB<`DC`+OIh=}DO{649H}d?WW%6v{cW z%|Pu9OQ?fpLWEz$#VlhNGPnm$VK*jOOp2H?>+J5x9_QZhsomFiN4>~CzN^o3W9OZU z>HpfMs3e%Rgq0xLZVB4z4ni#LlXsOlS<ekT=CSR;m0z><&p4lN>Gm_K>UsD?X|aL( z>@QP`uk&!uaP1bG3fiu=5Y-_ZjfD!Jl<x5Esw!w^R~D4%Qcq3M^!?*;=H*@8BXf_; z{L&jaaba@c{%g){^Zsji%)fDEmc&&HG0CNU!Pt}5oCt$~9*jro;m&S2DLBXHmc>F5 z8Go)KVJ)k5JueTunxj<A*E#K+-L@Hrm&xUp=$@XgukSrw@2v6(mPuAfEh`0<V~q|% z29FtbhEIP19w>VK`n9%7!mE}pPw^zbB#(cb6MFYa8)_w&&bQd?x6UB!_|7diJ6w0) zefj9m#D6K!c}GY`9Zd2v%KFF#$V3P$TdeL=UcQ!jwOs8a6RUkMuCPY;1Xi#}o?GWB z`|MZ5CQ<FMDXFKYsWJv1_O?cK(hSgi1<#J@XTO8HH*fd-e)pDzXNSi=0qr24Jp%4R z;X%^VXE``N3+opwzve0XrPKf7(lnmg$2P3-jNg5hkLTkgmNNngN_<Eqf`r0?#gWz< zduAB~`rUWw_FLVz_Sd(<l-FjTUu=H)BI*1Qo}ypc;p=p~r|D=`vfMmyUwtj|@Q#2) zHYiP-K9t*bUzu~pKKJ(xH`8Y4N<|!*aAfY0t`jS!25t_#U|6=*_l#%Y{fIEzC&zZa zG82}Yn_RubigU(9j#L{YKQ4H?=26e1nxNZehKqRIr<$?G{+sP_Ts$^)OJUt!?KVrR zGk4x588RNW*!73)45$&n($j!8I%6SV@#XFJY4&{kI%{RZ&I;{ySYV%{eSPl!*U7uI z?=WsYE>}IpbF!MLp{k*pw4thL;j#f5kFGd6lYfdT|DVJ^VrRT;ofDp&^Vf*CPF;Sy zq~7DenK_o5edgQkm2I9Bpctl7rXuNddkIJG<FK+jyVE+%Js<rzU*EIv^&P8qNA+g+ zD<rS`xIWvce#a!1GX*6^$b(%M1PmG%8Fvdv`YrccTYGFmv@yGTsI<klS6Yk1_+xLW zL}#q-=gXCI+y-r%T41zI?TTK0D*DME-g`bNa_Mponfeb`KFyn+`+vr}%YS};_KyFr ze8S^^#PnGv8`Ic5w+QslQZP(x;yb$Y*v1nX(u=j+_vcCPwvzvS>&USHRn8d;Pq@e- zx1Kv1_|*NDom=KPao2m56p^gsD}9eW*zxL#()E4iR}~ifzO{K~_vgdmv&tv>?0#iT zN1LutG&sicE@I2NIUhFumwFtUv`?Hf=EpkO)5gElY?tjmCTjqyGlQ4=<xbL2ao0F9 zHRs66oNa46RW<J%bqeISw7SxxXufahTbo<woS#V)y9dMOm|=~$17Us)?jg^osC1mu z<`j|%m>VspzD)U)%w(+x&iu8{K(pW%4~x0FU$cCnxx7p^>s>?Sww%a!4VfHI(MEIn z9o{ub+F#qdDM<g$U#9Ntbvu{Yd|m0ED`arzsT0$&8&@Qz>=3f7HGAYOXPzc=%AzPa z;?1RFe!A)N%J&<D+3#C3@AMz|oGMZ=_jt#n2|)!>nili6yylga2|2#P_t1+gM&j%d zvA<p<u*<&HJkHiBoBNYvQ|0Gp3n!sB<NH|d{d~!O+W%kjTZ?rwmda@}o&UFAZF>LT z{nj>Nr}?AG4>qwbUH@M&1vK@m?)~Gr-6Qu&sz<u#dWsyID44&>`~IPr-`CX2ww#Q~ z*&O();;QAX*J0|6mwUZZkXu8q1rJ<2@^j69;S*-(R&Y+UVmxedQfzKm&!x1>^SCpe zW8Z8DyrL?&x$Nz&KWsf0&~kLL!vp2%|Mva=o)Biwrk#HBqtXTK@_j$*e)7(+EPiIf zDKS~|nws|;<Mt;Wa}^957tNVvA-ps9*OsfQW=G9hZ-o5rF>ZV3p^BxjiFvi4iG@AH zed@k*t2~7#>+~#KK4({1gy*UmD=yku<(ye9Y_a7h?+nm9;LhUbNmi(F>h!=+;Y0nq zxbS~p)%mB-zq@tapJ)631^oMA-+$0A<>Xnn2Ot0LY`I%j<Mi`>wV&2;o9f%g|Cq;H z-H({t@X}|;l}>?U9#dv0C>}HEY?@;+*}Y40`l{}Ex!2O5Bc*rDg-yS~mr)_&{6H0p zPlv&R#Vap&6?gj_4`IKd!ee@F)k!g#$m1Ew?M*$sO?%{&e>&BFeRVbU<)x*b2TZ1* zb(9nZn1tsu>}NDCes<=Wc|wPEr@rru0O4jKeW`9G<#Q@Glm29#>55yvM(!|M;mU1m zCN6wF!>n!be9YoSZNcPKmtQuVQ{S3=#o~y?o->OdY`M1oX;V+(lPgy1Us$lq3hBR? z(eThbVF&ZG6^r|lEYJc`fyF7IN%(_#f|~!lJ1U_yyN}Ej5z;-j>`4Ey#eK@k=Tr=x zedqUDPT7^8#6Htd+p6>vtMsuAJ-nfl8YH`Xo*<{PT&7Z|C4TE36ujD^wETRSdPqse z#D{;9x>LAX4d+IEov`?H+U!}CC&Jc7g@T3_tP`ZH&}Pj9I2t?s8{8+HooBln+rXj5 zOsWqYo>xBcN!nn72kOWSXgy2wf$#gi?|lZ%dwxDW6EY0@RP;>ET6;W&Q;$r$JIUbO z@?`<i|C5|0i%K_IVr%Zp_{{O16FSE~OZM_F`?d)S(?7Ymi`G7$yx?NswLY_#!8Laz z$|Nq!6<=Q)9WJI96Y=cq?CJY`V8tJN81z7xLxXj~uV24TA&t)oq)RnN2_ucq-I&qO zSM(_Icu(N#3US#d#}0jQhb_PYH-R8=)eBlPRlG`=OKOh)++ZOMs|{AmRD3mF%~-PV zm{^gJo?3iFyPc_(TJna*b6uj^r)<C93GTD`<l%xkv<fy+c+P>V;qkG*ehC}g&fA?k zS>@x~s_)#L!bu*<K97R9j6kDlg5grfFPR^6Z8yw%6vCB!?qb_Uy}#Is(%YOzJ(s@d zc{JzJG0m%zOU)Xa*74~S-;{CByQpW%DP1xrovF?6+C#w<P=hi50Ea$uw;UW)J_Ss6 zO+D5L9lV}h0e_x5WIeue?n(DX^~X6!X6N->{hSs1IOOd`^RUu$9ycaq49T(ye%Rk! z;#2AsxTsh8)QrBIxpNl!I<m+9zEvb=wQZ~a{BNJ0o<6-P_4K3$#vruON(YV{R+d-R z2_5RbT@~y+93H0xjIG?HW1pz_y;<yi|JJt0U+(^BKXA@E!Ronb8}>yJ3O^Szd(CcA z&Sqj|-|jc#!H%FQm(%B1T5J$W$+_Vgw*F!A=?l*1tX{1L4d=)0vDnYZJO{m7A#j6> zqk^5MU*WNNtj3X!BQr#@CK-w(`5g0^V~}POeSF21n;quavdQ7kB$gZb&33BZqRKhr z;-s!PM3T#S%2ME!{ai%GYT1>Xp4TkDH4G=KTWwK^_SyB~$g2~xQWE>VNjk?@|6$|l zSFnDyVzJa*)VY30ROB#mi|J^9>i^5je6#Oq7%Fj!C3!s#c^oJru{eK@SMQl5Ay(^S z8?Jom4bI+uCYV2Zi=_O@o=T=?*P`=v&F@tt3#<IT->3ZcO2A`=S(e3VmLCo<pRW7; z)_h77N~x3V;E=w>EY^D7uc{YUUDc;9={hMsH|AOJiozn#O;<i&+}_W3`!K(K%)5QR z-`O;+X`54q@GGQH_eo&7!?^kPyWP_@gO{0<9}tk9rL#~?(kXYg#Ux(KjcP@|ww*M+ z@^R%!vEz;_Z8v5K%O*!0Z(DWTgb{QM@U++KcIU0wYVKM0VqyEV<bK<-$vG)SNOl}} z!SN#FQA1FHSz$nF)!K`fH@dpbPdYoJQ|ieV&oftco!G4!cOg-kadXDSMK(=50T}sg zgQ$Q3qjBl0D{6fv51o7s!&EJu7OI_e;#tWPn;iD#ri8NE(ra$X3;rLqD}J?et8Z!h zs^dD0hv(`~k16up{O;p%`S@@5>;D^7etNR-TXM*!t=ZS7&CcJqGp6q6)82pDaUZ+x za2jhB1tJX*`>How&Qw}D+jLH_ylmS%Kg}W`EsHg3@e=NRebQz#*YDZfFZbE=fKKEl zmGT26zm-uYcp*i@1crVEP^aw=8_&k2oPxsYM`ozROc1vIRBdo&?n&{B3h8{mL>^t( z)!$>+x^dUL9P?)9Jw1_3&ziXPGX5D)d~({6UDo8tCu#M458I??seo=pKFz5<XG5Wz z+6kR~OLjb+7JX`7^}EQlGcybw?}grTg9o|3(1G_CEUyZ#&7Kp@bxyNNE!bz@h3jml ztv|Q&3Y**rIDWq_k!NT5firWhw{M(?K7awLgM2}295d^fk69;FY*z{Fu=U+`!R%+! z8qc7%ZJkoj1*2yzD3r50wx&nX{rrs3L$}gumKddR&Y0|PxAQ0eQRDMA#gpIHysQzv z!wI@y(oAyg=JR&Diz^O&pROMt_wVife`{k(uZBLIeg99|&j0^@b9-vmNvk7O%*UD- z&Z+k;_sdF`X5S)bTp47&%4+2~)s0RI`|Y-Rie+89qWAb*{LZ4(cMX!=_C+~u;5-LO z&0w-$=mBKFN-g2l5w6`ib22X-+2<*h<aI0O$g~%VpAAz_$e0^8_wLHA$+DFSNuJhV z`EtqRSzpiFe!p|^&2hHZJzM|s-dk8W%VF936^r|#^0%raTyqw3goW{eG_?dLmdzHc zzue4t+^{Kd#l*)aW?3v;&-^A<ueazwcdcy1bE9K2xtHAdt3eaSr>E&^yUSHBQA2H8 zf}QP?z+}_Z!*T{vwWV|#s^!n#ouF}|L%B29chiiBg=))O+6})>l%9NRS-wq_dS*}k z+}je8kolM|j|A#V_BH&t*k2dIXZ>cwH$64R%Wf0liQ#~Rzy-;pCi^)2G+m!xjY=17 z7n5{dKBI1KNaC5w6Pj04qBb~3*UHBKy2I$q^sGa<FXP!0q=*2`cz{|+Ny0z=ecvCS zc5cqiJB){|O%Em+wMGa^ZcLf0;wV0Iqt;fVtfZhx=EvsTD892ptXkw+z%uyi;LER_ ztKV)72i@K~>#h&evg`k&ZtjQn;csl>oS|_s^XSJVvDWjq)UJ{Eujrz5wD7*I-&(%+ zyGmb69hbN*lJn}zt+XDq*{R?azPx3-wIk+UfmG(mq;NY!zryUh|7U-gtnQyTZ<|Am z=NykSmYJ89Ec0E&BAI+_?vZ6%I{kgO7_>XZZtrxzImOstGWW?XdEJ{T32xr2*uV1G z{dn-qPohkhbB5d>=G5sh-!lnbc=<&4<q4(3KiB-<?ZJNIN%yZ47tJR+_sTxWD~&HX zvoPU&${EmV=SN4oPk)~G-R3Ixc!m_S{8cQH`O_^X?U*?0?CwyXX%g!vb*${JI_En7 z=Q(4sP`CKIx6XOI1ud_;a`>_5fiEBA)px`C)WTC3P728cWXS~24VW98k|Q!%N5x;` zl<$rgduB}u?2{|MlyO-~`i?26F9Vu4H7b7>gT3X#P=4Uc*RNAGgO_a)R#geS(G%#o zNg!U!InTy(&Pj{H<)%g@Gn^N$?YT8WO!|xFmaUmW%Oxd16Hr_{@qBlx-|y{xveLgc zOFC=mrnt%W5}$XRJ^2ZAictNNx7+W>U7YZB*_rz@SbS<X@aznhL>g-4WBQ>ZQo}hX z==N4&uV~xslFaLU+O<!91e`gjW@Ps3Mb`9f$uBORmo?!1hf%K{2y;H*KEZdc)z(gN z-)R!oLBBf;liVjM_gysO3tiS{T68OCYu{^y<-RLR-F`8vFkbe50a}Q(d`^+q&X32W zZ|~W5J8yRpsGh3-wY*+ybK2Rg)0qrErbXvzPLC~%{Q2j(ef+(@@5-l}@BexB>7UQ% z_2>V2qJH}C_xtx>yx;r%-qRz({yO;;ho#M4*Yx(PF&^Gm_tHCF3slpCF4Fwmy!Fj> z(CYR*&tuE)h882Ol}+$qQgbhGDUAs{c71_@x}}r+^J!+Rv0iTvShXA8`Zm{jzM<Lm z;OYN9Jv|MYEIlpgE^`rMHphXZ<-ifO56$v_7JT`7pK<fsZMV$~)eDtBDwc1)pk|qr z`>D0i>{yTf>$<ryjdGtiI0p7xh*qW_oX0uy+{Rt|uc{~5eObsq6|~BpcXGG>z8x~v zZ#F({WS7%eU;p>@?EB$2E1%Cj-CzIb@uuT))muva?0!B`o2Ym~*w13&#hrh@-4^9t zCHeo$a{Ie~E=D8=KfB)M?sZ^I#KuLH@+w^wZdRSsZ|Ch^8&m)HYp>)apXqT`nU>FH zBxh~TM4BE6XR?}MwZLMTns0&M%i!P%k9#()JT6hb_kw%h-dzUn(l$*zvR^c})au+k zHC20Z!^(q8Ws$~fAXV#}hW(7rOl?cJkGgc{{w_V^DU-$2YPNCd#}&y(=Dv{Vzht&- zsoBY7p3^oZTW`NPBcLB$%Jj_s-(&k(OIUI|oIrI?u21=$Lid~L^J{1Qi@yKs+NVzc znnjtDQ$Uwu&r<0s-(_Hses0dESK<42O%VC{^L%}r-G@eg5g~<Xr}g*mktx4Zm>T>% zyT57&3lBTn<2zT2AGV55GvD{I_w7oRIUY8F9*6#Xn!aCWr|_~~^<HRU$I+<AQeu+r zE^0c*kE`gGT4qVYN6!fl7X)2MTpZtj(XCDI@eOCUh1bk#g$>%}>n!eKv~D>XIsG2o z%3hy4FC<hwp+nJk+J_&8kHb=WHU_>B4i4&xU8#A?z;Es2@RAp+Vas&aS}}f}y1r)V zo>!skvm|6|zg&C@S~4|TywUa~Cs(J$JDHW-{j%2Y_k5PR2x?E%{klAV8fYg@sF-fl z6`Mn#38LJ&*6;Uho;&yUm7fx_dW?^&U;F47=3iYEn)>U@OOx53rfuJ|w6bK@U!+p` zf~Q0J)Ts8W+dPGzy_mDAU+<*EbA!Im-D~nz_w%sN*d42}#rKGTTlL*trKu+;sXm?H z%$He$IZU8vu#xk_XQ|EU=kw~Gw_03W!tqhH)vkP%M7o!=WbGuABU8?#EAyq^nIS5D z=K3~6{o>r<&4E`yi+FRca?ZH_=b8D__5WV2pLIXS^7)+NQ@`(h-)E+_;4}Ne4-%U| zhe6r8Jw9W6UT68-vMA-pdDAzax2wKjF;~C-=jo^U|G(wm{uKZBRXBK|+~xaMeo9Dc zF&^f>{Asu8orRz0ec!Wu&ok5Ynb+3D$Ne}YKCP8o+-y<0?d!<1v9@0;ZXxQX3!V<{ zlW+Z3IFx?rq3b&4tV=A?Uu}*_Ue-+ON#XX>FZ$JE$-n%@@rj1#+SVUdPX7N%|NkbR znMO-5o<*C^1s4D+4m>9&FD<*3x!kDq)s?b4o-&?2nU{_n;S$M^-Y%5>E7smnH8(}< zx#ap;TO8Ya?M#bzAKicJWmx`IPKgGA3;*Ah@0b3<q4zHB=OOWZ0d}8fo;NwOL%2=8 zdad_d2g|Qlf=^4P&k5u=&)qlSMq<0{t$wBG4GE4jt;_R_x2^naXcWTq3{+tLe!std z^SO-pSIl`^iWiB)GU<k|0tT8%O|9j9Jo1amvc77*ifWfg4?P}MUAlI2caPaVk=$ni zn>Sv&wKe;6Gr!#pmH0o;r>%XiKe1d2W&}8sD+(}0i#PuNbN+wMyjMrc-~JPpD^xlv zarIUTr=g~iu$qwbu^FCXPhJS*E1B;L?K?9=WaeuPce9wAuY?T_DNX=gCmVOp{{Nq% z&u7i2C->WKi>Z7%_3VdZY6&xH4luHt^s6uad-HtVwm*08|CK%KSbl+L>H)|66+e4; zr#9^Ta>@Jj>G*#|A*YUt$J-<srCnO$`ShiKebwUmNX=!5E(ShL*5|?LlV>^gDzEC> zl=k6b;cb;9pJgwe7|l1^23k+NYhB{(S;vnSZGT@p|98yUWyn(>kV<hz154eH!}8N& z%Wf{+`TMAKq|X$Ab|LpoH`y9<AA1TLzEU!8Q<ZGKGvms(vJ0+Z*U!lMdNM7Wf9d+Z zZ(E-Q#{P-p=A2Z%_jT;q#fKRDZ%$!3;~oF&Qqj%S>854-zAV+>D(`7F%Q|6($(5R8 zZC(fFlwON$UBcJ8<dS#Xr%B7^B6;UV1e3)giy0PkR2;rc&Im5a^PKmhV^#NJuZ3xI zc79DhI_seOao-aQ!o`1C9o!Q6ePO$t)*puCcTFoju@uqm2S8QIrmC;6Ha+gMHruGy zDPo=+oa~nr@F>vy*v_8^EUxSjt9=~iakW$Y$*aWvGTHxS=VUv-gw1VWyk~vyW8XLa z3-JX9S)cmmR|OwFV=p(?*YkkQ|DWgeKR-X8pL4I^Fz?d?%=|gG7W*FHF_l+#R!y+` zG_ijQXvpeqsh{Q3Dd>K)T5#q#=h7EXjF$1Fi`t(u{37Fg&LY|3z}9tU7gjzu2(QgG z693ySU$^6@?u?s%?T?(;+z<?H03z*p0qqpEYB}C7_}+K6*;-luPkf#H*6*7Xk1Yuh zHlAeRcz)Z*)Wui+C&|k`_RYDrarMVFkH1XaIq%!9tDrilJN{2n<=gD|+Xa=+t?x&k zvwpwFOj%*}&0AAg&cs!}4Sl!k^}1tv_F})6sN1g0>^EaHzEab}GqqvopHHVxcgKBM zls4D0_}LWD2Bo+1l36XX`q$&@Yd^Cd+f(`3%Iy*_VqT4r$zrC(I;)+(yib&5y<Wm) z{C0J-kM-8aT`|%xu6>qRykTCSft8I@+1*{GXW##PIN|a4CE$(|tb+sYndJOr@!0d> z#>=_o_jXo(V*I$MU*7m*Vvg7R!hPq}!&I)hER(A}rg^1Lae2b>dF_13CpLKA{;_@A zRUf&Bsb_=?)aTa}eV*T|BBka(&*o5G&JBZuX8kuFot<C%?WVNZ&P(^o@7JDwyZ!z> zkGc=d@>34;+wZZ}3Sg0*-LUihzTdObFDEkJUXv*4%apd`=M70M#^UF5%crH=JeJf8 zwfnyF{8aNj4|(6#-QDrH&-#?z?>E7EyIw5%wCnobb#h)v6PMSN1FUEN@V44>LepZC z)w&ZIkM}G(K37{LwP*49$0sC?&ojDpD_ySWjlp!M`IRE?S|az=RDRxVu>0+{=)}+M zlG3f<R%lgRq9_A{{u<C(0N}8Jht?Mx#(m%8ca>!B{C=<cbdRL*toKhV-)t#dZtf!> zEtM{%{p(qW;YH<nOU_o<&i^sVrElZX<S!GA`wzu%y$<N{x4xdu)?O*OnT4nSbJUiM zK+AtW9)r97XY_J@2=sq?q}PA*Z~ttIhb_WpcMdEz{-L}sV&kHhAFU1at8bpZwJmS= z+ijcf*Zto5yDo6S0>1@wN-lXmb(a4%!TIg3YY*F-UdeZ^J#Lm}*UdAv;iZgn<Cm-J z>$dKBz^b3|Ub+`tKi)iFSN3`SV()1>H{Wz_a_n9TUu9{a$nhX2sKn{(#FD&;+MCbH zn8`%UiIs`rs=9Ug<l5BUp#R*-H<I+W7GFs1nPr`Lqu|EJ_a5gAj<wlYt;ybW{Od~D z?Y{F%HLl!9xW9IGqkH^@Za!11SBk-XT4s^+zb9O1II~DL^~}-?=iOIMt(^P(*VcWx zUpCeKc>d$`bN%P@=hPSf&HQ_A{q<YFtXAn<zyCvCM*LU6$Ng--_t)7ys^|Om|Mlae zX2&m1dsSb2M>_h-$Nu{Id(+<w-;Ij5G_8s$|6so-n^jNb_{z7*?6v<U_Vpg`HSE8i zf3Uw)_sykg`FG!K>9)Pcyfu60y!RKsKeqTLldP9*-G1wF{NJ>Kmg$Dx2SAqvJe}mN zmpM(HbMyayzw<wd|6#dee!r%8a?QaHpm8Hd&q;#!URNFVulqE4_U#!G55m;mG0im1 z4pWRQ`t@@8_Tv)&?|t8Qo#EZ<*V%P1w)!nF__sR#Z`K9=1OMKn+iSba6uNw7Jy3XD z_WHf_63y9G^3tG#R3mp3D4u;*p7zSUW8?nf=jU>d)l^<x9e4H3Wj^aS0eL&0PW!a6 zzjn>d{jb;UUMEv@LUGknq-rIR^F_&`mdBa$&$pI^l~!ag-)7voDA>DK*Q{j5;@V$z zm2WJPUl~ky@@-<>**VQG`b6ofnUDYdlFR!2j=!u@|3=cf-=}IyUcCNs{aeldR|^;O z&RlT5x_I8VSC;GETg`oKEk1kO%FT7!4^~CC)xVZF_tE^rQAfLa%l{Sk&ive7YP<UU z%$@(Xtoy(7AKxEkuKB|Kg7(%Q?H|=w>Kyq$XU9MD`rCQ)>(8<OntJ7!{EJPJhXalC z&ZNwjn)xkr_L_&CQMbNG98SwU{B`T`nB1NFo)?tFcK>zhuY7TF*_C36;@I3(i}%bl z=>o;hhHq2D<05|))$5#E*e(~<XZ!7juhHK|{+b1#8v|o==ak*beER$T|GJ0Y1797w zYtAlL@t}%xitYD1oA<oU&DXZM*7M{vsHRDi`d#sI>2$Nm-M9SGnbMq}6@RFGEPY=? zzw)H_Ej3X4PyC(LD*5dPlW(1~dc9_w-}YnE_y2kN=~Vc>O}7J(<{3B0G5!&d@skOf z8z~d|bW35*-$l~QR%>1u_aCxot$bnZHoJ-U*H@eC4#!J3HtxArzOPg4JGbR8i`ysW ztp4otw(7>}->(v!tH1tU|9$?>Z!70Mw%cUa`n`dt+Uon3x$l47SaJQj-}7HDu6$0N z@|C^GX+}$Z-~O6^MgLCzG`~JSrv7pLk^f!)CI44H`0nQ>TrZGaa!kIa@70gReUTrw zZ|LUvf7{HIRWe!Rk!((~cdh;67n?7Z^X+<d{d4Sn)1H$arxaE{R(`(w|CgEP(`Ns? z6||1`=~-!sqo-%6B}B}(PR!f$@z}GQxoo!<-&ns+t6`pHaoS{tmGb=8LMufMnPy)z z@f5C8K6)tmkll}i{L?^Xc}(rst53hKudfBoN#Cq~zgK#veO|nJK-|Ai)2Fw~Rjt^` z?P`4|&^f8uee%qm#XVKY&x@a*0(GD3N}_Tnn|V$L-A|<Z?~(Za8++X4w?1R=RJm9F zH`=fdIk`XNc(G!U^KD*t5qHt~{KrMvuRfBQ6aM8z^p*58`o~IUTy$--+se1Gc%q^I z?iaIb5_=x~ySXm=){BkvvVYiZcv-i=eg4<G<zFUb%Ey}B<2Ow%b(D|I;?BJ<o_xmf z+3z)Pue@G-*zC%$bLFyGUpCkMD3*!Hc>Y8Bhwf@n$UiiG_|y3L{l?c3>+G4Y*Y^o- zi>crJ+rF-D&$)oZ+W*}D@b@uuzx^S<_jUc1`H%CS*V~=Xi_yOMr}~xm&zs-h`{mw# zt^GP+Lu-#+ZuXa#lld3y5Hsr9^<uMK)rpw)S(YbOOufAB>)gk?dOq8|GQASG?5ta+ zh<@_C2Fas#HqW&9?S3SH7J5~l3Z8e#rfbbTMW%{6?N;~6SC{%NnDE8o@0ZJ`W6SSe zRhf06_SWTj*Zv*8_Bkj2Rn6O;ZO^_}yxZ}(Z`0pzx6My3nOk-%b4&1IcpF}TDVND& zvDH$mMPD*^zr149X?AYiISW%xuK&%R&$nGxv)XF=wP4!C(mSRT7QeUZ*}SfATT#{@ z>wk`ImbZ>Bdu`}meWKu)=B?`|m-nyxy^gQ;nYG(mJ=5RM-hTX|Y4zvJ-1WA{Hyr*~ zw$A_l_rUY#f34l``{VhK$Hfl|C!CKzXK(p`o80+Hul?8U2bCKyldt_t{&T)j|Jzsj zNA>(RQNC)&<bQ=9)4!7Us>tVI{l{p%6H{gze2hu4ao+E@YeD`S59#0MQfr?J*Bc(& z7r6TLj@RYu8u?gjADgGtnN2W0KFjdhlKqORoHKYAhQ2IQ3wX8LPiw2<?AccJ9*2>~ zsSMQ`if^5Lc}y{tr+vq@gAbQJSh47ET6DXZ?2}h787`;$JeQLFwPt;6N>B3X(yNYc zw@qK(URGB7?BcP$Z8zP2omrl?ct_js8=3vz-~Z~dy#Kw2_m;@D6x*DIuYY}sy<ht3 zYiiG$+rQ2n%)7?_U#5QT`Fy+jwV(B$&z)0W^zZCfbx?ixasQ+GWB=u}{vGg_(EE2` z`KD(zkL<S>#stprH<VLMbDS?#n<Sa_SmO7K4Tfp6EpL35*O-t!`_|X3-M(Mu_WN!B zda<zf+hx<({-0YkU#x0AQ+f7*M%<(ZN!BHKTC-<4+`RJh?l;X%@X-kY34SK4<!f3$ zcM7jMGfTg=FiP^eV`|T$VDI?l+axQ#9M$iUJbrO$KX2E!Iqk-4Y_oEINf>>ZxKaPg zJMY}dl_%Dg-iV#QkJYw|Z|7^v<=guCTqAA8Yk#dd>9%oQ?#F+z_y0O?kDFg++rID5 z#k0SdIqh$@B9&nB>vv!Ky43{Y@2G$If6j-^S-{W9pWOXxj^V|>`S;4V|7b2=x{>W8 zdo7pI@j21QlTJ)ooPX!2&1A#A*P9djYcH7niS57jb*8)H^+OeZXO^9bir$+0T~N|B z_PhJ-#VaR+4sg)3y7RH9>VNWajr#xJ>+K))-!<>LdV1Np^*&1_5&h4{UJmS6pEUbv z`mH**nQxnsOjydfi;YL8SzWW*y45cKLaE2PD}E+bVz+J_TUVB`d*AEQb?bApo(JyU z|3<p?)>qkLz2q%7&5vd5UYC5%u{}vXwsgYnFu(Yn2VHHiZ(MjS-Cm;D?;3x7pJYFK zzwxVI5kd1F>(96E@19d16|Z-7zU<8pl`qTwo&RZmUA~XEe`ZX5@!zL&9)5gKI&GKT zbdB?0&9BGzcW>PD&x}3(|LL|P@^gzVwin*nRC#ytvWh*EBNkTFTn?MQHCKCi|D0Zl zzMo%Xo-cU+>zu3q%;H^Z`+1MOu6(uof6qp{Z#DX7ZcmuRa;ELVs*?C$m!?lUt+#v4 z#62H-^L51IDiTetii(4u_wR8sL3D%?ayTAT1QmF_HZ%HVvDRvx)v7*2cJ^(078_VZ z&pEc+xh}tPgwyEOi=^9?>mJWISGc#o$I^ZGx`PtM7s_i(ZfNZD|Fv!7)2e^VrzP(b zFUiP0Y<bJ|T-B|@+Fx^D-!A9PO;mopT`pN+_J@4cFGYWzexCl>|J?o<WefAFvnRf$ zKk(iRspztPUioOxUgr^4f4g{jZLQDwr9Jt+|F-{gdH&m7Px^2EjurlAWlB;wci-YW z9>3OEKKAX!?Xj<adKevFaj~>EXT!RB^<N@cUnGkAejlC@z4!bU&2x+IL4xAdb=Dti zx8IB6v;Xs9Q_|6{v~Oj%bHn%jeVac$-R|?u)LUCJ4@cd(^7F9N`2<9FsfU@dDRi#i z+^`y%TNdlDSgcbM<jIo^KKJLB{mvQ53v=Vsr&qoTz8vm9`^(1cvvajXayIO=`~3Rr z#dI0#DYw=YU0*S`xO8Ky+-Hg98S^Xq6q6^*oBsM*b@s_W@su-5msy<u`Z8Ez`CF;O zYtPRpTeBI|N|yGJFqdEDZXf>h&(lAXKj*KrpCkP0_0sG4Pj>!0_P^u5=>KA+ANOUB zi=E5<Wq&2-nD*D7{D1R~+ZVc~&uQy9`_o`?exdB|8>RMh(wSNfzi9R(b|12Etu5Jb z@YsysS-o<}B5y61ue<pE+rOEoZ$K9U?|;V~_o1oi>C|vO%h$KE*Xy>+mfe`}7^Cz& z-q3JvEuZf03okDy9iDmA^H}H7wU@KzTUs1e^PO{eNABF5Tt)X|%bMT(GnxD={#C8x z`6t|F8teR}rF){ctkm0<vH9jPwcOIV-fwMg^(;PJwdJP9i7Su)?zS_^y_8mbcGufq zY%;wU-QzE8PWk)c{Kx5#isRX@$*=SO^#6$e(e}~)alN#9kJ`Tndkka#EY$7Oz4dLT z`=3Ss4@OO~TDCG-;>+91Wp(MZf99yAZHQc-DIG2II_H+#b-Uc_i_hA8xfB2Eo%Z9| zL6aJ8id4;%MidRvnv62RGGTLrWFvoH$+KABbKP(44H@U@PV*nt`(M1)XLV)W^4M?f zJ9{FHpY1SBei2o&>22_8XWy0A*XHtn{kQR?jQR6`-Sf7++?+4=Bxj%et+}rkpPsYk z{@)+m|7GgyzODGn6Zrh|^<P1ZVpHH%!LyVL{|{9*>i#=^Ksn)Y{nnb|^-E>6!CtI? z;ryaJIQYxKFQzN5hPLtcss8S{?3T9M@Y@UT+}TUGvlTYGt-ZGK{l?Q(b8cTL{Of*p z`}Hq>mggSZ>UjI{{BLd3R1(alM0`Q4?^a-uVi)1DI=8KK*~-$O!X(cXFaBKPGxO7} zx*{_7&N;i}SBB3lin=}*%z1k`&G*{s>*X>#w{6JXAN^M5`r1;N$F;9^EWZBpAE(5t z!nxJo9cQ0<y)T<*tKH*B`#-NAYafq)?JZ;{Ui0ts&(lAb|EsB(cNWxZSi9cbVCC<f z|9EN^a&X@ah%Wkj_Um@L{ZD?)ey#uUxXUMdo9n#g|32?}^^u?XuYSro*E}2Nw>D2p z@0YH%eZMGqc4f`KIqkkFIcv_pKXT>qi@*!3ub1yDv;KOAJ?nVZO~_;#>RA=*SPG(a ztu}rs^eT)i+?M(H%PX1JQ-aI2**2V8eys9Z-?od3cj#?3o4NRMFDRQ%T-ZJD{lRUY zs`ggxd%b(w`-6WM^!L5aY_}`Ek+XT((XzdExzDb@HWrUP_G;2s_DMw#=Rek;zrRsm z+2()IxrEa{(?8VTEs_KIRrk@42G-{Rw|4$}@=N-E@`3uE|Dykm|9$`Uk^Oo=vgY6X z_42>udtTRH_%_S??K7F21<r44o?C^*Z;zF??)iP*>{sKLnf<<h<-h1`yLhqf_lsZG zzDAw9Kfwyrpb@=`sLVMU9a&0(tg~ezyNc9r9)GC1Vflq)JKwG;Z7b~9>Mk9d#r17X zw(S?$Y!R*4FE?I&y;wfK<U*{lW$yFR?9E|opT}HFi;I1+ds^<7i7%f7UthCp?a7!@ zaPM6D$DC)M%_l54`&0e-{g`?-j*7ESf8|?4YHo0g<wv?@a`&zEPikK7oV3kq?nm}o z?y4NITSp@1)Nfq-*DCVR{l-Ok+f8Ra-*x3!?yX|qUt%e@)|~%;>*M?LRVOa2eS5Jy ze#_2<r9uYMUOK-J<LIDvsnr^b)nd1Dtd5*0jVer&uY5A`*v6wXmtHwnrd;vG)!OR7 zjfBNlHdV<!zw-KW+PrgHI>mqGeB0>hC~s-XYMJ{jcxLvc<!fbXZ{_^EE^72FsonSZ z{jatE*Y($J|60kvZu7#|#^$fvq0N%a+K=--=fD0n{k8w=)B9rT+3N#Wu4fd#1!|X8 z`W*S6bJvx#|KgAT(Ov(~nieKM=6`;u<?Ijk%D?}1-m7@~^v<KN?0xIj>i(KHePiN9 zv)bnu)8-x5u-Z1WTW;Hj`W1KC-|pfo%doy)>*yc3SM8THsIU=;x`;H2Cm`X%uv~;) zR9$L$=yB1R$vzAEKfhY$Bm3ms!D)Qk_||t{%QjqQ9B+N~R#DH+H{!L&w!EzBx%#_N zj&Iwp7lA8oMw~8uZn(Ve|GMWg*H`2k9jiGu;qvlh(+)O&s`^{?e^cG}$NGPwk5~8Y zzm{$`fB!X0z320<{k(tP_1u0)>U6f({uln|{Ez$6V)ZYwgRAw{rp9EyEMB{|`=g(2 z`+51QWA>$Y7SGMAmrqv835+@a+UBEF*+&0Bzx!YB&abLHHqp9$R^jzbHnR_)_BM;y zSLEb*kR_{K#C^u1!`+Lc{vS8x(@hq6*J60lDgOBlvp)TA6JB$?j@YdB_}21e{k~jf zzNdEVD~puBTl)H1Y3zK%@2#adyX9){7eD{C#`Ph)eC+)12V&mts{8v-HhEp{tBY&; zYwy>CTh{Q(k$J!D@vT>0XRX_>`(ORv@rM5|HwymO{<r)%Q|X`gUmwfcDVP2+4*9ci zPhb6v*FUGfp8QdMjqVYnW7Su-T}<pb^y|jL_xlXaMNRRXthV*B{xQj7-s{i*w9kKH z@jBquSIOYG_4hUMo}8Yco{+cq>$RfCz2?)FdQUeKFe|d3o%yFR?cAJ5KAR5*Kx1{e zT`SL^#4<CJ)#<I5dmpb7ULCyda?c&#<KcI2Wv0cM+opWA`E};-&gILlJYF1of9uwV zziurqt1ozwsh!OC>sCVTJ^iI|_bca?)$pIYJ}*0=|B|Ku%wOle|23ZXHTtC1Ke>nY z1=Gck2c12fe7q{SzrO#jOugkl8~JO;qd{W_uO1)#+*f+ep1I%t>{t7L{rlo-?}Z#o zZ#&;Tf9{WZ=KjfD{|)#250rP7vzPP#RiHe#UgCY(pUn2cKl%G^A72)I*PXpK`%UBy zza8_he4Bdp_2snW-ig<)_w9NSeaHRRjoVX<mT}I|UcYBkO!?i?*_-N}&)I&t;Cy=H zaXITJ6>Nw`r2@;b{sumyb1VB+drrG0nci<TH}Y6v-NkesX_Wvg*+kiltdf;mUFR<< zUbAl7i_L*^oX_rB7r&qV+VU%(vu3aB@B5bV``^{0`%Wr+Uwdu+_4W6ipZ|Kt{<~xD zn)|<ggL3n)&r{CdKd||%?fR#Gj6Wp5p8LFePCfg&`knuHehBRR$M>!NQT>)b$A83w z>QsK&`U2av=S55ZIPc!~Z&7%B{l~`|A56uZmw$V?!|kH`bi?lA*IzG|);`-1cxCC` z+}bzSUSD2+J?Y-EDTdw$3Z9=<ogQ=P&Fzm!>&|>{Uf)#q_7-?D3N(Sd@pD)B9;Na_ zIYJkGkjC!LdOJM77L~rUY>wpRk4HByec!fkm(`(LN&d2{Z=Z9WU)W`I&GFbW;j=UP zDs`Rx=Fj?jL9W(&@4l*a&traH`TDDrAz**~*RAPyb8C;!3BG;i7jt>k!A_xn%*X3% z*F5==UHkD&dfTCokJ3+D&EJ2pKVf2Ut<2T8pjO7mJ=t?V=bzjEEB@<FCD35fk4e_o z?{_||e<00M{`dOwOYI+a1^oXj`B-M5UhX;BFWI)wqHLC5Sbx1-CidC&Lh0nW&*f9r zWv}hATN<}oFz3nX8LA0-J03J`%DA}5>C@8%&3v~`+<k5LwoN)OW0Jw<^z(Y4Q}D}| zdLXwuj?Hc8Tj!@;E0a7o{OJja)!n;J$Rx`Z%N#Czc60CDH$UT7zgQ4|{&M5{nDced z|LvH+&R>4+xv#H({<}WqwehpM-TSxhdoMWi_3rtH*Pj3VCQbh}|G&SAJKFv~I4|#` zA(y}Qo`e1I`v=68HoW}y^E_mPnccpv^|RYL`<?