From 9d6aa42de8d3093001f26855e2e1ddb88c9aabb3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Gerardo=20Marx=20Cha=CC=81vez-Campos?= Date: Fri, 27 Oct 2023 18:32:53 -0600 Subject: [PATCH] Task for students v3 --- Readme.md | 9 +- Session.md | 677 ------------------------------------------------ output_12_1.png | Bin 16571 -> 0 bytes output_14_1.png | Bin 14175 -> 0 bytes output_16_0.png | Bin 12970 -> 0 bytes output_19_0.png | Bin 67748 -> 0 bytes output_20_0.png | Bin 96456 -> 0 bytes output_23_1.png | Bin 84414 -> 0 bytes output_24_0.png | Bin 18264 -> 0 bytes output_25_0.png | Bin 93282 -> 0 bytes output_30_1.png | Bin 53498 -> 0 bytes output_31_0.png | Bin 99584 -> 0 bytes output_4_1.png | Bin 11861 -> 0 bytes output_5_1.png | Bin 13582 -> 0 bytes output_8_1.png | Bin 12509 -> 0 bytes 15 files changed, 5 insertions(+), 681 deletions(-) delete mode 100644 Session.md delete mode 100644 output_12_1.png delete mode 100644 output_14_1.png delete mode 100644 output_16_0.png delete mode 100644 output_19_0.png delete mode 100644 output_20_0.png delete mode 100644 output_23_1.png delete mode 100644 output_24_0.png delete mode 100644 output_25_0.png delete mode 100644 output_30_1.png delete mode 100644 output_31_0.png delete mode 100644 output_4_1.png delete mode 100644 output_5_1.png delete mode 100644 output_8_1.png diff --git a/Readme.md b/Readme.md index cea22f2..e7c1dc4 100644 --- a/Readme.md +++ b/Readme.md @@ -2,9 +2,10 @@ - [ ] Multiclass classifier using sepal data - [ ] Multiclass classifier using pedal and sepal data: - - sl vs pl - - sl vs pw - - sw vs pl - - sw vs pw + - sl vs pl + - sl vs pw + - sw vs pl + - sw vs pw - [ ] Compute score and select de best classifier + diff --git a/Session.md b/Session.md deleted file mode 100644 index 7a8f7ea..0000000 --- a/Session.md +++ /dev/null @@ -1,677 +0,0 @@ -```python -from sklearn import datasets -iris = datasets.load_iris() -list(iris.keys()) -``` - - - - - ['data', - 'target', - 'frame', - 'target_names', - 'DESCR', - 'feature_names', - 'filename', - 'data_module'] - - - - -```python -iris -``` - - - - - {'data': array([[5.1, 3.5, 1.4, 0.2], - [4.9, 3. , 1.4, 0.2], - [4.7, 3.2, 1.3, 0.2], - [4.6, 3.1, 1.5, 0.2], - [5. , 3.6, 1.4, 0.2], - [5.4, 3.9, 1.7, 0.4], - [4.6, 3.4, 1.4, 0.3], - [5. , 3.4, 1.5, 0.2], - [4.4, 2.9, 1.4, 0.2], - [4.9, 3.1, 1.5, 0.1], - [5.4, 3.7, 1.5, 0.2], - [4.8, 3.4, 1.6, 0.2], - [4.8, 3. , 1.4, 0.1], - [4.3, 3. , 1.1, 0.1], - [5.8, 4. , 1.2, 0.2], - [5.7, 4.4, 1.5, 0.4], - [5.4, 3.9, 1.3, 0.4], - [5.1, 3.5, 1.4, 0.3], - [5.7, 3.8, 1.7, 0.3], - [5.1, 3.8, 1.5, 0.3], - [5.4, 3.4, 1.7, 0.2], - [5.1, 3.7, 1.5, 0.4], - [4.6, 3.6, 1. , 0.2], - [5.1, 3.3, 1.7, 0.5], - [4.8, 3.4, 1.9, 0.2], - [5. , 3. , 1.6, 0.2], - [5. , 3.4, 1.6, 0.4], - [5.2, 3.5, 1.5, 0.2], - [5.2, 3.4, 1.4, 0.2], - [4.7, 3.2, 1.6, 0.2], - [4.8, 3.1, 1.6, 0.2], - [5.4, 3.4, 1.5, 0.4], - [5.2, 4.1, 1.5, 0.1], - [5.5, 4.2, 1.4, 0.2], - [4.9, 3.1, 1.5, 0.2], - [5. , 3.2, 1.2, 0.2], - [5.5, 3.5, 1.3, 0.2], - [4.9, 3.6, 1.4, 0.1], - [4.4, 3. , 1.3, 0.2], - [5.1, 3.4, 1.5, 0.2], - [5. , 3.5, 1.3, 0.3], - [4.5, 2.3, 1.3, 0.3], - [4.4, 3.2, 1.3, 0.2], - [5. , 3.5, 1.6, 0.6], - [5.1, 3.8, 1.9, 0.4], - [4.8, 3. , 1.4, 0.3], - [5.1, 3.8, 1.6, 0.2], - [4.6, 3.2, 1.4, 0.2], - [5.3, 3.7, 1.5, 0.2], - [5. , 3.3, 1.4, 0.2], - [7. , 3.2, 4.7, 1.4], - [6.4, 3.2, 4.5, 1.5], - [6.9, 3.1, 4.9, 1.5], - [5.5, 2.3, 4. , 1.3], - [6.5, 2.8, 4.6, 1.5], - [5.7, 2.8, 4.5, 1.3], - [6.3, 3.3, 4.7, 1.6], - [4.9, 2.4, 3.3, 1. ], - [6.6, 2.9, 4.6, 1.3], - [5.2, 2.7, 3.9, 1.4], - [5. , 2. , 3.5, 1. ], - [5.9, 3. , 4.2, 1.5], - [6. , 2.2, 4. , 1. ], - [6.1, 2.9, 4.7, 1.4], - [5.6, 2.9, 3.6, 1.3], - [6.7, 3.1, 4.4, 1.4], - [5.6, 3. , 4.5, 1.5], - [5.8, 2.7, 4.1, 1. ], - [6.2, 2.2, 4.5, 1.5], - [5.6, 2.5, 3.9, 1.1], - [5.9, 3.2, 4.8, 1.8], - [6.1, 2.8, 4. , 1.3], - [6.3, 2.5, 4.9, 1.5], - [6.1, 2.8, 4.7, 1.2], - [6.4, 2.9, 4.3, 1.3], - [6.6, 3. , 4.4, 1.4], - [6.8, 2.8, 4.8, 1.4], - [6.7, 3. , 5. , 1.7], - [6. , 2.9, 4.5, 1.5], - [5.7, 2.6, 3.5, 1. ], - [5.5, 2.4, 3.8, 1.1], - [5.5, 2.4, 3.7, 1. ], - [5.8, 2.7, 3.9, 1.2], - [6. , 2.7, 5.1, 1.6], - [5.4, 3. , 4.5, 1.5], - [6. , 3.4, 4.5, 1.6], - [6.7, 3.1, 4.7, 1.5], - [6.3, 2.3, 4.4, 1.3], - [5.6, 3. , 4.1, 1.3], - [5.5, 2.5, 4. , 1.3], - [5.5, 2.6, 4.4, 1.2], - [6.1, 3. , 4.6, 1.4], - [5.8, 2.6, 4. , 1.2], - [5. , 2.3, 3.3, 1. ], - [5.6, 2.7, 4.2, 1.3], - [5.7, 3. , 4.2, 1.2], - [5.7, 2.9, 4.2, 1.3], - [6.2, 2.9, 4.3, 1.3], - [5.1, 2.5, 3. , 1.1], - [5.7, 2.8, 4.1, 1.3], - [6.3, 3.3, 6. , 2.5], - [5.8, 2.7, 5.1, 1.9], - [7.1, 3. , 5.9, 2.1], - [6.3, 2.9, 5.6, 1.8], - [6.5, 3. , 5.8, 2.2], - [7.6, 3. , 6.6, 2.1], - [4.9, 2.5, 4.5, 1.7], - [7.3, 2.9, 6.3, 1.8], - [6.7, 2.5, 5.8, 1.8], - [7.2, 3.6, 6.1, 2.5], - [6.5, 3.2, 5.1, 2. ], - [6.4, 2.7, 5.3, 1.9], - [6.8, 3. , 5.5, 2.1], - [5.7, 2.5, 5. , 2. ], - [5.8, 2.8, 5.1, 2.4], - [6.4, 3.2, 5.3, 2.3], - [6.5, 3. , 5.5, 1.8], - [7.7, 3.8, 6.7, 2.2], - [7.7, 2.6, 6.9, 2.3], - [6. , 2.2, 5. , 1.5], - [6.9, 3.2, 5.7, 2.3], - [5.6, 2.8, 4.9, 2. ], - [7.7, 2.8, 6.7, 2. ], - [6.3, 2.7, 4.9, 1.8], - [6.7, 3.3, 5.7, 2.1], - [7.2, 3.2, 6. , 1.8], - [6.2, 2.8, 4.8, 1.8], - [6.1, 3. , 4.9, 1.8], - [6.4, 2.8, 5.6, 2.1], - [7.2, 3. , 5.8, 1.6], - [7.4, 2.8, 6.1, 1.9], - [7.9, 3.8, 6.4, 2. ], - [6.4, 2.8, 5.6, 2.2], - [6.3, 2.8, 5.1, 1.5], - [6.1, 2.6, 5.6, 1.4], - [7.7, 3. , 6.1, 2.3], - [6.3, 3.4, 5.6, 2.4], - [6.4, 3.1, 5.5, 1.8], - [6. , 3. , 4.8, 1.8], - [6.9, 3.1, 5.4, 2.1], - [6.7, 3.1, 5.6, 2.4], - [6.9, 3.1, 5.1, 2.3], - [5.8, 2.7, 5.1, 1.9], - [6.8, 3.2, 5.9, 2.3], - [6.7, 3.3, 5.7, 2.5], - [6.7, 3. , 5.2, 2.3], - [6.3, 2.5, 5. , 1.9], - [6.5, 3. , 5.2, 2. ], - [6.2, 3.4, 5.4, 2.3], - [5.9, 3. , 5.1, 1.8]]), - 'target': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, - 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, - 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]), - 'frame': None, - 'target_names': array(['setosa', 'versicolor', 'virginica'], dtype='] - - - - - -![png](output_4_1.png) - - - - -```python -plt.plot(lp,'.k') -``` - - - - - [] - - - - - -![png](output_5_1.png) - - - - -```python -iris.target -``` - - - - - array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, - 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, - 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]) - - - -# Logistic regressor -## Decision boudaries - - -```python -import numpy as np -import matplotlib.pyplot as plt -t=np.linspace(-100, 100, 1000) -sig=1/(1+np.exp(-t+3)) -plt.plot(t,sig, '.b', label=r"$\sigma=\frac{1}{1+e^{-t}}$") -plt.legend(loc='upper left', fontsize=20) -plt.axis([-5, 5, -0.1, 1]) -plt.plot([0,0], [0,1], 'r--') -``` - - - - - [] - - - - - -![png](output_8_1.png) - - - -# Iris-Setosa Classifier based on petal width - - -```python -X=iris.data[:,1:2] -y=(iris.target==0).astype(int) -``` - - -```python -from sklearn.linear_model import LogisticRegression -mylr=LogisticRegression(solver='lbfgs', random_state=42) -mylr.fit(X,y) -``` - - - - -