#^&h`Ai{K-C1@W1ju_UFg)u6K7n z`v3W#o7MkfzZKlS>dYqGo<8|w*xUMx$N2t*=dO>NUsn5X<=Y*7rDx@DfBjc-EdIvb z7}%@_^Yb&t=kGkRj<>q6Q+{Yp)vJ|fiyxn}`~BwJLzI@5oHCQuI*ZK~Tdmev9jftk zjy@jseC93v0*TMwesh!NWC`oPc$sqDZ%bL_>lX>fOSe3hTJzj)C;y8KXZ8D)Yo6O> zO2=NmF84Zc!tQ;4&wam<TU#>I{L-&C{@{XdtxBF<J#+cH%6%t)ra#!IJny*e|HEp} z?_aYQy>fkjOnuSc-v6KiF#WZ6-FoS{|LXs|Z@ka{WR~Hi|4+AW`~2(l&Sjr}DQ8O> z$DQ8bI6vt3{x2Kd9sB(5F2B3eZrjyFdCe0shxglWIvaXShq3sQr@HCyig!Do=dG)i zO-Wz#mOn~oE^=wls}x|p!D5@$PKk?>$9I<Ym|0yBnUg*@es0<mtBY1gtj?au%x-6x zBwxCujQ3gam4#(zwr&Yue}2Z&d+w=M)~&a_o_>Go%KZJswYdw-Fa6qApKBF<J97Wm z@1VhxI<-G*Zk&If|KaEPVh_*&(z9R259&*H|9k$+`Ukh?dD(f<puy1t|NH)%Zv3l% zzIpM_KdWC`I{iPL-D~#2-l9w*z0b6$<VA4wg+je;8?RUXb4*)#-97AfijQRO_nm@y z%ciR&m<gYlfxJjQL-0W1)yk`l*Am10dX?9H*0p}};*rDah{frJGLmntPAq<JVagiK z(zx#ZEVj0<HD6{fXO3ULUin;2&d#vyKl`lr$Ho7i`+Bq4(U0dqBShKr%dW|De0r)r z|3g0OGRuE#cK_@4efpVQYxv~nV#}XT{!IS-o&yqXUw=vcSN=EsI)7j5kND<#_mu2U z_Sydres<pey<hHQ=<@%e$IXw$-$+z`mNaMW=U<!8n%&-#yOV$JYw68~?`l#+N@x51 z?|%Gd{_poUo~@ePa5F|F8R<kR(9to=BO4iK@tM}j<YrCcwYX$;^h8#=bh<?Bv71)U zjoel~wYsow{oAVACif@KYtP4g*%*5Mb<FbO+GnNf&dYe^wtt=2pH_R{{#RuEgBu@j zG^~xuX#anJ|IVp4tK;$73!X=ue6IgozOQ*s{qFdB+xUvUueV-TPP=7z-Y|~4_}|%| z;_~MXZFD;MRsFjBdF7q|{Pw)ouMa-u@w~od*WbUrzirAZ_Pyw-pY!_b@yf4X+jmYo z_nE(_bmzZpe#>3!@_TEFr>Z2FiJ!cI99a@B4DQo--Dk`?z}<e$?v&N;o~wRlxpT6g zY_;n%D&k6>QZ?_}n(W<MV(;&K6?nZY<M9mT_c8Z(UVE|V`7x<2Yqv(PKX0*gww%$k z4|bX9f3JOH*8lgfXglA3nfe;PJAdv(KL2b!VNaW9tzBcJx_XM`|0jQDg9b3?aKHNO z3L3}!vU|<r`lJ6ZeP8vL^St!opYcDw-2KD<c+a`d{(t+c<mz9Pt-F6#@7J5jzgzvb z|1I@Bc6^Zvqp?^>vN7`RM8yW<?1LAVJ>XC_FDRC=w7Oz(_0_e<TS{+amRnsoBfFAk z>%QN&a%;bH-(Gh=^6?F0@yhLsYIc0Rc=Ffl|9_tf{j>aMA@=J0-oK!s>yx0trE~0e zyFSI#@BSS>FBp_VUVPdA^G!hvXdYqd{;QGv&+8YSc9VSd=k>;`mH!I!o_|bNI{J6T z@3T&_`aQvIQTy%w3(oEf^<;V$xasw^wb}bv1kCDZfR@#~*>IRI_0yA+(ns#w-^);6 z`2PSi|CFbvr%&IvZ{Ig@KIOCS^~ZW7bGL@B4x5^JdD+(Aneh4476*NS1M4q!KHH!5 zar+wCWc$)3na1yAvc7(pEurk-axPZu)x!k)PbZXnYjak-wlFRJsju}lhP_s{;?}9T zr+@X8uX}$d@AdBcw_e8FFU;L=ehP1-{OvV!zh3|U`?UF=XvTuR{RijQ_xIQQGyC@k zJh}vF>ni_iuQR<KTobu|{m1=kegBW%-(vjl)`idZh0=u!j=L}azx2-IHoNQqtH<ka z{lB1B_4VWNm@hM|WB#1nvr#X)l&NjW>8;n}qV@KEx%BDh`TBi#3J&w8PLD0q1RW9k z^G&+_?X>z6itSVQYhO4&wLD+x7aeB)<1xzmLD)pe>BM%~Fwh!?O|RGOzV_<vH_&>d zqE{=IPXjHg$d&A6=C|1ZTFH_6?#|BUCnX-6YJT6ouQ&hKmF2TG%K!V&{`8dgdL8+{ zFWhH;FZ%JYefs;F=hmJ_*0}36!HeYMvl`Cn|6b_aE8m*zvvyDBm;DOMAJ`agFIzOx z`drL&<;#`f$4#wruP`=z-hK9MjJ#}a@b%Y=Z=YrR{q*<x+pqYx+I`#n@4^0h@W}ne zx1Z;OMquUz+q%8_Z2$ZZsBz`G>D1Ts1OGqlNt*jQf8GAA?<M{#|7*W4_Ugxf=8x0= ziEr(3EB>21<#+rZIm_w0ww<)x`T28u-*x@c*Tv<}f4xX%jy*o-y-mrnRXJNZXO!>z zJooAR|3BxS?h@6$mE&0jI?!59C7b`7x!%4Xk3Ovm-@8i8bQdUmPNz<f4V(9U&vR3x z^@#V%Zs%TCsQ{fR?fBW_59l(<-Z!AtoH-UPDphtrPx_k`327detIoN+@AEn9)9!Yk zCaPUryzsf*_nlAQ=GRwOzVwb?wPL0I&L@*TeVV?%W&(2cR<VZj%DHuX>y2dM&7N*4 zob<Zz)`<@@Gd|z<`=dV1%IfNsTTas-M9Mz>qIvB^>Ai`!-^~eM-+%Yvwd3b9uBE?S zBmYmX*z(_}pPwU6{9HbD!S_9LKfgclRUgz2dtA@+_Wx1Hyxx-^>3bgY+f6?fyS0At z`NjWFN7(x9-uLga+`B)|f4@p&pZR;C+}DaJYt0xx|9xM-|4zwe-=}}y*Z)^Ir(*i= zS^mFeHh*9G>tBy4_61!_$liOu_`GfE_Pb@-DHgWu@-+pZC9<bm#p5FG{Wxa6t#qTe zQLB?s+wRys!fpE8^FB>kJ_U5am1O+xvfP;_nL(G2Jrkb)<A~bE&Clmmn|+q}@xA{4 z_oAbs;Zr`Jx3AyJa*<PgPC$iy`Q6g+<j3yzzb;NFe{I5ryyNY7M}wcqIkViXKk`hf zGFe^8R=0bu7s;kRf0?j)vFy_q$@20&W{=k`lySdTdPn?AmSypT(&+s+5B?J`eNn!y z|F3VX{Orj6q8eB0|9{9AJn`}RubyX+0b}O)ghJobkXe-3&tL&q`#)N3_M>{K?Y!dk z53ldM7Vyu0{zbq4=l{O4`LB50&p1;iZrd%Eo}BM@%kP6u9yh-mzW>+Nr`+*BoPPIr zeR#Ecy`H;#?Uq-qDaS!0!OQ-G)>ZCQZrdHbZr7_-+xU3pM9pe{ecAR#H^0*R_ql1V z-C|QMi=S;d{>nk_AtSp?K;5s)^UWUb|9$uUsXps>H?IAiUjK9Yr%BWIEV*m{cFW~c zFPG21SF`YdtnnYUGoOFGKjMj0hv{}U{F`uYvtQX;gUJpD6PH=Mv&lL(;c>uiH@|~< zb8`aI*3Nx+?YdrZTlD^W(=V>+-@C@X;Cj&6?f-ta*T3Ge?q|iF61igOqCcS373Uvo zJl}t9y7|2O#s4IK9I|?Te@?yo<NDIL?j8Ghp4UJ9HTkvwI{WDU|EKc{s{Asf{^}q8 z``5C(;GX2mU(Pk*@#|lkW=X%WotC=V|A0)@i-m8Gx1I$Z<ucnmfA4<weu>BCNgCGg z_Z07Zzwh@c(7O0Fk(+1jj=1-E-uEfj_dGK_Tk-ePA@O}1bYgaF5VU<Ac|Pmij>0*| z`#(x-THI%~%JY-Pa=T9_lxJH<WfX^Vmp_gGEqd7W|KIQ1x!+oAy--7i&wT6uk0}NH zJx#{3)>kYpeknY%@~Y$fojtdgJ$olQ$?Vm_WFhzH7gt|r@1J+L>Xwm!#M@tI*5>A( z`o*Ro{psIk&`^5zTyL|lpfc<=_lr68ZuNgp{xk;#O7Xv=@n^oKU;gtxroQ_3uhW(5 zjQ`!b@mhYqxV`a>70D*QO8=x5Ej9jE-1j{GSp|>e|4jC|AGJIWgn-YAEcyGey6$r7 z{=eU{|NDlmi@B-d_R7Vhx?l!d{fk{6ER5y6kDZ*csp8|KPfzvhD=)miu;H8C?>Cp{ z9b0_n-=FjU_q^Qv?|j|2&EF!V5My8)mI_`-Jnp}0Zqlv3$lv!~JdT-t=D>8PXEnd9 zZk-A2>v7?#om+9s>eZ{v^QCL8ub1<Fef_hqG+I9LT0UzaWK{CnWAWFY*`Ldtx4vfi ze+$Qf=Hz3=Ip_9Em;Ht2n2+{9K3V<?|Fi!1t^Z1Dk7w;$_^-ci;_;22Us@mA>Sy`f z=HBb%*hvkNu1sl1yF||}-uox{@1N)P`Et?E`0vKod_3Cx&MR>Jx}Uw%fB8+TdQ*M> zcihh($L-@lb13E~#pFBN{DcflS8joK{?wEhWs_x6WzuCb_Jv$7T(-=hjd`t%WUiTP z-m{4_3|BZDU$odScj4P#HwtQ>|9&d>Ywl}f@tMCH-Yr}6{`Y~rYx%XBvj3R(XHI&Y z|KYj){QaOVEqD%f8o$VYWzY~-@Av<Y>-mqwCkxgW<Q$UNf7a>tk8G1af7z{aE8Z<X zR+r0ve}P`l%J9?2ch6-xqakGQC-6tEsF2~5`2WAIKLst?0j-Rk{qOqze_tK<pT5N5 z{;}w?uldyS{lD*?RldMy`D8-TwaE0Thxx2?E-0S>O|qU?0dLdzNHAHPusCIP{tG8t zmSx|z_&p0(C-bv>EqEn+`QtV<$HT=PTMyb?Pq6zo!~f+ryInoIrycD2bq+K&-g{^5 zVf*9ppcOVx{@nJOS8(^l*X5<X=f9f&YyUU--<0{hf7s7SLS~BZRXysrdU@#i{Ljt% znhnLS^PU%<XD^e@R`o)ab4H*_!jFc}?b~fWolt%%|No=>>FWEx@41yco0&c>*w6Cl z!@#Sc{c=BF@BjDO?YrsU{qmo0p0C^XQ;EUxue5>ZfgY~(Dew^+H3>%9+<RiVb281i z_RaL<PpQjv?p>E`@kpe`d~Ts^>G3P?d0xC&eAwpJl^l^@KiW=NUoStS&*x#0^7mlp zrVshDvn~Jas$Vz_)M&8$51F>%|GNe<{*o{Ik-e@^R{6ut_4fadRh+PTtbcsYeU@C? zFO$Gg^Zj0R{>|L&cW2q(2A$^qZqMg)ML(ZTpDw=lg==rlxjB|k#rOYkwQjuh_I>r= zuh*x87ImJPZNC1>{>O*j?*^^vddu9k)AK-yvP2{YG>#5jb8}FiGi%Xi-{|L3&!u<n z`u3Me{O&Es<?HQ=Gd623FVp*6@a&~^U(ciI&FiAiC-yAy-rK+B_0AWU&;J7FD*N;L zSHA94fh=1)`Sto|=eN!UcRT)H{IzJCUHUO_4Zi#PWB&7*hkx#`nPz!>W%T_26C|B0 z<+hyv$#8$AIB3WOyy4=*lXnwNPFByq_I+R3+gr~*#{VgQcr$(eUe9g(vaU?ey0q76 z9G5MR*?dkiea^)-zCzC=&sVrrzdc|3uJ|c$eueYycyrL&j%V9r;R_-w-`uEtKG*z2 z+}impKEBFt;jO^6a~u4&%9N}t+*Nq5^i=NbHxBEV*PpTcqIqjw_LEzya<$cWeBQt2 zN-<CE@eKa0`wlk#Hoo&~&B13<k@kOVj}`q{`~T;3UufF=#kBe}WT<>+Og($eioEMW ze<%Hr2PMsIkD7kmSN?r}j(OYX{bnlv9^HBTvpu=M<fDAm-YC%U!9iB>DWKZ&alidO znUV{Rv%mhmUvQZBtgHrftmu&1&2_>C;jyKmpe-fWHZMO1nv|WU7aO(he%)`k=MS3s z_3VFL?4M<p{73H$XpYkHbN%Pp_osl4_)onH*<|2r^y;X7UE$AT=KC(b*!%NrzTW(Q zUzXo4zP2VZIPL7L(0BX)|8x5`dH$azG6e@1-+nx|JH5gs5^1Y*4lm0eqXvCnjk=v_ zvu_!emVS{f_IrEba@st`=Gv^Ue-<4xyk25^edGME(dFMysQ!sQp4PYjn)so*bryPm ze4c*3?lt2?bCjRuf1W#QUszr{Kk0eWdBZD~|DXLiovwa;{x$nqKW=_7eq70FnQIpe z7XJ9~qr=-m&}tZaIsUyhf1lP|dkq?8vI*<HZ@F+n%gy@#f6agTNxZ88U5GsU33u85 z`ful+Pu-{1_jvx)O%tcYw=QiBGCOswX~Rc$kBt*H2}z&iN?qD==#ZON<PGgfykcEJ zIXWub*4EqC%zyuT&b{yFu77{|@^-WO{pb6Z&9F2sem3X#u423SGtWOiH|OEQhc8~d z2>2AwZXJH5;oZkakCe2uwY%SDUhN9swr2hM<6pj%Y<%<Oi^;EFzq*cl_4M_*`TP4{ zxpL*m*|WZD)~$0}7|^kK^X3=t-kp2Z*WZ8q+&RCGd(NIc`{M1}-rKit-?(u@!>TmI zQ9G}#t?kjzpO&|0z4`Ua%F5b$bMezJm9@3H+nkx01R5Av6c`verf@S#a*O1cY+yXN z|4ryj_1?^x>eFXs{F)w;<y=26XIHH3Z>!AOxyzHU2V3oR3;Xa`{`z_KwVKjD{_n}{ z`KA50|2hB9=0C3gpRDFt6Mk`jkG(|w)NOmdR!se<{y6`c{LeqyS7**Eul@exw2Z;8 z2kq_cGao<HRya{;WMT2+;j&=%9;w&w-}i6axG^Im<HWoB(XG0AddChOI;4Mn_Wb$% zOP4N<|8%)$@7}!<l9HNfva+&&-+D=hUI<ICT7Kr%t*DLrgtWD_6_1}ibH?X{=93M3 z_RO)Ym6Dd8>&nB(;lKd)<*BX)o<C(xOXO{2=iHw0_~dGJgR)64Y_4A1c-b!O&1cc& z2agr6i@&w{W=&AoGxq;?DjfcwR=;3VzjN{>Ble%oe@f#gocZ!O@#oA_Ay=LM|Jif3 zcZS81HD~z$HvgOW&h`JIdR29u_^H!+9RB}{{1txx_I$B@R~VHgqBx5yD`)23UHbQv zozRza)1N(i_Tts6Ums41-*<o2Fmv|o?&jv^ikg~|!Y$jj9eeX8=h+{Pw0+)h-n~0^ z<x0r5ORBn;YG2(oc)2?%X5ZGWqLU|2w(D88Y}tg#?(aJ)tEx_g?Tv|zb&ZXUy;kPx z>RKj$RQR6iw(Z-Klae0A>b1k7*I_{o=M9V0$K6T(n?$sCoS8D`eP?9Ux^I_?*2e|R zdzBqD|JuV}OQ-TaOA33oA|jRVTzh@yY3|R4&Krf~f5q>sI#Jv8od4%!J7urmH#Yw6 zdfJmT)zU)#XY-%Hc#q%hzXd*t|84%4`sd(}*ZU>wBhCNEKhiHhP*WbTlKI(_Cn~qq z-u(M#7Z(?|XzyOzSFc~!|5ko6*Sx&E{HAr%ty{MiZQJ%u{(Nn9b$5Gv`-)Yox~5H= zwn+V+`byiUuOF&GqYsowYvwfYW*aTLk+6D8uXg6XUj2Vtm%LtDp4dG1(-gnk-&JCN z{(8FhSV^Yk_4B;Pp3VAH_rJDd{cFv)4F4~6>HLyEAFmZZ!G7mNfuG&~9RC~rOZap2 zhw;_^p8fl;|JWUqbI&57E+@6Du5RAhhff+R|NDvizw1zBKqR1Mhpa#Tz2#<)I+|WB zQ7q-lNLv2+PM=!syf-&BUUe?G9Z<{qeEIX=yZS==UmuSDd!X^(bnC#Q&7gog<^M$g z7yIAY($SLjPy8bLH?OgmtT+4@5?`?2<7@lzyM3YkAHTov-+#0_K&gS5jooLZ`Gh7& z&P4J*GV?(&$Abn>8H3};j~f~oe9%nDWC160P&gs0gCu?hhQ?2-0oV8>bPZRpTi55b zaKhJyzkmNq$jRy5zjr{rosd<3SQ!}p|Nr#i!#vm>esAtp&hbzEfBfV5@*bT?C&5DT zNO#5Z)D+KY(LUF#Po4AKCf%B%9UZwj<^E>3iEl)eyw61Bd#8j)CUGc6{{FXb{_FDj z#q-~nr=9sFd-=@kDw|pFEw7i(eLd&1&EKbgcdR@8^qYuh<I`_%Z-2U(KHqb)n(v$K z`oYV3eCAjLa*1lG@Y{T7h&|89#G%l@fP)Z_W(@b@NyxjmN3-ANQ%B6+DpRl3_v`=1 zURv%ipK8sEM{9#a2$QB!Lnl{r6^noa10xPXL6L<cLC9&MAs#ghjO`4JJ<QF{ILrVW zJ}3?PBX{7<y}i+g4jp>(<mBX{=jY~D*cK-wEO>HqvU^i=^HP^ip^sAC-GaEohk>!4 z^M`3e<j$g{Id^tk)IT4$ucnfdlk?;08$4aOq74+EN8AtOGxnUTnQ33YuX5Y1t=Zlu zC#kCX&NBH}8Md?X^RhR$wt7#~iA*|{d0_#gapEJ@Q%CW{<^z7l{j3I))qE!jtNV4d z=`Z!3?sp-bpO@EE(dXWt%B8utw{cpP<*@HAdpqmS-s*6p^m8(|y<hg@apB331Nn?T z@9*tBJ5QgPji=-L8S(h)xty1m`^#UnO=RPfd2##A_u{+f)4smCx~b-8QRJ?Ym1pK! zhfA4eJ^B8-h#5~}_>s-=L$~4Oy}i2yC9FzT#H;+VtqbA5yFT9j<^BEp!;Kkx#M#wx z`*ukMBh!qCfBGMe%h#WHc({FO-QQo&!u8b~I#reK;*KkiXG|;xg?|pby|q>N?sGS8 zMjsi$ojkY_K0{-QmIH(EasJib3wWi?&cygK2)n!JIfD~3HbP-0m%xD|9}f#1I3n10 z8h3W_U}R!3m{{{f+C1;XT<dZb=Qf^+TmIEw-OD7g*UrG;!XNRc3=>Uu+|4W888dN< zOI+#GQ=%uQXimQS<M;dhpgoWo^P|~+*{lp&I_b*F;MuF9x983L9q~NOz7Dt79TXB- zI1>K7-jRHqZ}W2RjEogB76k{cq@AA^D`lRi6T7=?YRt}}%Ff?x23xbPPT~|+JMrY? z<flJAK3<mJD`o2Pd#YyevDZ=0Pj0_or_C*<GeI|c+lhO7t5wV2-3i)Nl3DqDZuyg& z>GMm=Opi-#(uv;}bF5c7{oMZF@2o*NgGb&j=GyvreNnBD38LCzGZfP9@2gF#pVcX> ze(KTD?xhtUA1#}2w_NP+-$&j0F3ghm7df6wpI@66{@N&ee%-H?wQ>Ri3CGIV9Lkj0 z@g$3aMiKb~FV+b2Dp{4hNI2AgZ*R5t!6w$!v$IT%Qcehb-tT^_M^aTs$ET^O>COMx zIgDpcOjJ(&_vh!P+TUfn?^<2RE`NJV_2=j3+gF`gf3N(-g@u<kr~4bf>(<|=k$!%j zsblBWkAJ`4pI&~y_WGQ6_xH!!{rTWL(=>b9)tsie=J#uYUtM3HfBmK7WHsNE^Yd)g zE^L%C$&j?E*l^wW+3D&2%lzl-<=)yd@o+nTbnMdD-DQ_n2CHkv?AQ=n{_>LQO!NGC zg_lnC+yA?9$36X50PY0ja3EUYD7(S?z2E26d^pG+v?;~&=d0E0UDEevTx?hpv$JSZ z<>$2GxTRjAk$bDQT3)k1$KZDUs}*mER@fSihYufKS`nyheI?`WuB|gA7yn&zX|X&1 z<@m#sB#qN%s2<wlo4$F^r&HQt=8;>orv7;>|6gG4!p%81jefpZ-2dd&)zxLY<+kMB z4!gECI{m)?;mOYJd^5A>%9=WG@$s2G?7SBJe#yg0=XP!EI=6t6lXIir+xWS;i`8_a zw@t~syzJ&z8QgVQL&J85F2014l^Ykic1ulM8@>J1=kxaOml_v8^U1upsCDJ#n@Y#~ zWH;ZQ%jmN)>8OvzWMy~0-LcbOXI)s(Xj%Vm=kt`?+j7fpUtH|I)S;1S(dOiHbFI~1 zURt{O_Ll`YH#e1iSiHH=#AoBF=kx3JzP`G;*>7q7{e73#$J=jC?`2cpr81+<A&N^> zE2Z72s_x+-)|1n8XaD)}xL<9<%E-;jZ2o*Wd`o5h-fy!axqSQACb;#_UFtnu&nWAP zM(3GRH~W)u7k5FsK>pGSU6s<rao61Sd(ubU?fLh`=I&kO-H~}BaJirC?r!4-N#nGh zk~cRl=3Qpy^_}Bgad&TZc*%Vc-LM-AH+!o2&PsVTr=E>ZCS%&~O|RC)>`Xc&W&8hp z{lDb2*Acl=4<a^~t+9H&J@4+WZ<EsQ?kb&}c(^UnSFo=1r%5`)*6Qzho6~!)2I`vZ zIXTmKdALH#*3aE|ivIt?9vc~Z+N5S0r<)1I?k+Q(effXC>aWEwm?U^(=KNk9q1dID zo5pH*@&42Q)fo(5&KRGcA)LNp@#$r6@9Z=_l~_`_d1vwSS>IMn6D^L*VGWA9z9!Q6 zqNGFE#iut{g|F9BcIy$C%jxWhtr&%fHLhR{%3*js=i|cDS$n@;iw@Lwy(ARNuz328 z7`@+K+6|VqzqUL%H~03H@)s8lzPX=N-u1{~x}x`7tF4*6z6_VQWCqVPPVd{Pr^eXx zt}u9OR_Jd{zj-#9_Nzsoz4-k6)YQ}O4&!TBxrl%QfK6B`AmioL)ze>Wir=VN$eUo6 zb3<X*lbO@Ly}f<<$H&KK3w{3oFmAYb(^A!I%7neu-)9|vd2w+&kDN`!nww6hSyv{c zo}PB}OW@0PoMG+IB?_`h@9fgeR$H#D3I$d9LaYCCK9V}n(%S0z^3u|?dl%iReiq07 z=sbhl``<5@&-ZF(<2|FCa%M)L-(0IyC-JSn9(C*Q`F3#U_2NryxGnM$^VrCEW?Sy< zB_S(=zHPTJdo$z7>FMX~zS~}Su*9K}DNVU5w>z7m_}`z(lk;qM+y1$@*!}5A_4!-Q z*Yel>`<Z_6Z}_b(naQ*M$R4<}ulBY@#)n0zZ*FW{bb5O3%}uUfZeCvEnf&T!GfoFE zFa>ghD*d~=x8K=W?9Rp`G2y}gjQY>dd|zH(-hcCn-8S#`NRjD!v6I$BZjM@>W(GRJ z>TU7!M$v0;?(dIpYHIQcj$xMAYZ1K6r|9deP-DNtZM;t>``Z~F-&bGqa(&U$Q=T6m z9X(oQR?lwmi)WY4tatv8b>>=^Pn)RhZnfIN4U(|1Rrie=EPuof_{=i#^qXU$xHbFw zw&{1e9!Vy}%1TLPP2)K|+dRL=Y-9f`w)J~Hb*+inc`5JOg~Tf>0@ZG8)GB{>NAv3H z@abV|qblDDUta1hemVSiuY{q~mphRq_EQ@g7<RvUbhLYts<&A2J!k{x?ze;N@*VHC zPtpq2+U=LV=*r6A<2LvA)&736a``-?+;a@eA~q&%N<T06Tk1aZ-N$a<cU=TEur7Y@ z_1szZcGi<qQ&01Cewh`!yX>U#c^l!$r(fa@c84zU577*ptH0-g8k&sP1eT?oob+)X z=VIe{6OIkvvM=uSD!Ke)$F#@C``sh{txh=D6tp!fbn}%Pjm+#R2b);aJoR`TFD>`a zzrU*T^E0FDYdXdM-tB&W>i7Ho`P*L}%-{c4jo<dmgxKdXk9-c#$ho=cW^UC2<JebM zSEs*QdT=V6<F6X$HXg&%b0g=Lzqz4!-uC+(%d56gCDVLDmZqJZrB-qAn`ZE`6Vmy6 z1VgWLe6=cGnSX!ZGP_+1)DImE!ChHQIK=u#?7)iE=k#vwC|n%h0Xi64QBm=u-0ht& zYf_qD?lb5X*B9eeT(jt42b=vhqa>+YHNW3(PrKIf?dRw7_NiZ9T#VbCWOC-h{}{dL zl5XisG8~H5U)q)%J<}kusrKyC)6<{6-F|=C%gf7ePv@1jx}r0GnsK_{Zol{IPcNIQ z7kg{n<)xR?&df+`+Hl~2!*07(%^yA#oSdlKo+)RZH|Njq`~Uk^X@AAtR8e@K{NOr+ z+xw-)i6zXxC#(C<vQ4acC%-zFm+#Y)lgbAV9{f1#=cDS&&FuVMudl65y}Zmf&Ucr6 zcN_n;ONqB`tPa-)H7mmHU%N~fx_rT9y4&VMlB<2|L4%+B|9tA+Yclg(TIQ7%6J_jb zZrnWkWwur6s&EJ6njZx(udSUOZvXt`larIrTEEa)xFz$l)$BceUnS4Yv3$Js&dhN3 z<DKtpH<!PUvn+o%r&7&bxE+r#3iuiKvm1QhQ9dbqSKZ%TFXXg$iFcoq=sf8&v8AGu zTU>9((yQ<8?bUYe5}9~hzW&a<uag8GA5Z1sjg_nY61Z7smfm4Ee3ifqZh-?w?r6Dw zl`+Yf@a5gz+d6B*7CN<xe0{e^2S<;%fr06xs6s>M`UImraq0U-Gy)FjeE$YIk?H$Q zi<1*(ggfCX2f*EflYf}qzgKO~yF1C>?x)MQ_xJUedQF|=)XFupHZN>ljArq(GZT;X zO1qo0yu}kP50o7k9y3q6<d=SCh9c-_5v4t41qB;&?(K<WVq#L-64;2RnEWoL(6Dp6 z|EB!dT_r28tc$(<+SWMjOva(<%jehKT0Kt~cSA#<V<rQm&zU)sa`m_0*3IAlcbiVc z1_#g?kSk+$ZsL(P^ZE4r{QR8zGsSWDVh-GAVlnt9mR5tu8jnII76Z+9lRqEA7Y6x^ zOcM3n#&)<PierfdBhw6#?<Xr0@!0lZI|F0S{#HqOY(+OzENBh`qfgiGCwmO=*!Cm3 zf#KNwLp}I9y_$Xp)-#@IoU9Za-ucGj!L-}k?{YTHw%Y1FkGJTgbf|07CzTTuc$)A; zABW0{hWktsyz#esymmY|`hBfw$ILr7T{#|eAGXBfxI5*b4*cBZoh|QvUS6*sv8$q? zC+q3;Xafs8niK@GLAsvq`jP*w`|C6-?zGDu(@SS1>=)OMn{s)%zxTU4J5{}>>2R9q zG5_>`aBFKesLJu2t~d98-k}q?BkxE6sOw*Fyk+L!Pfnc-nX$f4=B~`++%HflKXb!I zM#Gw`FLvkN+Y@=O?sqOHH}__1ah-^OsBJl#@ArJ}i#_gmNx-7y#e|yAXU#$N7N{e! zCSs$Llate=V~0PA;IvmWO2L!e;OD1`Z<Q}!OzN5E$s7J(;HA-7-QRrG?FO8p2iC;z zkBh5%se181>bEyHH)UVf%e=pD?_YcOjEog5?CiIn%iOVNoVze&Peq|+>8mN%odph5 z6c*r&tpa)0NjVIY?e==B?Rh!r(9S)jS>L|T<D4wOcxJA3`I3x_i;8}HNQ~T)G4aaU z=<9bv(hv7Y7#@;YAGz60D}3FXzXo&enm5}2`{CRtZ?6Zs2jRnqg3mH62H)Qn7vSy> z$TzA;AK=LoR?xS7`ghCe?cF?c-tOHJ>BM5N>r2GVO{r(ketUOU+u#207Rzf1&o2Ah zPwkO3_Ue@~RZ&oQIL-QVo$<LxS^@j(Y9n_PEZjMVL2X@E49*7TgbPfbMh%&Qk0zPv z@7{Co>jlY)Y0Y~Ni@%*9z<B1ke0|Qh%8MWC{(N+={PXen*9o7*1u|}JS$Srr@o^hX z#xwB`nm=~nh%N^%L60KFGu*07DJkChf3wZ+1Z`e_;_K^szxQXXZ{bL|SNUA_=ZC}m zXMH&n_Pm|^OOnwi=)aSVJdWf%!H9KI2*YIkes8t%63=5L_v9BpG}ta<FKJkFF^*I4 zK*;*I*nPiVX%`3Avl;Bl_uN%-Prv-_Ez`;m2icE4{WS06W8DcG((C{ITpqKl#B)>X zX|dIf>*MxjO-tUa2dbMY=O3vldwuVkK4XvSL46#KXmAJ;^7z8=>}8YQ&2o#R8Iur6 zqw?38^3$($1%F5HeIx}s3N?J0&&;H@n_Ds`o6eb{6M2b6DQcotsFv`VCBCz-<y{v@ zdUInV$Qhva$x8jGEh}y+FY}(R_vp>)Ua68bF*}3o{{JZkjhW4{tqzl`c)&Q*vUr(J z+@6Rp_jVRPpXSypb@KQ7{rW3|mzyR3`*d3W)2Gw=-S3=}r>f7d37V!GEtb05?96=o z_%2cHwAe>qSLZ%H-Y<Ulvs?GO+~A!>shXjyru_N)zTW(Lro<A)-ffvXtG}<yxv{|! zGz#(g+1bx$oObEC_sf|Yx0SqH-^9v&s)?0*31}c@|G$ghRt7Jh_4~y<tEi^t=BM%h ze@)->@7L>RHk<4>ZoO)_h%2Eaen#ZxG}kie%I|l}&wh5f<)MlzNEw(o6(+1;JYyeM zaI%3-FLIl2$_1JCe`DCTb558(?^E64r?*|%&V76L{I2pl;{+3tiw-W`ZLDD{Lsw5r zIY002oGb?8sxKMBGcsD)xNp@xIKa3veEqzcj+^rCT3Oco*zj_F;*sg`b(&IBGAh4b z4Ntwe$o1KcUyF@%?^QhJ1r-9JssCREWjMF<Z9QNA?`OKCK|%wk{g$BSS)f)|8Ly|` ze7jtxnS8QVH?C(a2;P<x`8$SxOaA9)XV1oI{^|h@&doN@KLr{n`d!9fr1JF9(e7pQ z*<2q!d|1{$*Sg%Rl}ps+u+VDIn24I+oD9GH|9)k!jNiX+reyHiC{yFj?!0UMDJm)+ zQ}LZ;a_#9e^KIL%9SvkPu-dGlqvNwGWM$H>ERE3Zd9lgCyGk-W=iBWyW!aA-%P}x< zsO)f9#A*=sBWZ7=aSJ3{SL+`vebM8w`QUfH_>wg{&NXbD=UmSX8pqIJ=a(~iey+^+ z+J?m*6P46FZfwh)ZS(z3@v`o794iACw`B+{Ug|T`DD7BBoB1vO^v)h>^K)Aw>r1Bf zwy9aQwF&?I^>y>CBjuc1Vt1F#ys3HXpyYuY;uU-*A1v$s>{!{Q({OR7UGA+dhHvlJ z|KIzfM^-oe+?<JrTDfmO>}V6&B{RECSZY;<!P3nhYZ^S)Uz}+ub>Pm9Lg#C1A{U1m zReVSQb(Uwo{CrA#y+=U61jC9S58HizZ%jV^q*Xj_L-U;P_o~mccrUy7SzT}2wXK1y z2I1>sCR&xgn(=<ozP;7oryV%p@Y)E^py!9x4vSa}cI~;b>7SD1rK)xvsY7e-s~c@v z`rSHi_rqzkYL9Nd6MDtFKQde;jN$UCP;F!3)EgTTFRhI>fBo%Q_~GeZQ?+iE?oye4 zZo<Z{;(n3XrtD)ql5yTspPrn2e4gN9<CKz@hO09wCfe866-$LOeE#$K{B7gN8fJ;P ze?MJt=ASviHT~Nh>+*9_xBg@mB%R%L@xY^Q{e2&@u1|Qj@wnXP*QcgxtG~X!etJU# zgYjV(X63zp_XC-=c$=J@ot1SyUfo|`zkY#dIz!~+W5>-lF}Tf-Ouzr)Q~Itm(Qj{U zef#`51GMoYfH6DKctpTs3WHm`O1#{3pO+$rEuC*vrTL0af1G@=UB4<fiN)aex3`<W zhh9uQy~g24RaxviukV2yz0S|GO}((d@!HDkJks|YT&yjfTMUzrc^vPPeVhGQ`oN1z zajaY-29ICzOt-E6b|d+9<Gy~;fG4M?`+uq1cT`eAH-2AC$+YhLnI@T&wq##F7xG$1 z`nhS;&a$^rFRz^ZY=5A>Th!#}^=p~ila6v#KI&9ol617|6KD+o)z#I?ERNUy{&dCZ zrvvkuI>ipW@IIo_^3wRe?&|GFbZRad3M)5AT9>T}uUPPXZ}`R9B+!IOd7)mRSR{jS z!2^fQhI`@`9N$~@b<_IZe1^r1-kn0KXDW8p%+NdgROg(e-o&lh_kCs>-8?<z<voMQ zO(}(ZiG8L=Hh#O(c|pRn73^5a0~rSvZ|*MHFBxlgmTR8UPTNr2x${S;LLjq5?d0lK zgVVOZ5Ax5E{ku=!Z{iV-gj?J5^Ye|?8=KXnms`wt?>Aj=VygD^SlL*H#hX)0`h|2k zWe-?PSGfFfd){5GT`4m|-`&}%3@ZDVD=I23+U!x|-6v!D=5O>Ou7owU871-3ypD^s zcm0{6*DDquozC!h&+}(zXP@0?e9o#5_bh;iPNNHd!k42;+=+a11vAYo${u$2O_g9g z<E_6p<(uur-!I!fo-1&Dy-54Jal^&*&EFy}Cf{8TDpJcjmYi<2{rlzeEtS*LbSF!h zX3a=`KK}*NjM?V-x2kWsZ0(s@Z1cRZCU-GcLdkyVyUcF$=i+R3H8>=3-<i(f7Jo_d zPz*RDx~_}w|9L4{EF_7=;Ogpd@w=N{y7L_VKkC+x+TMTh{a?NW6O*d9Td%vMw`RP& zvvYIF`+KqH=G*J%-ri>VHOjo`$qA49>bn?@S$4az?<joSw#0L?+NF&(+K;ne^CYC5 zot2s<G}o&1)E&3)O`ygo3me<7d((<>_c{J(72Ic%sMXeP$+UHQ^5f)<c6}?iBo>3% zT_qC(7rVWDyCn7WG^5;GCdD#W=UWy(n~}QDq~c=HerAc<w%gnDPY3(krhap~SiG8r zmG$HVMQ5eCKa;+8>NQ-f11(x&X6KvX{pGK;d0tMe+{5qJ)<zrU-La^A+-trh|Ng#@ zn@ZUXcGcWk+;69K-tPCBTK~KL?$b*b;~5K?!Svm<;i9<j{ClFyXX=XuC9xPxR`)kE zc3o2qnx!z=(Xr;tJlp75rrB!te?Bye=*8S9@m#^6mVB(I=;^7c9NVwj#%|01p0nVw z=4`XvNt;qnyS?~)(OrJ#O#R7fzCw3jKkc{wH(~$ZxA}&%RtimKa7(|T6S3jI9rN;c zcZ!~z5Uh?gdVYAv-Mq~zw_aUc{q)Ah<h1<~b6b<A-njLP&EQv_u)3c~_34OYy_g*V zakXDVUr&k06ZU!!wlge?5#OGE&Gk;&)+1lm1}`r=xoqOP8D;&O=5KA>Q+B~Nu*9r= z^PgX@*MItOnE!StE4P@*@1+sOF>Baj=lOg$0ad>>-)^Rdm2NRkxL5zb7Bs^6a{Xr0 zl51_DB{L1~o<E{x|NqbCCnqN#x0>qQ&exe&Q~&i<Xz=%+&*z`E|Nql}cPxL}xjCA; zQClYb`}_O$_m8gx&U*SV&DffK-RtS8sc$Eite+`qoaXWD%*?k|wh}fK8!GL2n{I8% zRQ|ZNSEu3PZ<DMm9?#CsUf#a!&5e!D|Ned7AHDpK5@_BRYdk&(2leCT+O95X1$F=U z<H6lO(f!eP_Euld?w^pq|8JO9$O?hP3w3{g&15)y^TOI_bK$y-x$jJkYJZhnyeV%b z?K=I?Ca+~aGv73%TwLTDv^_6&^~pbFuda9=>yypyD~(*I8N94wtM&TzVQXh)RD66s zzaBLAc2+1Z?8hSU%nu(Qw##?5c}11HG^||)8qJ!nKmR5-sG<^<{oKedXJDLQ^59~? zamhC`x^3%Aj(IsaG?Zpdlhh7c(oy@)=E6+#Yj(y_>%U)qusmX8Qqj*(sTXadK(j<? z4|F0o9VzSY&pkWKH1+4Fr_T&az6DNJ^F6b1){CH&c7A!Y=T_AkIyyS1W_m9ZuE(s- zVD+4b0w|Q&{kpbDKHVQ_VD&q-D1AE1-+UvFHJ&C%B<$<<WH2O&&b3{{=y7dL<XWxI z)o*W^8gG8Odi}mntIFrSu>Vy5{cgEh!G)^3bK;zZ<_ac@@_IZwH}`d9mG0h^mu5=t z%9+Nd5@o`3b64qVn~z6?pT+#=kuW&GqFdJbctPUfwn=)iR>J=*R=u5Rv+K%?zSQ3L zZys02Y)bJo&UR%M*4-7}eJ-g`PjK1y%Qvm8xKBL&G_Q8a=0ebn$MJso@3Ob-uHUq} zU-P+_vtiAt9XDQW-M6{^%gnO(_i}Bv)V{yBH)u~qp{<GQ{{Fh#RbO9ut_oSXCJRsd z#-jif9KV)G9rB4)-SpVu5UZio9vkT=lgw9n?KvdQ8)sGWLO^xJIjNgFi<e*j6fd=+ z<n67{V?C0>53TNgPd(BhI7v6!Z1>r6w~o6HEH6AgWs(7!lHYvG?%IRJm7kwIi+R8L z^rV+(#8zj_xUf0h|6-(tltSi;#peTdm*s9|_nBpqxn|v?-8M7s3LI^GcYjf%?@XiA zMK2UT{d&Fr^q-%fmAAYu-K8_*9LFbJP%~ODc9+MiD=TYf`$UKa-|iOIpOx_R%F1BD zV;8yRx-MBb)vi7zal$QGn~H#<r>8_;ehtB$T?FD8_p=#%tlhDsYA>4-s7$+=5jXwq zCDolqDJLF$KYsPW!y}!-X`Tjm>yOQH{e0Qqe&zy?^g}LT%Y0|2IdR7R^O-Jx`N5-8 zQ?(auPX4n0_4W0q_4oftn)d0E8Sf0MvNsYp0}R()HY_#kVl%Qb2F)f;WYgcrd{006 z{__Viu;hr@?E1kWaNvmhd;Nm7dOMfSzPml=W{^q8&hU$>$4fdl1TFP)z0v+G?)pXC zvos7$_n24=?#Z2em2-NU?l+^P>}zW#o|>xd{=3d<^Rv6<_qUpF?*GPQg|!fYlr9b| zj7&2)R8B5mRQ~>+QN{&@&rXNi`OSY{cllbjOC<95x3{j-HLYuYY_R$DVsT*UQaPO7 zVPsh(sL;^K_G0~=JvBdzK(nBKxk6WmO%;!;IQZt|rz67tC+_Ype|l$U@utMXY%>j$ z+fvTWi40pCrRwPD_{|jGT(83$R*r<E{BP5DEsEb?cWHn9|BU%NBR8iRmAnWzIZ@et zOYKXDcd(DN!Ny24{{H*@KK0R&PS9A;&HeTJE0;5|a?O}&ka~LBR5o5IP&qL9=<ZKK zxZ7+htc*-EmV6McV8dM}33!Atu^60uRs6{aw?PUML|8ZyCLIcYAc?yOb5Mxn6gZ%= z`uxe$_~I}~K%v2tE50!uBaI<qt1(5@fno9*J9YhL?12P!s;6TEgPLXy>pVt;P7Kzh zsSWp;XWZRg?i~>^V~$N_(7QW3h4uFwIN)${vU)!YJ3FZ1{K!;HTp3@a{1f_+&9J%X zsTXL-BYxiAnxCJ9goGYV-zX`9VIxuqb@YSAOXvPHs{dE>IR|vv&LmZDuURIUk3O#{ z`uxoI=GN@#pc<s-@&ZTZv_nU{r{G(UbwHk}jyplkcb1B}-y8wnc(3Vta~GVKlak7E znz5(yv)AoyxxyuHj!3*Y)XEJi{t9=-bQW5_!#5z`sRL?}l)t~1c78e|Gux5sXWi>N z&$WOW6))x)FthW0$@MFGzU%whb91dhcaCf-c^PEf{TwpuH%;aH8XE!JgCiVA;z47r z-{0Lmdzn|(%H*HF<VlWya`uy=kFCu5`|E4a<}}}(RbN+K|H@(zCo>0kqM5LUg(Kn5 zAIrOW+yDIg{T`GfE1ymcf3sWgzzq>RS#iP}&;q}YlhaO3IXREhnPGCrhdW$2<Ezm{ zOrgQk<%5i6kw-<vj-ASkK1zp*wQ*-1p~waXHNk_N2||LiqZM%`p8|PSjs%$>)AeG7 z?rv7izP6_CR<-=UZ@2S{zP*VACBh~C^Z(78%bD=*q_Z;a&^+k|S{Y-We{agg#qOs& z1eM=BJ-8|TJZNy%<oV{bvy<-ZEUvCC;LU2|l~#Lvynp-ml8bzfj*g#>N#~!4&foj= z>V2zDt%l0?d%r)i|Npc9>e+w192^sN7C-NLC!0KVb@=*IH#R1xo}Q+=sqnE|aO{?h zK+rf!$;(TwmzMcvmp&E88FGv)?<RxRfs|}JoxOgq8n?LKlwV(8d-u!PsuVvvV^sYu z2ekI>rwTj2+!Uu)uAB3ppP6YKv?@dsG>FBSX|kvC&Bo&?Cnu?XT3`S7^q1=Icgvst z{eFM@`i*>xxDr6UAz^jDDf?=F&sukNRp{jUKab^uw&g@>Ms8Y?A+Y%Ai;IhcR)^_Y z7CdOUvO3&<Q|f88*VoogKHSbf`x|KV4>X46Z})SF<#T@A!OL++zEMQ>0B9IdD`Z8& z6aAPS2~51NjbE&p!f*G(0XA+Os@p4NI;ryWvzebaY%mZ$7SSv9C}YNA*XCJsEQ_Oj zpP8>>aC4p~9$ypq@5f_)(6}dPeEqeREofDTh-T1{Gdpg=Myk$#eSQ7x8*$#GEmJgu z-M;J%TI!X0?kBzyuTy`*BIX&5%<Ns~!Y+c^p~k<D{$c@5i#|Cu)w}H7oy@d_5np#* z?><*|QAkQk>)^qIVUxeSyBp2ME0uC?x?Zf7Y4)`(x4$TCVtBUu{l3YsuCAV4y*_fY z8<)7=o6_FWORGY)XWG^7iu|=EdV5~j)}L2DEDc)fRd%<DmHP~j<nAVXD<3^VKmiC^ zAyW1ARq6q0vmA}d>i*MsB#my!JEZT<a9C{Yzs4xx0K?{x8SjJ_dpEu`N(d`tvy!j> zvvEtt#Y0&}`}Z-PxwSRhH(=4}p0zPMgFrK>>;GLlxv%#3l8B8-&qA8#{`vVi+V|P_ zTU)c^j0>y2y~$*EjFYv*H__@M=y8$p%&V)bmu6jEWwzzr!bQ~^L)JuGT-W_Z!N%s! znF!CxYQ35N-fqAD<nwuZ^Uc9){ze?@m)C!Ld;9lYcO(yFY*_3)=VefmRr68FKNYc0 zEJ33(C9kfW+-`NM_^!I!_azH)ms|}8{(`LUx&2n`?uWXot3u;`NuBDEvyI{s)p`>8 zzIsvh_KXXlF7ic5L#ahF_H}nky7d}19=r4!G(XF4|7Sy}=)>@48Q!)nFLETNpB7!% zzgfw9noinJlXThR9Jno>P{E{W)ex9=_sG7?%gaD#&v3jFR`Z!q_V$+R3j5+`JvZN{ zK07mW66h+6&rj$7|FfJ&-tNwo*Q|!T30u~)+3jM9TotnNi-}X^%cav({{H&9?BAD{ zms_+2TUOw%w-quum;7Kj_Dcp-0`SRNb?E6o(}7Ma-wv(*{%)#P=&BiY`>MC|NSSCH zV>}ZcUz?hCKZ5!D`}^^~zPwDHTlF_=eO&C8{bIaHaWx-Z*O&Pr)u!kcgRFbO@ND_~ zI?!s-+s0lc#?^C=E=ug!3>u0p*)RTAH)_j@y=QLhEPj6GQgYb+8!QH(*+Wq7y>NV2 zob$Bl@pU(?w$|@1d8xG6t=H%|Y%O2zMA?jtFMmFtci-I-m2y3(9ZxIdBWMxI<=y4^ zJBy$9fx1*J;veg;{O>LJ{LI%lTE)O1fQ?V)$NshmxtE(?3Z*!=@qFA>^!C=)pyhtD zpxSTc{XLbN_k1|S4Vq5`HAGixhp(FhT5$b(*9|rU&<YgL48^8|gG|PL$9g1FpP!o> zw7`LJeWAMlJe}Oz+qS+gIX`2;0)^jqDh;Z?<z!x4GxN`f!~8)z3KG+W@um?Er1r!F z&@%0pmzD~DDRpvoPCYqEb&`30-1-EiZRQsl(ypzEEc)@`A;<6aUtV87KaX>9qYr4i z>ps0*J~O8^v2xFvpsb*9U|%k1ciG2BN1w%{Un+Tf>uTQRW*N((8{TtX^32eQ+;n29 zcKDN->GL+GUwyG7F)?x3*<C-b$JbA7m#@2FW%@mCTTWz)q~0!@neW7d_t(|_e6#ud zn}2xf_XdYYTt9RhZtkt#erCS?{XM;H2D{?B^d5`OUt}C#_V!llA#vH|j?HXAi(EP_ z_*XLe+}~I0dU%mp?yZX6%X_QKCCzeXth~JRq+HDh$BRq%&N9o*`hGc5^X;vzlQ*ZI zpH)8BvUu6uu(eU9n?r82@k*a5-gP&xu+8*%pX}tCpPy#_+qK^3<D;W*vrkXaRF1Fv zxisa}l#}a<*_^^sx98n`vh(>o<K?Tv)=qkPc{ymdI`#Lrx1U}t?vJ|r1NT@kL!*n> zhiHby?>81bJ;ialMD@z=srvD8PEJmbOy`Imc%kt4Sg-LzuU}tYf)>uCtu%~n%6W5R z<2O6d{Dk4@sz~q2mig<9!>vkRrF`Fd>x*Rgng~U1aXk~`;5AiuPp6)mqFJV~`1{4z zYlGHA7|ygRU3K%c>uVF1OEYzM`TK;pPB-}dZufha^-FOVEe!|$3V+CESiByz!pCzh zXs*dN@zLj1yPkW`v#C_Eu&{_Tj$f00f#KO?f4hmNr|aMLZjQ{gnw;|F#KfTWaki^Z z{dv_R#_M$G@ZqyN+vIlXM6Qq9tCD+b3uy6fwg2>IXJ^k=y)nxqGwHqhW78SWU8Xx! zKbh$MWb5^~?k)Z23PAPePM_~rE~cJ6)+71Yy5}aW!@rFqHw2HnL8-;I!Sl}b&bxQ( z{{JoC{Jon^eV6*_kB^VLPUkv3(|GxlQ&UgRoBPOm6`SI&mKoo!rXB&!Uar@(3Vyb* zT~27O@8kYO-~T^smw$3%qO#fqt)L|xDJLczl;57@gS(k1(9sNP96fq)R25Hw-Qci= ziN)Ze&_#Tm8G(+u42(W+_PprDQy_7;Xge?n>k7)^DLNS%Z*U46IC8H0-l&t%s}-bq z8e&7Kjz6L7{XN~p#KfXcPds-PKlj_hU$UOBv9WQIy1yJJAKx?~Rj)g%wR7=>_JLYZ zwt{yu<JJw{PG$}p?p0O{j4Y3|F?yBny<hpvu&e#m@s1NTdv!nU9PYUs2ZqMqS|Agu zzrTBSw2e>p)pYSM-+$CqX0YKaI7Jj47$z&(8S8iA$sC=U4h)lL+`7Y!r!y1O0$OqP z<IElvJlzGAWekiyNm<4Ecrw0+AQOv0-}#!CmsAUP-<@Qd9p;{UhVT8oz1k~-mUcxx zcX?I%{G2Q&KmYVMH#d7HBqa2_TXp@<r_=h&^55OrdGu+~(HFZ~UX?sP#(OdS!~{j> zHEmbkPrGqmYBl>3V_Z&i=o0ey$av=LY;({;P@|+H9KvBQu3tZ}DCua|vzlvbA{RNf z<X>EnaHxe7yo6&{>FPOFrCwZOIvSuUnUIx1uCvT?wHO&0zookO$xJ*q*ZTJJbIqGl zPkZ&t*}hrz?(Xi>|Nj1d`*~00XHbXn?dKPKpw1C!N#2^s&BxyTx>J1K^Wq}cr}_22 zXMcHr|Ngq|eEWVrlLmD>RdjUDteON`^Yio5)6_pdK7RV~xc~N7&?4jcb-zy9T`zEd zzceqZ=Jr;<`O96q#i}G0g60@NLmmqkE-ZR*fbsIWWYfGm5xdIXYV9m~+EvgS23q?H zY8-v${WABf^;EssDA4kp&$3E;JG^kmjga#J<KhGQM?d#J$oqRfURCkf|Ig>`?|yxC zwYYlD-LJ2&m%qQY^>po<8;0fg_tpB&y(Vu{VQ@&h=KtUC?~;yo&9s}h;FxXctB~&p z8kz6Tn{asFI;U2ycZ=QoZ(XlqlK#G@^7ETA+35e5v;F7W<$k}+?7!n--n~6LGrzM4 zzWe(6diB=(ua5|)&3J9|u(SGDkL0_}>F0OZI<{KJ@2gpMPdLkEN6m)^2bcNIPyhDj z=DYa%zgPE^&ooMXlU}gz^wDndyYm8$?Q>iI`{Qx>w}rNw^X|mgew`XU|6rB>*N?id z?DOteTs|&5Z-=_yoELGs%hui&cDs4~rNlggQ?G;eo~wGcV1YvU?y|RcN?%>sxc*}G zzW@Jz$6d$0maM@ciR;Cr=sHbK!3lR>9~4Te;Wb;+@ZeA@cieVRU)^_hdRlAv-gLF@ zT3-*3j_AV-t1G4{7GGZ#dOGj=2ZzHv>7d0@Z_D<6|M~g(+_T>{vWeZYOFt*GTThK$ z>d%YPd66b@cTJyMe17r3$w(Vxzc<fUhOM2o`Q+O7c|SqhMppaYznyhCKAj=CH0SoV zwRhDwF&s0}i`=y2_nn=^*HVvN;i@mmIp3qS+n4{#-7Wh(C#&V1FG?-D-6g91=6B}r zRiUfjnDODR3_W}rMfS4HR2LEO=XmgQdljh3;{EK*%(EN+U91f#dAWM7b$OS%!iLxJ zbw5)-{yDtQ^7|RCiR$xfF6CWrULC&Pt5Znz31~anKIqKp?tZ<>Wv3fn-qVR<<CRje zt^T&<_FCpxy*E!zPJYCxrV_iWB<!nged(JmnU`nT?V59=fsuL7ul+xt%}#r{LDhTO zjjzSe&x!g^NIbVXY^_#&{ok#3%ii8H-OMvHtRn5tiFvlwZ_I2@OjK_FD>skfSoTb# z-1k>kPp?Q@^<v?Qt@EN?r%PQfzp}`ChwcAApTj2q1hr!Krp!$L)>o0HHnYl9KVU&a z<+>9&C6?RI&NiRDZ<orQh0g7Jjy+|;Stf!OU0h`BX=4u4xUeD7d8SR}rt8n%_ez-> zG5Staay_&CgU;&IZ{`<;?{7HtbED1atj_df9kEM)Pqz8{<?^?mCnhSNy{8uSaOTt` zCmwB!i&k&r_f!<Vys*%D&9}OpwZFI7d^o^t)goE`@zK$sl|ib->*}}V-d3BJdh*ET zE7N1kpPiAcd^R)vjPZ*0VtuLeZ-hMOT5Wx~x_VQ_gNHgFITOC@ytX!4eV(Lsn!fn+ z9aU@IU)oig{ZWTo{qL`@!smsOmw|?*(!SMdhOe7*)BM<XE8Z#_@4Yv#hOdj+=&Z7P z5}r|wKRTchm#eG8XDb{vx+W<s<yY~obmOW$b-%y7RGzoj)hG7%x3_1XeTkF(SN-T_ zxogq0GnwX<(*%vBPeqIF|NCt=Xd?E^w2M}}t~S;CBF?6{otdEM?33{5X85sn{U;mq zoaDvC(#pT;TupPDsuQ{CM(I9wsj`Y`37@N;y}iA?y46%lBy+|?okHG(5}E96f!Ei? zrvCWw@Lb|zn{Ph6lN%ZuG;S+rUtn-&R^!4|B``2`YED?hEb*7U_WVBeZ<CV5_MFR; zw5{4Aq7`ytmC=6Cxb#x*>9Zau9&Yp8o_BZ8t-0#;|9{^<`-XSz<w(_QK`~+T@9nLg z{q*>knCAKNbw3WaaL=nvIddtU-}XzuoN4E8ZONQGML+)DuHK(lKe$Y{`uygkQe$Id zT<$sH*h4u7n^-@AX57=izbRDK4qvzBxW@_xx5Kj8CpQKzb~_0gnyl&3=(qiS!{gnZ zoxZ!z@m>1fxo*W;({A-$`?la7mY)y+9^yFi`uckB%gcO0YdHjc)O}_syuGz`^Xs__ zyUw+2{MNtG+JX->F<<R-{@8c58wDoadVjy(NbbKG3hJ?OHt+lUE!vpbeY)oBJ3BYu zm7C2x_vYg7*Z*eBQMItRVKez%?&D~?zh8odHRf8CdVv<+ZFY(J_vh!^18R!t2VV3j zm|kDxec<J$L_<w!vm68OX_@z{&pLFSjQE0kOzOaVCQZABjRoR*F&W=tIQjWOdoqiE zZg_Qdb@w~w#jeg>n!(FvJU;R7g`B}I@g6bWAd`TPx>E0aW|^D}dA%t;`}(@6VQZsK zetCJ>*Wq!@u`}Oqy*O7YX%buKGyi^Mm#DVd{o3zy_v)XTU;i&NZ9$K$^|g}A&oeJC z>$SXg)8bms%oZM{yY~uUX8|NUJ2zL`cb19a_Z6Y5r-7y;es%=Py}p#S>&UEWE57x0 zeoB(UQ+m39M*aSLx$K`-sg><^Vr%yGGj%F|e}Dh}i^V+e&IFUpOCI0f-F2NVcNw&s z6Et5NZvVXV+=mT^`aw%E6OP_ocf6fXb`of9-BqccDZ0^NNy1(?#Q%R!I6Y1G(;;sC z8&|8=IiA0_xB9Ks-FUbAuBXq;G+yf3E%s~&XqRHr5su<D^?yVU<lNro>orv?_5Sl4 z8<QvL$J_nB^WC9&Iuk2bN1N--&FR}`_siL8fd+zW-&KG3eBOTcfiqlFYHnM)BenQZ zi@*c%pb?Ui{>j$m?@lx@GW%3aoS?s;dg_;#mye%0*YWaG=)}A6^L?i)Ty{7VS)%4O z*Q)f5>K?QFdpS<L&(H9_t$%QUQ8Q>s$LFBm5#JLp{*Bm@b9dL(d!LWI`*5H6c~END z?MFwuUBA!n%-vb~dfLW)6(1L+oSbxYU(EfDm7kw2+FY{*)E+CDX{39!TYURr$=H8B z>C+-q%^1(jv#oYXzi!d3r=Rw=cJY1B^IO4dgVWAtm0!IHI#qhx`MK<25u5A(*Ku-j zO#-b1yT3H?aNDPo>hmpj-#)%8-gjrw(=)$aO}E{hiKqM%iU4ip*GnyZbc9n_CE~Q3 z>XpsyZEdqsSATkTR(f&ojm5jxvl(noJ3HxcJHPj;kd=FOeSLl1f6Yt-sS_`R66^nb zY`6J(CAjF%kHX8_-TURr4m{ZN<Im5}-+X$ruCD5Q_g*NpP;d3p+LD#}d*jmY9N8AZ z*i(GdB%9|hzuRGM-PBW43{OvZxzYH-h1!I;>bItA&0L+Q3aNTUEKg(WI{kFh`ED`Y zEGLb%Gwkd4friP-W}j25`uTLa>tSu(T`IR{7$(2@79LmW8n!MbbAI`Y3yyBRQmOit z%XqC0drYsroO*N3g0nwkx148}uTl6VJLmrUZ*Om_Ib8nu{q61aeKWt|83vgU0ZJR7 z6%PLb<KkV?i(gENE#wrPBVhG8_4>NlZ}Sv+rA$6>am=YrE?NT~dOB;Tv+s0><#g%G z1`iLi%bPf_i{9=B+B?g?esfI8O@s7{lBTxR-%LWG^CXtDm1V5cPyf(k7F+n)R%;Ez zvV?<8iw^b`i=AoZ7Jo9)UCuB(d&3grjxA44OmtpTn_p6?f4BbG$K&$mjJ<8LVY9zo zRq&e5SpBF|U8VltpGE(qZe^UDYrS13cGs1d)xV$A{CL>@?Tl3V?sGdXZg6qdx&QR= zmz|&{$IVTt#s|-V#{4g(NG)38KmXnx_w?@>yEnh^nO^nv)y#cTzcME*er!EGs`%S; z3DhiuoR{iByCN^LUzg;NHqZNV+BzdcP)JB<{l>KnZtRlgd2?Ru)BVN&S8COjHIbKf zN|(;Q{Q3<~I%qTYlH%v*mU*SGsrh(Re9?Jf0Re^iwclo%<lVWkC9`3{L5C98xg~BL zV!Z22mUMV;WRln$#;hM}<okVwW%ai;Gc}D853vXb<=o$QH;(DdPM;a?ZB6G~I&d<| z>ulC_NsogE4=(ba_VUbv6J2`Z%Z$TK0*XMFe9w4#VT<2kY2Ly`TD$an^o~E<z2)Yo zr>D<;?|fyoHvjgvwJ&~KrN6ne+8$3QUS&x`JhMb?0Ix`i*|C$8)z8i|_*nVl0A#ND z=kfaImm&&fgPA4nIzRdJ^mLrDZHdj?i-tu{PG~TT#L9VpSGf4}^qNJ9J$hf4Ha4;u zO4S`%5>dVAMd_|L;W6E!2Qn-cJ=?c5_4Kqf|9LSxi*EXY3Ru6nRwu8l41Q}ByU1ty zw@ZH$O4dv4eRpMLa2mhZ+UtJ{*DN|c_wVof|F?Zly;$|uzT`!~&u6pq&umKh|L3{= z*-L3twZp&7n!32Qv@PKEwYADEHd(6|&L|e^|F->9pRDzgz{PHH|86bYT=6B=#9=Y+ z(Y1p8EPvz<+*vQ)eX_P5G`J=cc56$f>-24xQdi%}+y3Ot%wUrx7bJBrit<h~G5PuN zxcu2kQBpiFzi!k7ExU}`nsxHW$Hz-+e}CJ!)5PgMsLP{sap~^`pqgcocmK;Za&vtr zDLS`t{9VgcTmSYys0#mmJtEiY+Dzm0GoO;e=6?SE>+9>H7Z(((D~+-{4P-yRySw|_ zrSx;zHT`Q1ODc`#+AdCv_UYO;U(b8_cTlNZ>6W(lh)bUx&Ow=fA|4kRd+ZaFjkmqi zT<l%@(q|56`^dAPU%1!rG&l%}C^YOmFYh}2<*J~iU3<P>i%$Fe<M$tnJNTBP2stz` zs4)s8TOHY1{5<8_n#e`o^IzI&&ooLk`aR>trF2kN{LjzN$4fMR;ht%3a1a7bVIS!S zZ4$re`??l11)K8W!NGl3=iqKfH5`Z!0ZnAv$4u9YRnjpI+mzyYb3<Zt%83bzg7aJO z%xpI_*t2pZ{8{<h_}kCV&!67^|8INE->=svSr(_QjNQF$=1->|kC=~Y;%=AL7cw%< z*#Cq5$wxe+K?*NH%S!g<9}>pn^8@iQ4Ghop|1nnL-Q8Ek#A4w2e)b0!oN>;f@IhQ$ zq2XtDy@MRSZF!UCF);dE`mJUoh}(M{e~z+pB>a0MKjAp;HU>lE67>hy8J->RoVaqe zOPNf;>9@Dvu~h!PvNHBl&IIp!E3|~Bs5`c$2;d&f5O7d%Wc?#{AmhiSw2(ur`up<N zI-YrQPR~gqUIO1Z+k<_e0{W$muS&`J`E|7iFCAr03DMqvujwG3=wN7!0O``aezbmb z{F?1oA`ND{?OGFDr!2Um^!2ou9R-e{HEy2Tc-E3DJOCf*b5K?|?b~T?Ri-7SrW4DT z?Na^Ybfh-r&@r|jhgBncDxaJX)QsM?rlq~zd%9k1%8?GilaKaRaN-VzNxK{-@g;nE z`ti-@OBYooFL%cLbzXAXWcwTIH?oHW4!Hc?e`7`9VxJF5U!e=Bk6Gbe)bK}TLJISY zFE3+_9{Nrf`4(xpI<5ZwOam5!!2k0%=H0bg8M1QH%Ybz;mN$14CSRGGiMz$m(8wa} zv5E1_12e`?mxAxT-&wQ!#DSalyk`p@sF40S@9nLv-h8rFDxhN(cqEN}m=*Wo8N#d+ z@R-Et(=9N4OXba{Uw5^i>oAdiBfBqyok>Dp4exv@Cx^;ThG(rpj7FQ5Za=eCI&bC8 z@F%}Y-~Wx@BF@;eT{Im}t|<7Awu#Mvw|(c+A16B=c7OZi&aim))%!b()gyIpE`2}6 zEH^4Y;`q#c>p}Zic7J<zcD9g!fWpe)<=b9c;2Uj!!760iP`PV?_cz%-iDgUt-%sMq z-?gMb?|u6_@V*F_H~C+^RxqR;?~^skyrja(%R3dc;QS$IZ+Ne?`LuPhyS>)M{QsZ8 z%*Hd}yxs3JyY~K+HB4&R^XJp)XBL~jftF>c`OJ7wdiLw<>#0vqO*KkB#v}X%w3E0` z&Q|O4GT+I((q<kJ5i?j=Sv^4=`+B|U-g)=;<-S{cerNgnIM3;Nb3@ifg<6%r(>ZVR zx##+iszrbI|NRyXI+5edT<dU?fXWAr>~HF-*1hc(*Pr(D^K)=#CGG62PcN6xKQ&3! z8?=CVl3}vj%INLuKu6qwX5fEE@!{@ZIVfZ`y6`6a``F~oW>Ro+Q?63;vx@i6jdu7p z?D;a~d$ZnsJ)?qc<@WF8KF()+T(;ZS;?hEAc3}h1vJcRxE@+vhqI27f+nF4RtV&js zQ%+CQ1r4(N4m7!wab?9s%l%bfSIO8^1c0Ut*Ihi-C8~W2v<Tz($H&J(TV@tDc7MAH zT3-VivwmUh5_YUdQkhrE1T<lM`q|mp$|V;UWIR7Nx6GmF$q7M8%c3PUpH8ZOv;Cr! z&aiml#oPJ&-<nQiv;GzH`r6vhtFBLe@E}2$$C7yt$6P!s2^biaCuA`8i0+GccTQlL zYlru(J#RM6I`e*^vC>(#`_?rV`##QP{Cuza{mh%Ps@~J4tl#&`%jC?3MF)L$7Cn7) zz?pdxXvoIw@8ZN0mzH{;-D%vg(dvbc5U=kR3uXyk_mZ^Ea~2mPb<SN{7i$gLbeD2= zR;Y=>#hKb+C#UPrzq6~<`(DjwU*p@)?(8hSw5PHdv{32grH#q%7Z<pJhQFVJR!~*W z2dyNq`umtCp=4X{xuT1b)?ormYQOv~J=VYP{X*yVH{}<$owyhLS`$ycdZ0T&gRw_X zf7_b<9&KChDR#FRy#C(Vlk@U#!1cTxOVi>fzP`RVuIkJ#B|F9*J=3r)8G*)EuC0xJ z`t$kx?QN#}cd3MTi|L-($ff{3Kxk{+?X50iKA>tiXl<0~<##*@KCREscZq5*aqE@3 zwlX6iiPbD>rT3JlXJ>~WI(*nyp0}gq<R*9d+AI5>&CcIv=-3%1q8;Y*?aj^P?Jo~P z`xzTw&tdEd1)an+%faJ(>B-HZtHW*@XKq;+x;hNBNZ)qKJlpD7H?5zw*yHi4z*5kr zwW{wml`%$3gO3QPZBoy+IHP;q-%Wnsi>)6y6G|ivWAj!!wQ{BDi`-AYXd4o>Jx_Oc z+1p8Ve}8#``qp|Mc@s)zZc=jXn(@)($Aw7keM>zjtEt_&`0Iqzyv^z7z0S?CJez7& z?3#Ym;xy<0veH*q%0g2Zd(O=P^*3IErk+5D-rSAnxBK@aIrHYH|H4MGTE6LL@tsNa z;2wB?Rx;}TtjAIZVs;j}8l|6G<2*xkdmF!eUSIMr^?i&zdhbJb6eJe!Ucn@Bcd_eq zrOQH*42w@MVP#>NQTBK7^K(Vt-^FtB@N8MF#GO#Ge%8k1<Fo80vKoN)r+j*PdiJ*y zX`gO17vo${*ucQF&0!InLDhB8UM$caYtUA#Z<nk29!VVlcY2C)uB-_BbS*mHvc314 zg(1@n(9${Es4t01+zDIkf|vPxlhgahk+ARgJL}EjefPQ<+(b2S$D51(gcpoGc0nnM zXTaI-xL(c0jgO=bykPt8JKOB4;+aj+R=<_aR1KMCFfy}sv>8NkBqV(<eS!NFrUQRP zcjz<r?Av7Ava{^4uBol%;jgdnd1oALQCr8@!zQ)sc-OQYZ*rX&geR|emd9P;2Q52L z%bhUgHdkU)zo2EE(YJ@)eS+5+(r$0d1+6ZWJv1fxc%SFKnxAVfbL>w{Oav{P0Udpn zsoc=%;KGWp;THa2ADh81o|l(*KQj4z^jA|MZ-QRzE|tj5X<OS2Hz%f@pO-t|nt#oP zwEzG93W<oM%$mb^2HJl)=l$gM`u)?guCAK7>%=!d%aRupK--eGyq;mTEkBXdC|(dx zn+$S%pyu_Xy4&-Q=Z1OvybOYG5xVexYIxklsoLSUzRFsaObA@;=9!SNAa;B4bH9~w zdv|Tgy6QFO_mPs9myUk9+LwEK+tf~B^;_3>+|7G=YwPN}aT^jGFCI7=nIv@J%bT0Q zZ9I}mdb16a+f4HB-LY)3JU2yia?IYUt1_=^=RUo*HhPkpuhi~W-|yFdXNi0Hw%GQ? zjg5;zduXq`{QdRS)zhnM54Z6KEp%cH7LT0p<mya(M|T*221=~_g*oqjULHTwTbzGF z;MzxZ-H(s=pPuY*_tLbXO*M3Nn5lQKtVMx?m`+5(G_~8?^XG?G7^a>Q0S#N$zI{Hw zUT>;)_%zVTX-hmOr+j>Lv~0E<=;Q^^nF-ZAZ^dO~a(;mhj?#<Yr^Cp|7<YY3&dnfD zCJ+98Ejs^ZW8c-6=jK{ZvMSAb9RgZW3R+uND<>zXXIb=Q!+HPtcDg%@o^Cq-)#3ZW zi+>BYl)Sp)>DDio+qc%fTTFLSczo^EInU0`jRu{xW%?0!(q>=^<oKc6VEN!@`7g7@ zf6Tev()atkdoyW)P2iqLp4Ik$zXWGqSl~EiZ)v;)Z*Z5W_Oq+c@9Zp2^Owl}*10*5 zc`9hJ(BEHQ=Uz=?>pqvVv-<nGJ%7L51`VL!e7kVr!ZL-$Q{DUJrcP4zzO^~}i)D$X zNjAUK+r<Yv*)+l~O6ph{tLNU@vgqNN4-XH!reBP3y<Pp~MIyT`Xz|^q)YG@VpO|O6 zJLAHV{ZXKUuZ%yZpPglTO<+^jRV`5Uz9Xh^eq{>(F+Asoodg}7*;AFtVO%=(L?1J! z_>qhc(0<BCzW6oyRUaNWX5QVkHRslrldFvO^GchUoGwm1IqB%?dsY`6T)sD5oM{wx z@#(G-u}(Hst7Mn-ohG@rLY$nOo`B|yBR}~t&p**5&0ATL*7GfXN5MkVCD+&M<zCxa zoUR$P#A8Wv#`Al7tE+XVKQnE3?vnmE=l;IfU*F%qznyZ9onKDp>FMdyjZ#m!+`6|W z(s-t2aoUnxJbP^#8am>cXY7~y09uF}rwclEa=`+H^?MT*Rf*5d1T|+sbIec9%)H#9 zbL;!Jx3|;SI^PSW2lhJK;wd{+<QbV}Jo&6!i7!uhD1mySPn<tU;4XL-Ce(m-U7X+k z#1~)lu#-dJfXYPvgUPrDXBr$n2`V&r+TEXIj<1uVqU69Z*~N~fzY$OO<D`27gWAs; z?|ZnX3mI7^bucjc2>leWVH*vo(SRZ=Mg3d9_jkjjB^o~%?ycaMakPOei9yg-Sxdr@ z+s%g~E%1!snS=ucY5dA*h6@%obR{tuCmdMQ@$ihK;i9H_bw%<2qgThjHP~#u{dW28 z^53h!@0k1Y&VIf<;r~}^F|lw6C^$4QFoGBnN=!^MRErd4*uY%4ID)a^B?m`>+1%`x zK1kXS(hdy_jjBot4UtOXhY}Iyq9|Zwn%&pHkal_Jv~w*GYtf`xI0Pb;n7H{8{A@lR zdG_ORe}35dxVxak*5Z_wKQ#bbe4tJEM$PB5v*(uGT6r_M-*(pB^82-i-`<!9mPIjk z+L{AROfwGi+wZabb|ZQEo0FCXAipYXSjhVAR`&X|{eQpRzOZ|%Jy;MH5+Elvs;U{h zXHe6P4_g~`b?&)+zu(<{v+Z`?S+VGxjYs^>KLq=)@vHuZw6n9GO$qkP?6diFA}^g? zu42J7gV*!#%3-+0J1XHG<C%l(@^|Kx-OBVmBz||T&dcmK4?qeNm^q&u=j2QbTN80{ zP0Y?B=C@b#K;qD-0Xc|~iDlZN1ACZf?EQXkxAf<y7o7R8eoEDhi#+ZEQY9Uupqt2N z@t{F1`H)QMl|bp5|79K^3FIhN*igdqO!mN?uj|U+o_n<6FkiG)`eP5UMF*6)ZC(ZT zzv_F?EdS?$l6>b~VW_QOX>g$GENfs$GyM8?Hi&0t$;fy{t=x020D5vsh+|@!QMoa) z6QqozM_k}QPr2b#Fb5oJ5cM1Gu&@}Me%oao4+{H;^-N4NzMjf{jN)8Sit2T9VAy;y zMvL7G<QwVc28Oic9bSDCG0gkNDyG};^O5-e8-Jde?|*sj17G<L=gn8cqI+#`n`U1# z0o{*c|DMf!hvVkI-)?`u?`~i7=dpbLIjh%e@;=>tU-$jlo6YC*jC4~$>$%TazrRx( zcj|x5`|A7I`+nbjU)DaO_(sm=v(Ieq%>V!A`B~5<V0k-d-+hyIcBy{tOUvt$Nsaz> zpC+H3nLh7k%%4Z%`FW+Qqj@);T)FMz=J|iuoV5M&RKI?w<?}hkvrfl6Gdc?j=Cs+l z+h%6{<=uFpX5Hf@kE7PSwtiXRqrM@aQE`5MsqM6@tHaIJ=hqZ{23<e$^Y8om`!Nr> z!ZXTlB(^`Bwtdf2h4+4pXLiL2p2mnPGv7v6?gY8-JC2(kmnrsHUiIaoySe$Ui@nFV zmQTu=U;FLlbK74R`}6p$UM%=m{rBPf`v29%S69bvon7)&JAS9-%O#U%#s7IE{&(B_ ze_xiH_g9`teieG{_4EDzzOFyJuwCw!iiy_=libQz!Sio{?#;XVXk~@{{h#N|pRbbt z^MHN!jU{{j|9zidb~|@FIB0I)d1mIT6|}y1?rRhIpC{bgZakTD+ry&t_U(J$Voulo zeH|Yk#CWD=-Q%5puj+-xUjOp5lDo{Q6OwS^dGf8~pU3V0f%3&B%Re6utFJ3Mq1bN1 zUwOiL*5^6TZG@-K%x+^y(^LG+iIlv+dHJ++!bPST-}k<+J<G^0b3xPoZKi*=-0vI5 z`$X#xa>rfR^KI+;x6h|0ES(=vyW;SycKbgM&u*Ugb&V@`Lfzlj@#PCogDy^dma1PJ zS^U2G{%)&FH|@_YPb%7|^+H^^;b!r9+u6bXwp-nOeoWr9kZD2P@#2~p=S$~oIeB!~ zzR7*ZOPIJtB|iO}@hxKBmnG_^?<>z&|2q1<;<&Zh?Y!N&pXa`>S^o2o_`VDN_0Npw z-?Vuo*#Bbx`q%7?XLfZ(&cjIGnOr(i44+TO|J$_lA#eVTmCIhQD&O~cZgT78xna9H zS9<T7>$UV|M&#D4(9fTy@82_fj+n|zzqE}}2bMVH_uGDZ(WiQR%lm!5`{dpodH;Fk zj5GhhCD!cU@AuaiAJvX4eDtk-&c=nzpyLnBZs%@~E$5oP=ZWg<^Y#BepKaAES*Ylr zxgmF{YEabEB{tu8o{znt|4RJzFTS=!XBIb>XP@Uu-#lVf`}fOo`@47k|NH*_+DYrj z&hozk?k5=u+kai@Z^~bBfcaN$-MixX*=2VMkN^9<t483!n(k?-7|}L+-GN1{28w$> z_U7MN(!F*{VQlVF(Ua?Tzq@sI|Mk7^t}eOib83l$^5dm*icV?XHM0NnkbgFJ%mb#= zY7H;_ss#Vtyuj#lZ1&DySJ&U0oB6J@<l`~{g$*A$b6zm0>FRo4_`l42Z)VQ+3G1ux zzMl2m{{K(eXWj9C9zCo3zWe^31XhF3Nt=ZrWfV9OflH)>$-)s=7{IqG-50NCE8c(W z>N+##AA8@|<`+L`WG}n?Df>x@_~gR4cO}cMP4g=bOQ-3~-uL(P`l;pjYrpTCJ+n|Z z;orCI`%Rb6EsL7mcxUsuE>Z1SYq#CXI`++N|DWgf|1;}8&%R&sddXM6W2rm;Jk`G+ z^H}P7hF;A>?(-3Uw(tL&JGs#7)cTc|-})YE(kY+V9g}iw)8l<-LJcdANv50p|Mz|W z?$GV`s$Rdlao+Ctn`h_i{}r3REt<YNX7kOo*`@Pezg&7XVA}6z=KF8*+U>pUXI;9V zY5wa!