LogisticRegression(random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
- - - - -```python -Xnew=np.linspace(2,5,70).reshape(-1,1) -yPred=mylr.predict_proba(Xnew) -plt.plot(Xnew,yPred[:,0],'.r', label='No Iris-Set') -plt.plot(Xnew,yPred[:,1],'.b', label='Iris-Set') -plt.legend() -plt.plot(X,y,'*g') -``` - - - - - [] - - - - - -![png](output_12_1.png) - - - - -```python - -``` - - -```python -# Iris-Setosa Classifier based on petal width - -X=iris.data[:,0:1] -y=(iris.target==0).astype(int) - -from sklearn.linear_model import LogisticRegression -mylr=LogisticRegression(solver='lbfgs', random_state=42) -mylr.fit(X,y) - -Xnew=np.linspace(2,8,70).reshape(-1,1) -yPred=mylr.predict_proba(Xnew) -#plt.plot(Xnew,yPred[:,0],'.r', label='No Iris-Set') -plt.plot(Xnew,yPred[:,1],'.b', label='Iris-Set') -plt.legend() -plt.plot(X,y,'*g') -``` - - - - - [] - - - - - -![png](output_14_1.png) - - - -# Session 2: Softmax regression - -## Multiple features binary classifier (Virginica) - - -```python -import matplotlib.pyplot as plt -pl=iris.data[:,2:3] -pw=iris.data[:,3:] -tg = iris.target -plt.plot(pl[tg==0,0],pw[tg==0,0],'.r',label='Set') -plt.plot(pl[tg==1,0],pw[tg==1,0],'.b',label='Ver') -plt.plot(pl[tg==2,0],pw[tg==2,0],'.g',label='Vir') -plt.legend() -plt.show() -``` - - - -![png](output_16_0.png) - - - - -```python -from sklearn.linear_model import LogisticRegression -X=iris.data[:,2:] -y=(iris.target==2).astype(int) - -lrvir=LogisticRegression(random_state=42, tol=1e-5, C=10, max_iter=100, solver='newton-cg') -lrvir.fit(X,y) -``` - - - - -
LogisticRegression(C=10, random_state=42, solver='newton-cg', tol=1e-05)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
- - - - -```python -import numpy as np -x0, x1=np.meshgrid( - np.linspace(1,6.9,500).reshape(-1,1), - np.linspace(0.1,2.5,200).reshape(-1,1)) -Xnew=np.c_[x0.ravel(), x1.ravel()] -yProb=lrvir.predict_proba(Xnew) -``` - - -```python -plt.figure(figsize=(10,4)) -plt.plot(X[y==0,0], X[y==0,1],'bs',label='No Virg') -plt.plot(X[y==1,0], X[y==1,1],'g^',label='Virginica') -zz=yProb[:,1].reshape(x0.shape) -contour=plt.contour(x0,x1,zz) -plt.clabel(contour, inline=1,fontsize=15) -plt.xlabel("Petal Length") -plt.ylabel("Petal Width") -plt.legend() -plt.show() -``` - - - -![png](output_19_0.png) - - - - -```python -fig, ax =plt.subplots(subplot_kw={"projection": "3d"}) -surf = ax.plot_surface(x0,x1,zz) -``` - - - -![png](output_20_0.png) - - - -## Multiple features and multiclass classifier (Virginica) - - -```python -X=iris.data[:,2:] -y=iris.target -``` - - -```python -lrmfmc=LogisticRegression(multi_class='multinomial', - solver='lbfgs', - C=100, - random_state=42) -lrmfmc.fit(X,y) -x0,x1=np.meshgrid( - np.linspace(0,8,500).reshape(-1,1), - np.linspace(0,3.5,200).reshape(-1,1)) - -Xnew=np.c_[x0.ravel(), x1.ravel()] -yProba=lrmfmc.predict_proba(Xnew) -#yPred=lrmfmc.predict(Xnew) - -from matplotlib.colors import ListedColormap -#customc=ListedColormap(['#fafab0', '#9898ff', '#a0faa0']) -zz=yProba[:,1].reshape(x0.shape) -#zz=yPred.reshape(x0.shape) -plt.figure(figsize=(10,4)) -plt.plot(X[y==2,0], X[y==2,1],'g^',label='Virg') -plt.plot(X[y==1,0], X[y==1,1],'bs',label='Versic') -plt.plot(X[y==0,0], X[y==0,1],'yo',label='Setos') -contour=plt.contour(x0,x1,zz,cmap=plt.cm.brg) -plt.clabel(contour,inline=1,fontsize=12) -#plt.contourf(x0,x1,zz,cmap=customc) -``` - - - - - - - - - - -![png](output_23_1.png) - - - - -```python -yPred=lrmfmc.predict(Xnew) -zPred=yPred.reshape(x0.shape) -plt.contourf(x0,x1,zPred,alpha=0.4) -plt.plot(X[y==2,0], X[y==2,1],'g^',label='Virg') -plt.plot(X[y==1,0], X[y==1,1],'bs',label='Versic') -plt.plot(X[y==0,0], X[y==0,1],'yo',label='Setos') -plt.show() -``` - - - -![png](output_24_0.png) - - - - -```python -fig, ax =plt.subplots(subplot_kw={"projection": "3d"}) -surf = ax.plot_surface(x0,x1,zz,cmap='jet') -``` - - - -![png](output_25_0.png) - - - -## Homework: Sepal multi-features and multi-class - - -```python -X=iris.data[:,0:2] -y=iris.target -mlr3=LogisticRegression( - multi_class='multinomial', - solver='lbfgs', - C=10, - random_state=42) -mlr3.fit(X,y) -``` - - - - -
LogisticRegression(C=10, multi_class='multinomial', random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
- - - - -```python -import numpy as np -x0,x1=np.meshgrid( - np.linspace(0,7,500).reshape(-1,1), - np.linspace(0,3,200).reshape(-1,1)) -``` - - -```python -Xnew=np.c_[x0.ravel(), x1.ravel()] -yPred=mlr3.predict_proba(Xnew) -yProba=mlr3.predict(Xnew) -zz=yProba.reshape(x0.shape) -zz1=yPred[:,1].reshape(x0.shape) -``` - - -```python -from matplotlib.colors import ListedColormap -plt.plot(X[y==2,0], X[y==2,1],'y*', label='Virg') -plt.plot(X[y==1,0], X[y==1,1],'g^', label='Vers') -plt.plot(X[y==0,0], X[y==0,1],'bs', label='Set') -contour=plt.contour(x0,x1,zz1, cmap=plt.cm.brg) -ccmap=ListedColormap(['#fafab0', '#9898ff', '#a0faa0']) -plt.contourf(x0,x1,zz,cmap=ccmap) -plt.clabel(contour, inline=1,fontsize=12) -plt.xlabel('Sepal Width', fontsize=12) -plt.ylabel('Sepal Length', fontsize=12) -plt.axis([4,8.5,1,5]) -plt.legend() -``` - - - - - - - - - - -![png](output_30_1.png) - - - - -```python -fig, ax =plt.subplots(subplot_kw={"projection": "3d"}) -surf = ax.plot_surface(x0,x1,zz1,cmap='jet') -``` - - - -![png](output_31_0.png) - - diff --git a/output_12_1.png b/output_12_1.png deleted file mode 100644 index 6c60f7a60737c958cffa42de6b3eaede45e39a7c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 16571 zcmbt*1yq$?yX_`K3i_q)QqU>5v9#k?xj8P(($LZcva;rKCebT3Q-OVbk5* zXMg{>XPmfajC;o&am^f!4JRlV=ZS@J5y&jBS#a2f|0YmwVkuI#WSRLV`h^#@|us5?P^LD-JObn42gX}emzjuP`1&1chZvPF7?*sC=*zf(!qQ2rX^FU5>h zM`x41C&vw&y>ON8$;~U_cQ0+&$Pl4kK0iGp=laO*$?0k9$y&HL%Mn_iTw}VvGBUCq zS1N)o)@vb$FGajT@z>xW5Xi5@!Ehw?fAhE0-s9qlvVlRNUEQgM%~)Af$GoG58v@~X zE0{yz#m1*f*VUXaDD+uqEWTvz>7LH~+}wj2DkuYCVq((X-CgD-a>qZc%w|m1@tkvY zwAAT^9Xu?WlbahA5ixs6U4H#WgY=JI@>Q;@_>u@j5Jy+K*2jA2BI?KN*#A#|O$5oc zi%mZiRBy?;td6R)#>f@cop}`7XcX$_zr?x7#KWVWnc`DP%JTGPeZj+Uk;Ad-pkV!=#og#SrgOfpQDOSs8GSx!S+zPSR}gI#D5uF*G3q)- z##{4gkFb3BN`ijT1n>G+A-FGcUn_aFtbsb0BG)Xdxsx>htB0h-7~VGR1*gOSe#RtA zs;dQVZ-2P5JO2H3dv|@xKuP5AivfClyh2q|*Wop5V|HVc z+TYopGgQg$h$fu1F6q7XY@kN-7!+FU^oInlUida~emdhzby_mpyBoS(ABGcO7t5Y>H`aIFa_@$80EC2M(KJ>lCQgnLw7Y3bZ z^Ao>K&Xz1=bVz&GPnQ>Lvya$YkJjoY@|E_zm|}D}Im1!(Y5vU@I5`C}JNP~3`lPDM zlFm21Y;wj?F&*jjE>b8NspXKrF?MGvE#$jBD}@GE4_^KNd62ROes5)(b>0waol%)e0DAqzUNzKK$zz) z)od3LzSW6_6FS66qpQB_q@WN=ze=tQ$JS`{p<&1% z!vx#r$k6b1LkYox@a2UE7o8LZ26@SK*F%`uVq|5Hs zr?pV#PcU5`$j-^h*%E4RZ%>?LkovI1CwXh~NNcG_(IJ(p5d9%)+f9Sk=F{KjK zbNpt6!9C`0%Kl0Jx7EeElkqJai^l0oM<+2UI%O;=x&_MKlJ4HNYAMQ0DJ%1`djXjR zFJ#&DXHRF&W_Z|^vze2>S$kTKa=7&TUE8f#qnL1kgAUA0bZeLCjKlN+SFgj_XzESg|Az#s5wiw$Q^_)Vt^SWC7%2nQ_+0Yuc{j$(MqKYn3dR4BLgE>*dyxG~=mcs>lX;NAT0)nY(eS~(}D$Xro4zGtGAd#ij3f-P54fSjxVYk;usR&Gz_G8fjA6rn0CiAmuE2T^y!dwQA4y zNtMg{A^jK~{_?SkWZ%V%MGrk&2GPZXDb+V6*Wmop;OCfdT^Y-XZ>6>m(0HY`BTr=t zP`k^&au2=NJiMk9<(~^XR763y`{iLJ+gw``XewR}od07<)#-V&)8X1eqH~T7d+Hw# zvYbC5V%YBqMT)Ln$G&vmV=pp1-fNVRQBL$IY=1s8W$oPIGKFz}L%_u@h_#j?r#q_j zZJkMi!(K;AnG5K`I^Gs?E|d0~T&^oxJxAvUt)lYiq5Ll2vqj%{SX|;5Q@r|6jEo5+ z%o+zZT{$^S^lfVD>LU|+>+S8qGP0bK0%y{Su55fQv1Td4XI?7d$LF=tDF>D7wVo#~ z4_AKn(r47xPLdnTdwbXLJMKtpl?6