_1|~jFTGordf-*hX5r1c+ion1%wQ0{9@7rW_P)Eay-&}T2|l-4@BjDu|JR>L z2pyR6G5*`_{Qb`+_Sd9rzp+%Wbmg-@&+Y5?o?0`1^IVBJb-!Moofe&UllRcvg!B^W zo%c889Bbb3CRN|MZ1&9gPlGo3NLoMAum9;?d@VA)^!AyLz0=N|{$Z)waz^37%cT4} zwn6d7zZTXO%NE5yuPBNM-+3x@*K338wT4xGkM})~Jn^+R_}xL9;-_&k+iR9RwbTCY z+V}R-^nE48XS3sq-!Qy<dhbNlQMLEYHjlv<KfT?4e_!=>P;q=-DR}B0WuvxWuWQ~j ztk*rUJo9;m(K|U%$lu)hz*~EtY4){}b(a4<Z=c@%cuw)TOued$-F>+?r&dO)sjjuy zbjL*Xe9gOsckVxp>v?~D-?y!5x+lwSrcN*3d%P$v{^zOiUFBz|t}9vkF1GyM=XvFi z-d%etJG1x9b6fLWpJNt-3Ud2@ANzNI2Hm;!yE>ud=Ii+XzxKwStNnb|Tt0Tm&x8DR z7nZoDdEL`j?XkSxRO};g;0$Am8Advs$)S_Q@cCnZ{T}Hz7S|rv<<2RL>9c;fV_lKW z-_Oha|MA!VIDB`h<XQ*s)6=&!c%HnWA8EdnF9CE@rwQng(plkq9*N%F^J_l4{f~oZ zi|2iwv+vWMGp9dEZm^8?@YRZZ@5o;jAbu)kCX2{Yr+snH)y#K#-tSsI&+b>{wyu-O z{kGdQr&dS4XO{oraNTQ#oU+R4C7TSN&PeXd1XVVr^Dp;aO_uvS<Jso<e{;U?{im+$ zDJ0Z8EhJA}Lwmo>`se$9U0t8YXZ>cwx=VJCH>`Orp#!RAW;gR$tyt}_cKht}+xP!{ zJG<xq<gV{iV&4Do)!L~a)M*p$xnqLY)$%=$WuHfxJoIFH;CCSW)b0EKzP*$9Y#S@_ z^j6=rJJPBGfBt>ne?L6s`gOzaiLsS`LD#?Te(t_~>ih3|p4;yJy>?wpeEfCu-=`~6 zZI-blELJ^#X0iO=7ys_b&9%S%y=B=)AJ(54H>=<8o!!iDw}YSg)E{9#i-pn4TY^%n ze$E!-+?k#=`<LYT&l3!`%bBlQ^ZP=(-InNblN9aGulIl5{W6iiI^y%2bo<@&?$)nc ze_Hzfk7If&=g!!eyUUh_l<Pgd$Le2kNO;z9`+pywbNxBB`|-K*eZ`-DUEja&zW>h& z0s0Tqz1Df_EYnPVGr8q*Cg&u_XWkQnubuxqKTqcWm*w`QpN02bc?xR2Ois5uSRDK8 zbKjX?Uq2h(Vk){+z3z=UW8|^S&W{<M6aLS-zGs=IMDX-C%8FG@i)P>Zvh3@cf1f?o z=UyonpZVRzX~xefpZd=IU5H*=vT*3cH@fmBd|Lfxi-M=;($CuQKTrMhdNTcKChx>a zU6(_iT+>Z5+IK8(_uFe{&)b)_e*1V_{(k=Ub#vZ|&-<V_b<$!-?_)e3tfiVOm-w%4 zxLBAO<T$(Q)|6k<uchw&<2yb3u@=wk)K8T`M^g^15YkEA*`l2)Gk2HLj%_QMXKc}t z440gjyR?TpQK;$4)SExI{@Ky>tCTn4-q&^IrYrBP_s)6k_3+Q3|1TEzzl*Y4^7V8M z<7pE{AFbT?MbmemF_0*?;|%uV2xd2U9F_U>$8yeuS6t6Z>ZknPIYm3>Ay@3`$+t|! zI9Hrn|K<AiueC3|<E@k@^i)P=UA?X-`u^p={8<kc%?bXyW?JUrYnc}(Rd3zG=K0{m zp69mfb?$Bb;L$xTWY%@XV{7wkUrRDZ{q5<0xA^{z|8_pNb7P}c$GncZ{_30b<SolQ zS8u;qbpQ9g?ffQ}Z!Oy*;dNoALB_U83lvUY(S6~?F!@>?XNlWsC*~P*ymKvg{oQj| z=z?FB|D8u-+cQ4Bxt418{=^#l`QKx%o!(s1UwtR}nC+}|jmxh;UE98It9<+Fd3G<0 z|III+|NG8z&l~eUb^6yVdjGEAlGWs8+zDzYXZV5I$Kc8e%7{o~db{A+XRYeDTd&{x zbG`5KrUn0RdEMBm`}5YeM<vI~Zgri^t9rI|t>~`GT<z&~QNLe*lsvtC|C@Kuwu<&- z-(EN6S7okh*?zxmQ-9_jeRgZx>ZMzAkG{QSzW?W0<7eArKYe+<ZGY4I=T9weGv5DQ znLFJp`?lAYy1Ksq;roAu+VAIW{8jmOhUwognR{-<|NQ=X+tjYRyK<M-+Uq{Qz{Y31 z?Pi<G-#^=ecF(`g7X0_ioccMp4ldiBe0HbZherN4&$o*n`dejrZd>W;o=Ww36-nmy z&;NZ{ZohZ_^tam>&-9e0Tc3Yp|9Z;*xF3ha*PS)n>=%7;@3vgoi|4zm4Nv^pChBjW z|3z*_?);h8w-vp*e)i+MnolS1+T9M*&W`^yY5JGXMKQUlRp#q?7yNpe%V7LX=61lE zc(vPF#|__EJ-c`2>uI~9^H2Vr`LwhA(WSPozuWG8+qV7d?I`){-xtgO&Dg(Q#{2fE zmG|S{^=>;FXuqFV;&<iKKWcyfUYfq|%KGV_bDXDc&E;N}_tz#kSK#LP^R-jnZi)5y zs`oLo`IO}E(;G#%=WMPMbD#fln^E0cL3f#pZ;S72{d>%OpJDRt$>$dHD*t+1^L_XI z+I6K#Q<6{C=W<*;fBtjavg2EM*Z(RHx~;XMI_%V+H;eDpTOK!Sm}$6IXY%vKYi@6A zklgJPx$R#ysHqyS|N41kN8)YUJGZv6-tVcLd7mvb`|*_W6zPAyTjEbx7v1@6c)eQh z`IR!q8}j+*w4YCSS?Pb}{q7sr&nLe%{I!$!N_x(A-dVr0&33&pxqte<{PVB&;o5>2 zeZm|grtVuz%htZgzSZ@9-_z66_y2iXm(wwQ@0--W46k2K-@kUonMY^O=9O(;_tmq` zcAglg=1V5^WRWF3+m@`Xm!1Ff=h2_*cE6j|U+eijJ=1aWq;)GlasQrjDc9d_x%E<` zV?O()2mNQVdz?PyqxGe`*X63;T-3c5cH-OJTT{NK{kHyf`op%QeV*c(nuQ+OE!pwE zZyB2z`f_(}bJ~<08W<&$!u(Pz^Stf%H@gH+fA6^-xT}0s^rw_PQ;f=7rg>Lh?2fxq z>N(~7>q|^(`}zFEoi!gv-A$>wdpG7?>$XLvlXn;9d97Yq^3dc~*Rtr0GxnC}|9IJ{ zw&gyptoNUKbo1UVJ3KYlCbZ=-PL6-MTs6ci%5w{&%lDmsieIf<UUpsix|Z(#O+Kf7 z?b!G7*{j#_|EsqDEs>v|9Wni4wet5bCXZJvdFr<7skf(j;Ld5KKOgef-&msR>UC_7 z=XU>6@3mV_d3v{8ob>J;=#pUHb@MM@Os|PK-74ds88|6>*2eB<T3?NAe#M>KwbR|J zd*`LM@xSZa*1cYR>C_Tl-Pt{FgQxfSPo9>&^k{I@oRl+jr+mH3r1txSgjc3)&@ru3 zTYklzsGT5|`t^_5ig&vctv{Vm-u=DcTJ#C)BD?oHcXe;r6JIR1SoM2RX77x3UyFJ+ zPmSsS`~Cj@?4OgLUJ5dJ-{>9lNNDp~v)4Ad329FaCu8(ha#+M{8#3!#@AlgUY3*G+ zKR{vX#l?@8T@hWWD&nD9q$Ln+<mM>Jt#<$QshcH<Q@f5{oYe4`k-x&h+|to!*LKg$ zXw@&x?bG#E?vlJ}FPZ-gbbGe>)9CxZ!psFq_Fb8}otrZu=;O>&2dA*Gb51ad_>(bn zS(Dw=ze}C=$L(L|a&`y*%Ws;^(dtjUJbwh2^M+nK>+o{vrMg=TYNA&n&8D8`bO~~_ zU6;Llo2!q#pL6Wb*z)M@dW=47FVFoD*OaVY5;9?0@yYu!??d#|&v<)G->BEdmtdq( zy>i0&uRb>lcHh3c?q<<x-QUih;T}t0Z!{`=@w)oi%=B;HFD~hN^Je!uuQlr`^pBgq z%ReULwP4cc?C8KRu{~E$Z`1YK<@iwez@1Oiw&xVtaHf6Qb8PXuX{*;<-*)4r)5@Cj z#S;sgf?lQDT>oMFzS7@(@4w}I6+%z8=!(3$DQvI4!gIr{NqIZ<Dh_ggJN;~jvF`W6 zd&#qNw?&#u)a*PjbWSZnE<Ee{ufH1<nPv!yT|FM!zEYAsZGP>ymFeYo3sdK;p0e=X z#8L+1x7B)&H|=>>y8d<F;&)k_W`EdU|Em1VlJdGpyVK9^#_yVW##;Y+n&Lz6ZL#<C zEAvD_BQz*EzwxQ|h8K)Jb+s{3)23{UJ7@8@=h?37d-KXeg$k}bo>%kCcz&jlK)KgX z(Hh$_mqRmhx7}Pedw%_^Q#ZFP^2qMGI7vZ0S#QaewYsmKUXohy)@~Jd%B3#FsYfLj zFP76*oO(9(!jFYaGk!@3F{v(*3SYKz!FuL(RnnQQK`}*sxAXVce!jZCZtMCb>$GED zfBm#GB*0(#z?Rs+(uGmi=9btR>8q}-5xSDHW&%&wJfr&z%l?JdL<y+gn7xcg_CU(~ zo%4<7`Nv+;Qk<44x#@1%?W>!2op+AEpI`s`c5TB%ujiMdvP+I<)_&XAU%O`Z9IszJ z-wnex*IqFyJ5!^*z~BDwmv@og0@MFrN?Q50X~X@}sLfN-x78iHt@m|SPqax?QM~#I z@0oAw<YL#qWn0Jn#>h5V@h)h*O>E`-_dHquZydMVHhW&R_FBE5wA=o&9LqM@ElfDo z#*tt&@9a^%vW<E5Pv=+pEZg#L$Hm^fkhIeJ<(2YlUR!VCOL#T+?6-N|98<*nG;_ss zo^xrPE)#mOL^R0hz@5XBz5d2LwLJ0lcGc^(>biDcOBl~w2@z94^j{%Of}BfC-Es$9 z%tb$Da!%yhP@+Apai@3dvy5`5^!c@A_hZjDvdi7D`Pk|IrtaXJFrAlHYK*?IuTI@8 z37;A!yjWE?{9Qr2b;)FR<{2%zoO(fm_TiED8GXLp?`yqy=T+EttLqD|h<1L=J}&ff z+RFN$@&4=0KY$vena2}fs!e5BChNRdTE$xUv*rG8^5I^sFSaoH$d;YGY8!A@H^};( z)Arv#*$loWe15#ERjNF1<~BQ~87+M~_j_+J-1Xju{p}3xT66!I_FumGGK8?tUVPl( zUG+471*_<l^UrTl@#Zkh{dxQTziXA-A2)otTkIQE9>g%&>+hBWlDd~!I2ONt@>~A@ zkK@mxuI~yn*FGORZ~v4M+pt3ySe#W&Rv&(FGm7Wx!Q#72na(T*oR03%5my;~4xMY6 zSGqD<vX9OCbFI4{SHh<Ip6_>-+@Jn;t+%AO#ni8tf2sa|@3C_C0iDm!e}^*|$6LO} zs2|OA8&w4lT$wuU=hmV+-g)tf&##|;`ER*gx56LQ4W8O<CFWDaq&0uKesN@%y;7_9 z{|e)oC3-v5SPgzot!kQSG|%~FTGKohKJ&dVeP;{%SuD&yyTOiWMi1+x2`hU<C%xws zIAx*xbjGrk3*@hV4Y(#Re&EXfC-XxjXO$XXbCR@Isei7ub6)D7UZDlPQOir5!~b{H z?ql@1do;*tSIpteQzndO6x(GkshD_Vvj2Uz`}`{H8Nrz`<y*_nSw1h(wJQ3*M0;uB z)Kgz0G@Rq_-{D?5$ztl;ms~mPCQZ|={FbI&878E(WXbIHCErbbJqtE}zgKO}`Qla4 z&C_w)xE(gVFX;~7^<|dG0iUX4&!rDMiFhUEU3tuy&+nMxshxdgm0{awc!q~ny7y?8 ziq~^WedhC-somh&y}{_;<sIMe?x;<Tx_dTZ*Ddez%+i_p44WsEr~Iw)`8{tn^Nh^h z6TQ1vToki^dgru7xa4<jU9EPlr#DX(ug2P?0Y$)F#nhh3C9c!Dj#b}%9d}pZ?c(X` zQ}3?);^+Ca^rc<q9sP6SLI;-YUf9z)Y0^ivOIeC*h0oRh`&@qclmD@FO<l=X@6Nx{ z>w0A<_e(VWXF#}5T27~S+{dn1hF~p@<2!j`9sl2bU$<R)jdlA>ulGIahU=zGNVz3u zkok1O=X2KOv%Ok>gOnG}e!FbysTW28)oSO=8$1KT*&fT4&!5u#<IZ!t>#fn8UoVLU zp7H)M^>s{?^OUEbzjOLmI2B(BbT6H}j5p!c*Uy%sH$lU}*I9!&6@~0nEIcHC{ko<* zv1os9w&|s}6>|Tlyf%v#PszOa1vFqRov)F+;)$I{c!lQ9dy=n}AD3TAJ}6W7<KbE3 zc^`Z7X6~}yn>p`eD~rKbiNH!RBe#Hecc<)%-c)lwLTTyjZFBtRT`g4o?y2=R_?6+b zuGn2myk{6kz0&(L%?T74PipQJmv&Dr@eSYK?Y{QeuX%cxi{3ANGD~%d>?)3gwn<xL z(JPGu$8<NSFwF>QSsSr&(QnsEtwUbs_L4b2^~!gi-r4dxOyuh)@R$vFQ0&v?kaK<6 zjKS=zD+T<H{>kv3^Jc|A*D}cic9&l>q-}}bd}jXIE25K^K6R-xoFB%(xh&|^5A#%O z=kN>Z3O`uvH6^o^b@|-9W!rqD52Q$^=1l+d%J#1LRptxRYp*am9$Me?azfC1<GUx9 zM(@l#CBE-N>%L1ix?PukrEU51u6+M%t-r>5d;BLKd^G>h6ZP_LKPl^FJjdp>KI2Ld zVp;Ol^WD`F<FG?3^4Q<n7w-RgHviuCj+2GUCsn+79c_J1Y|4{gd!Fj%XKuS&c3Ukm z`sJ;4GVgcnFW>+B?(dILLQi_PT{~sP86>n~$&%Z<-R(Y2tbIM*>cktdANTDgvzP9X zzO-rCmWCP6B;!38CTCBYCRF*&$jv{>f9i9^WXISCOyV#2H_P2l-L}z3NMWh;<|$LP z!_86~ehVG&*`>zGDEw=gP8q}I3+15rIbV6Mxa#-KD2b<Wk(<+euUi=%ti1bc&Ef3- zk-N)s#jBqEeyUf#Gp${=Ok=aypKylF2~N@|)jVkQDMyIOTdAQl<?dPkiM|GtynbDr z^ltXL>btMMCAvJj{@D1+Y5!nLYrO`~4-*SiRT+JD{gryVO?{z*)<tj4sZW2#{Xg_~ z=J}em&mHbIi*(GM-!BxM9I5&Eams{`Q!cJM(Y9{EdAnDJ5nkrWGvmCD^?H6!)qE{< z;EL$WmwD?#!lu1do3Q(Q?YqlMzWSe99sl>0+SFf~r3D-G7=5(5gFEBcp80JsxTPBy zrL{I{>#E!ShZ=9+eODIyJ?mwfu4?m+{hy|;e`7bj{?*1Jqug~2%ijIUj@dBP>*1C< zj}tRCRegQ+tVw*&g9nU0+hVuJtzhmw<L${>cE`JW&KAGhrPpKsTNh8OzpSNl*KX;O ztAUbJ_N^&8CYfH6n6%DS^83n`qR6xuhG2G$$YpZvDYMe|#O;qWzddW&mG4!Nc54rL zP0vV;dUuzlDD&>*PY?O)ckq8bWmNy`^88(n?~4Cvew8rdj6A(-aqQE%mCt7SI?Xkz z-^e_pb)WL{&-1K7voE#Z?`|*l7MLbBVe#4oyI&Xk%hqaa4%oHQr(oAY@5<#*_pZTS z*a;uFk}U9~C?%$ghs}275>e+}leAR#_vr2C(ZBqueAcO(g^WH<^G?VA`}B92kjN6I ze?ilCg<OvfVd}hi>Us!UT29BsziJ0gepEA=X`<$`fAP1&OS(?#Ozzqn@@V;$*ow9N z49~6v`@fB{O^KImSAFQxw5~-mzxH+X?gW+3LDy6pP9Av1x!sGkL~D|;PVVNjX1-A( zDp#}~dPm8m#7F0BblpDxC!0a!PCjq1?ctX1Sa@en&s!g4q<`0MscERz>DP=Wg*BGA zo&(J@t=qk_=W@{WolG-!U3Iv2dZ&7U=Yk5*u<`R*V!@hUAG~?}`&U}Mq`l_%kaeYh z9?yGVm>Rn-pKXT!gb%mx|JxRA?ijf)|J{F{j(K`_y;cNAwJ()kXJfBfzWeswS!;@? zu8vvixq69=_chJ$-qR}YeV%u{^zPL2mu((%^Ck$js79<jy~IH)_T<~m=k5M3dfBCu z829d>j62iHB;#9B+6P0K)=armzVrSiEw#HQYAV`!Gxy(MJmYkK;^)fqPxrjelTQ}e zyr;ZazUGne{1@{d>sa6Z5n9^4y>#dP&3AWp;he5I$zt&G{C+<5XHpCPf@V*y=LYWd zS!p2u_MGPDWh>{%iXTY1TeW6pjePi}&;UvGWg%+mJ9kBI-4tg#qh_YryZ1SwllTAs z``&takmTG#rJ%<Bc3Llrb4sVXKkhSqJ|#KwI@g(B;jbQVo1OXd>o3p<s^r~Mx+)DP zO+B-x1zohy+@F~_Wt!wto7a)&U+sFRb>IEJ+LTi_<TZ;~4I<SZ#%6|2e*f6(P*=+& z)eF(_*Ug*vtDl*%HbrOFmM16fXL>tzwA(yUG<KSNvGlc=Yw7gj#iysfm;A7g#p(Nw z<F>oP3}%|2HQslDLG8C^_fnw-l_jSw`(95oIDO60YhS;%WV!nJs@O}bR1$qF_r0$C zIp?{~-Rr6UlGqI_=e6zuWsK8y#&s9|zAN9qt~6qwzt+uvImyyjbt|56{ZW6Le5r)- zjEdxCjM=2q-U%mJ3=;jt1D{TRxU#@+hvCW;o3@hZDU(jU3hC)96P#ALe12V3@!r?5 z`trM{i9Xia_nKkZyLlS>Klm|BI5^W?+vReTa<avesXlcJ=NaANy=A`dV{cwgyHTF^ zw3#MqZqKF~MITL>X8CMJ@~^I=bE>tb`&&G0*%$Qx@B8|C`!ILeklxpBI=8*elU^oi zsy;4EVfeLc$x&aem#4R$-1Ej<w;{-I{xk+jX_eox(<gCV=wS^y)LnHq<lgeto2qJh z&#aH0(DVA<s(Z(FoPYU9TX%Vp@9Wo-QiW4wi%uy1y<wjEcg^H?&xAHy{q7iLwzPWZ zl)v9@um2t0&uMhK)F(mW^QEg1+lzktGp*h7>*NjvL%pSZxo!LQ?fifF*U}d5)cHSW zzn;+bZ;M~l^+~@~*(|T`dLr|9+PWpLHd-2;3wqan>1bG_`nk-;X@(iE@-7=G{Cze% z-|nihoeRU{Ya%<<gP*OsbKdCXB!lB~uNjwmP7u9ZbpFccPnPFhqfRc#-n45;>IKl$ zTHc%4cg!Qz&L1#Q)$K6K3-My=xi~3rmsfaUW@W_oU#B*`6w`|pT9)!>R!Qr$O%uwW z<eYckX8X=|`s=xq#4=v;8Jti3>ys9@OYQWHfXtO<(JPr}#FpJ$T0Q;jwm-Yh2;-bZ zoWzwdO{-Yzciqp^@nwuIT1SHwZLHoMSd#4j^zZt*udAQg|NrS9-Z?jKt=X|j*OXUo z@L5___cy-${I(09PbxgmWSpwkc<E^Lw*888gbpk*b^JCpyXql#e8siklUseVyF(Jx zOLiYo)iZqk>GBz$@*GZ?e?QOHe_Qvs=}6|btrt=+iAMLS9-lHH;dbu!+--M?PPgW5 zJNfl&+2g%;%WjwcpZk5!bJ^W@ZPYn^Kkr$3dYx?fox*dkjmn%~Cng=b$)cbc|LfB9 zWp!+qw#K~My!pJ{?&7nXjbHwGefV4zXH*gIrCsa!R=;{W?a=eqJ<8%$e=75z{ObyS zcXN-k*lS6x=SmHlLjQ!&tMh5w8yM0m<LlG?8xDvtaVmgjD$5vCqBNFPTeKcfVZ@b% z92hq5S+{+&szZWT<CX}|*K@b{MQzOrEj}XXUXr~m`VeS-KREAb(&<14hRrhTcNMFl z_dVxCJ1`XI2?uisC|ua{HaGwEv4WMFM%ON0beF$7=ef=EmFmBJ651LV(%9Pdkw>vX zK4?tUR%nRaHvL|wu!6zt1IO*YZA|<B_xpSClQ&#I%Q`lHy%zoba*cw4p96!j-%%5c zrspSNfde}Gv)}b_3e0eN&|m*2x%kb-<7JQcz1ehH@2qcL(d1`J;yZcYuC-ub;6Li= z;uvy5Bs(f)CpSmJwBNE1{$La;|3w83><|VojXBW3#59A^Ft-b13`~&wjCBKOLTNYS zDt_B97t*?Qx83OAl(7P}s{|z663)&t1usm<+4u9=*+6$$(=%?lt?0%$BrF!0QO;2O z;UK#?X!dyX`+dL7cE8{E+pY2w-z>0d9?gPBo$6-pa+N8Yla6+!Jv}wmIq%jsu=BtQ zU`+)xqsB^hgOw?uxGUeqnOJr^*IYNzY*Y990+1IIBpSEWSU#N+yz7H%H0UUjzZQuS zQPGO%ahbD)=`&wK(Xn><x(aiTuWr@f_~wA^;nCS}J+9jH_uK9F4@7UZM2`oC#$Mk9 zM@An%Gu^~K`+q+`x60q0VIVEt@K_aW2e;^n8T!_5w*+rKE?1rLb5nrNYs{rBf{m=~ z2D3YwFN2Z>I4Cg~JZcIJl0BE&Fhc+)f)s&Zm%~B`CeO^xk-)}=#S1VC8yJq+g58Xs zSiuS;A{-cu4OX1R7!ZJ&&%$Ex4y+Qx?I4#NIKad-qtP+953AciHYzj}@`F@jSHLDF zaDay=s~DsbyCWHUsv%=S*bFh)(7=$E5HMRAyIv+14vvI7%s35iY-D9IU~ax8gVTc! z43FiodK~N>9vy`SNr@}Z;9-TqV3PO_R*B8=4had2jAsrkFmuQ0L4gB1*fGq6duKH2 zN24B|7|<A_xgIS*5ZQ1v*N+zXqXj<J5E!lNaW*7I>-y1V9@bVIsPQ)1%){A89&O>{ dZQ=i@_x*Kh<}9WOt_%ze44$rjF6*2UngGvoIYj^f literal 0 HcmV?d00001 diff --git a/4-Classification/4-Applied/solution/index.html b/4-Classification/4-Applied/solution/index.html index 66ca3ed1..ccea31e4 100644 --- a/4-Classification/4-Applied/solution/index.html +++ b/4-Classification/4-Applied/solution/index.html @@ -91,8 +91,7 @@ if (checked) { try { - // create a new session and load the specific model. - // + // create a new session and load the model. const session = await ort.InferenceSession.create('./model.onnx'); @@ -100,6 +99,7 @@ const feeds = { float_input: input }; // feed inputs and run + const results = await session.run(feeds); // read from results diff --git a/4-Classification/4-Applied/solution/model.onnx b/4-Classification/4-Applied/solution/model.onnx index ee542f4db6bb4ca469b5cde76be239215c364f6d..8410dc5c4dc0e3f4afa8d212c6248bf212ce8ab5 100644 GIT binary patch delta 38330 zcmbQWvWsz6YdhlvCH9tfMy_|w?GrU?<tJ`o<l;%rPfbh9OwLTrD=D^RU|?W?5QevT zCkuK@OkTjq%Ut@~bF!ef7&H6zSJM>>7`2$a(-|fUz7k{Jq%H?l#LuSSXsdGc9h57? z{A=AKkXmVG{wv%dhCVa5j3Y>vje)^-cYFtkIe7u2xbUoJcWfb6f-Qg0R%1Ka@K!Uk zvX18TLV2dS%$9a`Ach@tE4S=qMHVsUATbt@fUl61n}h?BR;T$JLGt1<#TE8Q!eC=9 zbr~mbWEGz55H2^_AzX5DfHBwPdlLMU4;ZpeUce~C@!_tpgYCi>N|O(Uh)w2~;Ah^% zWdd~~FCSCMG&_iaZ`?Z_CNqZ1E1tR=46<6m(U$XjEQW2LZ@@GgsOjhzfix>PLQDX= zM(MRZNDLO%-}g#SzUV1Ex!|q{i$I*3!{mp|qMY$lckZ+GI6Q05<d5v44hA*B`#=UX zK#29c&-d9199*#n!ewA!Xt1sM)w0ias+7xqTdR(qy|%WU+6N%Avz9&EH+i9gJYP!M zg8dL7nXujaCl@Nqv+yhQ9GL7VB*p8}WCpdMRqe&(hwQ?W8^pQT6%N|^9u3?xSy5SK z@&aL2mgE@Y1CtjjXmT=g)f}+>uz2ad$p%sKlM^^tCG7KNfDBhSXxsMa7>LEtV4J(D z1*BZXn&VCoRA~Q27Lc<P4niCPcDeN-!~M2%9~nTEfW_P^C+)Wtc>jO@<c%uw^-OzO zpsw@dodeR(&|v%T7{h+sE4K=v5@1~pE2N>aU@n+Acu)sw@b_5G-4JVimnJ~9?Wj5c zl?5vX6EhdzL^j1j&}0r&^|If6Ak_*7ZFwrEL&el1nGmWE*!t!_*>9U~5w?GFqNunD zLxXKv80!Js_cIirisn}L@3nn4bq16Rw(zNyJjhsv2HRRgw*8Y09YiN5@Ul;K;NewQ z`1TAW1r9HTgSLy-!o1JG02X6tu+@8`xeugAJ!9$q1GbZ8)1gKmv*rPXvcf^zqkC9E zEQSW#Q!{h-O->ZmoP0n*aB_n<tE$35+pZ5GAg?GKwAEcKc+gg@6y_MP+wK~$9Gv`7 zOkU=@aU|5>NeA5b*}k&h19jMg`^zR93Q0^>5aycvL4|9wfU-DC^^afR0GPxrq_cS4 zeUL`5bHM~dgY9X}45)4wgQf$v*@DaV+eX$@?3?W9A{w{kq&G+dLxXKW&5{GQE=<uN zuEIgv2=@l4t{e__kQf6fKPViueWbSJfNj2k7|53}E5HF%x`z>@1E!9B^X3DS6Gi2{ z{@Joa)jnigvEMeJM;&CG!a>{ZihK9l9({iV8X{mrMD&99+a~F}fSM#Czh|GV;u`k@ zw)L6!4or4*k(nGI$~xK4g;zLv_WuL6H}<~->1JrK{mNCjZ?b}@)Z_+H_Q?vu%20J8 zAR3gn`c`iT=@*|Iz|A_@froYS0$UE@py+;(TVPIp`P%Kk<cpjtlO3YiL3-w;E!sah zfLGoy<F7Et3ovzHmxkutg6efN<J${K>tKn+GPe&*Hc%F2NiaBgVDdv3QD(!-3nqUM zlbCGp!aDf^FY9D`7hb-%uR9OeW(nl)wT+NCbzrg}w-nzU2ib$RiN}BJwSBew@&QmX zo1DPQs&paz4AgjTwIYy}D50+7@cY2z0A5iw$Ge^&NrW328f=$nnSsRM8nzTqe#j#{ z`JWiqWP2BpdWHtu!xMxL*zPX~0VxA(WoWRyy`de%1?z$lZ<|E-+aA&4KWICBg~tI~ zu3e`<F{E(N)*w;}9yAOMw%`3#4%n(6YyrtKG}z9c4lX3XrofEP*)It)o}s}A5@<H_ z&+oVG?CyaG+JeInoE`EQra~hZEcQpL?ZD(hWkpb4nrtA>HQCRFLoKn?6=W6I0x-eQ zV5`$?2{KFJpzZ7T%KL5WzdxF6C?su~FzGr-80HMHnXjg-1Zihzu$8h7Jz%@9`2>gy zGbm5*$YjMxVWfCtRbgnbZT4wHR`qDhEf5!MuEIgvXZn25EXvBGaL_jIX21d4hX&dE zCkKj&%63FN0=YrqpzZIo98eb6A#=;Q4^A#r7G>FXVAH<Ifnti21GqURAFvadT%g61 z4a#<RYxdhRzEB2fVrZ~cEMEt=6lSx5-)X2U*hnzJfA8l3+b5RZ2W<J?Pk_rZG}wAg zJ_YB3{i|@$_E7JWeV_!(7q{XJ)O79$6;P!m4i5AHTYgY>n*2|UgR{^5<v!b=lcFI0 z>b(ByfbA1qL@oiliJ`%k`4tbS6cC^ML4`wS#Z2=9wmBkSL1u&PgsBR*zJI`$_t+9> zI=`FRy?^pWPEnSRX_6q_@@CgL{$RK^phg}f1~VujlNDqxLxb&=L(}%#3i@x@Gx?%} zxR$~}+blmx<TMHn7+y{hkQhvNns^r|uZmC36X0bzJ2?@QBSmH7*N5%1)&4abIT=c% zT-|T0Z?OjKaTc-n=MI2c4Ux;`!NChN&%E3S?l^^mw)57^fjSOs`62tKQ10a4vLJN~ z4YoOY?obvu@q>w5bBsVqUTt!NI0y69YQf2lV#1UCT!dsZFEl|70Gqe}a|B4Q!a-YG z<9(1yO@LPfS`>0kE^rlr))>4j0jAXlCO10Bb5u8kAFw^i&pFvqOpGOH@iK_E1YZ8h z2Y6UH3oZ!nx4oY8>%inh0h!4P!u*rpxo`<89JDR#x(|(|_KF?*L3IdAj5-^rXcaZo zHRn8FyCa+x>K3pUvUR|vKSP7<+++Vi60kV`yY||?$sff)hI8pNG}s<DGy{1F9Dpz) z^r|c<l3-fEe$^0-1l#7C)B6Ex-uFFUpe#KOS11dt7VH9Vr}H2&u$f?!6b{-JZ!$Vy zJHcuGfyo<HWWZ_LK%9fcE53B!<Uk%#X6DzDlOM8+8M4}ZIbgeugAJq~rWI`PUNcUR z!%)mTZYBw;y~Sb0g^9vJ+o;e<`)s%VQUE0&nBu!D6%N=Qy~P4;rAB@2vbVJ?7qhbs zTfEp|vb=}lWPcOZ$@j&%CKq^dO`dPUHQB*~Yw~;#uE`%5Stozc<Cr|bjcYQ$1pDL- ztXxtGj<yPmmx3C|uqN)4_=)zmw?!Bxf0UAiHo8S7Pf*~nIyA}8!PfK7LI+##yRr_p zYobfw+F(uQd}l$BvtZn2k7*9JEG4<1CNoRl+n=_RA2N$W8}vfVSvD?{1#QGwRHprK zm@FtIHCf+-2kK@H=1|$mlM@4k6%-t8t1C;P&GtpC@=)Vtte)B1o^rVd(kQA{kuk}^ zcCFHDJ6rweb@sL~LJan{8C&;Tf+_=$1_lOOp6tn!1#N@{6dY~8-@oW!dqsP$ovls0 zEw~qP-h*{=gA~_fep#N$a#9@3Y^N7Zo@gmHd4e0O5_69j)SGj<W<goto&lK9UZ3DF zd4G_U(!R4V>}~yYBH=1vVbEH1(9SmCnufz<K?|A53bMSDA-1vB?|FF#q#CSH!O=E6 z_ZEl?js^us+s(pEAg9A*!L}vxD1ka7C}Mhca&T=747O8r+CYH?Q_|FI0hd*9wB1>_ z4a8M&wAHoXNdPe!7;KGmTI}EvBPYd?@z&>sgKgY|N{~FvAb~&O$mYsys<XHKo7iA) zJ7=1mgYD0EH$V=9xgG4-ysts_wmXh~0ht1pU|_HnZv6q`DmdESIX}-~vSNT}5@Wug zqpkR<B~Wn&2AGZC4_1T37#M8tK3)ql9VQ`PxCrDFn3-V9tV?=9iWMAfkGkc8SPTrd zEX{@Xwi}9zCMO1nsT=%*B^|I0IUxs8%}{W(b^4-jH(8KPR7d9$8%Ppn-}%dIj<%OB zy@QLvY~GRMWk30%wWw8LVvC*a=^P11TYk%lAg97qfZe9wErBeyprHZeKm|wJh4DYY zy<ji3VvyMk47RD;_u1LHE-H1feZeOK>WfQrtmnREZ@a<gJuE@GO5BqJB@CDqt$({f z#xXG1*0U{u+7rk#!v@qiVz8AiYPPfeeM;5dHmOSxsxJ9$qZKIVnKgqYCM&W?hfMgj z8mbW-HtGxwQ0IW1&%m%i*>>Zs9;g!E{He&Y)<<q3b8V)GI@oHoaobKjC@R!7_l3Rf zjhla<_LhoGpRCBDz-z^p3e|FEH@E~a^;bx+wbg72vA0#$*aMXV+ud%{Y;P-iN6*1F zEVvFN0m>M;Znm~&6I?(+r{>zQ*1@**@k@JKe)(_k!3l88F)-NbEv#~|J=Q)C6p{+D z$L6d88Nt9{yG_Bv-nQvT9mq>CwP5?~re)gNYHwT$Rd;*$3OiftLslTJf}^d;V<(Uf zSjdBQY+Y#RV4Jh23tW!yOYndOSN<$Znk;A|J^6t*&*TM+0+U^ZgeMCq%S{$gHc(q! zDF?3&z*Pc6gKf_$MP#v_&b-MF*`@hTK0ON>G*CEbyYr#XK2X=6<5KaJeYTsWctEua z%bLl)dqHgn*?)iX_uIOCj|bI%Ff+kbmnlp10q}r8f)LN-3%ndG5vO~0gA8IhWnl&G z^iBStA~)HAor7i17IT;YhlEF;AhLtNW}Urb1XCb4*?@zW<^HyGQ2!LvG?Nh)3l;@c z>##bC&6{oS<b?_@lN-c&ncJQePY%>HVR8DB3mPKORJSv`4pIzr>WjC^s4fR}o@3a- z?IPv{*LWxEM=4Bp5aF4upyMaRI4cO*X{V(ECqHCYU}<go2r^r3vVgMDWCIQ^F@=M+ zs%^E%=3W<IJ23g9LbT4e->~il*ki`=+@R`}p}|)5XfxF87ozX?+dkc50QQ75xF-v9 zEm+Uf{hbGFmplsw57r2KC}lz|`ku0WpRKJ(4M<#5oi%#SE>JcE^?Vr`Y#(3P0<{Qi z2AEi=dl_Vh3d;!z0nqr1X7HV7OAgqkEcJ()2v)W4#am>qvgv$eE?7z7znJ~D!qqJM zZU5CxM3z04vJE^&B%mzB!Me_5zwOH#|0gF#IZPH%R%2Om*bE%ZEV0{WgRGZ#h<w@v z4TI&&k0LwQ_K^iLcUj}L1GdsOYI|+(J_dIZ85(R;-%ElFQ4#h{34|H~b{h+WJXqXy z>QxEkh*wYegzVCnSB;RlV6Ci9<;Y@!>oq_@Yr$fgQVwFs3pML3MOJWwYdI)AFwg9M zGdWOGpIKdmYw|;O5w-)iJzpm8n|x8nWpaRk5KDD43usWy9@N7+sK&Y9_Qe(-P)`Ar zm^oPVJD%>F9Kb6M>gP|=<dB`kx*6&nPM^2~wp?#Bq1-H&xV@mUBXBMPnY;bb!@ZLi z+R3mpG}umJ{tWW9ywKHM;Km+9gYBkEo(F8tFunz6-${(Jpe`GzYs72F^}z*drscy& z`)yerVxU}bC`6dR+Og`zIR|WC&iw-Jn}A&ZtjG6&ZI$KZ1CtX~H2Jo@)`Lb;kmMPV z?Y1lzLQO!eR8Sv)mqp;pTyT-WlGxC@8#K^p78Y{sfUQG8KXM>u+~o$fPGKp&TWdSA z?A<Beuzb&9uz2<gkcA2dZ5!6x9I$1)Sd8p$u;XK{wLry$Prd=?