_)$1$;ilPfzt{KA4XKZHm{eNoHKDrh0^l0 zkUQ=CRaV_&JMT%SId+X59ervX%u!leYT8;$<5Ql0RNFooGR=;MO}K8v0c}ZvdRG+ zZ)dNauwAM4s&!ud$&I`BzWUgXaH5B=JikThlQ}mx+o5!#wOuBpc5-@BMiU$v8A&d~ zDBKcy%PyG1^yFZ3q45fvP^uI|lK#%^9#K21gxiFYUP&|!)%_YTWn%+w zBK&xA<%-HX$_m$WG;Yy2EsmZ`Z<1(5Mjb-m5!`QY4_S{8?Ra$Cx*_NW-6+@f<>IbC zlQ$94H$VTK*Q(?eno?iIBPBRCCqX?R*248S{KBtcCU*DukJoM~&q_d{*agHd>F=KW zCl%IjzG54B7eV<}f=$Zl5sF~!{cHWV=F{toZcj+G z=$of5+ul~!UsHSpBP2p@&|Rn2{<9!KWkGjR$Vn%ciqU7m{G+Cui*wH{hFRTYcbdsk zswcv)FXa}7WNI-o$oL)vsHqLSxYel6N{C1m>+jHYuQ=^k`exGSGVE>_k+gdHZNfgg zv~u7Ft*>a^CCP_vV(5gd)no>Ao;;})6PzP^H|&S=`51oHeGeQ?AI25CT6CmO(z(y=!JkUlAf0D^qMqb*^F3bXfp+l2dB{K4XMc}=I*3NuX;>fk zQ`XPZ7)_O#vk{^rGqbAm@Ce`URF;oEg(unQ(Z6U7`CGw4@ArK^->Xu+Vw=|{ujAu! zWv9$q3cVyzP!pAh8yLcEvPN_a~!HS^1p43d*2ca(9y+K-~Ey7YA}4uP*yl-7z% zz4^f?USiJXMeDNb2biA6uHoUvZg=sBYU1@ty*?0e&0+fz2R9{T_)cJ+A-0RTU@+x| zLf?EaEdlR(_hc~+5u`KO_tT4@m0MHm>f855l-vvXq60a@b5-kkp7NCJuW*_eaut;g zXtH;FkXk#z_48rOgDiCr}> zaEh2DeDL{ozn~wvni`6PlvmM%<=&?7@2mC13Ykm1&bGV?5;o-T!p6~?X78m_&2V2@ zjB1XJ8x~85Tp}`>lvI?Fc+5>lE^f~4_L@EgH|VZG#qF!j$k8WexSvfj`cdaOv^u77E_Yg(I*oxyG{+vEWM* z`PBaFgmFCU%mse>AnL09daUUiz7K<3=Yo+(++B>fV{nVomxAs*;s_$crMJIUDubxg z{$S2|GvEb$86FzutY)_SGNsa>uYJ zirjaN5vPgMLy{;d>-Q_%c@~9t66#HY{=^cQ@Cd4m?%JVj1f4R;X0QN#knQA}OR@c* zO|S4TD7RmYQ4|~@@wbDd1}Mb6%mozunlzg3g{y`Agm2LK{)}ER?9OWmNp}C=jU-eK z{+2oQ4!HC|EV^HbFJ@(2=9a`}eil*QG;|~7cuUTW?Xvjg)T?iEq*16Mx?1hQx{Oys zsnixq^=YV zf)?HTZM-~DRsOWpGCeVo`gB>dt}l#U3VYNDIrr|}c>gU7mU{m#agttw!ZGpX#y6Va z`+AjX5sXS24h~;=ZO60DPLFeoik^7xukBWz-8w&zQi$Vx+}zweT4s|#%Bq`{E*G<0 zcYa(KFzJqbeqed!%G?8-KW2jDae{6IwiWZF6VCk#0^6NjJicdMrM44KdxZBBhj&E} zrf~>viRki;+XrlIZ8AIE(B559xW2@|8&4>?9pIX(b35zpyJK?^lAFw z3W_27(YAE-9*B@nz9N4( zyvguIbsB!cXTaIa&dyHB4lXV(b!Fv0rCkJknY@(Q>ZGb{8Ly z)zJM8Ue!!RK;cn~${HG^YZJJNlIKD`V(_GX*>bS+%5UYiwzizSJnNF`Z{Jk3wYBxf z#(mFEDFt2gY-~kF#-dgV)3CVM> zhja!MK|*6BT8v7`d7HDXRvXg|0{i1myT6S?mwtVIRJoLqfRdSQ`Jh^EJHZXGUZyWf zQ$M@HX>mExsk;~MC^c@qHUYJ*+-heQ7QaMPdbcp{2`Q^k@}0=Yxsb;c;aH75uI!v1 zJLaont{t4jJi}0sz>yr~%jB~ZeYY~wAc<)bS+SMLPCJDIwQ_j@M z0^jFj7C-w`Uy<8d^UP$VTYETv7C1TBHB|KUFns~dnho$*asAq~2CUtVt0NIgxeuPG z%p^Cg+8hQE6Hn0~Sr3j6yJ{@_#Gd$~)}AQg+FxtHHzeDYnz?@1?&oB^7>u~oqj^d! zQt^xuPH;iWUzH_#efXy)9$lyrWj*WBwlQs~gx_CS3~>FAra9h^8zYa{OUc9<@3OgF zL@G%Ac3n+1zJh--V-H*L88wp0Vf_(O0EmpwEf2&7Qls&SlJF({o}}W*sL}6}2Pw+0 zUU>MH5~Upalum5tHaQmNfa4_`I2*;{;WM;gA?kTO-~nT5q@}&F36l307xt@1u4Tuy z+g{iLfienWD@bxIBDdH9+$K_gVr2N;KvLqHd^pdpG~g563#O8|+T7*$8)_?oJ&Q-& z{N)a^j6DG_2>0FR$J7z=e!pRbAV{y36kX^FEyLTh_+@*NH?S zDV^O>1WA_)uqcU>G{}t@^Xn=QvXcd>fgr+Vx#t(GQW z_2jNKUXw_m1tK%-1c7XT=2N6U#1iv2j>QYYQ!}$6jna5|@VMt+<-To`6!W5oMi|U0 zx!fe`PmEChAe$?80;f{-{54HYz7Z3hL!+BZe#4FU;D;-AK?C_zIj)qLDIfdmo6C7( zd1;(h^lDEp%#i)y7Av9C#uoF3HccgIyNo)Faj5f#jskAd`l0fIx=P0UFw%2AtA}h z&sUd~ZI`k6_h^ogZtZB|Q|SC8FXVUEG}jEp!08I6XdoN0b>5l9xV z1N+tAUmxu<>QdJo%v^C<>T9+_Vk7ZUridW%vNslYAf#WoLTbJ_^Utz;M?UrwW)aCq zunk9jpyE@6MQJxr)Tj~nbUWpIK+kO=ovrrZA%x!yTCWXpg~SIO&UF|3W~Dn3M8?)J z0k?!bO7>RAGA;TuvQtwZ;^1BV^^SyDNG89^ZC#`9lG}~0wzl3eySjV>z!S^Eg()z2 zGOE@pa#D$G)dCeaeFw(q{QBa@=X|jt4AJH=fIXB#QhPcuw zV(A6*SUs;Xn>AWuQ!++g<6tHxCgJAeAK!6kX=$ z*FMMfD=`wuJonsN=>^(spu))vz=%K=;e81*#YxJ8Vu%X7h_L$cP9zD{2<`VvKlUcz@h5uT2@fG%yfFX?z?}? zV_Ur``GK0BbJ}}@41&Giecivw_q_f^p$XJTiJ7OTr!W0^b8D#XY_~ATw!ExNBYfcV zql=|BW4xb+A9(C!`JBw&%FW4Z7GrF=ln7Z2Ebk=Z8JeZt&mJ8jsTasV;+mt7p)IiJVull{lL@nTrI6!t3;Q$Z<{Kli0JK4`PKn%|J+JP&~@ck%GnMh2Jo79N5h-7DYZgA)`0=#*#a9qxT>G5H%53^K{`{a~p%U@> z4#cEf2kj+0s0RxUvCPqCsBa#0agyt(1qK@Hdn_@~h~098|%C4MFp zIS>oywx1SbfkZAz(5*_t!aDBaZIYgVcha}v-Or;$;oit zS*b?;({#|VmN1o^X@1XRHz_m$IQ{m-nZel>nef@cER6ZVVFTZMGW{3gySuxL7o-Rv z#K3IRv^d8f%&gF>{KnHe*r#9XGG zzW_h+K%<W#;x|-YX6>*XuC3C;j6gw@8^k2)9^b=2)eCVs|n(4whkY! ztS|EM(<8>cP=3E-cdsDIIOK8a8QW`d@c95$M&CWYhP(~|UMqD)&`%l=so`7gIt1NI zLtMY~73(EJ<6$Q4R+LPeK!({_T`B4-HvT<$Y^c3MeMgkOM9!Tl?AWaLJy{qxHu6jC z=#~0WLK*szBgv7YmYO_8pQv{i5x&sf^^`L72s%G_DUWP3PP8s-jK1%w3#=`y0Pr`u z{!m3?DSqET){3GZEvqz$g9o?OPTN~m6erG)@Kymkj>3T0T`E6LBXSFcs7N`;h}LVl!a< zDWCGG!hqe967Knh1a(D!%$_CCTCNP1uE6AWYbAy2@9 zE+C8LLP%-{xRT^HnGN6KzJ~@GV5rb%m$^ch6=1>!%`0|*^!2A^M7xP1Qe?1RL`L4s z*C|&7{3p6}*m}!X*RFaqFq%at1L8Y6Jw{(eUq5*s4S>%Ag7j0+eCGuq8b`5Kt#F>M zn2GkArFdsx7DW)qhT)4?WjuBVHKUS}@_}lwghxh;&6IxCWvW82p&sNO_uM4qWD598 zM6ien`aEXc)E$eEE9WN*d;UXAK%YTe^sb%sJ!$p*3ojgcO{Sj(AO~m>`50Ztw=Ey2 zG6BuYgkwkxn9=5-;wF2)IN5A<`SY4=c_}kRjP6~dwe}kbqCFC0~rcbJ&(dME9J>{Pi}R! zuG2!NGG?iOg)_%)sy3N61j3?4Z|dU@qokyyIgl>EM7TP|hDHGLX}F*+`%2=5gcx^Z z6+bLHULv9}5m!NaE;jAzgT=Mbs<1{QP4YuHsw_WDZbei9=? zg~2O}I{W~?o?d(iK1mpC4^LPPWGPp!eCych@jX+85UH`)os?h$YlkNWT1R{mfcn|M z5Y9Xfs+=*|BWS=!kdRcgPPwhv`;J-f(cK~lIFPXcK8NYhQ#{Xq5@AR&SxbT1odBmEVa@fr^ID(H_Xd9fxvRqxH2@K^ z=IjVvxzTuqLFV*mw;!^eOibppnBrR-%mGdN2HI=YJqbgRm5te|hSCbFsjAW&%S-r7 zJ#mU7|GmAuYzgWwpuzSCldJXO0JIOI81YbTZEKhFdygz$1_{El>$*0cy*5$B%)-*O zG$9^);E{5AdUEF_iJ$j)F`gJcgheEKuSgIf(iCD6zAiW63{DWm)qcdKz&<1*6&nAe zSYmD6MZ}9o?AR#$+&<*aN96c3!@fKIMDO-vASEE`wf7}NMZ*-84F@Q{vXP8Tq@0`z z+!rK56=7dW{c}dEAQ$jz^^6uOh@WMq6s~(i&C&52te+*26U(T82srOpK|RU*>K%t9 zaA!j>2cjU8m)e4x&j zVEPOJFuAqSjcrcLFoo4bIi~6fu_5R7qd;@ai2HJMmWV0JQFf?QdgBhU7gEMRy8TkEmw2NjL z!%S(+6bnmv9BOH42}|e1U#w5=Kr;}%x4uAsyuYrgrxX1%?E{j%?7>%IoPSwOfwkl-o^X@PYUpuh9 zJRsgJwv;i)ntq+1T?2PuIv#=`6$|7HJ5OWIatmww3iPU+Vdi>751#*eGoJeR3d90E zVUL{$*?N|iIgqfgu2A~jl32|f-P)Sn&kY+FwX5o?DON6yKqMOekBNIq$r%QZbtUlS zmXr)^A1o>P=DcUEl!gFzwGLr)J?fu&88!gf0zGC0+A5{ci=uAfeO+N-?FF3wezdJz zx+Bx~-C=ehUx%+NSy%_SeF1b{F=c7b&z~Q^L`35RIT2i9QOG=!P=9y@!T9@{BqqXn zAMarhQchOZFOX?Vo;6=qQbEHEj2hq$xQ3v-{?xXrYl8l|%Ow^>;{5Q6dAQVyaX*JobV=_w25$kdJC3!s=gKCQ6HCxPsJ&iOTWQGWxzt z6QYR@LOdRa9I2QPAh%~v@@ZLD{9h{MIHH-LE& zbPba+8zrI|5JdroxIvB_+FQa;93tTIHGtB0TdXw^Zvp89sleF!co#ta-N$YFce1)K zH?cq!WjV%naf3Cn96n%f>2y8CnpGDYH|8ZEYK~oH$|=Uagn8ESlIU2eQFYFex7BsW z>dQe&n1XFFj{#4L=ndUuLKXmDsZ95oDIbsSPiwBuc5ObhV*+VjN5F_a`O zm!=Ko5k3t6m_R;-J%cAqk9bBlt0Sfh*Xe?oa*gWY$!)k!_ewhpF--&HELP{k3kWOV z6>*=K4Bl2VyYLJfb5>2;1u^?ftP}H~pLP~;%Xe}jRZNli#ZTyimh;5qp}XjU;L1Z6 z4P*u^pvW_JR=lR0z(=!x`mTM`Q1@yO#ZEBdb_*)xZg>*Q2Xb*Fwgf*k<*V2xEW{ps z?QIE%Vsdc~Ze$J&h<^_1A5apxK+_XFyDk-JOid6Z3kui6U>R!V;AiGyYOr=S`puXs zzr!3n0}7mo|073`12>Wh-iC#|$QejNB2(pBLEolVHGY0^`fdzI%Y&L5UD*W%8Xg{% zz%dUL=m}=JUA$CKJx=4ty}C42`kw7K!k+G5jE!|_v~;5J2|>^Uf8zQ(mT#LlTBZ>tB5JA>Z&hED>PmQZ+R-O`DI4 zi-V}Kf#zAOSfm9TW2v%O{{UnK-~wB7pPQTeJ)(d_L8*i-XuqO&=1F01Xg#FmqVM+t zg3ADW-m#mZm;}AV)RP7P)!*~d_ply(nSonaboE06li*BY;^)`?$IPUup#f32!)#27 z)?I>7c<1A!`y$OQdbnq?60nY}f567Kry`YygwSxPb|U z7Ln$gaE?G(jDL5C7jVfjJAHG@M+-ysBzvy$!?KH^K7qHzV9tm8ItXz(KH_NdLY&5K z*9$`!3<+>Cp4TQG5=L&rdPKg~*T#r}O3!^;hNKOa84T#QvB{VGKsor=1vnZWNav^b zXz^bHF3rS6F;s}U-DP_ziFseUYZ5Ud$p3#HvJk(LaIX+7|6-=3NIi{flnr5-%JMDJ zT>kiiKS<)QByH*Z8%qq3C=iE#{Zx>6^7kpu!$wzZW}@7@z}+?liF(S)q4+yAy`^}+ zANJs1f9Uk%XyCfI80I$r5$+(*&RFr^Q8AwDPmQAqu2UCV_}ya93oY6nDs8z>Rc{AE zJLZli(6x(R8{#^I8hJ~=5cFf|%n%>nm+QOChei$@9reMKInb7auo_rR8|ZDm0CP zcgxR+a0O|1mS8DDrJr5fj}w=-D!5Wut;=-J=r`V_*HH6&P_OX~-hNYHkq=QaGHajG zvwn`8;`-NHQ#LUKjuG?4yZ#CL{SFtJDYh|~qKSph2E`73gwl*3i=0sz8?rsL-MPVUkDcn&1X1uoI}_V03H52*uE&dW;m8)^;Cha(U7?7q%O~}k&fPSA z#22LvUmJtIKCEQd0bY)SHAHWrg(Gv^WRN3fjZG7hknc|zbEspl&sbS$5f3cXy$(hK zqCg8G;z^J2wkufvb4nR}ho~Sd@Oub?Ph{>jLfo7+l`#dE!#|Pu6-~u$u~>KJNJ)`P zsR(|0dx`#PqPOEj$d&koaOt@SOiT~>_}LVn=y8^UKRNWk$4_uz^3OpxK6an;gTQJc zq^xoR?ln3yT%+05h0m{FLmA5VK8~U$!|VLmAwox26Wr4wXqATZ9G@$6uLs&sLr(X? z#6@^(H~k$vk9W|{V8MDQN4H60B;Jj$IAbNP{p>qM(3MHc2=17Zd7I#9JDQCKQ2#t6 z?fb}*76KzFLa=7UT+0OOA8dvW4-E!oSG- zl*05585V^2ZCQwiITnSNWC}N4CWqn9dbM&%#cy z|4HEx3szr^M|ll%zAxlLF8USeeBYSMcF#;QO)_&lTIw?B{BEb%i8Mpuy|{AbP4E>j z;#_?FB0}l~nrAc0tnruPLpt)e2tj_@TV95zZqgi_2#)Nf^4kVe$&DN(k3L@C#g}~e zbL`NTul2|Lw`&hh;!YnDf=Fw)yV|z=5Ln}(sR1vSd;JO5Z~UbAYRGfnqI6s*S<1-B zke{|oU6kP*M{L~6E`W6N)kZAh}39EcvV&pbjdE{<2cy!czA<`%+_ zXp1yUB9*UsxO_0syXdl-moS+$;)cmf1+9QE_w9u^;EN-`B!Pj?+n`?@>H3a*GsyrV zcA@y{mL$f7TQ(?TlG|di417TGAzB#Emk;=WXE(cNiF&g+N*}1qO5> zTE~_HlFy89-}(So4CQlyp#-!CepC4O0(dL9Saiy`6Zq`*JQIx26cs1e_Aj=WxE+yb zaSwO=flsXyKCzSRHxUpS@5Ov7Z!F>P97P+P2{%JYIaf85DV3Bp;M!tp`+b&We`+Ji zZi1qBb2^ZzY3S0Q`db#6@5;9vfs^3R*%~TGkmPrBJh9CCKaFh z?)>e=i^Yu4}OJ#DorT5aHaRxDTSs?VDAP4lRrcujP* z5cI3GkbFTVKKfzD7THf++Gi!ZN~4u_xj>Gsu~keJdksA>TkbrN;{;|hh_80^Jz!H;T)2S z&iqpQ`u2sxWum9EN~P{orWJF2-8h269aUz|F=4$UN!>$KeARzS^HIAVsWI)j6a722 zqI)%F?zyD-D4CJfZ@bMj2CuxvD2ln%^mJHcI0eqk=ELQ}2UydSuE`5em#*fYd*&X$ zXiE>>_gc{w`O-l|Q4uS6J_sA#fs z0{T^_K^nl!({kHkVR0}zVK!yd*omcFp#(I(cn5j?+zObg9KA; zivgWHJUkzK;t~@RKjP9CP!!CbM|U`h^Kbt6adYflkG0+KyFphAw66|hxq{C57#=<8 zc_6XbijPj|WwpHID_>Y&71lReE*BRfOq=i%E;d&cMFvdO`PMBjFaNV2!5#J^00;xF zA}gz?v=)WQlfjRYETyOzk~Fci)SPRe_WlcLc!;m3&B4gOb|f@^v_VV6IM<=37n3X# z!V_nT^9vWNN>>*!zY%(EB4fP!UhIjZuIT7|93PR`{cO9;T9L6M50O|WW^%<-0wr>x z+gXdmQh7OYPg(ZWX~)K#YMFGO3iCY=I?X8qJK6fTN#dJPBwCsO0S`Yf6wa6;_kOYc zMnC0vV}Xz-V=5L?k@a9tsbbdn`P~ZGFVH7AJNdS^hxZ!%%~`0WEbNg{ zIh=F+u*}ttc7oBWa`+r=`KC34Ms+`UO+N*l+^Yu%#n#LfbxFKe+qegF9y6y*=?9FI z-Q!KZ9haf&csRcH`CR17ZN0!3-nP;)w*_{l-rR>hLL%O09X%|f5{y@qKlS(?R+x+# zcIO*D*yTGJAW>RswyM4;z^1>Qnp`=PU1Uw>(5UHdZPznGVCcm{i1K?|MCz)s_WNrZ zaE|KQ+9T%fCMM~i15}r_wYPtR?nuwbfW1$H-31o_w&iHnEHe82Zk%GDdHP5xC}}Y- znvA64jc@!ldTo|ab{%2*d-v{POc=o7&ueQy5(Ievo~Y=QRRU~GkVMP%wMQ|t42Qnz z&UDt$NVre1EFisI7+VPY6Yk|IL<^+!@#l@veB==eKi1j$Snx<_DwQf)%6QCZ}R;NFn&2u)%Qn@z>Z2dvrN8D*${!*#HS$^9p<*EFZwj` zqJ@ao5gPq>sH%SF==<8wfI;d?ef+)?G}*5F@<~e|9_4}P;%JEliaY+EYQ~Ep15o*Z zK!5E%7bevSIf^{!d$X#ZA2=5N+pdD2`eQLQ7x&{qC4rp*{H`mpBcAql1Lddo`)?MG z*X#IN$hSdzNFa1OE?{;_{Xgt0(5rIF=l41&f(rb2Lzqx1ID9lQL~g9l>OJDr4Stt6 z*aj5xvuv@NuXSatyocPlv)22#GjV_6U}CS|PJ~A)^ z7iK%COwedT=sM6`$o>v;d>zJBbt(n zz;cH`;PZekg_yqkfB#pUN!FgqD% zG#~C`_FFCj#qwWvT{hdWbAr>8fPzy3YzgY1f?#w&AU|tHTnnqW-gQ5iy$WpQ64*Py zkXl3XvIeN4R!h)%z)bOh7T8GQQDZaV)17{d3n)_zFCjtE+edVa3Ou;o5D z@Q6?tv*ixfhC^L8<(~W-hfaCdcgN#Ft(B?U2a5Dh@rN6WYU6nHAUY;vJYirbKJSN_ z?gE=*Fmwq9Gngb`gl*uSYu>$kw*&dLC9Fe~{ElBlz=MDf?8F7fJd|5$Etn@>&>Dcq z`D*XC_Q=Qx#x8>~b$D;JF;*VTy#Gh61|+3FtTeDK`^`7+OOtS+;tr_b=s2@vU8T_ER~ zgWH6)!{x^5__u%BhKZGx7igq?Pw&j`?C+}-7J$%Y|MB5;xL{}`e}8|;4veMG=k%y( zO{ZjYQA?)JZOS_nP%!ZK+{ZS2`atzq0D8o<-PZPYO~DWM`GuaZ;SUNiEzDf-eddc( zOM--G`3g1jJ%^rrwz?A)&Z001TzYVX48XZHr^KtaXSBJPHDk)QM{r#T zW5VkZ+734DiYHl{aMp#2Vzf?RsxbaR4447o%k1!W!p{}zTnUjvu<$zFXw?|zH z)1n9#3sFx^*1>F7U7W&5Wx&-%B_!m6$^)q5XM?cS{k4EF5Z3g34?7G>pcK=zDPX{0 z%O3Aj4Q=i0yu3X7wPyoGPI>VdV<4DqsKL=kFYigF2PST3*q$aAj-j_gMbEVA&QI5O zJGpuiOKek9G+jf~Ro^=6W9U8b;17cNQ@8`550pWPAp-$hf&I{S;0`nrR1$8rO}Yy{ zHn0GFJE=($$eiIdYa&m>R1LFvbkciY&jmhyg!l095Ik(^X(r5?1v~t;G=$jv8VZ;( z16utu_(#e2*pGl`%Y~h5Xs5Rx`r4Z=dGWGewwJ@@SbL!#q4}2GuYx_uxFuNG!XkT^ za9BdP9P<)}z6zIAh}Vi3ReXMZ^*2As(2mwcg;@56FPWJMz=$UNGf6>c+sngj#lvjL z>p36J*D-rqVs1q1K1W;(ZZlO~U2CwGTJYLUt~3=AalC}h&0MCj;074;0zusr#HNKx zbO9GcAxvhZcygJT2VS&2>A4;Uf>V5t$Z@B99B1=)UDj<_W4g$HxVzB7XbS6Lwu|p3 z`ZNA*X#A_}fD;;HebEMI*hqy_rZz0Y_wL?h2cd`?nwzIZqKBWPydelx7z*QRvbY;F zSz$BWRMx~dlMeYp{Tj?JxTUf3LU-5#KwmX`4S!BcA)dP}5w-_l61V53rtv8!bBv}i zsKch*FP@w%it<%dRA8<-FAucof@v$6P}BH9q2lv>OuU>|=qJ?bX0hs`$%Xa=ImZU{ z Tk1kw<_abB-D@qhRH1z*pAFG~9 diff --git a/output_14_1.png b/output_14_1.png deleted file mode 100644 index f61451db8b68775bba94f89d10946a2352bcd9b2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 14175 zcmcJ$c|4Tu-#$L1qHZE7sZf*DWN{Px6*~y+Qd)6tHk{J6w zrm_!XAN%rsU){^+{@kDEc|FhX_kDf;@EWg~^Sb7|&gD3d<9HwQ__Ed|`aNuWP$(3= zs*0ix3PsI@LQy5q?t*vTQM>WNi=?~KRd-$ITkdx(U2mc^E!|xloZTI4uXB3bbak_J zb`lX37d&@{)5hK1#Z5{`$nmcRg3hkiLZ`=Buft8~TvUwQP^f*D$RAafY^E&=CH_rS zQC{zEJelC_t~XM%J%|4m$Zfhq^c2;pQ#L0~2lp^upM5BIL@51YPEe}e<)J+~ieXD< z-tT>+XJuP@X786z8;WUrE}3K-e^S@FJm>OOp@!wYt7;&P%}IGqx^EY7vKcXq=R{)Y zRF^d7ee=ZZBQ~e3XJ)=}i*PKB^om=BFriTXN>c`hpnH81b+jndn*)|KDAd*9v(zZm z86{RK6e{XO2z;u}qzp~dX<=yI>0B{5#Q0lzf8OT$a*lm>eo?Q3LG%t3D&Sg3YisJI z&Z;}kz2vQBKSf2>UYs8;JR%}b5Iz=_S5xz^4TWM1 z`TAAuBoB`_?(^p3M`v}sZ8A*CodThICp4@wuewn4|D$UxOk>ck?@xr4Gqn=J8%K&N zBRv{^xSZzWBjpAWIN`GsI+~iH3`fr=4}E@SVy0Hrm95J|A$6*^wzg`T?}n#jyglGl z?lChc5cDBsu*RETN-9=f*d#_+Sxih!%6DldrnDiw+;CwrUu(t_>NW&bnmrU`zp&LL z({EjnkeBs2Rn(h2^?ZG_CWfcqA#Q%~n|(`}&u3T4isL>3V&Q-_QJDYp7xDfKcnK^q zS0%~fa1OBodt z9kz$+Wxw7ujm6#e{erb0TetJ`+H9B7!6@Q${pziW5;(8oLD3$HT3fTN%&pqx(2cCR!4MVWh)waJ2RO1A~a;{20?0y@N6EM>7>TRmK`diG+T zNx7Ea$_I|fhzMrVXq=|}y~t>u3PLzRP{8QK$mlMoy+JbJJjn+RsZUI_#Yo66b}J{n z!`Afv00J*!)JA%zA!rsdD;@bXeZ6UG-JNUz_T$jSzjacU;D z_~Pw>|VWGB1??{N7xQ)m;5>vlIce>fw_Ns?!$Cm{kS)!qgw~}{l z|4{L$!e@qw_~tR2#RsWa8DcGZjTG!wFuTf*Et+8_Z#k7ac*Nmrk4d}h*)8kgW-NU& z@20zJ(``oYV48R;J>3$V)-w`c`2}9+=v=T^Dm}_zi)Y8>_j2=mp2%?#OI4`H}7~578@H|%vPWfUc2&h@68)GY`#YFvdQ{ZOLg!j&LYI5<=1nyXja&&KVc{z; zUc8XH{WB0Rv%0z({N%}k3_w_1X~xf=YZgo4!>+1T9;?nK<;`m{>FF4YtZ-|o+pnx^ zab=ou)EN5I(3E3rP)8Z zYbeJ#DIXhaYM9CJ!&CAmdGMeGzWkCy`*x$9sKOsGQ05k&9j<-b<;J=<_N$Q78a_hs$TK+ttDb=mj}Jo)YRGr zD%>!0pAJoKEa1B_-Da8T>d{?