<pM1(<_WXJCOe8r zBrr7CMt>0pDNs0Q`?RbM#DZB2ZYm$&EC6+k(I;sT3tYx19JCdhCIjLk6f-o~u3oVp zp1>3i+8(rO2M4vE-cL~MO0nF%e+e{h1sVn7m|UR6&-=0Z1hjBx&s+tnQJ6K)T?QB4 z2?p%!3XZn_9n35zKeUo(*{3wY0n|ERUUEkjG@@=g|BkS&?Tb^|wzkXmw}PrTL`|aL zXdBbM5NdFW4y>uM#q1|&a9-#Nce{ga?t?aHW%9cH#AHPl(116ujFTTD$S4K|+lj$< zp$32}<)y0@K?k{6wG<p}k33reQirgTfx*^q+5u!S!CAAwtz#CAeiw(y6J=yTZT;I4 zlkIHZEISHP2&>0dy8N1a(NkDd!O^z++$0BE^?F&T&AMCsCjXNW6F<4R2BZOO8<=2V zuyxO3f;xx`)H{%Adnf=>!@yvBXw_w?&%iaL`C*O8g5J{NN=)ye3c$i(V&63D$%5V> zuZs(v+Aj~X7Urt^{wm-)^}Giwv&ps{lLftH1sND@*`_E!Rr##_4UQ1L>#x`yZB_ru zI@+q+Z38v4MP)v$YXUg|=GJ1nk034sgKbE$8qCzm3i_<F*9vQ)j_P_G0x}q;h56P2 zhsl8^QidMf;K&6#OTp1LNNlTvt)5nmz3rN!ET~p+1c3>QmJbe-6$8}3-K+y1T*Cc} z89<7_rYbnvs&8ImH(9|#YVrave&K(T+#opy23uL9TnAfEdtZmij#e_08)P^p^UJbE z9u8s#xd>)6IKXsSs_bnKM&5*K1dD-*t239_*zWeTf=hs{WMHuET(S~s3h&MR_O=`M zusBSf;H6?F_?6AU)<JnHC}6;96&!8Ld=c@?z+fx&{4B^guq*?E?UMj4xC2?TZ+F>F zJSbIv>)K<G31CMuFxZ;iz7KDOF)-NvJvakud9(%#l*JkF%+^-B;|P@d_pmsW1@;G+ zc=Max-geO;aEl#gGFZZV(RHY8krK~9P27n`gjj;6#e<rgR#(dfp^{*=V4}j+8bfUU z6dz<aZYcBuB?)WC-cDqPEY5dB=6Xc2+uNR4yTZ;^TcXj<w(#`^sJS{`QXt!zcTOw= zH8V|k)xR#Xx83^sqn+(Co>-8{I;VE*va^j%?1bvrZsv+?GT5D(7sMTGUEEATMhW|# zTWe#xbg~Fk)t&GP2T&2j%%;o*YOh;IC)(KCTE1p?uuc2u?O?lqO+VCRuu)*5^71uM z)S(34ja9qtKr>>K3+_sT`oX42l2CpB#pNe&WEEqsxzh{sgEZ%w?*{g^hw~V0Ckq<O z7&9=~rfe01b~;|hgS#&b47QVx);QR5Ye+#Q?o{5hv;CgA+}^hM;O)s5J;hk=Y<dBj zAQK0*i4A9mg2DpY`Q@6NV8F`a>AnsmFDmrhgu~JHIQv47lNB6o3#4Yi)Ussn4R@G) z(O(`k)2FtP@sGXj_wF80z<~OY?)N}C7#M8LPh5twx}Wk-p6DUX!gtTZezKsH_+$qU z4&mh{FF;zrp`qYt`|Gj-cxq71)g&CM4V-(yA=hzB9V)huLDa!E-B$$^Bs$<x3pptc zp*icHK;^-Dc3dc*ywO}(fPukwg@yn$D2$hJLd!-GeFaC`bvth(YvC}x2nu%vN81OF zS)n?>R?n0F3L3zXfewOz25wkEg|@f?*kD*b1lt=J+YBl>K~>Z`%Y_b;9SuZz*JQSU z>;d(WKJiZeC?&@CS7wvFEz{kF4z^eSdx1(OQAI8>Gm!1zuz(SY9S`jxV<o#bNKL*d zE<JgJ75gN2{>dL0xh4w)@Z0WGwf(sjRx^R^2RrzdpOAxX%;X}d=AcXWLH5H;J+fq* zgYBW;_ds<XU$8ABNEHKvt)*X=!(;^uQQ>LrY!0?h+hNA;^*RSCnWTga7$rcV0`u<n z%`%fGdWeZ1nZO1z9VQHRz&T<0$$`dVll_bZK_gtC3F{CgWl&u)xj}|)atN;kbixEQ zal$Lh*Yp?ET489gRr&fA)Y5>pCDyO9-aq-Fi<HB@oaLal4p<!4ve?1AZNIH8UlB-x zp}{t!V(xz17w=zy^fNTrDyN8mSPBPiKQLSZ86wKL&5P-Pt@xGK;AtE~)d{<xmU`qC zgIEZ|6%N`K7@%~147tu8nEX*pRCZ^Q&wks*IuAgWf;GU1bC33bCYeAZ%^aMUkIEge zePMbD)WQReLxSdIxF$P@aft7mjTjDAIB2UVu;75L$v64Qio&XsCvdSU2_1)xeli_+ z0`&m6y#*#XLQn0VywFZmB3?)W)W`x`&d^{hA?k9#Hf~1<sPQbyGVx6>Xn0vFPWHi) z1GbCqS7VsNro#Xd1N9B6+Cg3chpECr+c#6zLb<}7N1;l<twkoK$H?5w|01CI11aGx z(zBuB{{k)^u=N-B**CdRSxW51K5#2g;h?SMQt*T?Lxb(q*vSvsL_ou`pjo)JADZ_~ zKFBZ1a_b}0L0GeXa)Z5)bpV6#L0eM~f2hF|LgwtZt-S!AlT|oqYqEqHDv{%Q@__B9 zT-JlOOya@^Y-cZ*05#k};mrz~NRn1KXj^w_#{t`-$!;JW;J{KiXv@s|{s43qj$MqQ z!S<CXtcQL>wQ`^BrvHlISpqMal@F1%HAge;w`HsVhl;{MTPvS?$g<$*5ipx_z&6!m z11L3tLliUtmD&sn5yi;@${??E2u+)F7%Km5vfx46{5dX@Cpt?@G+wv>6$Xblm^gJs z0+fQ}?Mqi`9k8w4(YD`KbbcYoTCnK~2W|hR9)oj1?QH8-X!Q9Wnh2Fxz*_<8a<M#S zI|b^BOR?w+)Pdtp+-`?FG!fay@<H|W9lZh?<Y3YNJ8944L=|Ju!UPVzmr}cJ6R-M! z8tuXXU+ST1H(5N`Z(E@k0~!O7XL)N{2?^E%Jgh8MJ~u(@8pJ0ba24lp*xs?<Hlm(+ zvZ1)x<P9$Du)MFu&|ur?4PMLu^UrQJ@Wdi$2J>hk)S8|ic2LJgW^ybquXyV6I;b!> zguuaWu<rvX2q!~EQ^51Eikqyr?X#^}44YR2D^`@-4eEt}rc;*iOjZ;YV=+uRy??S` zw94cIcI@DZ_Xcs+$p>5|L7h>>FI6}9+iI67@3T#82s>b##EBBr-y_XIlfR&peDzrt zsBi#Jc})JG!Zz9TmMo|Okb7{;23ps#PImBMl~!=H{hhxCTHYdx>lZKE?I&N9kePhI zkaw~H8~fz>CcKj$nDc;JoCyZ(CJK(WtYWb04_v@5du<0QbQu^R)q~UYcXqbt!q}kY zv%Y17!{q-mqC%p44#-U^_W7*fV!7b1puB>kt>JHTWJ6l^OouwHdA|v$uf@0TD!Zd? z{YGg!+boXt4wElh%d=dq1h*X&CkGhwPoD3=%RKk-D^Nwkd`W|K@<vHvked}>t?I?7 z%f2ykK~1+gz6vztKly?chm1`LE7S?sUa>jauDizIXsa+w&e7H<w_)-`OJV3d2{`yB zJ9zL<{t(Cys(OFCJq9&xrpq#W+qYc|j<yfO`X>w8h%kcN5R(h;s)E}F_auZ2<K}8X zZ9xS3rtPcYVhjwn-&SvQuw^ge0EvaDP5$Sv2#y7P5BA9p(yZ(Z47S^UNP=5M97f*` zIM_<734nw00wX)r8rVuGab`P(S<sH7<Yb3%k;x9>{GjBpCTI_6SXz9tf-KkM1&pkd z1B`ive@3=KgR1#om4odRD@Rb9Qd8)P)oZ9YIKIPQtp_)~_$Al{6&!8#VwZs&%D`aT zI)4YuzhaXEj5(NJ^6-J$j6yESmmO?R8lD81qTp!jR=p6~^Z|DZISQUf*xPm(@`F9m zr@&SJ#=OPew*8$v)LgKw)7)hpYy+}?fPz}V(e}Va@GJ!^(J>|<`n3v<w)>udeS*>s z*eTu&(#ybL%WnL|!8Wl*)4}#Yu_P#&GBDU4d#D4lO~KLj2Db&QV_42m3Dt7y_e^`+ zsba8X6MDGc%C^CHFDOBSEm3f^UB7~RvVgG|^MQHplNDKX#6UgpR0gQ=;JD`W_yvx& z`dybUgUnTMwB5?%XJ^Z5X9BXDfx$MkgBh-Yfx))Wd<RG!%#+}7h)#iZZ=Os#4AQ3H zXj^j^JP*UbU^^-KCrAvYBcgh_y=}y?P>>kRoeT_F3=FmtzVSKOS}5n)+fGqQf?ERC z$G~7KXZjr!S1|6vw(s_~Zs&VI#xOA0zMRF0?8?kY21i>~p?0V&*p*MU+w5%@2;YOI zJ$`U!*MN;H!l(T<*fs~-Y<o+P4w$pdjE;aLz+46f+dhG74z|BsWuO*ye2=iVJ*)q~ z-gZsiF_1O}2HOYwBtbeD7;G2hGEcr}B@60=RDZk*5`-B8c8ux;eW(^N_X-=6gYBwd zQAb<Js;`q3S%R1q-u|C_(NhAHIlvB0@Z)D*RU!i_OI$b`CfnNv?REi~3JVXgF@Ei$ z$YRCQdn|1?nO_1W2^4kz+h0y*WK&??bR~JRB8#fb+8>cn*IW%1a<IMbxyiwHLzl0; zt%#BxXc~(7+q7k%?u6`Qhj1Z#?}Klls==0miK|_(n7AVfp3Xt>?aP0Uq3*Ij!vf7` zBA|>~p%ey<)X8zppqwoO_Ur^VR%QdHCa6jd=8DrN!GRHAEIzs5E)RHpC1j1Ixa_}+ zoc6X`0%85UJ+@06Y}@^}*x42&IoN@wxtMn`Re?;BVqmbHyAC#o15W*5!ZHoCs8bkR zOwE%K0Zli9O8@)mEXclmzFFSUmMJ&S!B%%0J2VLiaptr*+1tK$3jz(_i2H)3@oZS2 zq0Rc##lcooP0_*D=eHfm_n;o4{4HcNb@mt`bHM>A87uE-yL0DOJLtSC7pRN&?0>g| zt)MNpqix}tt&oVApupkhHx0IG6zmbO{@e2=gDe9_H!KdAUV|%D7#FN~`DbfnyO*(P zgUnSGf0v7>Il+c7FxX1ytN^7uj-)bHN86cSl|gAnyr$tNDC%H_y13Un*k&^7fI=Fy zq?aY*=>*HkhPU)&LLGx0Y+Zx5AX^7^s_<Lz8di`8&pUTPT`d>$A8Le<w&t^bs3=&y zn!|lN+nZd*P_YA+u%VePt5iUpN?2auWME)$u+_a{U^{t&mlSW|64*@mf5A^6b)bIz z>(AyOFEK~Re+K)TnPs!>WJMMeznLm&s160KI*!b@v$cBxp3P-ou>Hf)U~l`-e4c}? z;ic24ib37!Mf{GS*%Joa4_&;I1-(UB9c+7lW`S&x&MCaR6Y6@fkHEyycX<xBE0ikj zZ696~aj;!rAPhD0`T`9M#nlV`A&VWj``ylVOBZ-B7#3S#L*uV2f&IsN7*yVAspTAF zfa*KSF%fEh-EJXJ48ruiJvnExB8wR)i;KUrI|`D5MK0LLqYJt~o=^e}4OFvjgc<^t z0uv9qu0X8-bGJq&fs`mXf+p@HHgm~9+uOpkBcKiW4ZD^>r}@McG#MIf->j_NXWQxV z532BNA1|o+4Qu*>o2XCO?}6q?3_ET+LREQj>_BbsGBnsKh0cUp0oGK^@Bq{V7oRMk zEF*E&7q-R=EC(iLJqJ%Z7=Rk9qI*g}6A(VkDOW+$nZlr{K$f?YWA{y7s9?-;Fl^f1 z$s1KnL34GW)k&@_ceg>UH_ViVvcP8knCbv^q0Qq?C`;jT2(l8ex@I{m@KhFG()vmJ zZKumJ9<c4mD1^**=tVpQxkZz2<sq06&W@>jCNEU*k!6mWe!!MBYA>pR3I}cTyBNUT z7nW_Dn?d~o(A*HO8jBBf^`Wgt0}C`*4_x&`*6sO>adIK2n7GbmSRVuIKrkW9E;6~$ zK^D5khgae4`*#qn3mDn76uEe_Q;YIabK(mUixP8-ZFAfv|BLajm&={D-?nv?(|+5l z_U`*_=jWU4w>{vqa=-1QWjprUP7JQxZ|kU?v)}fKeZ_uThl-{9L5A6Ku@w~MC&ee( zhFiGU*`}Rmu(9R;oo!>gQDMqH+i&fx`)q%)I@{RZp1jh=mcM~%pKZv=xqEGYiM-hh z(r(4YT$GV-8}z*1-o*CwR6{%4qUZJYwh^D|_uF#K4%=`0>uJ5cEe~(Qep_jq7JFO4 zfA#xqfABPb?VfU`byFNa<79{YsL2lbHro~Cn9CVAZ+PGe5^CD)kZ%TJNKSUhciZl8 zfq66I_5*KtqF5(8<b%ZIwttw<UBozDK$>SMNNBS|{xwFhrs)cD%x>E!WJ!YgoQ%^y zoM62^*&$zUvP1r_%?|liOp_h*+qWxR6g~v9KzFi3ehSzUumiRS{16mjonA0OxM}(Z z4#xP+4*7c-L5lmBw@-)?C}*6mP|Um@<dj?NlO6K8rYnf^zus0a)D5zH3CO_N+Y_9G zCV*XQDmd98|2jzVbC$^t`THh2<bMGBHQ<vFFVkj+d@ryvL7~YT9xT}GkiUTiq*jmv z<RrMP5y;DK+Z~!k-m`80@SbrGNaHz>d6Lr|+SosAPvGa=46@i}vO|8}W{3PUAg6$R z2?{8;=?m-y!49tDgoGK$kXuaK7ie*~GEUy`;OzDfCs_Fy5pthF0VFp);FHjT$qxBn zH#_7Tf=tY3nV#Sz6hGbJ0`u$b0fwTnAa|T(0R^|n^ngj6he7^+z_@*ZHJc05c7ry> z8pg>B7`dijIK$z#y<i*L1jg+Pmh<jn*}UO_665v{hve-+_C#%V$bSN26ocXb?0Qfb zl(TJi$maz4>hSaf>2jb@OWEv@zny9O1Qx-K%-aJbMYuUPJLIngIid!n4jdEhAlp_= z-tgcO$T47ZpMetv$Z$|9ie=iKz|U983`!3u65tT*0VPJTHJcss=Yvd@0|k=~I1Pae z>H=9O19I+`=?k<tQb1w9gK_(W8m9HEpcsNA(qxe18<@6#Xp=g?ym`X|9meewq$S>i z0<i=fZ(!GaI3ynnGRbDML%tm|D3#us?2r!*22kkC1X&f%yxAeYk#Sole>ccAB9k5R z`9Wd5YO_QBeUN5Q>J<Td8XT-3mK!*EA9%y##=6-dUzBCDLw*T}@B-Ptj&XayC!t=D zE8IZgypdzO!wr$+jN2F33zmZ1nha8<1~NJiB(Ka0BE8r^!QcwYo#h~RfSmjV#E=B1 zQc#ixWiC*lf|AXp$qxC4w;xECO9lsxKPWg>Fm0dUE^-`XdOs7$Od<Bo4*5kOLqO^F z@MeenDIg!qf<!>+)*BQeCpJ6ePXLM7fXtl@*0I?kzX9YvaD>}zpRiuwAQLDCTtEhb zU6r{#L7zzi<XW(4pitA@{@{irIGsR3YkI>kg)JcWf;_GbG7c1Mp!k0_*&)9c6pj_s zKeS1iLt=RIh6m~(XB2OC$Op%x1Bhn>N>MSOC~61gQAv=lRnr@?7*Bw**hWwy1NjY9 z@PK>-&Qji>*xBrmp8+xe!~v-Q`M!_|tbOu^2h%|187PTN-|$K7>}H4ji;Q3?kSEWv zOmDE3ISeXwc0!ebj0fe7ryvtSC7H<f0x`z-ARfq8aN)Ux5fshhOq(}6ux141fHJ1( z1>4w`PCu|)lndfTkm>W-L8+sJ1yUAI-tZtE6t&wQY~x$WI6Xn1=@%><Kq(azd>{+t zrZ4Cc1No#Kq>U34!@}TVO_&W7&-+-nJG8Oy015kmlHp3QXU>AGi)5SZkpFeEL;eYn zHJcss=YoPv7vx#D?H4M!y<mQTThRovf)8vudQAW_@Gv+UK&33m=43W-fdvYt?FQeZ zY(UxJ6ezY%F;7>xD12$NL%tHo22cP(3Jy@QvJ6zL*n^Uy10y8WL!;y{sDzXSmv0eF z+b`^p5oVkoaDg2ZMBtcpgjENiR3ryZxFA>T16dmcvNjt;fRoDtaIU(;3d-m3f(NAK zC^!J1RRt(;-8MVq_kr})gJi%WpnUOqvqL@$I3NQyJLJnUg399;%-bg%<pT%wQ&4Dg zFo6ORR2YJS7vxEhcDd;a&jmrT1*&1ejsd6V8b(lB?iK*WbquH+5M~4g-dRv)*j~^l z3NDRGz}3?{P`#%MD$!<w^IZuGsH`mn<sn^&V-{GmMKFP~zz#-`c@w}6&7ACzp9xYq zpK-fFF*CSwmxH+wRKA0YT35#DA3WJtfyLoDsT%5&1&l_M9r8ih1LhmI?HA5)s4;<z z#ZuUV%c|Lv9rCfbYlDq2)KB0dY_miDVnme)%1+l9LFKm))AR{hlAto-FsNcf_Erot zD9Po5(lDqzgqEofw($vpg2EeA+&uu*ub?)^HAZlCF+G8w6I7>yi>}v`H$3<cDuOmU z<cEQBh8H8K#IXV8?bp*26r>M>g3uIXSl(oZd{FhX9F!7d8Mi+W7E556{^5}PGe|%k z*e%+=*&+WpxLUOaMSe0UVY`8n`6_7k{_vjh3rJ==)SDp3JAfST2FjngAocB_*a9d0 zT#(8#P$rlPj=WXd59AB7GlL2daKwQU5Xd8-Li5D-21~A~jN9skz^T^;?4->b9)N3a zP$~nb`}bhCA(hl6ETG)Q$GBZ!0ZS~?w0a?BP{js{DNycG<ZK1meg@>M!`m--utKUN zP+s2bklzLpZU>iOlQ%p7Wjt`A07X?4D2y{f0a>xxA^#^htxW|fmjpFb+(3?-2+sJR zyjct?FF*|(a2*3mRG^sm0o9J6yaFnkK*e(ts6^T9kgvcD(hh2Ff~s9`n-Wp>9eBfY zo)_dLS4L2&x(d0mbKninSx_+mD^a#TxGOiA7u>=DIb$~eWQY7Fkl6ts0#u^pf$F6~ zrpX%~EZyvouMUm`P+)_c0xA>Kp=BVfFo4wSkPNE91#Lg_fRf96P*lEW1hoP|Z3|Fp zbOEI)T~HGlT#bReDz|+>m)LDkas?@p1SJV@>ll>sQjn6-<OPi8pkS_mwL~;PZR2u~ z9V{RMoI=4ZcyK%AD<~*H&HIVqCc%e8@&}o=D@d^XV+2LhK5&?VnxDd;7y`xpd`3_- zy#|#ou}t731#Z}b;vH1{7BNmQn9s6c@`eZA;5u~s1x3y?U@hLDkXt|b!E;cA^?*Y4 zD=SE76)3Eq^T84gsJRKQWk9h9@;GuHnY`h_uk8(&8FN4_iBq5g7nCGGX&sb|L2XZW zkq3;RT=^H2IKke8=5vtXQ$|p*v4FhdHr=6F<SeAEI(fqbP*t4?E*n8%*8}khNQ)gP zhGv4I!wnphlO6IwAq8!tT;Nsu1*(v*fs6ztIdHjQ0}Amo;1mIAY)o&+k;nr@45);i z9v~q<4P-R9mAVg<H*3IZL8%ASoGN4j>F)-M>4M6dJK!cJ$a+vc0ScECkSjrM1~s_Q zTV)Ctg+c0cq3yeZDDkx*_k)@+4vdgmd$U76xT-e=H}p<|D%1@u@cbYPN+(mnb*lp- zsHp-jmXeqt5%18(4hcbUlplD*BL~VjSj$gP3HA!qwrm7@22|65QdBlGs9F^Q#Spm3 zdkUOu!8!jmC|&S#ZFa~<t4={d0&d`e(jd4i#{trB4GMTUaF9;_ki{7Q$t0lAy$bSk z6Qq~3{X-U~0n>JaEBv5B?mZ(rGo%>Uet}o%AGp5=3ik|<xA(JvY?=iwmEMDkdr%Ef z3-Wpeq!QcgkiVJ*RD6L7pC*t`lt3E$LC*04r}TJGDILQMaz!=Mc7>IkSHK<w<+8(| znl&Ay6jJ_gcE|@;@ja}d%KRZHT0x~^HAux?a0PDz&oSWMFQ~(|*&$z_85B?wps)qE z4jRGrI5;JMyAt5C`7|g9Kv}35)F>+ll^vi`K@OzVpBvUthBPc<m_hyqw@pl$rhk~v zeFs$7f8AaXCH@1{C{<^Klt$2i+n~<+8Pv)Emm%h$q`3u@QkOys#myTYfcp&~AG?A4 z1a5eiGfp>%<N&$g@b(GY6~WmTk_|UI<X3~-Dze!j|2#7&kFEp7D>yTOYE=VJa4>;# zA~?N-fWrF$h%f_pibEJ7{@c9aK{B}1tz`veV93A%s38W{3a&uGbss3BHGvAILyRCt zgPJVGpj?b-;Dhpy9H>Fi1a>_r_Md?Q<vK_`sJt%(xo9dlf}%j<4XYq7*goNtL^Zf! z1@59ly$vehZVP}i!zbqL4aGd*e)&s~382QR76&*xfjtW<8bNl0JRJtA<e*Ki&EPKT z0(-$iu;Jhu15)Lz0!wXn$X^KxkIA4S5mfE>fZI%<S_Tx^-~kGlV<yxv<$-EdD1Y*X z2X3IKM;SeV_OgRPZd76e73NS81yCgLfNX*Er9e4I3Ea3<1Vtb?IeeYG;Q^>tS^!GY z;DTNQR6_h=2Jsg_0t(b~+3b*S0MY~wW3W0)4v><=pe7e6wcP@jIAGU-lM|?{2S*?% zn0i1JdkU!Z1UDijA?9uuc*FrNCO~cVCrlveso?tHGZQF=cYu=B7Eqi<ff`-wz^Mfq zIuoQNV!_R2Hc-Gzg2K%Vl)oTZD;(Ukk_C0mICp?@(l3xJL481Q%RoVn8PwZ?Rto_a z*g>s5aLzOX#S5fdFbB2lLB%(yH41hmsOGW(ISf1)1Zrc$LlBfmL3!5=RKkE;j9_<7 z1C=fQ;9>?W1MbZQgS+mKitj4aqnjP_t3Z)u2_jyB9DyiN!KDr;11N$bcpbP_<O2nb zE+iB;Z+HN%1L|Sr<b%6%Yj{DP1r4EqGZHwt&IV<7aF%od83dL9M-aH$1Nq=ExP}My z6F~VMRFSO&+XjvZP<%p?5vYv_u^K$Cw|xT#<4h*duo9^0C(8)xQJ)1x2zcCv6C7)| z*dav`xVZt!Ti^jVP@{vB5mX<9f;(WKNCG+1j|r5rwrqCDzW{RSQD%_uFM_=625zK+ z(s3@h0qg}XOu*ic1BDv6H4Taga2N9WW`}%m*<=GM6Y@aS0I0nF2QmrNE(5jv%)m7Y zsFffIsxiQ+;4%v+-oT?tpayI<C<lSs3y?&kAjix#-9JFe5v1rK6R7Yi0;gJV<jn-f z=wxQln8{~QgA>%81{IaQpr{oG`3D^G?V#2Lc-RTlI0JhQ<ZjU53fJ}x+#Ih!$rj`R zNW&h|3I;h7oSnd9ZJQnP!Hr6YH$ZtFRLO%P9vqLGH#`83(0~S6;NxWAZ~?`&4X6bR zG7r?f26f0lLmjgrowCgv9z=p06yRhg2lA&YI2xnCZNRgjy7C|sNH~TWlv+SF$5&8U z2_8#b1PZQakOTrsDxje(@W>g+RcEIcM2Q~;jUF8X1qHY?0H;oH(gL~X1E_v_21-B2 zK<&m)%#a=psF(s3Gsi)Z2hN2ipa7i@P6iV|asLlQfJQ~Z1F;JjA-&;g^+F(@L3%f! zly@Ceyn!3YhY^(oC@?^&w+3VexR(T}2|?)w)N%kfcUDcG;4C{E)QwdKDLcRn@#FRd zeasGQ+Y=O|{Tbo?Oa*38x&Y@kuphzR1NEvvLww*Gk`H9YN=VtT*&!dS3KqBEcI--! zPr;*#0j!{Q9b^C%lrz9hmd)Ts1h}l}hj!>UJOEWk;EW1R1+XD04N!j<G^PP=s_TL( z5O@zw5;PJB8kYda0!S~&m7wwxRPKR$;h=P>3yN*zp7`bs4<x|#c@Zd~f>IPn8Ki{( zio6;&PyiHxM=aNZBGM4rHJ!ZS0Vro%gA*7Fbo>WY!)#yB%A^PCxP$wb=#}c^4G%yC z61esS*#s&(UV%dhHf)^>PNE0dK`nt4P=5&2+&%=h#uc1DH-iHkRAGUf3re)04DALh z77CfR8(ffW2DcVL#Y7>~HX$Bc7Er2%s{#23)M<hB5kRdGQ0-mL2ue%;L28XaO)*fG z1lNL~+y%;jvLL5|qIU}@a9Y_xDp!G$;~_Q>vv#vXK6t3u0hB7hDH%Lg9RhBO!;R!) z1W!?bJm(Fnh#Enrf<|OOAp$Boz@7ueZzQ-iTntLT|3So3kS$Rl7RV7G3<?8K^(F#J z`#m56lutmRG7+S96(}jMnkKI_8<fLOfEt4!InYQY$a9dy2}(Pl64Dy%%vGS~F35^J zkO6Q<!@>;Q_5qDdf|3%r6`l(oJr{?hUQnS@3T|~w+w72U3Mw7I!zOz{Ap))vIl%p& z-z=bB(M52=Vr2zc2P&GuH8GgbfOHH$v`K+_nc%+OGmwt?jG(FoTwsC{61WbW!UU>W z?4d>3<_!-T!42oljG)mbL$Ieno&_gJ(105#Cc#w<C|beIfyoZ}3qTdvG;qxZD(<$) zE7^kDB%qK2MGGh)gU4=kLF!=D4k)pGle*3d>dkI;$PZ@*m2Kb#7O2YvF0L~{Da8|< zQb6{C%>ZXoQ20y%2ii1Hp&JVhmKtv8z}!7>_azgQ2*AS;CqSJTu%kgS-UG4+JgP4O z3Odky95WLl2W%7K`3wqq@IbEjHhHC)-~qd0NY4zE5<o>Xinrj^DmcG1vw#wHH)tRX zqzaTK!ERm!avjJ<P<Vo;E%ty~lhB6X<P8r%!2}*5OJ@R&kAV7dC%~0G$kI?yaRwfL z0vX{5Dg$dlX%95~0Ip3z0mK5%|3d7bCYTu`NH16$Y-9!8&;`Zo1IFzWoMpi^fF!6~ z1y_=iATvRuK`EeA(g?|ClOH@c0uMZcT8+^9RSx6=P__pRdx5fjn^Y)LtqHAxK^1o# zxHk@V-Y-y87K2BrcY?`-pb{|-lzTx<PjDB50~8*h0twuhJq4Py1eeAjt=?cw)$E`~ z7AT;c!6WXgK<<OoLEzLk{Xmmq3bgs3GQB{I@%rQk&n35Sun`6iC^>*zTA*YMN(kPd z@B@u@g9raWaRtKA0nmml#&}TkHxE?Vm4O@vs<v9e31ufJ0Kl^#;KnjIt%IsgaQZ9; z1tX{e0Y^G$NETEgfl4<-UXB1811e!54Y6%PJomu<0VxF~7&lNxnYR6dC;M$s-Uk<* zpt7k4<Ye$Pnm9WsR8E8Xw4ho_oN4=oKU}q-eiEoKyt7SS30!gYK%yHo;ee9FTR<%o zkVZjJ6QT%Y33$*&4ivr*K}thGCD<xZkp!+|K>ZW&3=r5`@HCMEQso8;BXB_s3WWx6 zV1d#KxJA3!As^iT1-DRH7(p#ea9mh|TmY_Bz&3%)%CDO@JOGCh*u$Xih2%7OB~XC@ z3Q$mqa{}ZvP{4u18q_WU$%0}N6g}Wl3KWST4tTgK1?03>;3jf8xCWd8&duvVg)pf3 z335KzYDZ9<g6e!w6u5!n5M(f@Tm>~Kz{M)a;18hAGpMcj4Ae#g6>#A20M#a-1P|^c z6>k&bQ3Q7dL75ZW;Q@<-inXbrkQQSG`C<VmF2R0Z1sc-?MK64m8SJ|cASZE6_b(L& zHK0LG`3f2?7YBFx+CW`Buzx{WBn4E6^MH#zaFtpFk_FF3fa45aKtYllXzmJJ?t(HB zSOK`P2_B>b+x!evvx0|Yz)f~=E(O&Xx#0Yq&IE6df(DjtKnc;C6%^3mmZ==5M7|1Y z_k)V0LMBk-9;t#`1WIt=K$!)~{GdPug`W2`d8K&JXa$I~09M%MNaTT1;BA;nP`rZm zf@aDj<cmR8Phf*Z1*l*J`w)~KK%oszlc0D6*#a(9Bw1mzj^Jhnc+M0Q@}Ry5I3^`Q zQ3Fa~V1qzD05>{8;{)L8;shvXx`CP>pc(TcplS}3=)qmDQjpgm6Qi!+flE-&N}T`o z^b0#=96?Uy;RThp;2=gc5R^e_5Hu{}5Ar2=U<W)73{L)_DVejN0VZ(u1!}B(1?6aK zaI*nCLk1F?21>7>I`JSV?}5uT5DzpUr_b~Y6oTOSyWPy7UPlACvfK&k1Au$+pil!> z0Nx-cg6A~%FhR#+1s-v%17{oX;HN7n@g}f<%GD2>9rD2$44gA|Zg$AO3N{v;h9EOM zpkfx(Fa&!BRH&suQZKlT0a}*;2@6mnho?_)f(B^><)Liw5C(Y47UV|o5Ei0f0I$2* zCa<IkiULqrfqIzCOrUnoMMluD3b>SkqySLb1W#szC;jt4R)V6q4x|;dz9kmi2$BHL zF8>2%oqM2|Jjk^Cz#AS`(ByUws6}86u3fv>L4jQi%Dmp7mIQdL9h6SMO$vBI16ObA zkU4J9NH1iV0X)zM(hq7mfl?^gKcFZCrEKu<l^`>yo3ar+8oM17ogihaK`sR~GoLbo zQUrJ{iZsZLMT}sFY?D{wg^sC!`VpX(I4EzQ1N9|tfeZoFs-QFsDx|<|3~=OuN>z}l z;M5E5n1eId50G!w!72DXC^W!54p0pSp5_5(6HvVdT3-a#=>VRKgcr@~;7$gp8Up2I zP?H(tIYUtD1{Ii~0EY~Th=Xb`P^k_o!a!<4E(DdoU@JhgVj|$iKBx`{&GvwM2%w@V z8Qk%Mj99aSf&n~80`8Jd264ej1)R4*H3TRT{sbjm7O=JuaK8W)|4Lwo27ofu1Mpa{ zBPd^k96S-!1Om53K|LsN)wLJoeozI06tJKSQ^f)5ZGn6No)5&Hls!Qq3hr=%y$LI0 z!0pAGpo$Pw6+ZzfY5);R;8+G#GjQX6g53&oH6)#FcF3;-PoB$x>U>cC&<FYaJjgJ( zCb0QGK`l{GegY5if(!)}c;F%ulo3EF5uAxZt;4UNiP2V2f{_D-0I2Y;VOq%s>aKu` z7I60o6aag{bJ>xgFabvvsCEL+H-c+)kTVeuMx=32ctJaUn>RcF=WI~;f|C`<3mf1) zPe|#zO^9bPC_KRZNQkdMxe;9M!5buU&_UAxNs$;1P>;JD<Y76`QkV7H4<zt#fU9C~ zp#p6~gUeD-<24SPARy@oJW>o!&R|wLC=ez>nzf(;6x1OC54e7K&p3q%G?okM8-VKu zIZy-CAC$nrJ_QwxD?qM>dkgGQP!R<l0+|hRBY4OFG%&v(l(Rv8>4&cFnm!>)0OVL* zP_hCwjX~pUhvXBPr%%X|jGFx5xiY9<0}gpmN(CiuOXx5RXmF+$<d|}B*Kj_#JOhtB ztV3!6fmeBfa&ruLP!T)_qXu&CUPe&215}%V#lC>^33#~@c<u+(0JsWL7Yq(iM{p+- z6r+4#d!TD$Hap~l=lj8749fT5_Qf4g6(#{nEek+8j<bRI;2E!WP}%$!6xa(u^&qIF z15S;Qd=l_U$Q(470P4qrij|APXF=s1s9gn~ECLl4;Bp7-%pITwTFKxhrZXrXfC^*i zaB08=_7-rF3SQI!D)VN7yN}=oF1RBMZjEqlKd?<;CaCT5AJm@y52_?{89~gupm+jh z9#Brrg)Te<b<9pohK;j<N?u6l!<w;0jG#yZul+g;8odLxIzj%Q2A(|wk72ce(v2;s zoDK#%s1{TjIY43p)TmPhc?8r11&_vo2BpEl!#erFb5N-X%6GNU^-f<wc>}xv1JsKH z1)v<L;|nf!Kyxf^prGpk<#2FC1Fn}rl?!N62eiHh<U(+h9h6PL)6JV5@_E1$cT+%} zwQOckP6M~k!80nLIY{t8VG1ZkT0vK6LS`*tt8T#)k)U)A9@+s1zBg!e98~3bgBlW` zAiWMMhd}8`2Hr0Mmt3CUQ3-HI9F&qmpd)1<8+I_lJ9Yb6K#dhMa8?F)BmaO3!b9N7 zIu5+d5Hi3%4Lqg`p8SU`_^Sm)Mh^S7O#T}1@&QmO4oX|#lnE*!K^$<CJsG^*0VEIZ zeKmm+26$C0ILm_)nk1;xjh@(HD?cMZ`KBDwr3Ovpuz(BrEuiWK6gc281=q3=3qhR> za2EySzD98NdIL&-Js=6tnqN>Ry#+E8T+=0iSm4o9P(lH<MZgoz;IR)-jSH&g<v^{D zcu+utECe?!KxF`=O|yj+G?yOA3M%Ljlf58=z!@GqX+0a1Jt3t#d^`c1&Or$l+{^-n z4!8~kw{;uAc^q8tJ^;tXPS7F}H|Xlh5APYli4Z&l`~^JB6aeyU5xA~_EQHz*$`#-> zAdTQwP86v92p$*&SMA_H2Q6#^l_22p6tEn;VFO8eAVV`i6#^*Fhckn+at=F)lwpU~ za1N(rpD=-@JRg9jm>+-&DNx?Y1LYQQ;R9N?01^TD?<=VJ0bXbgu9H9|FvuO?#nj*l z{t!k`uHD4~S_Zw@A)gJLIFlJcU4R}?HToVr2Mb;a3Z8rhSNgKx2Go{m@=Blr9#k8E zd*rg<68Ir#fDPK?0<C^lcrFN9!U@h$5ZgY3o3B-%k^)pZfrrk(5dmI^wHZ{xKpQ=< zm;+Ve;DLT{!yi1Lwb>!R3*3Z%4sKSIvq6e7&{!4+c&xz>R0e>@0w6UpIOxHXkf7Dk zpws~}#|Gp{NR9dgye^Cryi^%7Qz-&!tDFEu2~r6NiEIHDP?Z2W(mWp&Q{Wf|w=6&{ zP0+$hW>6x(1`d&U(5&8jHt^INXh}V&3;`8_;F1ws$ATI)x}c#3@E~h2xH|(*Ny&_$ zK^-Gdr&<~0j`^VWEj;Ud1qng?U%&yLqlV^-2{laWY@iGdPS4=_;w7lg0?#E~0_7@D ze+yg|fLsqQ6(vE%+jUTG2QSD3B@^(>$rC0}f(6fHLedZ@=s@WUQsaYS8(aV{(Bc49 z?%>8JxHXaq?z)2KzaMPlLk>1@B3jJ?D(xZb|M#(ix~ZTN4_tbl09gU*tAmPB@c0a< zwRIevEmb%{lHehTv!JnVNG*0z7+l1ILlm-n7PQJ3tP+$WB*1|Iu312J4X73Z)kYw{ z`#@LWfo3v67(D(18Vv%q;6V-Fhmf=knLpU@0C_DKsQdw!IN)*=<VH}s$&v(jNFe1S z)Feqz7w0u>eJm)AfQCy!ONM@;PRa037kDiZ05TZ7ZUsE$1~$nJlu&0fK~wpM_l)p% z5okw-95bkP12<wo3}H|n0=I%d5e05zfm>kU6bh<CUx4ZyP?PtfFm!q3<P8tLf|iZE zU<R$}1r^xoNZHF9v}6dp3>TbMKt&7KED><Lff{n48XMF`1yAgOT?|sR1r!AVpajRY z-9JETEqE+wKMOczY!{H`=>|<jfvQrZwYs2^KNM7&Re)O~ka##Ge+iU6K^+=U-+Uq{ z?SLx`kOx6SCXo5Q%^Mzo1~KHA%|Thi3RDEl1$h<Rxdx95aZNw4O#l=Dj-c{X7Cd_Z zp4|hF78Ef~lUD*)vo}C1=D^y(ZF^9tf`?!xfZJ=E!BqgrZct?fUjG9w0v15MS}F`K z)j-7?r11sr_Cu#>VC&-(K_wul+Ac=42y($qDbW4_aNp%HXa!v^xJKm%FP1(CYV3i^ zQ}B9}Yv8#uXnO&a(9eQOEO0IW&CkQPOn{;jy!;AWeinnOKyX@tCaTR2`IkYJS2;L` zO=I1@K#K$1vjz|SKs|Bc57%9AQL7AUOhC#GP==Z8kPpiD;LHW83c!Kc2X2PdaZYx~ z7Xf)L89XWjuEs$b4^rBLS9XK6gE9$t@jIl)oZuwn3Lg0eFXNj9O3UE-1++#A)~C4! zo10v~Xaq`QXSW+X6&C|Hnb&}V6}p`L!