$PfT{@wd)(2rNf}`NlF?m6YeCzzoU8fGlMl=-|y|d zQQT|n^IPeyTLA%~HH$+pMakF7W)xsi`LHuV22cb+KG!C9n5?9y%vPFmdx zH=QeHky>gICiwgS%yX`t9rd3SD-ID1#(l9~SDHJt(?O(Iq!NIp@uMzjv`!UXjEyDT!K$jNO1XUZmsuOBh zlD19#w%3WJcAb0(62Xuba8C&Ntv-RnjNNbJ_ObIWa=YQAnH)Q;@+2rMEsgs{baZ!| zp}Bd!6QOdIpnrgwITilv^cLmGY%h)*{4u*R<)ZTBkoV}iedD*1TJ5xlSuWGx{bqn>PkkW;%>TR|*R$u4lE(%5@B^BHr zs<(v&qy{%^Nl~Co731wz=SL72z$cY+PMkK|igT_NPLRT!+oo7-->lu3S1-Qy zo_fgT{I^&!`+&h)N=gsHZt(H(T@)zSsM0? zDeOlt*l{ofA&8@&L&E1^53qDPW|k!p%yAEm^?7na`pM$;tV14Enw<@=y~w+tv5Nvn zI#dvy^}5fF&Vil<`n1B@ z(9Q?n6VBhR^8vgWB!(3;jf*6o)OdOJ{eXMBCfqE)VwBBodvjUhs&cp|?6DeILp{Bh zFZc~(fpYYJ{PZa%X?tS~8h&kT)VzJWaQO!ww?z?R=HPI?)f^99&hXpbx&`n~S?iK{ zos$zPT%VSf_EL7^$G%XRB)J)-H$>v`ps-i3PH<(vx2g-It7pYO@o5t479AI{Y2jo( zcFeI^dgj6c%yD3eW*x1uF`PSM)EeX^7~IvQ?K!g}E#_j@tiq>et>xV8)mSA7FhwEU z3wXaRkukUWe+NOlRG=uN9oE0Bn-bc%pHwYRnH+#7dSTT$EO^Q&e=+VE^h~6 z2eA^fCmT?)my+?Q9Q49B5mIMPv|!cLxn8nI%^E2O5LjnB{hCj}qSiFYZ>wT!<+H3>IJ?iRyqWLnNF^W^2EaWB*7MrWCqj!`>ofLSK6uW6 z?Ck8d@ziIFN!zPQ!H*wb@$vC_g1$7}w^#Iv+s>DLR$bOl1==f$XBISET}f-k=v{mK zqq+eZni8Z9KYjY-dj9CwZ{IrlopI#lT^NOjzqM9kCf)JqWt;7-O=LIi`i(WYGskc; z);>RsoBrte%N)KdDeS&0mS&hv{d4u>$Z-Trv}V$CWA3xq?VpMXep{=r^Ya#w4Jxy7ZR!E?+rzgklFN|>m_)u9~~RE|b&`@9}zJb5IKM~OCfv*_Jx zp5GT#$b?F+U{v-$`@`L9>23$R6P-Kn9V;s?msBNGSm0UeKw&?tW|}_x>mw~)sFnkP zOq|~mDn6%qBo@@1+8^YMQe@B1pgIv*kmE*ecIsQFxXqIj-`PUM3nT}3)X_4&Z>|pP zA>ORZlPnQyVFQ`KsVe2W@s_wApMp6m>uah*@NR>9Cevr5eTM8^N{vG_1Iph0aLMvs zo|d{ho6MaJ+CjiK&bz}pq;+oSGiLU?JZ5Il>}lUny`~&1Ro_dw)DP#x>H5O^q#L?+ z?Z27|7g}QtEq0-I^gV9V!FP&Tv)A<&2cfwiIS59p^JpiQREBtDD+Do6EkB}J-)u@` zN=~2^6{oYL3H$cLCBE}G_0?zU-uFCCwDfSJuAQu-ZPB7(Yt_HrVSws79)co2!ZDd0 zE@kn5asD2Q&Di-u7CH4F`8BA3wjRx8RB}3#vcJbuW)rHbp=YT}+(Hw2_MikpZ!4o{ zj+U~ZjM*${{L>yv5O(-?)mgHkLa+a}A0_bkEHx)*JttL58_2~CK7qWd#)9D(t@tnO z`%z6#&QiY(35{jT^pu>@?COopmVXumh-3>_teq)-};2LM+Jf=PBywtWJ9IE_t_XA z&9abYEJ!oHhxd24Oucoc_rJ`jj4Gj>Hrc^>^=QU_t)CHHdyV&Ra{INa<&F0NJJmEb z^&K2?i;9X$;C%LP#K%c!Z>~{vKR-S8B0fHMH~U>VeSLjRK32IKK&XR*-`-~TmjbNQ z&oQv=E3pNbiYjv=yjB;g(UX*vM3x(V#KL#=re>0iS@Er=wrC6A?0^93JmXTeedxs& zqeJ^Riw+!6`ID~R>tvy#-3_h)UAlsSLDV@B5i!3lAJy=FvVp5>QHDm$tBLkZiK|^8-tWpYIn*J}&(F_t=ul>G@E*)$mq4T|RUoWcZItBZ(^`h0 z66<|jrPPl42tbn$1NO8=37Ckw4u7d+=^?X8x~6p%Sj-gTfsd5lY&+u`x!$COc?Q>REA z+bcnMnR0?h90P|;F2axMS>gCqTOM%Je)mBXh?uDmN8WP=KPYt1bqW6ltyFfuYi8I6vP=I7;Yuui(ffz>M~`c_SYtX6G1 z8EyK?>hn`xAtCL3vKw!vmL7VZK6Of2SXekEau+A{@Ti)kWTJwItt|}`iXF!5@zbXU zz+Y-2t`MBc_w3#KA|ZiXj0XrgLc{PGw{3smXGJlp50$CQCLY2`ovfwet<3#vRh+d9 z*tL&6_qf7Co55;N5JWGhs~5CX+g9d=Iy1F7M#jd}!<9qX(t)}tN1J)XAj{9bTM!K= z1Dlv#q(mebKTG_>XU};|T?My8MZ~&U&&Vid7d=~=n0?n>Z977_vqcU1__GW1k3dkf zdk!;U*U9BlWASdHb{(hDb03+Tmd~J2av%42#xwDsZ3deuEK{leFl-K+UmnlD?S+3> zPqatU({-+dS?@{S1XqW4@6Me%YQdsDZ>^0lU&AP&i~$AwN7U5Qt1mQ=mo}z6)R}pT zf@o}nU}v5&G&Mb>XjfsHShY@VvyQwIohX=a+s#?>sE%>07zJfx23s-8O)CAQ`UNV* zd5uFtOW$_4EIsh)Hb>deRaEF`JsoS&FlLjdvC)Rh>mIhN(o*$t{RK&XIb#2@qyO;~ z|1i-0Z0`T)vN0bEi)RL^?;zmJ8^g<->1iq-g1j?!?ldr@NtOf{3@mNa;T6($twPII z5!yaJo;ps|w;yQ?o8Z^ewdI?2b?iu9{nd8Sy}`Gh=f#KP>FGwg`}{{Qu~IR1#cSC% z?AJzxU1*%EY_<(K?pw8i^M$TgtQ+A2o*T#qeCp_M%T=ez{ zZxw$PMd)2v@RP{^6@h5=zS726FO=vpxPhXYcJ!3BPrzR@Dg{IHXxLp%J?bv?qv04q z^Qjm>IYlEgFd+4v@*^XLBt;{llo_c`=tnGtoVof&4uB{)G*llDPuyvM)n%3I(o>uH z;Rb|ufiLI&e&?ZapzuyQ?@=yNf9x*BqUXyYxd5Z>8Jg{{l%7Psc#-b8Fv`orb4mKn zwBE&w7w?bQ+u1Fqa%`&5(b0L4OS?N@tC0y+h6Hd&pRQ4%dXCMJ7z z0d^tyk>E6l-TZn05WD6*VuZEL_%2It4smQ>4q`YKt9Rq(&Ger?e**lZfS?q!J%&Oh zV|K1@9&57%1BA`7w@3-PpKEfDkPmK;9ULAq>(wB3zcx2_0n>l+@@3W&q1vn3GOKAo z^ND0VL&F^C!64YPC7Q<{gnbCw*Er(JD=b_%xbg9$A{Zg7QwvQJ#PQN@^N7ZgHlTWW z2#jgVZkG5i#1U5rTHrH4kE)*y4-a4d3f?hO+9x40ri!4ZqS6w6Qav&(ETz!uGwDYV zM;DCL#!`&1)k6?E)z8Ai!=nV5VWDxSF<%`T8Uod+XKrrp?Ca@S0iXFSO~4Ew4C@m4 z8tRu12;Irf$WR6cmwxTz$BzJ)ry|<`SOWLh;#J(;OU|7;r+4-0c*2-RmHySMSyNLE zN!a|iKlhOPO4X;^>m9d9IRza#hC)g5(9aT~;~W_=;*POVf@ZG|S@>LmlQR93W^5XO z@&qV^NbXP$S#yzF-)046ZQHmvCoQ(yHkXM71+{Bxe(U|jU#bw+$-l5I40%pCy<#QZ zGQNKODhg^NWGTW1nv`VCp~L#Bp?1}`Auly^J!*?fO@kJO&|Y#O)ii(dJD|6jNH z{|u2f#ejdWPT&v7tsu-KV$Ytm$OE=3F8GqC0?=m!{r86n|y8wf4nLeKo$jBM*^8XG*VO;bg>b?Z*+zYzOv0CxXN^+emzR@Y`MTi~wVe7tfVppXoN#?$+i`w=^_ZBLSXsYX?gp|4 zKe&dv85*r%b6}UiJ*WhI3ijfiiJ@n*T>wBOU_B+58yOj8zkPdNUr#R!iaIHgdr|Vd z0u&m?@+zmq568*9T#^Ysk=#2Z! z;b#h9`n9Qv-cB0)W$?0cmr?#vdVi3?ljOdenrJ!i{W`3YJ}Ykk-}W;zPc~_5XdrY2 zF9U9;uDtv`*zRnL9`g$eKvc)D+&nx%I;T*9XMRojtWGU3-E0E_tB%#$z6TmBfjkpN_twGFH$#z4!Cy&yAq>s;jF9H|FPE!9)|g zx;0sV>qBYbG)!ZL38zOs^%?O1by)b_^0k;NwdNZr`*`BYy|0)HUC8wa8@yyKb-5VWL=3|xSSohb@I zqHd!a0Kv8`$@0d#KLM#gYy5Xg=veRM7HK-w7P{%wc190Z=k>Hj-V zO8X2xc{eJl8=!?hyK ztSUEq_ai+RQJYu4o-#A*kEdkJhT&*Y)XFURYtbgIq5=-x#89Ca8(iJeCW1PB=26>Qp{vU2YP4J`Bz6 zFN^g5)~8Px`Lw9UKX&$8dmUDzH`nd~La-b;l9QWz#&O_n>r9b)v|uMv#$ZQ#A(bsq zk~iLsP;s`UXR0rW$e0~t;1y_!_40Q)jshehk(O!$=DM0S*H&*849gBZ2IYA}ma=8=XBJUy88C_%2?}Su-{lL`n z9lg{1d4C9FtNPz&E>!(R4OVLDg6kLG@8&?L4OMjLU!aEar)6nN3>zP} zfx=wYn>Q`ec(O;%n>UwxdwYG?5iikg^jj;q7ovA(zh@Zkg)Bn+^Q91#wi4TRQOi0S zdiD!f5p%KHbHRP8N0{I_mJpr>!Z$}dN#-jahJACX9M}0RMualoD8w%&*6Hn}8ZBtn z0Y$D`K71$?=l%yrmFu4#%K?+j79>0$KYx3&{QZ(!O>8r&c~Jd~*eq%FP4u3Y?Cj_m zAB}U)FHeL8GEw-MUAl?{RQ==Le+gHfo*Cz9P2kJF(h+-qE$)GaL(h@LP5Sr6jj{)< zNM?C~Ft5ME(yydN$*Z3~D>-!K5shS~ZthrXs8`&8Ke^)Z! z2-w!z2N%WM^bI7N0A$POdU@F-OcYAa>L^hx-0Pe;VJa?(Z0N{}GqVN`NA9!>q#naH<=!EA1v!4>-QWvdEaE(8_dH+KE5u!0|?!Rr@h1kI;M@GXw&Ts@; z>3^ynQ3Pp?Dv=L0v;Dw0Ps@X}Oa){_dtXSgg2FX^KTp|-jh+zUdeR9t-GAdXNCbu{ zr=){fPD?iFzLpP`@*hiIgI%1FA+z+hzktWudCc| zs3FZFC#`4P=R&)Bt(nL2u4iC?8zgRgSJ^Js7A~mv*at)*ArzH8J~FCS9~#{f>6&-J z-8gw?SGn&k#lHDWWBmlVfD-5`)38Qq8;OP{K11^|c#N7y$QgcD+3Fv}mQNo&P(@&Nw+qTCATW6Ap0Ic_efU41R`~loh@aPM%QFSQ zInAID;sxv|uE+?*WV8Bogf!RB4&e~bFXX=mSk}e6*j18itqh)qIhJX{%UtiBo+8Vl zrZQW2IbJH(CF4zYP(rh(_u5-ata~gBev5#Hp3b9UHtGq{d=Pih8B1TAiYq*?P}VDc z^GvhNo9-K5D}`P0C8}2F0{#078iMA6=pF^OaZf)pL3~OASV8DQoM_{z<&Rqwt%sCp zO;3li@My(}3~Q44v-ahT_|zWNsZf3I4*Fip%{#ej@tE?IkKU>N`P?Z;bqpRa-ZyG z+)6axE_teVtW{((iLL?*Bg5CHn-=X+JzVT;MZQNvS|2rZ?utvCNUh=MjN8@Ub#Sovghoq0FdhAT+$;v1AB?TgfPWQ|F%G~ao zm0Q}~liv&PtBuDe->I+RvI=>vrOzwQXCNNeWbOTXzGcp+`;VMY5;loAU+uxsn<_2y<6UWq5p;E1MfXGWGclu+yECL5m8nu;JMfYnd_I=(Ny?v~jiU6Gm&F1=@u2qop_^Yqg(mEk3nA z`IN6$GZ&^KLt19GdV6rGmSg;qEPr=r44O2!n`^>vbUdR~x!Vl$^xXOlQh{HoZL>tT zy4eLR2YTih{oz`RnHr%c{EUEGTxMPlTHbzUX+!H^?csvMIE^_^6}#!5HL)^dZ$kP{ zg)S^=!ZbZjAhtRuo;{aspEjM&<`JrC|E#+vsPBA(?zPo)FW)xw*Cq;0Ui&`mh|oX| zQ|blW%!fpr`6WVPtfLSvHHbsFa=q&=c6Kb%Kd7l}rj*`W%L>F18ij!S&MUb}AR z>|RCHMJ^y0R{ACRYH7OO%d@nYsozAGuVExdS(6OKCWJXAWl{y#hcc9Az7L!j3;9Pe z0)*-}>m;z*o<~KeAu{XJCr=Krf>I*s-d%?X%$^>Z@9|Vr{f^sPX?gT?rR}G^BTvyM zrojtwiN(rb#cU>6n15r5-jE?KwE^qsi_11KfKWt$NsC8)NudWhz zJbHTcXfb#QjG=JeKyB*#OaEVxA)SFmX1J8@i}2dvso$y(lN z=eC_VNOZ(IKOZ7I@G6O(S+-CwS5c}h&v_-ew$g=P9M#4yW9Nc3i_o|R>;5=d0_XY| z#gE7SQmLkPbSBwTRt$}kUsJICKDIt!?Rq|qzhF_=Yx>a8Mwi33-x2ri(jm5*`)>Ah zydfX|L;J5zMMOp(XqylJD+7eG@tfM-dQ`N&nq`-}>ChEA8zJ1|M*AaEV%3R5cF^tQ zvyRzKv+ADq@}=K)%&c$CpxHdCMAyDiw!C@j#^Wvo2~L_`Ph7 z+OW&h1XaI|C!{Dz2q?Nz_DxK-t`)#4W9HHHa( zEqy?EaUg}NpKVh5wC!_lyyc5;gE502_)8b?x2hoPGuN#CI7hnhj!M#TwzjH#@}h!N z>4LV!o!#C+UXxB!rF#~)%%`gds;VL3Bc>-U+cNpXUCrv@imz7p(veq3^5-_U23<4* z;+r4NY^T#5CiNay-8OugJdo7kxZJj)(d&>%?rJU|d)r=o$gZ-yn72u2I1-)gCUq*? z!t~*M!PT_)nVaSiX9{SEF+8H0=(lZQ8Q|qHo4dRiyIpWrUP-B~9XG$}!?E${x!2@E zDGcoH<)w~JAwh*PcMYAvw=_8H8Ow`^dIH5|1$E6^NDwh1I@-GO&Wsbd!9W=YeAmgh z;Fug7kzE~TW@cfz=?k&4I3e6d8>E05-N#$r`>ai5$~zaodR3=#j)jFKC2H@xi!3~R zA&n!D-x+eP(D?K?IJrMZ%iwT%za!j|>=E}mLZ7nsJIShIAfJQqGGu4$?CiefD^!sv zo7Gcpx@Kn3Hlwn#&&Pbp^Ri=TDaQq`mUt=5S4b#99^u>j)ZKB8RVRrrUPka}vq7*2 zL?-WQ{>T2Mx#?$3ptK-k1L1}NpX&7?FKjuss!31Z(>w_RC&lD`M|qsVy+PuC#)4{U zLu=UYCARl&OpBHg{9^;L@nDpd%wx zDE~*`!Ty)2b>Q-Umn(l3xLCmcc%OBQyR4|F?WY=46W-Y2%8wkGLZ7Jn0tVnoRY2;4 zh7gCph*=!J0@%Ik`0SB)`&)t&nTWH196M#OtwK`IzyOI*g4;K+kik@Kkn)4FhrK|5 z_HJIlXM2|FD4)C#VJWZ0EU)Ehfhxjw%yFhd>yJ+5jT7!=J!@5%$$BCC=Xdiiewbvr zV4m}R&UojuZoaz$6yu$JTslvXNco>uI$0_NguM+Ma}d}mtc-jEw`Vgi`16u#gZF!b zy7^9MUE7I5IT}_Cia^hEp$hnqA?drx+JMI!-nx}h=|O%S7)TS!jy8tcRY_&;o5cY) zye(+>!S^nZ^P@m5A-TlPZWr2%4mq-F)=gl0jt<+vGr0X6poP${aBJ; zE$H(0aqJD_i;5xd`UYe+W)(COFBpN>EQKLOvU`mm--Jw47u0D|niHf=%*?OemP$Yj z2Z%okT7{VV%qbBdU)ERV7zd%FYZy;Ud#KGBSKlq%#cwn+rZ<<739you+(FP&=@dx zouKp1fEsHMNLZZv%mKe;P>hwrydLzL6aWibVzQ>GFCb}Smuvd&>U1Wh>70kl#4z@p&q7SQ- zdlrNfARKO?8V)2Z1#%!05bbxS824@ZUV$Ht0N{{<`SV*o9kOu1NLo&`Ys>1x5d_gw zFl-JX-c#lHt0yoBXYx!dbf93+2{Vx^coIoy+x8aSBy|@gAwTPYV6xEws5+l6gKo(cB^o;LEHB_=CI}D3qx~Zt<3gn2=k84_-$7i)%sLS^cH6t zl{pyYbhqVy_yU#O(Dn&YqR&ETXS!k}6PNPK>go$QjkMAQxUI^t8%G&}mX9~|IEW+p zQW)=CLE&65(RwtJWC)~lby(N;_``CO}ul zVM6mHW&kyiQKi6^`})J>s-DrxI>Zhs@cV(urG95*DBM1=7>crbeTVI#qox*&^x=^C zU3nPBN~l=p!GIrwK%Iy8rtYO<3_$}HA)t3LrAMTXuzNj4RDA~TSKxC%~BRHDpFLBI#XC#@@B-N zih}(30fMHc=h)w6T}efj&^SP7r$5z>632dVB*R%bnO|j$duc#C#Jr1p)u(#4ZZFaq zh?ff@3k(A4O#nYu$|04g7h6@GqtPWk&6PQ!yyt$6Ov_;Gt~>< zKJ1fqfZVJ}&B0$0oT%$y68%>P<6n`u|0c@ukLoOCo64AWF=od?>_e#ipj4H#6!R}$ G3-~|rr+Tyi diff --git a/output_16_0.png b/output_16_0.png deleted file mode 100644 index 86d2dfa36884624abad3129f1be6d1931d4022b2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 12970 zcmdVAWk6JI_dR^D3&lW61SJdvRHQ`=I;C?!M4ADCp;JIbByPGv=^79vWJoa(kZwjo zQW%DjmYn|{?|AZl-rv{v1A-IRxz0ZO+I#J_*0Z}x($ohS4y)W)dUnqr)d>`f3wBg{i7`TQnf_rBG?mf@skBn>;O>=|(hza7$=a%w|EVKOu`ht5A;72}=5im%uN6AC^L zazB10;cKSil3mMqwAtP#Kzr9+t>O^c5JSIR{Tjz3)JCo@ZW(|1?a>3T^v<;A>#5VB(kb5C<>BGs){s+FoOo%@?NVisBOR+ z3H8{a{YY(C>Wv`%N*5J~Qch0JO#hp#Y5P;>`1v*JLs@!1KBwCc*&-bn$D}RH)*%vd z5UHKM&lv;(`+h=&{sJ$rmXcBkM5n9F){yqZiSIwYy}wnjuBq8LVZU2J%x&qF`ZWXz zU_Sad3{~NjQ(UZ0sv%eB=H)rgk4g@DZ4fQ3tq+Ot2n*|&wIt3fpHoVte1X-eoG>_G zXZ`f+@|==kSrT3ffA#%`9jWfiQ6l-WKF-lM>Ox>PhDRn6>e^N5c}Vp%b!=iKJPCTdKzsThO|Aqcv$ni zvFnq}Y9S4VCO&n$SE-#n=&919i5c!vGcz;nvYzWp``62#JlSLN;K6w@G1MEg)}C`I z9>hY;`V{&n)D|&yk&2y)q^5%`ukcis3D#h;zz4Ddf#5 zrT!a;(6fpm>~4*N!< za_Y$umI68hms@(J*6s4VRqUblX}W?3VBga{Xxm?Ez_&Ahk2uIH?fr#;#<&c#ZFJd zIyzLDMKCf<0@nN1%l9AWG@tug&M4+q%&8ck-fQ5l2&tr7VyTf}+}PNtuBA1VqLd`k zJ#_W`n3Md$lQPL9@|`7@^v4I$Vs|ckwyj>v zJbX&%#TDaE-+T0IyJHN!a_Z`Ci*5dR&nRr4PBut{|KVqLBNfyYPO+ot0*GAOqog0rmL^W znBThZ^45B9O;5L$Ay&)4RZ`4-MV&NM74_S1BQKiPg26PxMq>{m3KtmEQa8VNFt05HT-|u!WKO@Y#749%cmz%s6f4~tuc}h( z{?znz_U@h@xo}lg)lKiH)+A9azdh8duCC?m(^KN)a+~TkQxj9u8A4%APodW`SCWw3 zZ8!;}5mXT?x1w&f=yIN98pt&$cQ8JP~{h7f0#+&WJ zt=+qKyG_QKExl*izDwyDLoQ>~TR-c?dnlRm;4=-gsFMPV*Uy)bh?EsReE6W0!-DvP z99u@Yr)fai@Oy2#h^>Bg5OG_|<}s+uURuHodXu-@mfEE!?8}QC37T6=S>oNEtAkk% zQ!P2(_cH`SRCstQ4u|9N z(piMFH4XcLBs(u=tNU)A3W+^7yHUY`TiJmiY5Sno*PgH2hkUr4<@6FOj7l?ckI9+D z1W&7uAYW?_AXjon?>(+r(@W%1$}=m_Y=}M9X_DjOP}JjD+(NECpC=QwJ8JTPuU#So zl@I-R7f&&Nmemg50Cwz#IkTAzPKdHJD=a-y7?y$MH+lPJv)`#m|Y`)N) ztmYmWlPpa`W%R*c=Z)#~=*Q;+rD!~D6Xl5L*_2DNcrJxW1v8qw5J8GQZ#aZZJ{ zrRh$7vzAj^-;Q{$c`n2DX8*P-swQ*n%QY(caMv)X` zq@Ijh%tvhgbeaBXccD2`9!uUDCSzH)zDrXoA*XWkC0R=9M23aE{P02IV|~3XchfD-WV@ME5kv=ApsHQZA3@~XamIy8h?bkeXMl8?v*$4#lO z(1M+siSy$}l&dLw=cL)rsK`k3`O%NMMfV@~z;hrJR47GoDyrVO<9CurKYK5W$B)1( z(9l=NB!eoqemzzMN%G-iTR;WsR1MJGWFIEvYOJ7AEu31#R?qYBC=q%Kd!O@GXS*&= zHcZ%Cz|mh{>Qs)3i*xc z%-UMDJYQVg%HE^06i9X8;6Zpgnd|Frv~+ax;ip~4j}Ce)HtQCfhf%sIY-zevSzN=> zvBYaJVYttb-Y1qO-^w;Sq*^luukvPaENNh(Pf4lY%;p}yHAICHv?S-D9Kj)%_u@5~ znNs3g)5;~zBm>tf1C;ZiSF+2k zNE6=60?tJ0(o0=^cbka0{VnrO#E1xCiGt+Ywe_sQ*&Z${$cd>lmb+D9ANKFbyh%?|5SpI z%YkrxBo1{?CGY_L#vheB6w7ZFovEBMH1ir@PSb?_bV0>j#|jZIT7DJz zehSk=)Nc1u*vGa9>TEU+r)#qsMQ+bWRcIR5hjc>$#}G?;OUpwJ((&}^oJIOFp{8Ap zHZz}jt`=2v{SNJ3E)f&!{J_V?x9Kfjz6qcB62})6AD;_I#%GP1ntI@^T^baPg0~84 z`uh34zB{%?>1x_)AMND#`1w%JY8N634`@4jIUHbK@heLsZE}qjWxXg^Z_U7rv&r9o zS2Hx$sHi9^W_LlGui1do2i-|k*bscRXT@Qb8~HOcmVjFNHCd284(%*$(fUuh+QOXv zN8@CpDLn{6QDW80L#~8>EddM2$;w(dDnJevn>I5BpAuGOlMX4y3LvlK9kTkO&l2?L(xBS?+F79ZYd^9w*(9zM+Vy`W?s-L6J;{|P#^?72j_+7|38F{77@iP(l zW%3)%PoHwl#W@oh){>t+=m%Ixd-5dI5QXLC<%>K#rJe~0B1CN_rF%K-lDwSU65xgl z;^Kxo_a2@tChkB+PVm?^4M&TpdwNy@dI8XxH9kJ>V>0ZyngpdM^W~kVxzeGhpIpT7 zgd9O?Bkv6lbK9BzmnraO#V*1WZEkN&RFURPpk~oqW$yV-1LWoh7#4ow%|Dcn7Q0Pa zMg?8iU;brAo6Au$Py1_D)5kA`762+zp$RbNwv|_Jt>`g}dnFonBHu61xs^eF>Cbn~ z{NuD<3NBIAD!y^((!gp?(`G#9jiJ@9F33pwf)8==q4JA%JCHoz<;4Ttgr>$nFVZ8i zWfBkBLz(A9V8#KAn)&u^cB>Zir?L6(U&|eEGr4(@ztJp{yO2|7)x`_%HRT7D=xSXH z{OD<^*yVkvT%U)6yXr%jJD(jtrw}tHWM^l`c-`f)m@R^do%Aw*i6plHkCFWMuMYEd zd>Na6n3G8h2X4yxD53{Bj$TrWqOxDwNYx!L6Fh!YKA(7?FzS_&@rChjlN!{2uEjKrJbCCjcgHMa; z!eH;AjsGUhhTzU}4cgw}CLKt+m-L}!j5zMyq~zKngF+>-=P0M#Kzo@&RgV`y>(*9M zW=&`r%~$@M5qBXd82yN3-!S&j-n7RW2e-V}bahT!UJ{8;su$JV=EgHiL5GaKq?1}% zd42HVdup^-L20Qb%(Dk$dkYQ40h5;sXF|{}T)41(K}@Ww%4Ek)_17I+0$mFQ9s7GO z%w8WVTCnY(yR53Kn|tT!VG9`VnRPMaxw?i%2B6gQ+}tkjlef1v2!L*>7F&|V^58#Z!kkyGs5CS* zP#s4w9L$?N`6}$=7vu?m6^BnYU*1HJR_6a&lK3pV=nK!NH*f>JrwV zN>@im$891?s~8}|E5CifTcD$p`8srj_;w&Sm!>19C=E*czj8*Y+SxW(z`DiOq^sSD z1=Bwq>r)HfwkrL04~HN(H~eRMbSulX2{&}7ybU8Y(i?pn59>HznhD&PJ+WC#hot@n z#6Zvl1C?UOC~97$di*W)b9D!t)L2hY#r?02j zd``2TC|pv%@arwJb7z8(n%rWTk(uJUvP} z3}zjhmC3#I-%i#mk{GKgH`i zYu$o-xieR3l!{p^w@Z`9+)mS$ zI0IwZu5a-2`zNw?F%Knpv1j5_uBD&!e`;y_q8aRn9M z@P$2~*0pYHTj~3Uc!bq5gCk4$qW?8{c{YF6b-OsAJ^we+`s;2rabxkb`ApAIo=F3@ z7>Lr88_vhn^Y`lro~&3GDe=3S|80LhLgODb_m)$X@aevmVV2WfDg5_=g9vl2oU?vJ zlB01^UZI-k`S&7}`!UK8Eof-L74>!Z<}gPZF+(r%ebvF-`@n2adv=DdjXI6JtA^H-yLx{8bDXqc_1A3o0>DY+T$+?lC(OZ<&-{oz7(5^x{gbHuLhZdVRh z!pzJ-)nTLv-ON}h$kRfI@+h?G!FBtpyMsls{uMSn%Z=;+a4?%c1m8?Cz42D(-+tq&P zrrP$`e(3B8p9uOj3({M=F%0|Xls(U$J(E*XIvk6<;C6D#M&Z=u6sZ$q;%5?AEGsl; z8XLkO#8b4iYm@RXMf*CwooxT0nsz;=DFZmYoEI-xQ|-zIof3d1UmCC~e7x++I6<}V z>95DWh>9;K@EFoOdjRX?=FG!sYN|LPv7?7M)sLIm#wZ+(a%W;>+%)5V{pL-Hb^lcg z#{;Bv`^Y;#$~@YcrA+upXBf%OZCI@jeZTv27~3+CJQk3c>#N>m=PJNRxaA%_QH&Yn zv4j7{7W2Fq+r}!XH}ZnoCMkhLJb&?`s)i1_9!rIZ`kyaJqD znpAKH$(y|4;|L2BG7I%UblrHYTc#HJEa^W= z-oe>xzN1-Hh{$6+apQGWrE=5!7&E!JOQx&q=k2(}WGygO*;x4%UBj3`NDDYoyKO`SQl(XN|W=5zP(s?v@< zC1=&0zuvn|RQudgaafGg$#RbK>#;$9XdG=9{^rh}Ks~`+6cr`t9?ccCx%_hF!hUA+ZEqhy~0`*?x%Fk)Fc154xs<;0bPIY#py?TJqlwEc5eyv+2v{lL-Zb8RNA8kqoQ7+w*cwu64PfJtta`TaYy+ta~hpqd3xMF9| z>S;_=T;ub^@dgy1$lXA{n$Q%T+M_o_TQRre+Y2jR1egMfaP~hKgg=M{ktk>$n!V^= z?Fho2`&5*tos<28KRV$T4R^HPo{Law1$bj;k?