+XXZ;8~<XrtOf5^TT^aduYN2Hy**o=4OZd zFW|94aIYCu^npVLJfSxOWE`mN0Z#tlI0LU5VgZk7m4T8Nc*VkX&`LB&VGM56LYmRw z{RZGN1yRp}Y7TJcA3PQ#2dbiXfNNAx+0+h7xbmDJ61;H!KByjn1m_-*U24!#9`I^4 zP?W2IYddRDn*me;A=T>AAeVziQee3TRE@4=1m$w@;xJIp546TgpXnF4X8<a74uL`& zoRmTF1Ztmw^Z9GgHnR#)*9KO0f>H&z9EZ#+f=VYyH455W0NQ`{U>hG~o@*a?D&z<# zE$D)>2WTD`JgEoDwxBEo$^xJ|(FW9?+Xot?+60~+kYEF?=>+%NAO!|E1}B4JTtSX` zDJY1JgWF#admtHP0(fcR8E_|PKMSZjgKSUw03H|v_m#m7VQ~5f#WV<mJk<^=cR<bn zdl=Nu2d@PH&pMshCd6Y3?nZ(aP|g9B4d4mRJ>aGcxRn8(q<3M5u8^Ei!vx-+0ndxz zG-3m45_&O$5-cdLzy%VhYXJ%cP-Ot_d4pR7;9>FO;EW#!ids-r)d?!e?lEu6<hKV^ z=Aia2xL1kPTLmX%aCQdOT3}_MCOUX-#cf+A|9g;Gwb00#P{XvJ1(YmfnLuSBc(FCe zP-ssY)Y=CP8lMC=b-+bBDC#bNTPMgF8dO}kg1hkGgbylgz`N3nL45$wkiaHT8U~ME zf>I5*vOElGRDg&2KtT>l37{cu(3mJV)FBfPpuHEH9rD2|CcvXX;LubCX*~eW>fp8k zSTGcn8aO~1L=2Sb!PDsAxd;uA2O)#0pavFrK?JyP0JZ)=X*>!vehFHXEyoOQa)Fyn z;Fb<3RzOAD29Q4>&2w-E3Dg{yVB5UmK^wRe7sI@LgF5Rwc2Kqk_l&?E1Q`!q0tnui z243sF*&)9MT*fByg53K9G@uA-`+<|(Yfx@J2VT7Z8c+dGRe_U1KB#O4cgc_ngXN$G zUm-M~fOHyynubMS)9-*vXi%T+1S=@ZgG>H*pd<q>xWI)vDAYmYY9QM|y#i3`1J9^E z17(9+P)<ZN41R%p4BlD<GA<Zw5@>-6IBSCH0B|b+RD6JQ0;sS&2#RuWLsb%#JUGF_ zfuPY6@Ipk?=Jbd6jHjSOLZH^%W`}(6h}phvLOkFI)&;en!Epob*-e91C>MB@IKjKR zz*!3tKcF%C3}`1B6vA>`Ag4nk3+iO>(sl5V5jbIiOG%KE!6heXc?)<MD7dTvdC4BU z#28Yr7lQ)!3pk8xKsgDNiNO^gDBFPdh=NB)K}8BE7eMk=26$}(cqhzPP%{uTvIYw7 zGvG1Fx1i(-N@<YhG<bs_s6K>rJi+BMc<d20X>=G=RjdTXGkDBO7BXB9+D-tjNx=CU zUKSpB!;=F}lUmH64D$-?>MBsG@q#7W5APYld-Ons3%CpZ54<)D+{OU4=W0O%C6LWa zpk)V;mP{xscp=ed(56^W#DJGQg7Y9~(GsX6T>x@s8Ms<XX9tz|pdkS8Zbrx=W^e>= zcF3O!u5wvmV||cCSrGDp9iIdvXmK=n7#`H(1BWRnU^YACgR5ll@=S1k1Ml(xM<}?_ z0`5_RYA#S>g$&h!+ZB*n_`n;U1>iMtpeZbH0svQe;5-ZI9&L8Whph7j=T_K$E70&J zc(*HL;{Z5g@`DZ102P!=LH-2w`@sDlNVNc7$pQ-7O`seD3eXdvA_&ZbCf5s!oZ!L{ zT<E|XA0I#!L;$Gt1Et}mpf(-2ga9Qs@Q@L79}XxrfjSkC<`k%Fuo={zUIl93fzumk zugeSQ1kL6R55RE@E?U8@jIW^7{1Y^Q0IGpO(<5NR!Se|4<}_rLH*|3zC_jKh6ciia zg>HfzAZx*E-$Ao#)l8r@VbP!h3mg!Lg0~1<0+>&B$Oly-;1&j`{Q>a_Xy*c`y8tSQ zAVxpf#`hkaJirOS29$!qOV}krV|t(^$DZuq+7ncvKnDvpJLH3#>LAbPf)<8>XEDJ0 z1|T&NC{)1%s9zXCQ_5Swu?OmA=7BmI|3P*rg7=1;0j~}F01EtPpumSa3)ImCE&2u* z<{)Ws9S?EwhePr#j4;=|XM6%49tC*})YEf=gc7Knz6Wj^+k=Y!sBJ<#?x3&&H%q_; z38=>lo|Xm;A#VW5ftK8-%YjGw+rW9)n-x@BzlZM0-@M@gcq|{Bg23q+ynF%NY6kBs z0e2z6y?;<y4@!kwKm{ncJXHYiN&s67-sIs19j0vpO&EZ>JmAH(V57lV%Me_0OaOP9 zwt-qB;H4;_!V|4=3|hYD$qpLV2d%vWB^!O_=?)i|K|L2=Z~#04S9GhUgSPl=cE|^p zn{wdkGf<liTyua@BsluS!2_$C!K2fll2#KGF5uPI;HnuC{t6d`bHRPHQgG7%JXZ`Z zmO!}%+<#z$^gAbScu)bZ<Uq?@K@+>s&28Y;2q^J@S|cD$*3g0*v{a`8l)pivBYfcU z4wfQBKqCa^paKB2TnfDI7Tk0ImHy!FA~@I}OI*QAb5DTGk%UaCfKr1BsBHo60)Q9C zGJ?3EGypCOY(NoR2-+S3?!AM?Mz?@!QyoyA1(j|qQ3m!mJa`Ss`I|R90FMBG_dtL< z<T9Y@7#!vAVdGmL-ZMg?AM9XIO9&E<54Q1vhu}Iv6%)uQ;F$)vJR}oMFp$~AgxV<Q z0;L&UP~?G~2TH#!%-cZiW>9m}29%G$dpur)!XCEk23)K)f$9rzaWM-vWDe=KO^}uV zudxEPr9hDa+Ck<A?z~BXJ4ig>!p937>!8XBeC`5x?=5(e1GJcS@`eYX`W8G63XThQ zW>BelY4U^TtlQ<Y#3z8}U}V8HaStmfLcks2<KQMbxU8@Og&ero2TJDP0uo%&gInI9 z&Odn4f*GU=9Ma#JLAeV&P7F?T;03(3phhTUHw-ud*nkQgP=N<ZCrqG#1{I3nk$X;X z7K3!9Vwpg*g5Y+cA*i_l4z1Uqwe;YPMBvuoMNo$=oe9)y3S<GLRM6f)P^%T(nuF^2 z@SYJ|Ab^M8nZWIV1I*wNA8<Dkv<MP3*8{GYK{;ZxL;gKxP~rov*>96lgsz|gEhz;x z1p1jkeaIKgpt(O#od-S?;ycJ2pzH%4FpUANh67E(fw$Szf)>?)o8F-I0cex}>^e|h zo&X+ThK%%s(!maJ8OP5G(qRuTLyJKHs0iL<0IFudo0AH_<;Z$aB?hi(K^-0NCRtEY zaoe8o8oJ*E(k}$fm^cYN1cehg{-E7fg^R)v7l2ZvGAMH{1-ar3sF4M3SAv2PoHi#z zW;8(wd<S?m<2ZQe{4FzRs0vh8f+xDc{TirJ(B$W4hkQtj><zTM0}cL6-tYj__6FtP z5*AQLEtYA!K!_Z;OA7J@Wbza|fB<TxfHOZx{0S4N{|N5Bf)g0Hmjzz^DGMGp0xd6O z1&y<%vVe+QCT2)xJuq1cToQmsv%o{MAm@sK%5P>+%LFtQ4Q)a^*v1F;EVzA%Tx$kg zVCMkW?V{j5^*U%Og&l_g%46Um6MK+>5VwL75~#w2?R<cYjs5{8lP%C?FCX4Bf?I2# zkU%W7f(%iB+ASB@Tfyt!R)LCH@Y*x*;y2WFci=@bpkWRXPzeMYIs-NSYC&^P3m_BX zn>Rej08fZr2L*@*GzurwFm-^6TN`li1vG{k3X*}GU?Rc_YWsrMl!2Esg9~p^a|*OS zzfB6X3=_OY3DJIe1}d46XAfS0mqvrebU^LbiI6fMJ_)c7l!d^<Fmj**3AFG7)F*=^ zH;A)A6P(cfu(0|D+(HG77=ZE+xNZbTKX@b*+^Yq*OBq4+Be(~48ItNi8|^_}2S*XO zNQD#(pz#$@@&)B7aJw)QRCpzW%0$T4zasDnHt-W_z=LI=I0cno>%q(TK{4|XJdy@V zo8T-1&h78P!)_Ab2@s^11MM&dB@Ec{GN9Epr<p)q@Qt7XDIVlXa9f%SR62u)uwe(O zT;Nrj0vi1U^&&y7YVf=%I5U9fY2`o*;_raggT4m238dmFxXlS31^^XPprIkq5lf(A zz84fk;87@0i3FMr0nf&P3wlU`0OcSLP#ytio2?-A;DQ5O|AT@b>{oC&g62L!l_#i@ zybdZpz`JU|L!{t*1+L%0M<YQuupQVfstn%x4GU1jp%jpYBB(@$7gb;z!J|T;Rtb2M z6R1W64VWB;C<nO}>={s#30ySvF@tMo&{P+=u?i~LKzl~Os~>H^^ZDTNWhux2aEtK@ z$gld$pa=kOF9S7<;YU7Xae}+vwV*ZHOSd1`EedLazh`s?>46km&}G!1q|UXyVY4`R zRSszR)=g$eW}m#_0cfu%I1C}P-CUqH0eHdkMrKHN7vx+}9}iUc$Aa2DkQLeBbF9Dv z-r&Y8C~0+xfvdm`ETHuPs>~qofhHcKK-~{f7HG*^1Rfp$b(8ryLDR_Zz=a8TIs~%1 z_9?Wz0b20}N{Q--$(R&Kn%s7X4IHrGoCBU11C>?aJ;31R6gaS#fa+lI^zUl$2)PPq ztP|GA11H<<8<vQy0k=y*rJ%bAI24*eX{sOG<LF}sb#|4&4Qp_@0<Jb;xgJzFM1fjS z;5le;x&n<)LN*eEnlf^r(E(WT0p6$wN{-+TS`MhA0pfw08{pLX8oa6xRJ%iVyMpUw z&@df%RSno>-~<6KoIt(>?`;CdGPsj4ZTo@AQdXdx2uhCNX<Sfk2C8*I*#f*&8#EK7 z4=U*)Hi8xmgHPF62lgTOm<&)7hI!Bp)XrHC+LkB|sy{&45nQe*L8bvfL%!fu{hJ-~ z!L4*qLlC@7AH1zB38d%i_5<$Hhrvxa&}`x-p%b97AU<$C1zvgp9!dfQ1bCJi>}gQe z2j|(%4*8#$L7k7Upe4N^p=Y4r1~soiD@{Pz3tS^wGK1?1(46LG(D(;*mjSq&@fD<M zIe6<mcmM?yCZKU0P_q#nvfu@8;?O;_lQ%p7Rl?wA5U9}vnv?_g!@v`O{L}aM@`9Im zBg#T>OBK9;A5@MNGlPfPKu(4D3EYqaHPArG0Msi6ry$5CYmhTRIRso1g3|d)a3c%6 zMgu$&@Qf9-$Ymd>`rE+>TCW1$0S)fygO)6TD;(J5WfZ923*IgQiezvsfI5}eK`pcn z7H9_;d^phd1#H5{K<VTeXj*y~3p5(RZ8UJmKw>@M6z>91NdO5&&<G%?iw&CX19{~- zs2&DyXaJRM6Cm>>py~%yQ-WLE;DY-nBdF#A2M@TJ4_;vjuD-KDWfXXs#0gNfYR?3! z@Vr4LG=ahd)LsAu*D_F30NkF3mSm6-5YRps&_p_Tc5n(Pp+Smpc#R5G4Nm8vOaxvM z3~B&{v4HGAjHE&&K*~2e<by|Izym>$g)SgZg8RH6r$E|2;OyrHUp53T`M`}OP*Vpf z&cQC6kR_=A%5I=8BG?n)8X4r%*YE-zd?puo5TzJ2)B#z<0p4~8PGq22SaAOUT)u!( zFQ^K=3Tc9aPqW$VkPm6SfjlwUAs@W_fCbbs0q0|Q{sA?=K=BJ|-h-#mpl$6BhvfHy z6W&!Gh@-$q{A^HX{lN}D0tKWOq^|}%yfJ|h6h)A=$e=DAsIr2U+~8&<Xz&?!dJuTV z736MkLIMvDLV^@jBS*2qYavkk0UTZ61)x!&8P<)U1D`<4YcC3e+t8r(7T}KB2hcz` zcpC$_R0dc1;5>C5G?E9NY5<jxKR^j%A1Du90{aY96o7LNsDykEE`uP=O2~K-$Wv~R z_8>^547f`Rp1}hJ8+gGbc<=z6K%gGk?2!Kyd=LQmq%|ARa3m-PKni=Xf!i|qO_)J` z1@{*~Bg~+QocY|~Xj%p8CV>y(0{5Msf-5@EUhIp);65!RVnJEElmqSsaNoBBT%|FB zsx(MF<Zwd-G$3<V?zRBP_27dEK*<(7&5#Z5l!4d9fYK<aLI7<-I>8D`nV`@BCoynk z0xI@El>n#=+Xu1}v;-R@0PaIcz{b+RYx+T@0?3n~@k3CH8dO|@*DyeiQE^3V;{}gh zfGq(XvjuMM9ncqr)ZyU%Eofx01>Be039=NjL=3z!8<fvCgBz@%b&DXEfVWV9TcY67 z7u+>61aGkKWCk~dK<zYeX|=#!5Hx86PFF@CmllJzm3Tr58}Olyps8@MQqZA#pb;a` zUN=xh1|DOBY{0k(8ovDnDHb<yFe3I{f!7y;D-du;WHzMp0I~<Ne|NG&{sK_b_ZK9+ zerS^d5A1_e=?YNdv;j4Yc7Ylk;E`_7V&JEsoC}J$%PgS2(kf7+O9-44<3Wi9oYuk3 zMFVzlt+#o@18{5S40ymEa*`8xs0UR1gF1j<&o2cv!$E^T;LHIE6L6XaHOaw?Ue|%z zN`~NKz#2Tg37+K!cVIxv=|PGQgGxhiegiLTd<M!XoZ#(&OF{bpL8CSA8BIXN9e9Eb zGM@!Xx{x_$(8?e1iIS5Y@@Io4<+DLbVH+Y3>=p$d)(JipG!zsMpxFt?;X|PG03P%K zPqu;Q7Le9fTw?=;H+a7tC<%gEy5J-Ziqy>x`NFW#LeQSR=>j2gpxhz}N+oWfJrJO_ zFSumAvrJwIRNaAw*1(HtKt&dKrPW5HmNGcRLD>sD$OGAW?aB!0JuYyP0J#}F$LS4@ zy3G#x;E_W}7ZB8%y#zJ@)TvznD(n%d0X(=2a#|E*tPs>0QUM=q3d(+9cYxQ6ftC?h za)T2jc+ML#i?0lFIVe*@PVE36lm}k21?n1uYhzAu$pT(44k~Cto&&WE!HXfmNe@)I zg98E-c;F-h+FTA!7R$jacBg{-oS@7IZbyOoAvU0zI|6(*3%IcdY8Xrd#W;8h!wFnM zHG!Pg4)T-)D2ai`q!gI9$t(Q_Nq|aeaMN}Ms5t;0F9M$}bP#D>2)IqyzD-`qh!wQH z5^|)BIw+U4gW8hFGZElvI#9YSVgxC*1}((|_p2eT2G9_lI5;bDfH${-*2KSO`~hA; z0BTTyG1N~JYM3-xwl`SI{ACBtBZH6qf#z0_4_|-=(m-MM1U$wEZX<$1&JEOn2iI?) zzyP(-K#dOYY6Z}+8+c>`vhWdF>VftygN}EU;{sJ(^FRZZkjewpp9h6@E+eP}`2Y$* z$WbTh;FB_B!Fkmiv>Fy1iQqFd!7Ga-K_v!giQ@^@XP~SBDpbIeX<m$=4RN;Mjl~?G z{s(x729)SP7*yVa+9;sf0PG#mLeklw1AsxU0A;vOLLj52fP)LPHv_zF0aQAGQWB`v z1IHwIZV6Nouz-^sxK05TXIh{b2Dgqu2@70ag4*EV?S&`7No6M&C{KXL#I}RN0lc;W z)P@0B3tm?TG8UXjL330IU`^mP)Zo2H;K^1{6oMqdPN@fXn{A*8VnPiQc>K_mX`8&# zYf$O~Ex-Xa4#92!XL?X(14Sb^3}eA58|)tNI<a<8TNYf4OM<g8sFneZ27rfXPJsG) zpxPZgNe+s1@W|PF@a)Jcka|#_0~NgB%mwlmXq4Fy97srqgn){W4`AisGfg%-<U<QQ zP^#MlI=8tPRCt09W(3y-puhopy%<!5DuBniO+hOzz(D{$0}9+u2W2&AEKZYGS_N7( z1fD(wm(yUqw%`CQ0j;6|>jiJ+S^`dIbNE1wOOO-fIl;*hG#mh`)IdWC!r&2CX7F}% z&|rofs8#{j0pJNpP*Q=M#aYS>%9W4|3~nz$Q|@+wCjzTkV6OTKYEr`baiCNQN@Ab} z=ygyYXoSv%L)MK!53|6(e{CwL;6cq)kn<iPnE-rh0Bp?!sQ6zDs+mEt1<K#xwBZL5 zu>sY8A)q-PkfT5~A}F<hx<BCYFmMqQ0P1MPF;0H){28d00FON*A_%+;2o#VY49caT z9fP3ZGmzQ_=)?_p`6WmIJWmQ~rGndn;5ZQmH@!iV(4gW3Gzs~J#}ky7L8%se#F;zj zSUa#YK}j3jHv)C2!A-eUppu4_3p~FGsvkiSnh#PBIW_?@AqF{o8#M6%YBPY^T%g1X znxzCU;RVf|g4Q1)I_{vlt{s$~Kqp3kiw;ml3@Q{r8bLH@kOMR>22T2*fer`oOwL45 zItR%^#6gY&kI{g_9b9BW#5Zqv08zgRv<4Q`{ehh30UA33r+iS61zw{CiWE@)JsF(q zK(<0m01a}1ibDSB`=t0_g&la%7G#DQ_!#Z$pq>bLIead7E)HC8$bm{EaESvMV*xGv z04?DJC#gf=nQ-t-4|o_36a}Exa~{ZBpjFf0LJk!8AU73(yH4QIshQvs98noV3aH5& z9)LWa&ID=i1W1b1azQJj5APY1!1Y!TsM<kPvETv#ydnwGUWP5q2WKJB#&pn_E(pVt zH>f=b-oc#14(haVg8S{DZ~`?RmVjLduDn3y7ifUaNhk{9nh)<8Ayo>Z!>~<=2fV}s zWJs47C?9}F9j=4=*PuuRb%--T9ik>sGTR1P;xY@;jNj~#9|6iypv+bSPSBuMJt#qg z(=BKa4Wr==TA}|CWKb=r6%1~ig9n)*3U`2q6!(Igz~$ggm`g#C0Gc@01&x5Hg4=N5 z3JaV`{(!;}+|h&#Ie-Sq!QEjwP!(Cj2%7id1W$q4Kt^9cL-ODSeBc2uP>KhSP=G3F z$l)Ff>;*$X)AZYfcs#*TwL}0sJ`buOVEGE1kU<+BHap~ZfExXfQ{TaJo6g|f{GhTD zbfU=xS@6s~bX~B*MPcZ<nxNrG$Wf%AaRF<v3qfHGK4lcVpc|A=LG>D_ss!f=P&D*_ z<}$#I0q_Fs=bWHq4GK9$&K2Ok&{<IK0B_%~1uqMYhA!t%P>?3}=o;{l0(evhG)oGe zom99e+y|OI03Q~5n+=pOKvNpvJ_L9~5#;nOpxOe|>Cy$oZa;W!6r@f9HPSUeGs2*L zzavN)D0t?Bi;h*>11_+G>tgV*0%)ioR4RkV_07R6gg~Z&J2Bua2ToX^0ugeA<Q*=M zG<abmq|-Bz6*RJlSh4~db&zAmxv94hywxY44>XhmD&N7KHc(v%%H_q(;1Ow1GY5P& zO9~`^L&kSMv`K+?FoJi`fy+>kHfSvanH&IZ&zX=VxgI<t59$iJfp%2DP9Xy?Q35qA zLGyzkKZDCNP)qm>xT<akpP>MrM+T<_aDoM`r2thrptW`&*FYBjff^v-^|Iia-V!_k z4Owaf-sJ$UaG(tcaFA|x$VcxBfTuk`%{y=+2KOXD)itP)1|PKwu1i4$BdBNw*$3|E zfO0svR0YX^N^fwt5me|b0uNNMf||7;Q^5m-QJ{(!+{p*$2T&6aoQbD^>OD{uqYKK9 zO`tJiP+<!S6L6UbDor8V6G0UjXsQXE#lidS1Hr9e@DfgN|7bP%q&moMm@jOww5ASf zIe=Hbf?W$QJyk))2PlV$F@pjgyuJxs)Pa|xWk6CWXtS0ED1n>>S>FUIV#Jw1HJA~| zrJ%hIp!flg1(br1>;|t71qV7fKETr#;1mLBr$Y<?Pnv?~jwU<g$4q}TSxM4<CX>T_ zMu#>gho_7VcNrHjvRiQ_X6ohV<yGkA<_IYm85kNFr>2=0nwzDW7$m1zB%7J0rKMOJ Rry3X-TN+zTx0<4q000iZ$lL$` delta 41865 zcmbQ$+Riv@Wf$WFCH56vj9l-QcTLo+6*#zqk&7oeKQ%2aGdVLguVnJWXf5$m@0cBI z85kHCkO)8h*^@7NDoy@yo!4~Bhv{}mQec%&p2$J<tT&Q(M3<F0)HL~{o;0)myw#Hv z1B54kxbDZ26B=bVd7_`x<O|m&nGdyWpFWY5QJ?v3eH2uM42#AaaqG#BSKOJe1bKjD zEt%O1enVwBSl*;xwwhchC#o36v%uDNx~#B0lC4IYuS2;LzgR&X&LOnnIu}$_Q~RL3 z?d6FNK*p*vORQc7VkofO;X7*&brZjg%4JrNmlUABnfA`z&NhPifW7U9#c!dmuxDQE z4i6XRi@PU)j0tDnYasw)`10m;y#yJ-z+n4VO>XkVU@_rU|M_i@+_}bJDL4=&K470b z!GmkEffeiI3sxMHKe!4`{%~DJoOh)zMo^ozb3?7?Lej&Erk9s5Zp|C0Reyba?I$-% zh)@1-omEW1(e|CWsH5$xAR#29Cm-YzHI%-yU?0eF4G^O6)1Uni76StVRP5H5Sg4pm zitd5Q7lmat4<M=GT${Gv*1DP<*%+|q2z{shlP?O(*B7(xfEoZ6-;)>#Rcrb&4_RUr zr|o{*w<a@p+cGdH9JEc?)C9Lj;h=4M-6{}Q;UJRT(YE*Z*;dEuAF!Pfw0xiK#@E+& z+eR)*I$)davI1l>Sg|xigYE6+hx={66}N&+fcdNbSkV5-4;57;>Sll2Z#&I@$v#_W z+ftA=h6dYXuRiSoIi6D|nqj|f^iI9~lRpZ|vz(Rq57y(bYS+H~wvV6PhbjkqEU&o* z<T0?N3=OuuS2>Vn!F~#~ve|3PH<<$zjG`>Jo^1u2mb{X^{(x=83;X@H^WO^~yYYZ+ z8`O*>!#N-cg@d-Y_a1?Yfo)y#KnBiLIA|+&DSN-IfBMbcw%ZoSAGB2z-M-&;)%P3w zCo?LjD0O~U0vQ4h0hlw()R>?_x>#=U{>dMN#Mu-M+FpDuIeDXv^kf53c6NpaTh5!8 zK~ka;wHvHKwkaI6tqH!p-&T>=f4^;0h$l!=oL%9d?W$+r_D@dWkr8ERu#H;E2{IXG zQO&cM$pTK&lZ4qPKj7hD2~?PKU~<2%sH}R@v;(%GkD@{5!d!MJdf|TCRnO<`n_S4H zI7xtO@&|d=$rpGzCfnQcOs?bNpFBZ~gC%4^!hy++O5z~S<N_X6*-0WDAVXjlrlgyL ze5-KKc17IY1CuujXv!8Yv)BVkUEt`LThn;J)+cGjep_pk8z9$6u`KGo3QD!2I;+x3 zp}KEfWj|p1)S&^&1&8`oX|4mdDr%AYZ8==U4^A%Rk^#HIK$K_l1Togh^98vkKj7hI z>9?JJU^1hEjDo^J+c#dnK&}IOk)gqMW)Unx)ruzVhx&tc@_%me$@6ttnY~<3OfKLO zV>WmmIe8+F#N_|n{8|hRwoNbYfSds{#Fk?rhzs_y!a>{KH;)e3_WnJyfAU5FMNo9a zeKy!X+0kCq@W8vI1GcC3vVbB4rrFVy^`NZ<$Rn-mEa1j4G}yl5+i_rW0+0A)2Oe=V z9>eQUXO}<XJz)Ev0bF3fYy<~m!|GN0ZC~d61gTRvX!~>SmHm@1a!PRq@`oO<<&=py zF!>;t3^zlAt;8$NgSL&;t3W<W=ChuDz;>>J14tJ`gY9BYS&-up1~W9+3JJ;{wAIto zIAB}8AO!A0g@d+!GA>Xqv+2$Kwl)p_K{*fXF_;1VhHRjqmtwJh?FdSqqOzH_3-;Uk zwEa3@8-IQVNIL_F0F^Y>0-%H@KKX$i*W>~vA(oYQf)7ky$RovkKcRhcBd_ozTUJmm z_@sUdEX>k%GX~^C(TvT9-W;$^xg`$u12}1bgJi~!H~VeF*)<N>{;J_TV0(<62V@sR zgRPU;IVcOESlQAPE(UXc`PA)Du}68+4oogoR-2r_&o%i!H`nA1{2Zp;MZXT%Hh#4@ zV0*e#7UXxBKCr2eRd<3kgT-Kh;`QSA<cU05I&YUh+-LjoRxn5bOb)Cmsc!LJq_S1z z(Cht^`*md|Kd|Fq`SijD6p7-Xvh=CH&jDMfeS)Caf*G*+>!<yb8F@q}&)1byy6CKS z!1nIkR%oC+nlB5o3+xz$gSH`VCg9YruW-=zeaw826hnjUo_);7=7GboN51lat@=4o z0haK8-(*L7@yP*BT%rmGZHrR;LHb}urktHSxqwRo9DNtGMJ5TbPO{}?VPIeY7qhOZ z3MFvWFbB)5-~-tQHi4nRc0tb31Ge57UT}3FOE$BExC{-p`&0Mtnf%dNO7_UZt^>9Q zIKTy_!a>^`$Jc{`o}t0^u;^NF_)LDF#X3oVf08Y)+5A9oaDr`s5&v#;?Xyi{E`XW~ z_T|a^2~h4F*X1AwtAR_B0v`6s6P)=cJFs)a+IIMW>;ans_5eeJ?VVNsLE#G%Tl;nf z$P|Txwoy@CP>H|)H$%nt9N4hmR>@Be<Ylk{3I}aP?Pl+{_48UZc_NQ6*ro}B{Gdc0 z@In+Em6L?oK_$r9MIS%~x>S94>Kl-0Fzv_t--6r(<}x(cu6*<9fGwvaC)8@T=8MRR zCkXF@N`Sr0x_%N|mZ8D6JNM!~+bL4u9L>;Rduov=vO9lYzp&5t+-#;PpwuWnxqy#@ zW&PFLkivS-i{(hc4yq+Mn3aCapWMhRG5Lc$*W?6#A(rnyISx#os3;DqK3Ew3ZwHlZ zQo{Yp;L--{e1(Iy<?{6hCQsy*pIpErHu(V$|Ktn2tdkGufa)1oVa^Jw7A2RlO)lgU zo;+WWLy_4RoWfx-&}R*<hhbcY=7Zpnb>Lxz)?Xm~5;s>u9mhX8fuD8q21nk>AB5S# zF>WBr&$9CBPl$&=5*s2UCx75%2RVGQ05ALG4g8Qg5SeXn%faes8_&)=*<W0N`QUp) zP%Bh+@&pf&$sew>PF9fMkmdaqU~kL*$qCvHW?%p}ZxtMEvkFWcCV#Y4Q&DiVl|QxK z!FKU~NsuB1N81_M$DyrQu=0YO<)EhQ<oCK<%pY8tC;N+wu@n?ecbJ^$E<bra3zzUc z<3?olpLS>4PY%=<<vc4KU~k*VPyn(=eDZutj>!q)Jkbmcwi~av+1u*!t_0Z!?sb42 z#lT?8y3oeKR<}{q!B$(J1=^SecQ@`YcxGp7b9Dnq2UxL!qiv$qBsiCW!S*E^_vC|y z!ju15a#;QB&VforUUG!DdKDaPB{Y~p&3l*;V6){Wrb89Cmj0d`C?zrZf(t9ixeo8l zjzT?_**F8FhJnF$*53|WP(g{@S$Z{_0jdscAUM?8)%Vy>ejp*E!oXl_U)T-Ot>9=| zbo>lRCD?wj&lwnO-z4!)4$v1<V%FPdZ|gd9Ayk0`({Bgc$xVMjTm}Z)d0h>#a0EMU zk_7wY^M)J}Y^RJsDij=TSspC0x3$t%vA5L?Ww)O^QCu9}MOeVX8liReyS;7j?pt=Y zU)N7`u-$eu%fXf<haKb@1xH(xqf6~=|E#ctnzeM206d()?o@EJy`=CO>Wiyg4R*H6 z7K=LAZd_10`J<j#<i%n;kWK~$+c{tLpscimydW0XuL_Q~Z!APXT$pJ;ZY=?s#=u~! z;_(9-MGXsF;7S-6Y~4<)fVwfF%&WR?P5$UEJo&sKD=2z})@)r4QU^Affx*_y-v*XI zS*Fh5vzz?UQf9J%8}H<ER_uZbj<#PjxuME~O5GeLPZXDuQ0{vI5&}C0Mx35<*LJd@ zzxZTXORmWWShzqrLz9sM<VvtjFrrE#7pk{g?#SdoDdEWze1&rAPI-bvVT!<MVD51N z46)N(D?nll47NcNRyx>*uLK7Y%ne{|_auTqmNGEd_F8YVvpu+~9?HFZ@1?yhWBW`{ zHdl~&ePFJwZAfhmSQ2XHt%qyDVF`*9HMvPYz;eh*m2rxOy=_pSpq*{kL>>oQtFTIt zVXE~RD_Y=c6&!85Pc}H%`lLOErjBR%7eKOL&oMCAt_x}b+rnULFEtY+!N6eqF}2nb zk}t}aEd|LcINA#7ueP(Dli_Y}`}*4w2iuPCo*?rW7;JlXG1%K02=_qsYHVbb1vx{( zK;!Thd)vEDO6_e!YGy%Yp?Qjd!FD}A7szB-V9D)g1nCl%QgF0YJ<*RW#lXPeV7vBj zJ+$M@>$f-St-Y<=npS8yfz6a&6$-Kf=Bo<hJbT-k^|S44bM`y}8K&T9yH0<Oo$cCq zMES<RV4D}#53*J@$G|`Wlu2OD0h@U_N6f+2!YRkWR><hCjjg9hq@8W>viWd(6dY}> z|9k{-QM6S|R|2_A!O_+#btA}bu&jckt@hXDHnww%>?eP87n|JY!8^HB*<*46I~TM5 zrm2$?H54W{sJKm@psdVNw7+Hl<U(bi$rF_2Sp3TpK&?g}mP(Ct;0_IQuMzv?i;5<b z3)tB~bq}aFaewD>P`%91V7ux}-2vOYAd>^O%kS1e#lWq?OFfAo?NSn|Dd!H@+J*2U z*W4P7LHj3vRM4KBpsWFEEQCMaynnKwlhow-x;&E~*s+4_0oQR8lyzAeWN(3*H&WXF z1b4!l4zTLdv?&?cV6fFc?RX}CRFQxiQozp2@+jdX$Xj~MMdE+Ko`?Eo@&hdnX0ftf zu$X`%&*TJUWw^!(%3^{F2W?M!2tgYbr}_*)9b)6j1?;S{8Hbwo*~SE>V%YD0BIv+m zK^1v}rXQ=}4rXYu{qvd&8baUS^&YUj|5y5eE%)c6P_Zdj)=vJY;yQVPApay$*2w`* zyps#qIeaio&sud2Lo9shL}ZJE-`YV91&7C#Rqp$3m-qI9;zOP<@P8~+|JSeoK|-P| za|C<93}#!`H{gIMVCQG43|zcp@<m}OmSh`GSn^Odj8FfFY!lf0j~iuo*$N~dM79$w zG4E6Z$XqG=I~m|kFu2tOBT{>RV3;(eXA6cQX6KV8e^e1;vG6Ja879wSr#=<T;Jtl0 z9O{!-MxQ1#YATpYOZy+Ny}0WuvcVrVi$Kj}m$`x5QMsDKw%_(qr^MtBf(oE~!O3Cz zdY`TEbrVoRv0zypa~<SuGr0q{&VS^gMu5E)b}I(To#wQAa-xP9%ckwC!A@c^{K>Fu za-p)5+2Pm5P)EeZOF&%-*37`ru-{hW*xr4%GjdT{v!C7ez}lOT_FVxxYdu@F&H-B| zzH?Cfpe86Bw0#;}1~L_#4PXTSn%)DpkA1<7cZLRAzSHgdZNFDPfa*=Pg!P!s9VYL$ zWzPK%HDKC&d#Dnq@eB>N0m&X9vB_72#r>Pwm_TfX2HR~93_*Gr8f=+=FzvUUbm%RV zyE=Cfh^27Q*8lH4sA6$@VUQRsy1{0jY-<LEsU}NiZx|>~%L}iTPz0$5dx4?B)|_Jr zNL-YqCtxcmM8!dQk%ytdcJJK&{kDyl_(0l01(lep!a>{MSBlU;2AiJcD|pa$SKp}v zw)Ll5_S*WtOa~bu+xvEO#;H-6OMZBWq%84fA{Sf1VAw}0|PMNyXQuzR4`*W{>} zcJhF&_a_5zc9@{7EU{Sx+#5xBN8zCD%)M9kPTnXWuakXW;ehSI-~eRTfO{-b7s1^t zn67KRiQr)s*VA)b57>JCF~A5RhONa=F=^j>$i^Mqy%-))pfYJ=3#h>_$`V<d4`N7( zOSp=FN-1zif(eEO+qG$2lOOU(urn~&e!2d`Ve$uYad69Tk7P8o9#Q@#0<DO`?6s_+ z%^%ju``tKL1m)-3O?LE@N>Xxt1+8JgZ4B4TYaMKNA6W-70agKmD=<&h7LYn{{lmau z``gvS!8Wj116gdYLk_fx;`MEZ8gNln2UIBvLpvY5%zq4}!BYV88<-{^Gy_cmaPX#_ zP<60nn>E+oHd>i|a$<nQ<O#lraqI;wTtZq^;!vB8vfps9Er=+e{83M0@&-v>7QZ}q zhsg)cW%LvrZ8KJLKs^k0GuTJVa#q;cw#<dKmz%%EI@mt_eP{ATPX%UvRZEa#WJGwG z;QACCZQFuGp<MR}mdOXr#F%|v_JCS+ps=oxzivM{KwL`rf%6+XTbr1zP>0nRp0WbZ z8OTX+$wY*&v$Ngq0d7YyFxYaY<lEb>TcYh?D-(MN79K+C53&tF4Ic$Z+a;12pa27h zu7acOA;ZVekW4tyYCl=PQhf3O7S=!oN81Jt2}fIpI9R`ehi@xXA=txnBCbQZ7tirQ zy}-QUx4ms@)^!J4w=L6=Eh%x~1jT?n1B30=+&wn7s=c=Mww#9#+uLRwZnCrWefQGd zmV2%E<c*TZ@d2JVIK3|s<ZD<0xp1P_Zt?;bgUJozte_V1<PDM{f(#6{DX(ui*fv@J zbg<pE%*uXpqrbekcIP>`8(_Y@E<bIuzqooL1B0!@`#lb}^VuUDZ266vKvpm?*j`yG z0%d{ySQ5AZ>c_KMhoKS@jTH{IZnvfFZ3Rr{IoQT<K6S7SsEdQz^!@2Qds|LZPy5LS z+!a9qIr+RHWQt|K8;8)03Yd!wFO@jh@@#XP9H6f-d4U8Mv+2iOpvaQuST#k+-q!WI zA*k7C!N6eK+A3jdTRj(?OBfhzZ4?`z4gtHcAxI2rGnfk|;x?@UX$JNBSkIV(Vx57( zR_0_IhQe;s$zVHkEE~5WOPVFY+PHK3o;uj-%$#9w`)tEWsJ$YS80~Dos=7gSOp)IU zl>l3Q@KX#_0?Y*yb7%TE*fJ(K+S~p+E(uBplRsSN5KsL$7el3k#zc_QCx5suBr_%R zx~=Ux6=P@&q<n*QL4+E4L46BZVV~0=0~8!>t6ofks&erPw72zR?6RCJ$SA6Q!&kuG z_OIDBXc&MUGpj5DqzjxN7#M8b<C^RyH%f@I<ZC8?7~-}J47M&+hIY0##~tl$KUKv* zO$KY85zhkEoVFpw0@Bw2ONb=|+uN2}v4g@>2{h`V=<$T#-Zp5ZguN}-J4tB%Xx=2~ zU~BeY)ZTXApSz&KhmC>3*57&(NS7F=L6o$kZGq1!P?i^EIityL2g{9<LA_3Bmylh- z(e{MnJ%`B?{Xk_f>ttC={>c}tSXC7qZTCL@0gnq<hUvU<6zXL69p$!@CyI*-3-De6 zDFdreaI}@)%w#|Lqa}EFMEtZfN;eB!tZ5Xzp8U~RSYN@>)}Hx_gKhpyKV<!2HP36p z9Beno!aDCk^_xK5e^Ji22M#*eJ_ri|^`hmOcXPi0`BixG21yR<ec4G+mw`=4DZ2qT zm4U(b;vU2>2{^J89Br37pR~7q+Pw>Gw6LlvO81O?YmNQniJqb?N30n^wuuUJHSpQn zn(Rw~8vAdCiT&gc;-Z{?