+%Fs_!SDGdytvCa&mZ?5yu0Au4E} zBj@2oT~rwgFbq=w2RzTD)bb6qJl3%uZB-uSi0AJa$34;psMK}=+E)qArULMWAdNiW ztD9M`q5sU_h>TYDgFX=y0EEzg{GVOsPf%4Wg(}j^OG3F)ec-IycQ2x#58K^RP>I~9 zgFRWd(N>fU^heR%#EiZ)^SSlcM+M-cet&%wrmc;b6E#4^;|}$AZ9U z33QvBf`YoKY34;PF1!lx(E*Z2pN4(A_4Re1{XWWy!NoSHkxEBGooJJh zN&dJfThYCD8Bd%~hZa9Hs!z<>_xoDc@$Y5OXzcnjf$nmlVU1UAVPS9Cuor$N7N(Vq z^z@%uKgvr5FW5$r4V&E?}gc)1&3Sy z`5JG!N_v3`1uSv#{CV?5zR>Fn0i`yBxuD7PiIWPqX9|}lVhk-oXf;AVEvTxEvb6Mw z(OOujJ93=)%0E2?9*COsDT?@v8Q(Zq0vxe!sdXIXIo|MGH~%s64xV}EbZ6G`=yP7V zg{|V%CrmbXVRQ$Clto@IBzFL3oejk29f&qFjt?{kVaUIbpI4h<&WuV*!p_cG%XV~R z$W#8VKkcp%j+y+zkaXR(gS-Yb&J0ikcY$aHNVPQkrqvQ!ozY$>tTgybsLbh0pgq8t z(&t3sc3!akd4m2vjsFi;fd8K_5@tUB`yfGu1laqBnX9RsF?k@PmbGrcbx}cU7vjSK zFOL3FW>1Hbs_NOe^*=KlgM!KyBoWbi1Mo;ZKfkPWNNmnt(8+GnKjZv;P>A?gFCQ0Y zIzxrL*hwRmDyth`>{i0-BU9b0k>{}p7gODzdGMycoLu^*$8bj67X{ya2W5>rIBndlw5(l-iPPKjCqk?M0 z=ln4{dL78xxf-$;;3ZGo_BvsCbFr0>n^({QYDU{6J>WOU$Bitnt#zG?jJMjl=@1$d zAfo7a^xGco+lhdmL`I$Ph=O!7ycH^s*&MG>cLfAaoSd0VsWwH95;*2MM&Y8?O5w+VHTQJK)vS=q8Xo6zPu2 z{lyj6Z?PeW#IuJrHPecJlau%9xRM<5a?|&o{!vwGHmF&uSZ|2jJjWK)_fBr=Yvpx| zo=X-Ja>G^z1`i0OuhAmgJCH*oSyjx<#1+r5GHY!*7Lq%oW%k}M4UM%OpC=5wQSrij zOE|1GzEK-Nbl)kvD;9MKI}>_(rfl&ihu{rp3(9~*NsTtJj$?FoSD8y4SKI{ot? za@qfKM|(b|B}rJVu^EPu1VRE!%U@r5YxaT1ri^q<+SGL1@VkZvXjz?Eh6m1u<-^yp zLA#L`kKtY^-k#c%zmv5){ySOwXLT%+hc;*(M=IfeC$gwZOq8EO0o8OSsPE-lZAL*Q zx1UDCR(5tH3-^*-u}&=+i#%Xy`qB0#L{n|-AZrYGCK?;|55+kznOh|}OjjO69@3n4 zGj05%6RtAm^A&ctlw*bDSsdZRJ@WwUs)? zi@b<%9GnVLSC=_>@~2z*hmUK?`UAR`&E@TiifslnRwX54e5Fk@F-zYwOnOmteJq)J zg44i*c5L|XnjV!LCeO9s5%J#cc>O_Qx`M=0MZ#+VuivrJr9S2iQf^=h-3O#W<4w=wXTqK?g%@0V1dU$s;w2$WP?H=P_NFxeJYZw3qUcxGaY3aba! z7kUjAt91K$f2HtrywL|sXFP-yJWV|@&B;Xfq$_F56MUxn>k4|tQ(r7R*HF%D2H06T zW^XFw35Mt{b&_XkYkBzVpn&Eag9XV;M~o9eif^V>KGY`KFy-^vnq-g`8fW{fN9@bP zkHJ%8;PW{1B7;MoCm2<|*;v#Ry~fl0)iI_RV^Kf%YgK0dUs~X3FSyD6mXi6SONZT? zoxR7DKL(m3&@c3LGJ1avn}mrYoNrS9k+4lqQ+Mm_L2e!b+>EuW@T5vN8GHLnH76)@ zU~}dl2Q?A#Q|@T1{t0E5-AL^>m+x`3PEN0=d*%iEt|G{Nb>Hb7r*g{uh!bW~BB_4p zS0Od%{iTN>TkGS(deSpw^Rza01YmOf(9+jJni}REf1+~$mWluR@`=@;UB+g6@%Na$ z{kV4`ta22M{r_ts08>-GcG2xSPY$Voz2+KNMu=8kk*-Vvpd%h-lgb8(3kN!0i6f!M zi54>dzA~V6Ky^I;r%A*S7au=<3_dz!{kj z`Xpg(D&>e(!gXMkeZCtvIY@z_;sp?8=HMoX(WIfv0u*Wif(bT+BJ|Zxae$Op)7&cG z@fYWW`1JjwS8{?Hzy<*s7F__)1d=I3-62#*?2S-Np#L>q`Whn?HFfj0%)2uedkk=H$s|D2H zTm|WdYzN49{N`<}Q86*#E^zyPMiI1))*Bo7e`p)#uv6VCH^)BwDWQiiz)c4e1$()E zfsDM38g#La&Q3?@^7FBL&!CH|HJ~MXWX|ZOm#!1`ud3!I~_N_HRwT`(hO(* z{h9;rUwo5}TAZABkh;IWmG{}H`b$?&6@Iq+a`ydv;Gudh`y{(Br`D`sxNLL8OkWNM z%mHq<>mxCu`$CLQQg$t58urbFatq}xLZ+zotJE;&7s{sqwnrxa1CDody#EYNxiql; zSb!}T2-ty2*EiGQr?CG`XH4K}YNv=oDrr({EXS^aIihN9G9j}mkddM#>GNpaWZJ*W zZS>hWu>9`GghLezU!bsIHQR)m9&py>fyg`aiOIGLz>{Lkgf<+;^3j?rfEOVuhle#| z4zYm^4^CM}AT5_d%rROg;sCs*T1DR8$So-70avZ#2C*!!sHh!d5fT+0otc&5rMvg= zsWw=U-*HC083wu(kA-K`9j6Mx8j`1p?Et+@A!gJCl>J|_RVVn-tZ?l0>p-MN#>8X+ zfSZO?>w<-H%~Cuyd-WZH;oEs&Ef}dO1V4dn2cX=+Z}`BUc0YlD-F%iP4mmoIOLuQezy z;fJ?1$qT&X`?yo}@-i~}2B?^0HWy-Q)S)_ngNKkJi1~ikk5<^w($cbagK~?#DCZ<_ zh<1I$&xD&v-BbKiJbl9T?69Ju;=n5-Kky#0&1eqNLR2h21u=l28b7U?S_k)(37C6^ zcYBm~DI#T40`$9UsBq)0Ip>;AAQBu`2c7e5hpQV~T6%1~H}pD9B!fXs|DF+J&{65S zC{k>Me#7Hxx{Ek9?^67r;TTj7$*$Q~Ty16-S(9CwltSkK^LXc zf~7VWo*cysMnTW1sb@PUgoj`NUIqm;@9o>Z=;h;5G=JD=1FSlY=wSf3vH9apcX#)6 zl$L>tib@z{jU=nZ#~ih+rM5dqK*Q7pUHmdiN!{Ev$F(b4g;CtA^6J&AODW{Fl#3TG zT+xo>bG?2#m|0X)S!_9yodW2gigzrwiYwFazauI6c<$}kVd_&tZPCjPaeIvPz`6ul zcQJ?xU;vHdsh_9p^vf58K}@IOMR0a&YDRA_8lq2zjrx0$H-@dY zH`hwhetc~E8VJjl;P`@;5aBfUwL#I4I6m)!+1_;RG!g2+mJLye388ynx*g1dQ}{hh z`m~CNN9D`LRB14UQP}>PwS<~0s6aM&ny7ghU-9kv(8kZ7FRQC8X;(O5*H?&n41A`2 zrNKN56tZH+wwsXCY%C?p%hR3Gpg9OY$S8>hI{UzDljlItLwn(pg`T1Uvk|q{lmf6- zxUmq?Yc4@cBhC!3=9nG zFiuihF4v741{8AwoX2U>_8f`gzR5~%uDI8n9slNezW4pU ze+(E5xObd;&faUUHRoJ&5%gI`936!K1pxs89rEd;90I}<83cq!F38WoU-XIcUV|Sz z4x%a!^43NU&boGn2-3O^HWtu!Z_Za<;BXA1?-o| zelOgf!!o}*Ji>~_@ClAE`VdJ6gJ5AHihjot{Xqsh$9tR+KlB*#=`D5b|GBgu^^0%O|6b}1atrqNKal@? z&hqpB?_-$QZIW2@pE>SKv`qdBrU60vlMB+1Fil2%sxzCt^vZc$NDHcn1rRMEJLtBC*enJ#&s zqCUF0@oH&lb*+iMTImLBFU4L$wsq>Z;BhQ1Cnv}4c4CsznaXYJL&#Uyjn6d0TEXKN)w$fz@%m`K3w zBq-V|K`b*vE=%HMbJ&+wKAZpSu8B=1FE1~KQ8THl>(lP;Zm{7#SV_tt3drsPQO^kc z?AQ3FjctYg>TkxU3a(d8>gf}ExgV+SE2F1sUiz>g!G=3VJ@clOsh*HD(!9)l=$4;v{&TMJR>{fzW*`Z9Ll&kozx~0 z^hhW->?N3MbU)vxiIwoWzdffWNsfyPfWZX7Iy}Vma;y_QLqJ~U#7p8tKjF8=O9vAT z;|029_r9sInMO`Sf=)#BDDPXh8>NWmFp$(GeXmD$D7|Gvg_4G*T|kQZX*- zp|2+*D9TptnC%BhgsCAh750Av*EMrDH;oQbjwn~NnXk7?G-T=#-y;oDc`Qxh#%dTk zqz44|@DB`6b+2xZe(tt3*%gdqvQTvxL%(&70zS1o3$jCd@aqRC>T!0~#&``^QVp0J66 zjXcmg$7=l`trvma1nM3#k@$oPJs~Ioad9}O6!FNnq(@ny+f1u6 zIO(_0)QeClh8PJd2ba_uGu#^n^T^vaQP$lqBfW}|vd=V$8YLX?i%DiP83bNPXFlJo zDj^gJL5R@0F`pfQNm4oUnq48ADqN&&C1?=(^gU&ubM7ANQ~y4PM=5V`UO}RAn<@p3 ze+~W=zn{9cTOB*gmp=HZ6K!l7ny3!B;}>p53qsf0v|AMkK+_%1SG+l!wVs-pc}Ykp zX<@-IJw1&XzBOCJlqnwJb+FMLObp^&0x9-TLV^n>+0N&a)wjd8K+B11dq zO+w0(lgZM)?xRyBXgq4~^zUZ+l?k0AvnIf9*JIA|V*E^0R<(0bYveEU9Spakl+5IG zkwHL7^zky}W69gr*^QZ)>-nztag&QEOvqfpyQ5SIIy!NUl+S(gbjhqo%}LBlDuAlP z!2X5b-(M4XL7&2Cn7a^$GO1bLy{sCjy*EntXR)X6P8WA^Vq#xWQ27n>xU{=Ehhx4E z!FzXbdP+${gZx!i=r#tOkn;s0VMt~sd6oI3(e_y0Sia&;UIz|7NWpgnR$9IE^C3YJ z!g&hJCLhh~PE0=UIt#E>jQ6QE#%od+KN_kvQf<5|eRn1nxBrgEF4!MQ_9qB#&D6_> z;D+)Ng5W+}$-?dvaDED-__DB&NSfrF;p2Ol_{(q3z)15pmfp1H(dOoO=!Z4lW@zk+4*hoUJ$T3moY^eF=? zI}1^8>U&`sEgmDoK$0=1%h%Atk9*u?$UdLRg8t+o%kuJ=RV5`Pye=;<*ZQ;jRKLrB zwE+ezD=TvymdEmo_o0AT+>s}wufxR(#+SeJM3%AD%V(6^4wB=pUCq06cr^KUP2u36 z@Q5s!3J*F}h4t7`8WT-;p7QgL3#1)TYSN7vJc;OX@bvzW5uF$d`Tz z>i-MMQZU)$95Nh7yAwA7E~~ls8K0N7w}U~|bg?P%i>3&=xNrdvb8vqCDv|mF^Pf}t z^8{YAcecZ{G_fdxHz()|9yNFNwDZY#y(DMP0v`=kD)Dr9Pd#%dY^~7Xg{6^VB2{cI zK`8z#_9r6F^T`cVZHA5BOEWReJTHzIz;Q_ykO9*9&h#yB$z$~y>A2dPf_)W$g> zeI3Y3V*6=ftY9~4=tahgVasksK;Zez$WA?}R`yS4c3F4FtEV4aroV%A7fnq`Ng--! zZ3XoWO-ZS}{%_2|je)VT{l)-sPu#l@fB*K7wD30#3ald)iCmXV;d_JX5)G!kJs!M` zY!lV(*NahLXXd=WT^3;en%F$BsWzM$3Rie%Jtz2)+FG31?iS-EYelJCUcy)&Woo`M zYi&AqnKM2Jp2O)x6*@(!g2jNEn|uNeYJ?)K&JyS9(zj+p2)GuK$BJ2xYSmw#NljFI zn*3-_V?-1LbsbDlwB3aK?A7^FXDsY)4L7_9U-p>X=TnO{KmC<++|nn=nS6-U!M0XK z>oI-N`$~ZL1I-WQl;8vQZ_yWz@9eN9rC+3lQ9y30s1nkf`swG7Pn`62`}QxCS@&Ik z|MHuM4ko~BUgE|p*KzI6XE#i84&^c^d$>`NPr~0^$Y^b8o&U)XwLB-lqicQacRh{o z;bwr^sRw_2V0F1Il|M-kVoWoSD$~%_P&#g4Qc%b0t#zQpS^)aK_uz+2@dFrz=LLt-(t0BS;uk z*H@G5w+kDFUx=Zm-r{dnqC-;xhORBn=ldHi@@rdQR`g1p~p1`}luwtXO$IA`>aX#ZHb z_RwdRTN(ogVa~^$mJH5FQx3(3`yNQLyk;Tx?jD$l>iSvBkv+TIz zz+Vn)j(GD~QD31l6+}o?>1Xf62ew={N1(*`4hyhne8eEg!