*PU{(txJ4lH#y%@lyAr7+aPBsINA!#xML3;QR3HmZ`uvj z2aezb?$01qV3)uM!zwmMTj9&k93~%d*PE;$EjYPBoC`dcsvyk+>XA=;z{QdET*1M% zZG+t8jgn%q?S@;ekx~uV<f(b4$QCKHWx-RNf}^cUg}9^b$xb(r5}3VUZPn{+K@I{( zB1q!zrO6kA#bg3p_8|+~c0L8^RB*I4w>>&JP)c^PfE%b*W}Vz1&Of<9T!!V39=rYI zi-uB$>Au{cWUAn3%flz(Xxn;WiM?$vyRp43+xmC*wzs>NI@q4#3xFE#zj-n^66*OL z-v9}LTmYKAmvA}(vJcc5KYzg9*7Kbd$V>(XTRCqQd)uIl2DoAcN85=xmmO?BX?Y%i z&4@8H*oL`XKyIG6<m(==J?O-C(Dvh(y9aE)8s_Y`eRh4*UfZC21&}&Wr|-jtPkSdP z@JO*-IB^R!Mk^}xMpgl2Cakr@z`y{V_ydjkrv-lAYpcWZ46Xt+rMWl~WExC^g1!G< z+dxhE{h&FR$^IhjlSH{DJMe%<VC{?5K{GNc3I}aNonsEzve|BeYGpqr3~x9wG}yY_ zv<FQJfQGdBR`l%$&33!EaDw}`3I}aV{=)i#;3ntFHo=3onK9EqEj4hX3r5^~rF_7) z$MDF0+Y^%n4%)Kra|O*^3BU7m-D{h|{}5!g!a>`Z=kog}Gdin*963pViw!j6e8~Xh zY4x2K96>$>o5#>#E4Lmz5u|X?)@P#4e%q^Dst0UE%szl;M5GlC+Fq@$Ibi#F-Kqn& zs_BU!jUb;?wC)2<u1peUWtsN8d;jD@F3?n!kkZuDE&FZ%?Wo6aHCG|$e%o|^>HU)@ z@`7gZI6_`5mOE(MK0*0_?e*KCAalVEQaEUPx<wosYWIp%p%QVYq(Nff=m4u@Xs`|a zW(D;uIKa9)*6aq&dV-qoMr&1|Qhr~iLs@k{T%fF)Wxb#Y1duaeBjMoD^#@uUEQ=IE zKr^_a!fDnyAmuO{ueqIr%=c{I=TQ2v2r<VAR>06;E0ykaz;;?+#{pYQHf?ZELwvQX z7_y_^9&X)d`}@_o$%^3NdeC$%D=7Kh_GJgzq;Sx7XOK74zt<OU0tF$=@WosA9I(y) zYz3M=)SjHc&s#rv1q0OVG7nGWzGu~B{sXo$hKRXqm>K08`1aW@e-a3?fuX_nhUeY` zw%%6TK~^&~*b1vJg-U>X7vK<myC2ri3j9(Imj#;#O2dupEFgb^J5u1jPV@CIpiYz% z%gPV>p#G7R(7)UqWPSYSIVN9JRM27h^$Y6c1erHb2RLkJ*=L(KSsBU&JK)orJ^Mk! z9g3UI-`a2cmS;b*VPF;R5gz+(&;0;(rldJnK7X~(_TIU#AiKpu!z&hwCqVWn9JFQk zVF5*}lvQT8`~h2=4tcmq3I}cPo617Nl5ICQFEBLN7T#J9QUXqE3I}aZy__?-kyniK z(TSb|wi8$U--k3c!wO1qFWyfEMHpB;Lxb%FdGLw|7*|bv^3KU0gk&Zc@X3hV+?0S? z2M+4~2@CewvYXX{@+NeYieHSO!S++={R6h%{;)xj;}740I+9YHDMz~Z+n$%)uzzx) zh&DLgf@Wq4*tu9fZ%I1<n%4#m@*vO5fChX(Q#vgYLd>OG=78#3F+Y_eVQ9I$;@UX} z+gCpdL0nL8KzJR9#lT?u!A-}`mQ~sx$^}<4U}D3qCl0p9>R3RnC{RVRRcNxmIJhrp zeLuk-REJJJXT>%7fIh3g%v4@zc@NeJCT33rx31w86{wnEneAq8yEW^8gROSy43LFj zSp`R1G1ZwME(3$D(dlgtNbMg;BO0_$>3}{fv&Ys5XgiUYMce8EXh2<2TEWqF*U?o_ z?O>~)70Nr>CKW4yngcT6w$@4^X!}zRw2p~Q!O`}W*iujsDR8K~WpK3pHJb~>12s_i zp;aaS<iFy)ij!CII@%h4c?k`KmFvLsK(K1h&suu&L=Rc;WXFCtP~{402SECj2tLPT z1!;bzQ>iEIZD)lYgF95g(Ux7m0$S<6Xvhb98|2y}^Y+5$9BQRFLUKRchH5(P8D?W! zUk4s92L~O@ArH@>h^59A+1YkvA?$*wlP)i?x2=C&1qvB)kX^NrQJ`5hiNDK|9c&qk z44@W)gRx*9KUf{8OZtUF1=K86oZKMJ!NTg@XgRsjUj{V#&AV|ayl!V;u-*05$HBHo zlzH+-Nm*F4h(kAezk{vqE5pfomSW&E18FC5f!nwLEIC*T{<wi`64h2Vne1TubXhsF zk<Wk5L3UN_EeU&DWw%q%-Z>X2GN)f$0X3T)92Xa?SV8UO8QS|mZF`x?6MXqWjdPZy z{nP9w7f6W;AHFDuoM1ox4se*9=q@uk!CXjYg&eP=ZArAEgRN3;7t|q9f5jbbe_b{Q zB@z+vln!Vv;?zAG(6T`BuHQFpZS}du9BePoR&cOAd1{lr?NZ%3kYZs_kJ|O(8wXqd zvSg@XThu3kk`pXWzRsJ5?7x&cW>A_?aI`%rJsZjbM+dmId@lAmXgDF+^Wy}lrkSb> zpyq;At=`fJk^rX;(1hv(7pSb+cQ!}cZ4QPYE=(3|B<nU#kPZe0Tb3D%Ko)|gJJu<I zGM7}G$ro7D{=oW$Agv4xwucOU+S%561%PycCKc+}IN07#Wrqf+({9+@O5U^uP$hD= zwV-;zZUkG~ed4$6WC2U5*!F9Zj<%M)uw-=Qy*N}CSZ(!7MJV^8EqE#u7Hsvw`S!Ms z?*klcRX_Z<v;Cs5$=<d!z8|C*tVF@lmW^i{r~?BX7-EIeTnP$}wkvX(ZET;G-aw8B zuzl(|T@JPvx4;&bK8g+pnW*4s>&e>dU|V6xfb0>jzF?3n*ghEX<Et5H#$@6HE|z^y zoj|Q+ZBRygKV=0-c=Cno{LFi_swRKbQxN}TGY@1MI5uF~52TBM(v28LX81~b+tUs$ z(4v5snazoPvY?Ul#0TsG3XZn!T=7t=Ia!{8bb!Xc5T&JnmEh$2E<zGP2O8~cr&&jU z)WRC!lka)Km!1kgGM{g6yP(w^8u3hh9=4M|T8ip$8G<{6FlT|orgP^`kU221y-8Q? zY)|<!gT@7=m=(LlKq-^?=v{`%7hOQhcO^mHJ^xF;?2$FCKP(GMC<>0Y^Gy~*eXpeM zYHNFu@fgSru)qip$pXp3>;l`**m56KOn?@b^76KaUIVFTV6d&suYm><XpUBq&*Ai4 z=mh@F9X<Aw7fOqYds@eV6vGS$n<iql1Qu>0+zbr1`_^$f+KTH{g9aIxb+`M1qHE#< zR+fNAT(Dj@2k*_dqK>vA#VZ_a|6W-LErK}IK5pQ1w5^e~fx1|h12!@Swg{ZumkSF{ zK4>V-yys;V$X02!(C5#g%E5|Qh1(o#*E9AZi#c65IC+7zm{tFs8xFQ|72A;$>+}98 z$V$Ox_|&*N*uMD*TTBu2tpi$Hio0x)VsWtjvckl{*2@_-g9_FICgzG?cd&I_$LV03 zr2rdj?7tIZZyT}T9l{n+M|1LfUC?r24wjFMTkIzr`pZvVz{09{ZLJhS8FbF~@AX}v zcvo<=?Y?*y<Yi${Nqsv6JaOt_s^bG269c<o4O_W`tw>QC)R>Pdh9J!-vA^foC6F;< z%xTkZLH)(SEVEk#y5`zX=Hm%=WKC<Y!&hRQvj*#A`D^b9N<gB*UBQfww()!N9c-)3 z&)M6u8l{0d!&X~f+=sfLJb4e)umxcrptOT<i-MzV-zE>JI&kDN)PM$gMMNBIwS8dg zzJFG|a<H8+OBFl{eDr({XmA%aIKZMIbRRU7sWv&mh;<U1ICG@dHmG-0Y#eNrp4r;l zvb(B4Ee8h<n3!aW5@2AlGbdofziNkPgVL>4&yIcewkw^uKzWRT!S+t`RE&WKqlk%c zx5GTOoi6~SUFhg!SjQb=zES}+(nThxhl#M%to{XRo{Gu_?ftpmw)lAmsPzo)Du4-v zgSLhSE}-6lDQs#)V&!xx<aRK)J#SFmwr8@SiYCjQlczvEP<e5gd)>%g0<fwYS3c<M ziKOYL1xNSWzB~l(LNPShURv&kto*Xx&3(4qwcC-!(xR(CQ)}u*w_k&r>|po7h%V1P z`)%FVh(le!Qc54xZIBn<7yJM!)GMpL-`2u)4#+P)pvgVn>b0=xMy~ynCpYp+$TKw9 zu5T$kV7s{U7_!A+w>z9kpZr0=47Btr+VVcw8=%?p0(O4pcg6ofe2KL)5Q{Gv8f?$? z+3m7@a`idLMonR@AMsF^fQ|cV5CZCiiJGo`CwS1-_Wy5WNwA8ptE>0f_Nj2gT>|Tr zG<<fNoTwoTiw};l4`usoH=NiH>Ysu}QOxXCf!3g^f%_N-ba=!UFtTYWa`9%T7UiYp z#1|wMCFT~}Mzl{p7v*2C(b%`&_Q@&R{kGalZu@N&9L)CHa_*b8-*!vH+Wofd-1+-$ zPx&V9w|yG#yWdvsMdyByVYXas1x5Ku@kzEme^y%CW_Vn)wq?D}y3cmyie>w3|0{Lw zv;Abd!^XDkU&tO?j>VJq+VWicw%69`ImbSbb}KICqKtf7>6i8PCboTAVfMCfAJ*I3 zZg^9_-&Xi*{eIh!2le*0Oa9jHw_U-}U~g*!5<B*(9&GoM*BzTLMDsIle;~{Lon!li z2Tb+M(;c?3#c$u>Dx$@_-9bbC7}NF#Y^<J4AW2uo=?mf*y{Auj!1N!)zs(3DuYpD5 zr(d`vwsi7`3a;rB<hXx<Osrwsu8<}8oCRb+E<_O)b0JCub}Q^)oL0*G8f3$X=>cY< zp%Ak{q!}Z~a5s<?ShSIGyFi?rA>;Oh6bW9Y?E&}1lNmvl#4%3(P@%j1!5@|o#_0-I z7%xGUJ&<M3W8J<Wj<K9^`+*Bw(##;m8DPg3fk|<u$sa025Uw>~g0LrlxZVRY=qtz- zYr%qdSwI5Mwv{qlgSGZEZC7BFE@GVC5X5CZ`9nn}$d&EW6&R&2fix{)+#X;ix}9nJ zgnAYU#_0-+S)-;WNbuVr1r!@=4deCzTh6;I+c$jUT?r1T9*}X<Kn5f+LHwSeB6A63 z^gc-ZT)4}f!vqTCg)AUX>M+6`Y_q+=T)~qGr1mg~Xaa}Hga=IBjN2Ey5$0i@F7TT< zbn=G^$LR^J@=HOcYk<^MfZXtj8DysrSocnlXeiv=07%?T{%}2h`-OY_jo=XXWd?ca z;p7k3H6RK>A)Cz%(s_OQ1tXrFAbu=3@tgsBZ1(g6?Y!pG1varcf~0c6@pK(z>3nc- zS}}qACkImSZ1RWeT-y({^Oi$B2a3CEj39X%kOk0~Ns!>@1*g%c;8Y?9lJW)-Adf>5 z<Kz$5w}6sV9>_`_=4qwOcR&h?ryE2FubTYfI#~HMP;jgVsqke6E1sTUt5`ev!}Sx> zFWlw+0QTqhhG@pcV9NxVLBVdwxZPozz;ST&g|UF*tQHjW>k(m*#ytIi08{4lf_$C@ zAYW#HL!km>{XUR-N04ASIQ7(mnCVR06I5iLf&=#&I7GalIusVOJ_JR$CCBy)cez<0 z0S9*TwBw?VlRsQ<-yU#4d^021+0!?)NE?B|Z}Nu<{^=X0uxWq{f6oX~-vbKMzhGZL z@<16ADC#e>Kq43v0zbep<^{GN5_?t5AT?nu&|LI@jrAQ9IQX^;s0jUFf)oh>ww&9T zw?iVNp-yTZ*p9v67(*%^K*?hAhwJ-5E@A-(-EwfMa|PvI{_Pv4uqA^%@fxJy4A>2j zR1psfwEz$SW^IAxp`D;4VLtuCYR)Yn$4_MhF)KjX^b)8ns9~HQa6lX$C$j8Dtf2UT zW@M0YJs_Lxm_Z?b9BkiIFlh*OTs{jZ>f^y?fYZh157#9aL17EZ__AP?E}-&57i3iE zb_Gv<7I1tjgA%ba$g1Zoproq?&Q%bDprQ|C*&lF&EWZzyD+V!ZAn^@~Bo<JJh=7a* zCm3+q_Y-VkIY@?Uy2CF<$?XSTGdF^Y&SxO^tAnMp!2$Z7al1kd3kNtZL%`xYz~pBp zkl~;dAj_W1292)=Y^-gJ(;~!vfl{R#$RV2<w;OyE2nT28!yo|%ux=g3?F~U(pe!fL z?#c!Zk;xyf+khA;Ag9g-DOCb{VgV=)zHV2z!YB+*1a6?@w+fVy9)le?6Ox1`f4J@j zDvw}+!p0iH2u@p|tO+u09V5u}JW%R)VgcC^4+>>jNEm=>o5>%pSAY~2GJ$MZ4@#3- z%%E)h43aPxbPGVjZ3jq?2&l~S24&P$AeJM@#2!!@f)p!=(ybiqj8IULv}FM$sx2@V z6@p8B2e2>WVeXb?pUwhug%>#82*C2n1}5oPa89rU2W31+i7U8By9-mU;K?7$1oq?P z57)tAT@O~<gfKde8|2Jspx7w}xjGM2kb*t^6YPo#P*S&M1f{tYa3Fw_DVW$^;4Es( z0;&eKX|v~oEBj^^kn$SF?H4YI%>-wENbOV13UVDJ;i!S@J4p5Y1FYsU*u7uCZhy`) zy`YPA+H`{)zV(|@e3`c|xFl)E46+1d!b~PavPuUhKq02>1$#tnS*ABcGyVtp0#R9l zG}M68mOi+YS<Vbfx13;+0&qf62PXh<u5Sl<ej+%mK$-mtIGn&42hvLLo<6}-d=)4d zz-1y_VFcI}GT?l+1r(I=pyIL|Y;Yc^;<W|G7o^OCRDjTiPJk`vMo6n@nl}4ckk-SX zBzzR?vK`=r4KCf3K~n9o7z5Yp2`Vz2u(ryC_e>e!V*Nf7s6aV8{lg@_CXhS9HC7YI zTi|;5FsN8r4sN1c12-7rLFGN9vd`gxmC>^7(^x_FZ2<-49Z+ror-dEhv=9Ia(Z%3g zE&&$knZ6)I{wyfGT)@FFA6!7yLJD(G<^few<{*2_!0N$ftz-lhC{Mvf9XPXqOx+C1 zK;VMM2xNURB$_9GxSj%XHl!I;yZwLwQ!X@>Y!7(Ac!&{V6UYH8!O<E64p29Uv5*$v z12)#F;QR)vk=;O%!wEHFTO_w0%k~A`0*Xwast(jD^#_NH4Ji1)(F}4Lq=^akJ0!Co zX9Oj3bw*Gz2`h&mu(3kRVNf#(QnxLEMiH!1G6Tn{8@R;Z79j>|VS*}Fkn5AduAc=i zSPwEGd<ClvAIP#pG6|%ef>PKUERvHJLL`qvV52sHGudhuP;R~iibja<Cp=(M0M|zo zz^YiFApvqi7ZWJ5z}4W+ZKce7NMZYq36vVZ?PPEat^-FVxIl&!RXx)azVn;_H9+$~ zA?5}4X#BM4vf%b6xWWQA%Ro^NYgR$B?-@wEPmtrD4T|?3P~i$LsID=B+BVZbu^$PE zK5zqM@`vl|K~_8kH#)VMwil?fwSiNe8z`lN^GXv)!47Z^bcDsE1}GrFj{gUCJfw{V zF2<%iXvlkmifM2Z?*JFFcUh)y_{IzFj4TGH><n;7)q!gXaH;SG9Dog|%}Q2K^4bi} zjgV~Y1=a>C>txw2Sa6qA(4;EMew_=HcEP1VD5#dZ1M<sCMo{+L0rsXjNd7g{o(c6V zW?*;NgB=Np3~)sN$)8}R1Jn)EKk&$yPgW>%M5GldaKQ^}p@8fIcP`$8TfB&xpb%1@ zZhyeWn#>5w%^cv=)yo1-SRi3Yihveu6CN=Agr*))oJE0EfhuEg41qiZ?eKw^hG6$Y zyNA=X*&o7MU*N8uE!cs`p(xA-(gmr;z}^Ej^%<ovfl_EZD9Ox*Stkef52$)w1xi}Q zp!&B4>@#IhMFwrwg4-AuE{S<hn=bnSWV8&_vku8T$&8@n_#dPjz1J}nTu?-Tq$)s3 z3)c0JW!L8b35IS@_|6jo&d;^1lRsSN2bIk|kdOxjN+_s+69)So(p4+~S2*Bi9;B|A z$pp$z;3@%DO_VZ&6UG9FF`#fi1dUrz6Xqi)D6=eQ2GxYmKt3@ACyLEbCEFsoZCOC- z=7U3UF{E7pa!c*@3GbO$!1*N)98K`96sYwNiZmN=a|h%vaNdOU&tVO41x9H|Zx7)t zRj_Avg8U3FCANdBM{xGjXGSQifjSN3lNxAY3F<`_gL<{HkmL?Y>EQ0t0Rbk*?FGVo z`pjT=8AJ$Yf};33$X(u`rl&eM?;c<Vm9XGe{y%U4PXOn5aAE;<Zy2TbfpmaNI&iIz zREC>?S{fptEVdqG^jA<UT>}+Sy5MB#@Qd*wC}h<cK}ybolsp3w*C939_6tkd6~JCc zNfT_WXyqQbKLv`4QVvifRsvjLd}juk2}!D8%b*QVaLcJ2?2#p4kIV)IE2wJ>E(mkM zG78MwN|}Yh4h6YyKDcWF4uW-zpmY!ERR=L|56~A11LrA7l*EIw4cMF=&{`Q37g#!o z4bhB{X8IR!0gwz&Ehj)GxNR$CmH<1Xkr9*#A^pE>aC>VPIMFe2fWiqp((oGO{&-MX z7z3_~x*0(gk1l9<2VB~LI~^xL-slG>;2qFZ0!r8aLE7r!g9F~sv?Q=wAqlJ&lGsne z3MN_h862QCAEdW;46H<nak@f`)B;dxXaueuKoRkT9TE|fKU|jsnc2$%su0{jwmpHQ zU2u{CIVuC3$j*Zs8sLU~F{ng@3}o?v!(b)2kOB8~j)66Uo7*Q@KsiYS)aXwJwS8(q zCLRVgZy`-cNT#x4+TLKnt-w6}frSXTo-qSO>Q_)ZYah5^n?B(^(=U)aAT8T@U_ZGq zO;@Pqnho_18*3TV+6fPsAdL=4g8^jY36RHZKpq1%-LD@8HDseeV&>pr0X2fG!M#3^ zVsPm*nHdzt&;f`E513woJy`~}_#Y!Ae}dXilRsQv1#*}exB&}l-&KGcbga|mzes{Z z3R?bw0^Aln+;trk)~{JX0(q>U;PIZWP{RUFw?*JsM~cZ74$xQ{D37d1r0BiSR15Al z3$(DSv4aC?@`vlSpsdTwwEcsOU^zH{U10{94K5g0GJ=BL1>AVZWrUAufRdpGC=4Mj zXNb>0sqO>FW>DMwJTs^wo(C>EQ$T*@0sD16xSWUgcOHN;JSbd4L9y~56gHp&O&wOk zZP4SG21#xp!~cWA0MtTYW0i&`DupYI&p?GgxG~iQ4rpi-b{n6-RB%U2gcTHL@rX_d zDBp%Kg3<}NJ+8$J%5T@v6+t@-vg|j&g+MU49)Hd<`NQ?%ZKceRmTvoYffja1g91{x zlrcfaqzbG#AArMhDkxFvf(pF}kWw1t+OyzN%i$NJ+_q9?@Suw>N<>X~!1NxJvd+Rh zEXyv;4GQxBgfd7j2G#eB(xASIEPDm(v{L40pb{NCSPJSwGD^crbOlCfNOun6k-IDq zqd|2#%uIK#aOUj^cZGI=Jb4xrE1){A0$ibOix5*}0)-QJ*lr6bu*^ZJPy>|8Rzcz) zlr}9nK()(X@L;PFq%jJP)CX*=7r~_gq?0QHj;Yh&CSeamH`pZ&L0sT*6<yE(2c(#^ z0%y>6PzW9Zhb6d~0?`Aq5t{Bn^&G@Ypy(9@$LTYWQpkY8f=iMc!PQOt_JaNFAUm$x zK$L?b6ylu(3I4MXb3r@AA+n&p(^PO>vJ)x*9le%iPi6z<dvLQI9Nrhf$|^vG`buy) z?KZ8H85GmHP@NBC*%MeG!2>QlFWlp=VFV@1*PsmJ15Rd;h6tpzhYS^&g8hF7QW%0f z{1H6dYzR(W$H8_MgB${Gl0$+_2P_H}Fawu5!r&6(Im`A9%Y^1baxu6)56Ww1;O5x^ zh{s`Z1?hb^fy@mB)j^;-bSJ2K01d1h5Qhx8#eqvVNU3QKO4i`!1-Qk~1Wv3VA|BL$ zTn}p2feHagy`l~Y9+2rxutEr2khFtZrFTFPm;+8An;}^SRHndk47i9?2Gt{w-Wv<p zuhT#wC;%S*jRM)j4Ax!+Z9sv0LMVeHvEbZ{lypF&CLs63gVOjjurt6T>H)T#YrsVf zc;o{-9gqwj+}r|+ibvp14pQ?NWOq2Yplf8@9uOihk7>Jurrb(!T$O{<e-?O*15(aH zyR6_M7}~92V}*pOFnDkoRs>IYzy#?wfE~aG_A=N(;I;vzt=bK4s~%$ljmvpK`xGEI zdVxnb#laqil%0RTLp+f5wi4Vt16M|0z(dpPL3$wm+PN)4OcrbxxMk`9GqfR^Q3=v* z1*M3C;Gh<Qjz3R$z+?^90&YV>+8B^R6P(9j-E~>^h2Z24tFq%5!4pp4@&=S!Hh>!y zh<X;%M}zb%zy$?(gdWVA@PO$IxS&Cs*SH2w`4Go|n+K4V);h3oB-s7ny8RTmF$pf# zz(afHpcDz6LOLM86aX5eFl7P_;Ol~_LP%eHB}(bc#tNBlf%Rk-T#^)E*;dN@9-PjR z%4|s66gpc6Ngtb1%)k{hWLN_-W&xgiNr5EE5c%1lq7O73(ZT-&JctQv<$+@AA-K&8 zDJdXb3Gf^TWUToCG=qXdJp}A;(Ad#+E@*xdfz3>SqyIj5039R+D#6ZxoemzyXa{8p zaC7u9$RJs8ivSV~I^eP+6qNTJ!5MUd9Cr_>=;mdb{NXy-B@m}Ef#+brB@!h2w1YCN zCQ?ae$^_~gg8My%;1tD+lwu)GH%J#n2ka@x9341b8^P(V7^HnEC<{*m5#UlQ3RHB# zN2oMF#gP#xBEjuV=->t@$G!&_GvFTTv}vWxhe6t!wtra78NxQ*AsIAlB**Q-4l)*6 z3BVFwKiJWspa7c!cJvp<tq$^2z_FA8ZNq>{v)$l!p*N^;2%dWcw^n9>Jpw7{SQw{I zSgGI*8YX51$0($U3mHUH02gDIS+-4=J;VsAkRZKYUT}SU9TYoXL6tRp0EZRio(bTV zwFt<&;M%Ey2~=igK*}yq&(RSyCMO9BHE^IK1;>1FLC^%M5!Qj-Xa%+j+~rSa+Ug(= ziBla$aLWJ^EE66use+3YCvd}J7Yn#~1#W9jc);YqxUH0#1#H$-XwIAPfJupQ`-e$< zJHUk_Wa<$zb&?K?c?DyIV@%r*6f--3dI9{~6{@*%*+AhL0`>-K8UhdSfE*JF3Jg$5 z0xls#K|<h)4APJRalsz`0!}vVp!jzMy9wOO@CNZA32-KOaM2a)>Rd)h8yV~&1#p9_ zV3uqoBRu#ZT6n>UU>!I)L5J2r=79z`z<L7ii9?dF61Xl91($)x!JYw^?4S`f$T%k? zugkJ0a)63Ma0v>|J+l}gGsvJ&cnj{_6@xk>XSai=I6yr$^X&(|Grj_)Lu*EGGagg{ zF8~#4t3aBjg3|>w1VBkb0-Vz`L4^!tQ0xRah(H9S8wIKdK|Ju>*L+YD3_N=i51N{q z$_UE);N%QyS29X31}C#*aM;F!OE8BmY~b<?G)RmXTAa$by&#|GD7cySVOuG)5+kUY z&&fDlA)EUv*s-9oM(}vjK9DQR86o{JkQeO1>Ej#=sQU-WJ`<qr8%U$(0UIks7?Ms^ z!Syk`0yNky0!~ignR#ze?tx|@(2@#J(n$fCtH2B@U7xaniYabzk_OeCvg}supa@j} z8wn``%Ry-y6o~D-;DP`$N(UPJ1I^HbmoGSMVatORkH4lXWHEv3)BE7W0_h56v4C<L zWH=OJEDJbIf_qM{z||W#_B_E}2RVg}bvqMi$n6=Z%@0o_DWC-T6*Q9v>IQ%(T#tae zk6$55wu9${L8%xNqu}y<CBpPs;AkrbC76jIZzhA?U=HGgT5u;|egLP{DNLZIKbWZv zp6B?>w7uXS_g(N>lUG=B#)3D(W#IA>ocLfF2GlI500ldEWx!K#MD7CTi#RYF;@4MT zm(2#n)*VPO2wryrnl1o&1U!5E5*(h8fvw5l2!b@++qac6^MV`E;7)Z1cyIw+8MuK$ z3+x)C>0(FdM6tpZMsSH2%!FhiWVs7?F~fp5#+{%*f+VsFFv}t3+Jpy8;2|dHTskP# zLi+lzz-0qum>*QPfUDl);5-R#bAXM63{)QkyLmRWcP6k~AsAc?KZ6#U8@};EQqWcK z@)So<1_q5JT;B&uv%A5a9mJe<95|!y19gbNQML)}-k;!T`U>f@!p1Yf0RoF2kPl%q zbPw2AAvP9)%fz+dzCAeFAoVk(S`r7F3@OQVz)hQ{jN1eBg!x%P^=|;E(+DnPiy+kp z$O1^Y1N9iFxPb_QNYJPWxC!16#C081)<l6!0axIKOrVy=OmHX_gHpyNP`!;@-M90C z{Q@a#RKfFk>EJ>g;sI%J7(tiUfU^5M_H7YjR$%wTVm;siBg9*fqP-mAXi&NVXZ9W7 zVhqw->H(!hZ)j2ml@#FY32S5JL55>NDWM8n>VaESO`xh8GGhoH#)Guj^qH|GIet)a z3JMcvW>BXQJi%%NDK<deNs#T}2~`JhwF((92X(|BFa?9X1gYheLDfEJh!)iP1Fy{i zmobo3%mOJ3V7;|<jG*2sq>%#-N#s=F2R76cJS&|5&Bx<MD@LdfC`F=mi<Pt5!S z3WN!a$bJmCCk_c_C2-PW0efKwc&V5$BWSqu7kH|B`-T5JmEb|rXW*$<Z?GAl6#?L; z2*_$!TAJ{H3Dnqytc3$N?Z8Wnib2(k1S4oP3Ea6#2hRjQ1TA381zS`MDkwWxK+y>9 zNjg9}VxSl|pMF3}Ocz`^fdU+28>kC(2CU`-sGfpM5?^GSo}eOg7}S^sDF?Tp!Pa?! zhnRW6^A&lZ7=tW|0yUOF3c+RkX>gEAL7RKvat>1LfYww%#&D#WLD>lGJ|S>4K;|ez zz@|5X8cPd6dEw!9hh(0EOxsGCL%<mwoMa(=chKnmVpho19%vK*(!ufumB!ORApmZ1 zfLo$_!EOA9P(`p6J~@zV2MU8P;8X$`c`yVgpbEHOpfw6e883Kd6ue>#ob;!GLnonC zz6azNa6=WGt-Ha22@WlkJO?rZGLj04vnz}rK*6^FL?CAWKto=j<&L1qa8Qh4BwAkZ zj8!IB4pd}(1=$T=H8c(EW?0IH+uRVuwFMp?;GDt?_Bpr)cLAFQj<l=b)hK=7YDXKa zVhhN@XBa_^iG$!6y~_e`o^6Jva**r6tyE}Z5mad(1{ZMPDjdAh^TH)DIZ&|;o_c^} zzy@%fL$V4Vw3Y;~T7fLdG*~3}QV?YOdqhw|<_92452i3dN{#Ig*jOQrqnTg>VZC*D zD+)4F?*eag$g<0^f<o;BIMiSz8+38ogH0U%;945oP6e%-xWWjIMaXCrbc`xNMW!5_ zpq7HX3GR(4gUUe23L5ZQ23N4F!MO>(?C=2_>td#D5n{sN#ws|S`~(~04K5VHiy=V+ zd5A374qjmfX+40}k}^tf2D=WtP6XUDJp|!{0%|4`DC9qY8#<so0~xD^tW=o>3Vd(_ z;{iAm!P3-$c3xg^V>buX*X05yDUex^D1sy)18}%P%2r619M%j4HNiltAHZjaY(TY} zIcS&<QWBm9>$L*)%E2KF4pzumGo<M42T38O4Zy1gAmdu#%!{-dR1Kt(fBS`hLVMW3 z3w#q)WFX@$pj>SY?u)zySBBtB1@<8<KZ6_zT5DGUZOVWfv<3M*;88klc+vpH4?Le} zfC@!OUVyAMfsS~9?1m@;CB1Y|!88@(e+VC(1wj?@Mh;L4bAybKY&V$20V?z@M5e&4 zlVzU^?HGY{3PM+lDr7O8-B!xn4bEMVf*Uce10JQ&1<hH2dLrOi9&i?gBnxl`Oo9wz zf%9H~nJBzNodV4-0S_3j!B#v!U}J^!(IHJ!@MJIYRDQs8fiIH$+ZAe=K|?pP>?e@Y zqY1b}500fC&~P1O3FZ}W|M?!c2(g9*i!6HzE2t=s2Teyl<^WYod7wdBaCNvTWe+%! zl!H?;xPJzz_95*XNHHPA1X|_<E-1mB-3)N{0#6@a1?vumwjbdmkdT3i7_f8RGJ_)p zWF^v|_yaapNG}C4!3A-}4siB}hqptwfZCz3C9NRM;H)~~0TU!YFfoJjJ)|898MQ<# zv5{qW0=FpsfoD)5%O{URS{G1P%Caxx1m#)q*al>jVhK3fAq#M7LA}KoaQovg6R5KP z017#93p*Z^&rX1R1zIYPH1ER91RnOC{y|3YENET_vPfw*sGNdy6hH+YD1Rn{n-BlN zO%6~A4jx?quU-UqbRqM1Ac+&85cm#`&<EhbQ%LQ72)tGT+}?vs6i)ybWhtPd73`lR za5~=w?zn-AP|y-~Th345b|YBDD{!d~S?2^RBtfIxAY0?Nl`?}m#NY`Z$o%<)dKO5x zv<Q+?Ktl!#K=YTNtp&2|UF;x-LQ4Qpe-dO2cw%EIDEqGjg}ex)+W~HC73A~4S9ZS! z1uS@7s1-XjZ%?RafegDMjZW_ck50b_M^O<YXtJ*s)YbqGFvi2jRw_UZMu^{@vw+rh zgSrm3oO8i*i7%Nz#Y!SG$RVKN0#HQ{Dy$p9iR3-lXCP;ZfGPpd7&&ykohl>=gIo^s z4Wx91)Pyg=Z4x)|n#}0}Dnj5TJ$B#-gLaESog&bvCuG1r23$yj`)H7sI%Kdu1l(Lb z30mJN0<r=WpH~>+Gq!B30^rmPnY>;LZVW&J8yaHZ>J6k5GRl7#6b!c@y**G=fa}h7 zP<sia1~QHfArrw4Y67Jka6+*Lr;Fz-pov;=Vsr!*r_xAe<u#}ZP`POjw&E+u3TSlz z-^a0>8B}V37e|7NOOVB&h9zjrf{M&n&`3CBK5fgi>9SFvQdJIAd#(cYdB80dNN$8o zlY*;TP@_ADs}_{$A=8y5ET9!>k>FN$D5#PJ&D4Qc;KzYmlq`(fA8g{V1~2G>bjlvU z+zy$8yRei!hI#Ub>)@IZvV0q{%2Ep)i?bNPa~L4kLkg@6aR2)mY$OA`a;l666avN5 z6+HRBg8Le<${EsXt^nnG&^RhMgduAQY8XMw_*OxqufUq~HgtF$6x_wEpwb1jiV)Tt z1kYDrxFiNHq8pgNo&`m~E3g;+!E@r<K<jD1O;PZg?MtBPb1i1j7{MK=H4oTWMImdT zw?n3vC)Be*`q_{Y^)t9Q{|sK`+XpVa?}3+<pk<i{vh2375iLlKCa_zf8{BXQH)SDB zml{UMa!-(lB*2*$ve^dO$@?&gZ#5{rgPSJGp!5n^%$^TU>5%N-1S%T9T`y>h0u;>P zk;pu72*7&!x4|{iGmz{SNbLb?mOu(DP+Na7>qF3hbrd8Rzzq=iu8{yUQP5B?XfqEu z>+ygy1h{NH10Gl1vi*UD2&jox0ba!q&bx`=;dt=;HMl7`58QZv2M)ejpu!H^FLne~ z0ukV%7+h6@_isRk>mUWME4WMt&n1J`neAr*4M;?S%Q#4D4>nT+THgz*{Xnf6@Zble z?O6;8puFiD^f-QjS)djys8j?8541J<K$hJR+z)$+TyB8E3OvuT05;AJ?wf$Ruqze3 z;gv0T?*XWA09P82SP2EqLV!CR)3$GLlz^;K5Q6k%KxHII8eDO)L6!!Ax<nxBc7n=X zb#N(r7}UGH1S-ViK{+2(K!69&!O?69nJxv*eS;b<;0-gm&~0eYC3N*H!r&1vH_-U> zYfwRRVp=Kl7PQ?;pml>+7%zbu)`%s8pTW~G;2~;osdyMv*mHo(u{)rq6r>-!0K^1u zMFXc#-DweG;1F;CR~1je=?&Zo-3c-soGU>!Ca6XMCrX7HmKv~6!IfY<$h+Vo57Jw5 z0Cz$Hz-0(%4F@D$g7PzDevc1q{xfitf>JWPfeji`gjcU1T^m?Ho<}WZL0#q$`Lm#M z4dgiRB09(b(*jTofMyOrQv{$m1{ncOn($`PY8J={2go^)olcN0(u4<0kX{Wav1bYH zVgVJzkk;1}CeR$GCpZwnWgN8J1C^Ta-VA)V+X^0#I7)C$c)$c1fG7m_e8Jm_AS15D zpj5w2n;kMs-vf&8OQ7_43DgL)0WJLG1cx)E`T-{oaN(=KDE$DOM9e`>i-4p~ke48Z z6Qtt>u8)u!aF7*FNEJ6IyD5WQ3+aG^N<&Y6h)W@JiSYJFLlBoPsEF4Ewe~=T3AiAJ zHcUY4$iVI8(@db;b{OOV&=@<o?*;A_xk8%jkhGH}2wm+9YCC{(4rm+*T%v#n4Iu3g zVTiXuj)RN_L3$>jAs#Vs?*K9e4jD=SEi#96q#z5MYe5MTzBY)BH3K?31qvWY!v@w0 z29JV)EP-hM0#2EiK)C}k)aM3j{4D}kmyq-e&NyHPJAx`9Nb?(Bpn+%lK;8oPiKUrA zeIv+XK1gW7b_#)8fgqz%n>qr!750KlNJwYyGOQ+gzy{hC03KeN04g6~l`gn74W7+? zxII8lZU)$$$>6RAeB>6~8-eG5>)_%Nvi}N}OhF+tA6`YXu|irWuuy_(Wn+bO%sRkz z7;>L=!UHDA>?LGN1tjx8S^^NSgPOFU79U*UEJ%s~wND}Hg2AKJur>{-iwTOB7_fJC zfTQIOD5*bT0?h$G1dnchfaGsb4SW>5QaT>ofex_cgsk0wtQ7*Sl?N^K1u0ViZy<(r zDv+HDYH+c!UWH^Ma3K$>H@8FPS07l2Sc08#9J~}3Tz5kDpn#c>9%VAbKOnuJ2;a=O zEs`73o`ozJHDjFWAP=rp+99R>1W=a)luW=2BVWMwBpPfIwr1O&;LFnuZOef&3CKjq z>KHa~(7y*y_CW>^V2u}$QQ-bMB6a?n{NegekY4a6J#cOWr&^GBCMfTNw%CHlqaj-o zp0jNJaQ!&rq?Css!$4gHT~KA$1WKen;FUb_(+l>qgV$6-hIGNZVj)>)2e^%|j&L=2 z3+{YyHU{Se&`Q+`q|zu2-tBM$6}6y6>(CAfq-hG-6#-d4+`t4X+IKK+H&`S$mlu>U zHbcT2)OCFZss_MAw~gR*avfZ;KnDOIgZkjDf1q{{c)|x94YNTt%lhpXcF62!0awzX zEC5LpuqvYlv`71Z024Tifm;*BpwNWW8VkS+62SI@W}rZwOz;%;1Mp%OQ1Ssc3_v^1 zLGIno1WK%+Y5zDz@L0%uMo{T40nKv|b0EW$57<~i+jT*e7|2bFVSaxg%U-|%+AaiX z4?_koQ7U!t*a4{Y1;-1dGDa-xXJdtoEW$SfB1)78Y^;!B8n7?H3)vt;u#o1$G*DO} z)xz-d0Mf~W?5seogC{&-!rC8&>~jyW<-ErX8iD{V&0=G{fN1e^fNMx_ivzM-22?YK z$ZrAlo1TGEqXxJK0xCB)g9|xuS_OBYAPztq#sU@Pap3j{I2OUfSP)n1fcK6<*4rk7 zOI*-$ZfGGT1DU%6*R>NKFv0e&gW>};k_~DIfy$G8T%fo;1C2zGEF!kpSna^O2f#aj zE`ryx!^WaP3VlJ#>>+zl!Ql-VDMH$2tpMuph=B6m3uf?8%C-nGP+-I{f+x~WOq(t{ z8@$sUywnTSjskZ*APqWDH4Pp+0B`d@3kn5DPiQ8jM-Or~bmc2(mKwZOU^cX21TL9C zLkW=js)!L0`yhu0gWK7YK%E=#&Txn^;DAjAFTQ~6q(Ur)W(Bonz!?v`Qw6e{3X~Z$ zL9W;X8B+vBEwsa-P{RV5v_vWyLAwylMDw->+!OZ)SLP0EpzwbVE)F3+gA6r5LMQ-| z*+AyIf|egZ79UT6w&Os;{jgjGSr_7v%mZ#SgBLwa1GSlRm_XI(E%2BMs9AiEe-|gn z`}e@h;Z}hwD0n`&1@0O_N-W4KGf<mG1e9pOrR56n_&K=k2x(G6oD2zI$VdfbV=AZt z2yW3r8aCjby98uT736A2oeLg>o(*dNNP^-T+=c~LEZ{aGWVH*py9Ame0cizoSeM`j zx1w05AK(-QxBDPdB#_X7Rk8=#dDXy8-Amx10Z>%{-dX^wqCi8PpwtGLgopL4LCV1G zT1Y!!Ex0NLFF%_A>M-(e7x*FxsSlOFgBOtG4%y~?2vU}VLf0Og{lWTvFo7ZwGC{Ef zsk5!j3QC)?kYoe$86?<WGJ$#yApT0Q1z$kcLf4gpg9<d<JYAudSrU{SLCsTLNSy-P zYXBLo2F=SXW(9W^nL)Dx@Cs7{)EQjQ3UVZ52pTfg51G9222}x#pgJEq8wjd>zzGW6 zn+<0MrKsEBAp~%uhYb6G$Joz;eA5rkQv%>cE_=ZPKHvqy(6NC4Th3?}_>?v{_B255 z098bwDihpH0nNCAhgIOSQ)0}ZiV>WeAnjJj2#*XTa={}Epu-{z89|Nqv!Lu0$O0;E zzQZf#6v$dCa47>BD1|I-RandlUPhn{YD7qaq8_|m8C))bkK_RR8n!zWl(oULO3EOW zkX^)}cmf?u0_$i&8epL1PK?sv{sU;A1h{w!0uNF{+K8}7Pq-_z6}n1A;R++T=L%Z) z1zJ@Ki3m{W+-3x=)rTIT0I6%HJ7~y*!+$ThnNkP#?r!Mh2xv>=^nm+J4?&s*!0T(l zBZQzcKEN$z$jmu7Z90QTQNUh>Oi+XBqgZy(*u<(yDXfqx>H!-oY;<J%20e~$(6lpn zhG7MG#sNBB01Anz;PVP(A@vzZ08*8G1*cSq(?O0Bf+tAusEjLk8RB}7*^naSAGn?a zCz>Y6m@H^42xK0lj0P|D3k4;LP*9m+gfvzU8cBq#6YT*Fqk`fUywe*z9sLY64w=gc zYIs8yuYlHWgU``W$P(;;jKYHqge+wT4cF`g4R|Sn&k2E?sRAyt4ug_9WWC@NkXJ-N z?LO#M08r2=gTf6QLgC={_8D+2K}rC2P;ChAOG4H*ZUKcjWF{26vkubM-wO@_H;_Fs zh|~`$lAui)NTvrBV35ieF*y#|IBElO)GY9n9~%p(ZUm2mEC3~9q~ieKyG0<S21F}( z4hq&P2WbEg)(Rn&V~|x)kkxS$z+)|-^$?&25Ga-`nc=Y}2jc$#1rpbGhhL14b7R1J z(V_bzA*;F<fEtqr+IjynfyO~!gQE?k6EbH9UTF*|ra?tT93y1l6g)07L5>@|n!6U% zq6IAkfu14+DGMglvw&8!zY)F#E|_M39R^x13C(Sg@(Wx$L3S)aMhwCJ1r3^4bAhu7 zWTJ5sxXA%-m%;kv;DK3CX#nn?fUO5F^ny&PLN+cy;%gtMQUe#q@JTF%EW!QYdVe#t z2@NvnFvK6AY|;kqbAbJN9h{gIK#e+ZD+yFAPn(ni9%q2$iFi=L1r0@mdz8>&7KJRP zCgg!uP%_vFYFB>%#VWX6RRMArxTt`H1$faIWPn)-RP%sO?0}xM0BYR-2aN`Tmy`5> zOI}cX?F41*Q{bYc7?fckdkMfr<!fl&x8WNvXs}6u37q4h3(Y{IrJz`b%$`H`jf0OH zfmGy>R>e=)^6CQ@xHdC_?F1F^OTp8u&EVb~xYZ09$3vtAdnQB?3K=j0ZGfrfDh7KU zvN;IkA?UFs;KT<Cbx1>CI}>bFoQ)N{6c${6egH)dWNr`AS%f4S$lh=bP{2Y41HpCJ z0?=NE1MR%XWfZ6!1I02pRY8_tgO5RC2Is9g2;V?l@c^6xPJkw1Kx<)Rq(Dx&ZUYLl zPH<HW-8TcOFEgPb{eX>?8M0s$v?4`;8PwDSby=@_gX%=kCJ4}SjR0HDFcwe|q6Arx z4&6k@#tN|*vPuJ7vV)Fsxh@9^H1M`w@cPobV27T7CLLM!bD%~vxWNvNUPuauw8<bP zI%I4CviAEHxM>s$IvEP&kt8NiR}gZViX13`o(1K8W$;uTxQX^amc0b*RCPwk(mK$h zACOK+e$)jmcVGr*?^EEtvyg)^z`Hv@`N0hoE#Ub+(DFM_GXuOD1{7qgKt;Uwwg@rM zDpJr~CdgE1Dgk9UPyw^u;Fd%yc$XVwv;{QMe}z$k5!B-72d^=N%oyr}=WMTo!U;SZ z3Y(LLCaHh};<=#g1RjX^3W^EPBrj+l3N)|`Yw;l_l)xuqfJ4FtG&=#ABLpu~od9lR z#zU$GNXr1^Y{+P*Gq}FV1uy5dfy}moGRsMDeC>o31+ZKP+HJrny^?YBhl-VK;DiY} z_6j^qqX1e&14&QdrA*Tcd>O%I%_eX-Z)ApMLkkfl@ZhZ^q`U|D)s_Wh?QPJunP(tx zA|2JW6h6}MADnVPc7l?&3loSe1Fud1x8@;(d62C^;AIAzp~k_65)Oj*6M}ahLHg`v zOyIE+@Te7dPbDam1%Mg@{@@-lq$q*3M%qCYBcz=M*|iGl!tukKrH-H~l@DBRUI7o# zf=5xnsR-Qf`2kM8`#`A*++c%FYJvQE6kG%@03{nx3t&B{Enp5(cpVfb;H@(25s6(A zA_xk!mCyzPXuAn01%X!#LR+B++Idqzg{n9cB=|rl0d0TqnRx>E{2}mSpe5j90@45g zdE6V4^FcEUAUi-44WP2<!z4a%69eoJa3KO2)q?K&KOn#a-suZA60*_*l6fJ63OSG< z1{Eiu<zLW@!~@=%5DyAcXrT`2w><#Ogo4r~Vw4`-mW~A{AVwBYKLXTbkY#6K11;~k z1PVVkmTeJYpb^%^thLZS`~&dDZP1E+(4c7&xWNe@zyVjM&;hi`AFgMDQXwRlZUT4P zK-nK`>pE!96I{rH7IlLbLPIuaK=KWw4|EZhRv^b0K44>ILv22TX9gkr;2^`5;KC6c zluyBW!<j+VV<vb>5U7vlxP5}BILcbB2@jY+4GU2FBSC^6QkSrU)6FH&=pCd}1X`K` zUeE*`4;N4oIt@;C;1wufFM-xQ#4+}OLItu}tO}g<A;XN2Y6-He4ZMXHyj~d5Jb`3= zXv1N9z*A8UCeZ9@8`ux8z*&0zq!jR}LtyRT{sU<Cj}=rHfr`TiOpw8S&`1!tIE1u> z4z%+IfX8^i*%4Iqlz@vKaJ39BlEK{;h|N8S3R)i=0->Pl73@k#T?*lXOo1Hs1zB0o z3{C{oK(z$uj0H$*AAFp^25@T%l3Y>NID(elf)XQSGAI$!Q34HXf&}fs1NN|ia0Re$ z8lo8?JD1lXa%M3oJA=zz$k<FMD9Qc-hx#FKj|V(71TI~Kp}IhM+a8*4Ce*ViL6m_k z{Ri$tgPQ@o;KB@?h+ykUCOlw*SP$vnL3$35d0~i!X5fw%=wLWDRs(R#0J|m(+=l^I zc92cV#Sk}w3I*_(`aE!-88m1B?vqM@%GE8Ph2r4Ky9d-D0G%BJI?fY(ssTvjY>*i@ zAw@o@?f{7)9h@ZuJ|hWIa)4@PP;Pz(s>h+Hg#_4g-ed;Nmve$g7h{<qdy_%i+pdAv zSAlCaXyE~BIDvu(vT`1r1;9P>cu>}cRJ2dQfp`a$HfBMWL4y{-fKFfpkB1{o7D1+l z^1+8KegV&UfY%;?hxj0U5|GzHYvjS+*99f1cu>OttO7K<Tf_1T<XvzF8NBI}1$+b( zcunMOq)3Kr&kg{E6y!v;CE&q5jLsbB;1BSoB?U%l$hrsEnGPUdw}K1Dx!{FQ;F6^l zR+aqPKH(J)qz4LXb%FNTBL+0VLmQA`b8ul9V9O~A&Ux_K2sBy31*(j|)iPxF4y1&D z^e{jUfHeLfojb^=HKbc;3f=+)slP$hBcv~;4^I1#o^&oFXsQy@JBH?cHr6EYb|G1C zYXrO<0lv^O9#ofsOH;^tWr)S5;N|isK!d!H*)~WA3PM8mZn}XAAkg3%wElSvDL6m_ z4B*xhcx3`obqekcfxF_6rIHem!fjK^OGvH(X#|fYf~$Q)aN8;c)bfEGYXwbw6CN;u zrW`;=P{2Z0fCZG$*Mkx^xISF~s-ypcRtO)4R9&EXd(bH8VNhN;3kqEWaOV2}YK1}C zsNk+7*mlUKcu+062^?k+gFvwbUbqe(!T=BHBJGTZ?-efw>4S`JgI9loM@GOaDZssN zNP{sC+-2O9(g$4<16o)Eib`Rym%;1$xWEfg!H1eG1$pi|qI`yoctR$n!P98pp-m&u znJnPhL&zCF@t_g}ve6T=VFXknf%;sq;Vnqb1S$W)aRmtp^UWVBHiIX<z@@=0c=gQ> z%8si*g~dE3un)k8AZ|C9#UTie`PZOA8MK2MyeJ5=f_(!x;e$;t1uN<S<;(Bj32ab@ zDH^ih3v||;EhnVg3SRyJE{!2Rg{=LL2X{iilaCV~Fs%iTjYojSG8{p!0-q^@e1>cU zI7xw5tAKhp;4(6p9n?^t40Z<Cd`Np}Hh6df6nGOs<qLSf+BtAr1Kg;E1O>Rc30b6Q z242kulUo3;_`wH*P5{lmf)W>GYndZxE)KG+7qn0fJUcbv0aG$`dlsZ|51#ay06HcO zoWMX$L`Y4-49<U!pcQY^K#dW{=?5mWEdaAXH5p{&9Xu=t+VKfqW>o>&917~Dg7f1y z$yQJf04KX!kX5#zUA<=D!VtcwZ$do_AFLw}E+i&AV1kS|Kt?9PRVbu^t_BWs$Z;Sb zUqVKy!To(m!6D8BX}&;u@(Hc-;A0Ic!2@34lTE;x8Qg>iH=E#%KJb(WxN`&AM(YR8 zn&8<+S7=)iJWdR5%z~Phu!0zL%m?HwEJ)4=Wg$pGz7iZo$S3ZBO#roCB*CQ+*wvsu zXdENBvR)2O6yRzZ?y3M=&OcD$3wOCeZM+cqvtUPnBH#)$s9~Q2b}Kk>tOR#cAnP;1 zi32oy3yNOw*<ce^D!75xb%3U!K`Sjl0mu$sF1QWcSp`=Fi@+IqHMr#jY1u*sBf+DE z@t^~>4}<3lAj?7^2k#sNk5)ihB@N&`CXlfs@X=GyZX2lRdk88>A<Ednbp>QdU=t(@ zfu@#0z7hiu%5j40XK;@SGNl5kSIWS7${W1>3sed~7S%wO1x*F}emOHJ2|}hnA<mc$ zsel}&34nSSY^<P@pg`^Ih9E9ja}Hz_=nS*#;B79@qjbQ7z@R{i1NWzPf=1LJ3&KHy zdl^AF6&ziV^S%_3od(~%1#5kRvKBZ!K~`deOC!j-Jg^a<l@I&bA#0*$gJKo3GiN?{ zh=UzG<O|jUS(XK{Pz_uvLiRL)Tm+Fr9G@V|uE>MxW=s`<&;u7i0gtp0%n&p-Ap)v+ zA!E!C60#V#95Or)8;j8cCl$~JtQr>3HtrZH#G!~k!L=*c;n2Y?&`iZdc!dZ)eh@tR zaSxoz!OOrQp#m;}!P{lQv!@6%A>(>YpmH9(`ST8_gX{<j-b)~sId~`mlno($c1TKw z!~&?D9wNUKl6WT6vw%-AhOXQI4?awIzy#Va+bR#9H$DuinHR8bzpy~?9%#8SKPZqP zO>*!iB~WUTW&aCaLl0S=1nIbecM^hT^FTQd<PvN6h`22Kd+^~w;Dy`Z_1B@Gb^`RA zagh0-y%6A2tieb3Er?@;9KQz|egdU8@Vo_N4oQJgnhBhXa$zH)&=fAq4vCWq;6fEt zLV=ga7=fCz;5tVeJa7$Oo$?+W(V*cQa0d#y)E1N)?tvQyj-cA$Hb@b8!1Fq|p4u+3 zTVW>`$T^VZ+aTqTouA_1JOHlpwt(kjK+6C@-hvd=#qa?;@cII4a7z%}N(T?Q!%yLK zNag{zq#(on;4=~*f;yyg!9{~Ctf9T2fcFUK$SUw4Go(9o6I^_O%XjeH7Nk2r3*1Kl zr$cxanDBrJV^?|&c;G!3+!q547C?{2Mh|Fk{{mEy_i;c{8)Q^sK^!A^CMp1wZy*H| zq+tUdLx)WLKn9*5vliZ<VLniU6SVFS+~WYJe_3#*nGN2P0@|t}3u%#ow!DKw6I@e) zY)=74!A{VOJ*ct$6_k>|4aF^>+;AP@G=oKQ`@jkJ5V$#Y3EUe8#RxR;w<om93o(J# zAI0;7Via1mB9~uq3v;<4X5#cN<oE~h_z^e_fKST?Z@&fm474d3+{^$aYfvK<RH=hT zi$U%I9n2QT2yU9!gLeqcV*>f=1SlDSV{Sh9R14U#@(JI0R)GpP@LpKRet#@Z2QNGV zjq0X=!WlAJ0trM$X-EwQon-)d9lqWl+!2ACPy7^G`@_Q^4sz@|v<?P4KHz|OEU1|S zo`C=-J&kP<V#(me{g5svXi*uXH27draH}0cfYxY1I)E~ebwbc|#l|`TYU_jtOwi-l zLGe9<WBP&D%%J6KBB0U_a_T;4`zJU~L2>>c+%^M^Zh(fJz@e`U>TX<u)PM&ra5+E{ z6WAuuA|Oy;fXW4Lc$o}NERX^T+}i;UJ3a%c!MP+CeCPov1b2c4@j-22Q04*mVZaNX zbRadx^atN0e}T4AJAzD`2x>5`1D`?#-fRRtkRH--1Gfbnl6fHW4&YHQN6--JujvW3 zd=Ejs<k~*JSe~C1v_If0sQdxd(V(`GgN8hK#tl+U90pke?vFtaM}W0JWZA1YKyvdz zt7t&01R15h5RGDR(E%y4z)SoftJcAp8$2cj8Kwg@$Kn{l!y%B<XTif_;AwS`2jNGi z%Ca|dgIfK&SU{5mpgSzUwjXHch0Ga47N~pxrBLWGbRZ8wR;ohM54?e8ut;t(c!w`! zRU5eJzz1HS2<kC|CO1LR08Zz{+ZTk$mqTlt0|HFoYzSW%DFNQcvK}%44q7P!+QhRI zG>8H^i$s>)8ocuZH1>*IpJO??A>lhu4R{yZzHOz<^T7>!$dD^|xhA+&11*>bPaB3p zYL5r9?9H5@EDt$43DTW^3T{q8m+*mxl|Tw2AjgJ)mboC$=}&mT1ZnYsYGBaa2_VOV z=gsDVX4AndKOrp`uucUwLCC=N7EsazM`$j1C*E1es52-ZY)|k}1Qpq@cp#Hfprdv{ zCp<!33_jEuoEt&Tf}GtAKKbqvG|0gHE=WFvpL+v}MbPNkV%9Ani#TD`)&n+H=r9Fj zv=+2~4`i$Zxczzx+#=r%uGt&F-5p4O0+I&7^(167Fl0x{WN3v4Dj=SMBMs7zeE~KA zsp5+O?^&J-u3RR93JdVq7kCy2u~Cj6k|01OrZQ+*Ja|et0OZGhaAOl`pAfvA=`ck` z1Ds)s!0y)s&Hd?u#^<1|S$Gga#-dfBx3^6Ga2-4f@(Mf*2)#Q6w6Y5n6v%4}AQb~@ z9SSdwGq}NC0qHS>g)g`(3(DxQ9<)LY3-pQyP?Uhq1Np-OIqerRdJ4;Ap!x*Sz=yXK zpq7Eo$OpwEWC1B;PHHviw6_VMG6Yf>fKO{=0f#Xt)q^(^w1dV#x*>~^z~wF|s(Lvg ztx)7+Mxge{vQGi;v;ZZYD~zx`U<Qlirig*6>9@QfuRUi0by*<2M^L>5ZsCD@;QK(n zK%BM$O8Fu3J3%Y<!1WKfat4n~SAZ)Ks9_FMWVoP_2r5Cq6)vQ$BE$q5V)Fwx>=u9q z7{P}<f)#*H3ct$@K5PimtFvT=S0m7-J@}wrP}2nzLy+zmma|jAaR{;(M=WoGY}5m} zRT=6^P^$-ICZuH#S*Z#cE`W~>%d&5S?SC{_BxfZE%KfWAf$t6;5P~jZ01240g4#~l zOJh)<1~kwYa6tSkxSRoX|3Nk%1Mjy3E%cRT_lL9!K*<XdYS4wApcc#}P(1^gc7zmo zeBi=o3&=`Oq#0vK!2=nV+yf47EDaiX8hHf1wg4Orkc5i7Z*K><ASg#UX(b^=A{pES zd<JTH8A28mff`q{r$vbU2gLyRDvMR14vQ<e1)K+NHEfIIhD_~*GlS+T8yP_gAnREm z1-&>EsKX6e$Ofr(D?kwiNfCdT!C{8fS%mmtLOly4xc#8hAp!TqA;!V8@dGy28Hk~8 zXjKPZD-3QogU+MhHeJ>ed@dJcw#^Q_qz<wlu@$^u3_RZv#sccd$$~c@-+^a4b#N{P z&oA>r+yJTvK<%b>P)dYnD)0<Fc-11f?*uut7o-B5lfW|rkTVG(6)Y%aTm)B$prcd4 zE8-!&81VKxaMyqn)SUuXh~QSSB6tlgcunv|@a*YBNE-;$NCrg<V&vrl6R76}83ThX zeQBRIU3L|yY7_>aN8}Hk00DPqp&PeAn~*^{9Wr<cN}<q&H=wu&`4YVN47?%)+|&d6 zk{7&U1U%n@=zSdn4>Vl|bxe9dNdrE5&ktHo2^njJY><R>dmtS<P^TOmN@t*JU13ub zkco3>8i$vIUqA=gK~7F+1E*pya9Tv1ECbmH23o}hx>F8Ri+}<N8n2LU3%D`{71f~a zpOEX3z^7FqXHD=FP5>w+fnsbPxOU3~jSHuO3kRsPAm)Ly4oDevSpg^zVP+wcdJuFF zZNdX4$n8~-F#*WZ=4sm%7PEp5J-uE5N{o%*Q@Ox<C&5Vqbec1GwBP}_u_zEHH<tr6 zI17#=kj;=h4zF`zJzsFE7PjL6G}{KMYrs=Q(EI|@3u<IvVT5+wAAm2%nec!KvI7ZH zxq@2(ko*W4dYli=9P2lwASz;6b~BFYj}9tI+OK1Bn8xVP%;fNy(cux}0!DT#uEb2e y{Jgvhz1$oj1%qVcL_^E8q!i24WD_F`izJgo!&Ji*v!uk76l2q5lj&B66cYf>Yi5T4 diff --git a/4-Classification/4-Applied/solution/notebook.ipynb b/4-Classification/4-Applied/solution/notebook.ipynb index 9df8e9dc..b9682048 100644 --- a/4-Classification/4-Applied/solution/notebook.ipynb +++ b/4-Classification/4-Applied/solution/notebook.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -48,15 +48,15 @@ "Requirement already satisfied: skl2onnx in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (1.8.0)\n", "Requirement already satisfied: protobuf in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from skl2onnx) (3.8.0)\n", "Requirement already satisfied: numpy>=1.15 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from skl2onnx) (1.19.2)\n", - "Requirement already satisfied: six in /Users/jenlooper/Library/Python/3.7/lib/python/site-packages (from skl2onnx) (1.12.0)\n", - "Requirement already satisfied: scipy>=1.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from skl2onnx) (1.4.1)\n", "Requirement already satisfied: onnx>=1.2.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from skl2onnx) (1.9.0)\n", - "Requirement already satisfied: scikit-learn>=0.19 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from skl2onnx) (0.24.2)\n", + "Requirement already satisfied: six in /Users/jenlooper/Library/Python/3.7/lib/python/site-packages (from skl2onnx) (1.12.0)\n", "Requirement already satisfied: onnxconverter-common<1.9,>=1.6.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from skl2onnx) (1.8.1)\n", + "Requirement already satisfied: scikit-learn>=0.19 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from skl2onnx) (0.24.2)\n", + "Requirement already satisfied: scipy>=1.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from skl2onnx) (1.4.1)\n", "Requirement already satisfied: setuptools in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from protobuf->skl2onnx) (45.1.0)\n", "Requirement already satisfied: typing-extensions>=3.6.2.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from onnx>=1.2.1->skl2onnx) (3.10.0.0)\n", - "Requirement already satisfied: joblib>=0.11 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from scikit-learn>=0.19->skl2onnx) (0.16.0)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from scikit-learn>=0.19->skl2onnx) (2.1.0)\n", + "Requirement already satisfied: joblib>=0.11 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from scikit-learn>=0.19->skl2onnx) (0.16.0)\n", "\u001b[33mWARNING: You are using pip version 20.2.3; however, version 21.1.2 is available.\n", "You should consider upgrading via the '/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\n", "Note: you may need to restart the kernel to use updated packages.\n" @@ -69,42 +69,16 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Requirement already satisfied: onnxruntime in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (1.8.0)\n", - "Requirement already satisfied: protobuf in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from onnxruntime) (3.8.0)\n", - "Requirement already satisfied: numpy>=1.16.6 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from onnxruntime) (1.19.2)\n", - "Requirement already satisfied: flatbuffers in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from onnxruntime) (2.0)\n", - "Requirement already satisfied: six>=1.9 in /Users/jenlooper/Library/Python/3.7/lib/python/site-packages (from protobuf->onnxruntime) (1.12.0)\n", - "Requirement already satisfied: setuptools in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from protobuf->onnxruntime) (45.1.0)\n", - "\u001b[33mWARNING: You are using pip version 20.2.3; however, version 21.1.2 is available.\n", - "You should consider upgrading via the '/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], - "source": [ - "pip install onnxruntime" - ] - }, - { - "cell_type": "code", - "execution_count": 3, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ - "import numpy as np \n", "import pandas as pd \n" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -137,7 +111,7 @@ "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Unnamed: 0</th>\n <th>cuisine</th>\n <th>almond</th>\n <th>angelica</th>\n <th>anise</th>\n <th>anise_seed</th>\n <th>apple</th>\n <th>apple_brandy</th>\n <th>apricot</th>\n <th>armagnac</th>\n <th>...</th>\n <th>whiskey</th>\n <th>white_bread</th>\n <th>white_wine</th>\n <th>whole_grain_wheat_flour</th>\n <th>wine</th>\n <th>wood</th>\n <th>yam</th>\n <th>yeast</th>\n <th>yogurt</th>\n <th>zucchini</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>indian</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>indian</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>indian</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>indian</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>indian</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 382 columns</p>\n</div>" }, "metadata": {}, - "execution_count": 4 + "execution_count": 60 } ], "source": [ @@ -147,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -180,7 +154,7 @@ "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>almond</th>\n <th>angelica</th>\n <th>anise</th>\n <th>anise_seed</th>\n <th>apple</th>\n <th>apple_brandy</th>\n <th>apricot</th>\n <th>armagnac</th>\n <th>artemisia</th>\n <th>artichoke</th>\n <th>...</th>\n <th>whiskey</th>\n <th>white_bread</th>\n <th>white_wine</th>\n <th>whole_grain_wheat_flour</th>\n <th>wine</th>\n <th>wood</th>\n <th>yam</th>\n <th>yeast</th>\n <th>yogurt</th>\n <th>zucchini</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 380 columns</p>\n</div>" }, "metadata": {}, - "execution_count": 5 + "execution_count": 61 } ], "source": [ @@ -190,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -207,7 +181,7 @@ "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>cuisine</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>indian</td>\n </tr>\n <tr>\n <th>1</th>\n <td>indian</td>\n </tr>\n <tr>\n <th>2</th>\n <td>indian</td>\n </tr>\n <tr>\n <th>3</th>\n <td>indian</td>\n </tr>\n <tr>\n <th>4</th>\n <td>indian</td>\n </tr>\n </tbody>\n</table>\n</div>" }, "metadata": {}, - "execution_count": 6 + "execution_count": 62 } ], "source": [ @@ -217,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -229,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -238,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -249,7 +223,7 @@ ] }, "metadata": {}, - "execution_count": 9 + "execution_count": 65 } ], "source": [ @@ -259,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -268,14 +242,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 67, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - " precision recall f1-score support\n\n chinese 0.67 0.70 0.69 232\n indian 0.87 0.89 0.88 252\n japanese 0.80 0.70 0.75 241\n korean 0.83 0.82 0.83 228\n thai 0.76 0.81 0.79 246\n\n accuracy 0.79 1199\n macro avg 0.79 0.79 0.79 1199\nweighted avg 0.79 0.79 0.79 1199\n\n" + " precision recall f1-score support\n\n chinese 0.72 0.70 0.71 236\n indian 0.91 0.88 0.89 243\n japanese 0.80 0.75 0.77 240\n korean 0.80 0.81 0.81 230\n thai 0.76 0.85 0.80 250\n\n accuracy 0.80 1199\n macro avg 0.80 0.80 0.80 1199\nweighted avg 0.80 0.80 0.80 1199\n\n" ] } ], @@ -285,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -294,19 +268,12 @@ "\n", "initial_type = [('float_input', FloatTensorType([None, 380]))]\n", "options = {id(model): {'nocl': True, 'zipmap': False}}\n", - "onx = convert_sklearn(model, initial_types=initial_type,options=options)\n", + "onx = convert_sklearn(model, initial_types=initial_type, options=options)\n", "with open(\"./model.onnx\", \"wb\") as f:\n", " f.write(onx.SerializeToString())\n", "\n", "\n" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ] } \ No newline at end of file -- GitLab