#IEsR`v$HA7D?SsZ99y6ze`LEq^djo%|)%*hZp zEw3aHBbsm7#OCWBCa6BN5{%X8e$!MOTELHNo<%u10%vA$;A{?h6}CP2x;kI3@>omi zt0xx%BV~!6@)$EK$GJ3T;C=9oMYK#$FT*y)yf^F4iA^E>>}7Ke}8uy*=^95!gCxs$z?fnBIOKSA4q*DlRP{T@xum&hPuYaoz9D%;+bM$ z--Cjh7Zw&a%btFq!3U^d-i=Fdf$53uaVa$~YY^6Le7U9Pr?U8cMY^4Vl4$osHBIkI zUV&pJ;?)9p^$)9$TWQHf=)KoY`Zl9(U0*qJm<|@0%xj|)EL4P)I19~ANm>iIgrD7b ztq^HC7p^)b=~8~hG~bjkRx_@W6qt6NEKsyx_?CAG5Qj8@( z3hf)Fv3FnGBLdWS_s0dNTwK{%u?r_uh`Dj5B=OM*8Kwi+mUvF)5y`3D+7 zG8;Ov=g&XC_c;8XlG3n}hJ=cWYSf=3YFDnS{W5qYN0yY8jcvMAw^bj0d%2OGJ8tH7 zz8{vDh)+U7;{VK)H&y1wkQSLKF?hT|^<-9Oo2%%nSkYSjmU<$OlYnX>w4FD+s0xuS zz;X3hup~pFi^t`P>Xxc--OMGW*^?I6PSA8ZA>GZneYhv8pzP2={fLl{(I0;-LYQ%* zBB@_xcv~~&U14pKN4kub(U#bmEP3E*3CYPTJ3GB|PcBxBrYy4=AC-nqSrOLwzhWT?b)pH<)+UYerl&P zC8?yv=nv!z?~8xf+f0fEoT|3$5te~PlA>Bk9?a~`*6?^-Fh4=UV5rnoQo^e+>et&E$TFNa!GRqKlf>Zm>h$JhRCcb3X?qtjgCe@yzyUs+z$1kIr+q#=w>}6Be$6(^mBM(& zJeoiuqSk~z*|-2SM8VNOCUZdsMlnUB!t3f3Pez5Vz=z01{&;oA56Z=BYv zvT{Sm9TK#nIOV#Ut1H!onMNNz(+=Zc0_d2|hox6BHHU9CliS-QB~?for~R_r*V%0d zA#4%dxvNTThUxm?Wc^~3O*FVs4pYmaBI9^0fQa={A{B=pN)TH($<|& zi6@H$@V0(rd+GO=Qfb`1tD<-Sk09xsXf!&7=gGHk&z!Y?-`!qEM@6+{ODCI5mA(a` zvmUSQr8}A}?XWj<+8m#(1#`n9B^}(KzmGxlxLk|3n5_=$jYn-<$s66G0RYDL8M@xz zwjczl1mYc(sTw}d_ zDV)mdh*0Z#Om%m6*OxAoE-QH1mOIF(G>-jr6e2xfFfd8T_Pv4e!{d`M`pdtIIfrxV)uGj^5ujy`iR5!M?dFnBV)9O zlB;@R|M)VWN6L}%jO>20f>(H$OrAVwkdEJc!)Py{Cbj0d@rmA3aYTEzOQQ_9vQ7T` zc{xXEZji;2R21PtRuhG)H&;6)8Zfuhvh!jsn8Zp)7^!QK?Mla7t?iT4;w8RR6n`JD z+bb*_96t)k=Bb<4?WyuJwAY_k%YPXe87Y+94F*K$>goa=;4x`1L2o=$L}unzBT!Ke zEOv>D5>G5;7f2^ipuz*+QeWZETvNALzrN#_`vMAqz|6C9gSmQ_x+yG2q1X@66Qy2o z*UWN_{+r%%Qyc5Yo()}Hifnp&O4(LIU)9W2x;2mG)}|(G5gg|mx`%S{?Od?2eVm0v zw$g$ldYk%{W1s2dF>grBSc3D~zeTZMgUaS{{<)6}>h(DEX>6LmaQ}Poe^xaSmWPV?RKgP|p0^1(rabr}MRItnc zaO&$Y-4cXNP2vgz0u~XU z({AKsI5D4?KML+=8Wg79gX7~&*W+~t_3F^I-uTgcMf#o?TK%Dv$B!QmnN_6-xSutf zb6GDiOei8Ceqc_`2MW|?P4k$QO4^(T`Z3jgI~O+Rk7&(?LEEWWm7{)YYt{yFHbB4J zeOot$bU7yB1a}_4B{FmjcCs1vr}5n-Q5i)$haC^i&NSXNROY^sfTom~)#$kP?sF%p z+tJd7W2nbhtn736Zo~|Zj>PhC2xa*iV}Ek{u4sZ4uUJ7U_& z_b`9a1=~UODzov;@q$;2p6B!ACEjM++I08L_G)scd>Ay%QitI45F?8 zbi%1xTm8roVVrEe_TWmh@nB4$n;-HyGPY;Cs)9EMB9VzN{o)gRGdbj&c0}*rzKiTN z+?{ty)AjWFJ5cmj^F$N?_5x4hxKK|dK(5L3nciZ_Gz#Eto5q>}zT z@p9HI3=Vi1kcfCKA*RbL_dBOlgdiXYPT9k;%d3Jw_3D+1qUhKqY#sM22%Y9y&+`(J zv?G*f9lz14vVFP&iE3LFiB7+AdBA@oS#KE_tPcZQyjoh0!rA|_SE|4Ebsx4_^yWZ zDqHM6V)>f`)E>2XGR5d-KgkePSL0-epp&Odx({8TQ7BoxUwjeiK7P z3&HOrY5K-SZT)DdPF^}7eEX|^mTFme=A>ldf^8D%B#CHFJk8#6*NHCiA=93jg7T#wz8r}ek^@x_E%DhS>?<&$iIY{tsr;wHi;Rx4E{{dcvZ0doN^G9+GzmKmY0`_ zguGJD7u+!c8Uvel_A7@9S(wGfrd)TsW#Q!d!V$>U?$s&!E=}n{$V?0UifeZGp1fm* zhf~hB_T_KMI1|5Nd+Q%Jhls_tHjpfJ1~kL+zV!H3rfA&N7_qTA6AR0CnPvK$ZfT}j z5+l9XR10>HX7t6hGO+8?8hdsYJ*c7E@%i5QvRqGy0e4+P3f5gZG@T-i!Im$iKb3qr z(riq-w#Q4Bv7s>{cP8d7R?XRMVDF;3YW(_$&6gK)-X{kj_e=>Xvw8SC6&LndI2FLYpq0 z6u>RSjsFN;3<}fM{4BeEom3kk{+5lJir(*mL-#Y@+4aT8Qa}JTA!%=7wFPP@&@^7X z9*X}zyGg%GAP@vPN6}`Z+34|%nq>6!A+@#KK+HBd*!J*w(?Dc4@vaxM$y=)5ZLO<+ z_@Lhpy)XSnxeTaSI_BLCgY`$Y=TtPStWG5LJzq<_SCoD)U%yDC#SOKZO%a8|f>Ql? zHZt`#>s)Y=TC51iA|#4+EK(;gFRQGk5)Y{^yy1 z#<9^cJRPvLc%CsRUh+1&d+Jh|hCEGvOY5F%r_4mkS%bI;ik;f_HK?gjZ$oMgO-HO+Dlfe`|z&QtXOa~=E?>-#0T~MhA!CFaXPsG>E zuuIWA@#@%$ifJ0+6yCAa*g(9edV9xrlBbRRRXaRA!+MBUPi_=_yR)<7Ta~37OR1bD zf>)zmu(MO~x>ms9H5+VSE8hA^)6dXYYT6`+4o!_VYiH+#LI+vOnqNVkE(G-vq9B}j z=@TBpsaMcA>QIuPN=Evl*;6+Z!TbMUbM4^&%?+x&`5?%a*MUu53~Um1m_S3Ko*DN$?PkFYeQGy}q6# z8L_vwEv?j1nyh9o`8=`YUBouH~OL>R;392%-6RzD8HY8O?Qob`dfiA_`6QEe%W&4 zcBJxulXvSR4Y`2t`lJ4IGerR`peuPi^5zNJp+aVQl`1p1osM}lJJJd|h^pSs9sO=d zaMt!FK9|k$PaXHAseUn1ef=?^+lx^c(gm-_l?~)j(hFxh))E@}J%vm(0p)$LlA*7y{PxRgnEimzILPX|5hb%%%Wwf`bC?;bC(Wvy5N={k3P$=bm?U}Up` z+x4E%DhK}fXN;mql1pf(@Ul)h4`>O$&di-!S_CZn#UbL&8U-jU4JiXD4ef=tJAiAn zjr4?K=`XHURgVXIrnHSoQQg)0%EyxnB^jY-%0@+JOs`C^psNgO|p2~>6_%>P~uEF)e#g(!nhsA#P z3MtE-xNcncV8fDyjVzZoSf+&9Z)WNZn(N(F;g&Pn4_~JnCBt8fT)^RhU zB8J3UCH17ZbB@|{V&{^>wL{|H=61I1H3nMI;SEYX4-(zlrrqUo2k+Uu5aRov`l5oE zo4&q@y5Ht2KJ~!5GZJino09#=cr$cKp3i-DGZ?%7+~>fKnZo9!cgU@{R0?+_s9u8h zLV)dkq>7G=iaHvz1PDbIB*!#Yiw`ff1O|$o9*(8}5~m1NbeZL?sUYzI>Ny#9h$E4| z#=sv&bd?K5u9UqZC~oYh`{xDIuDkhPZmWvqzCEOt@<76F)oG7XGxFneVvz#2UELKY zL%Q-ReeZl;Xmm<)|5wkQ1lRR9YB1XneifR&%R)VC!Mq`CduZ^`syP~FYJb+4y4a~P z8ujs!1H&z)Jza~Gd7L+H_RvUo zb{40K7Enwc8&jZwv@|y_Cw4G~c5y#%DOf%^Oa@RUZ7hbNu(1Eq!NWMIit|ATr^q&V zfL|$%FQ32Pz*D>|95h!+z)xH288=CU?!0J9A5ec=Dw8PJw>LoobcNQdVbeq>HzB}a z9_8+=_qQ0O9+t9#o&*~Xa$J$C%QB^9@qpc^EtY9w`?MBb*V z&@AfE|CQvwAO`5hjm7O>rZVhclYZJJa!N++qt8;{6aT(EQ)4v zRP=1|rrJeo*NN(13aWs}RN>397`ENmJ_^?+mE55rynngb0k zPmXbJAJf>e9lFOk8*MSK8uUBE0f2dlgLBfg0}K>}>NVlto*)S-<;QCa0%exHp`igt zw+KrYhbv=+s@OoN1Wn9Vprn8gOW||IaA{Cr0?ke!fH>{Vh=L#~Ei22goULwaYvbos z5`<|D?oL4y}swfAn516^StropOddDb0mS{am~l-{rN^*wVVre^hv% zON~3P3F+xs_f;fRDZS_BeImKfd!b}t9{5PX$$^}fEBWqvf^}n8H&gN)074JEq2%Q| z0p{oe?oF-UpMl2jW+cl*k$Rv^4(NcBAXd-TSd#*I z1FS+|k$O#3T$~s~1Q{6_Qi-hoUoyo6Y;Ot+8P@v}Tfu5PNOxFRSfNBbSqA;NF~11 zA98O{uP1nUu(GW4tWag})}fV^ztJh&!elXi0oUy9qeX3gnG%5}?0Cbej`~ZWzgY4U zvX-nHyQtSi=E@k3UBXpfL6KlVoP8YfDx-b+tf!jdWbuhuv92)yF?=6{T0|Wpj`lRU z7DhWDY*NhILxU{x!9k?!o>Y7)GuRwby995#7p$?G{|k&mm|E(M9z64Pj;#v|jej^N zCMFm(>tg5>^FL=v;Cfx}ae*5Uy1#i4g0nU2ojeZPU&#`wXAYOT9O{7(6#>*zBoM=J zvC$KFfYQUMG*05$u0N0_Y^-Dp z8|`&E%4psyJ((IOl{|%%I&9I&_5vPTzLuX}3^)?moF=U;*{Nk;60wM0L9UB>d0rA* z0T)Va6>a;C8oBAR8lixjPfHE+<5m;&@sXdRYbWm+H z15SkZBL9H$99N_?N4Sm}?dd@gYVwX7JUuyC1?&xx#Qk(z(azr9bh_LyDk3Sj z%^T2hpcW8F1@hF&#)dfXM+)diEbe<7{CgT?Zg=53DO2IJ{ z8d0V20Napi7Cw{oFInzu8YwE*A292Xl=|tRd@fPn=(%2`Td4%(q@-de&zxojdP`F* z)uVQ9RT-n7SA?psegF#3L7X2Z#JCwKS>uKb*loQval&-XWMBbSFEgFvm z87pQPr5?g_o_6hU+60-qetkeHnAW;N)~L$!K*irNtOa?BPK@cwr|EcruWQZj;RGoa zsx)82o2-YnogY1Vq|x9K2@H2gCH{VXI6FkQx3^`Ll?;_JaFCvXuPy*QyIhV8@y+cm z)P1saJP)+`IXHl839|r6KCccl5uZouP7hsZVEUVwd_$Hyuq}BA)$!df_Vw15EIOxs zi1wyt9XMc!_m}97;ZkR-H&e15FPT` zu?ugXV*&l*p6M994@Hsejz#`5BNYrcOjO!;i4NFt`-*lh$xecjrC;14Gs29-S9OXh z?%y^ZH2xmr<-p3r+N9+s&li_9P@^!Lub4;sr})9pCKWGR#Jmvk?V9^z*V_df!@|(v zjn|AIUsJt%7Y5D%;aH>bU|J|KU)+NtSJHSD4EjtUKR@|wVZNcRqQY!8M$>q6B-z*3 zXEImIa(H+Mnk$K*ZvKVCWj}s=YCchzVKra(&_)O&uH(a!Rct1gG z?%%Zz>YZxa6)!S)iOS%Qb@bPBg(N7Kql>M(8pSAzDFUzUOt5un4^I{<0bn=F(X-80d!cPQXg{zacw*^Y%IF z_g+D9{d1NC+R(*L31$KNES|TdelOB-wKrL;CaeZ;h`SV4kh4!&HIyHey(pXJ2Q`za z=|=eaZ13>sh&8t;HI*3j?UsS*F&n7h3I$4GK-wFsFdo#KS8)POE1>mLNhQ1oZK$-g zG&BDgP*zsza9txhj4-Z4LFKQ&rjQ5DAp z#Ow4Lu+F%1y!}&*##ZtaD;0Y%exu3o{q%qX?RX1Ca!?Yjh3PU+n0ej~H}SmyR$}0% z;MxzUgL&NQIB*W!G$vAaQjc9vt;B~yw>7Cqb=!HgEV_r05*;n#;=&E|zjqVwmkq1k zPR&45wK+m|*+Y`^>BsZE1y@2c?9-g5+(0%ehhK1l4h5B`QHcK=FuTZUOTU55_Gw@!t zcqfZx8cw&sEL1!ne+^cI;j>ln0c%OS;6#~yO=7J9wJAQ2ih2^uzAu*xtav%g9f50~ z`e3WhaxPR>m@%5=rb^6X>NleuRQFL!f6UW6XBX^A`IkR>4LsB`pNr&k2wNHad<%Iw zs~3K7Toh(PNxZ)<||^a2%kIF9SNXe9a3NTLkNIJdX)|E zyAToNi0@%xS)gmGkgpK*5Pra%cswdA1lu$PZ^Dttk~r6QUidbE4rgA<0?j zsL3#h=lO_O|MNE@$?ZNnP4@iD{0P81%=}9j(;_AtI2#9{eSlvZn62C~&J%w4>ZuI; zRZsu*m;P%^l05jiM4cwCKa=3bAd+ZC^i~!kv`Dt{;BUX7c6H%lg~y+79cg(YOcZf< z#FHZ03UOAcbbg`3McWw;g{C_;56q;{*Q{*vS>Xl_%(3S;Syknip81l**xUZ~a-+KS zxijdFl;1oJn4k5SEg=8^BeMba;4j=PyLQIY`{ZnhPputNmM!%I6&W(p}s|q=p7gUz81cRCu$)N-*0M}3rg1!WY2xg*k&eFnO zNfW1&un;EDe`UEc(*GL4trFd!t6usGE&8CH;d*{zr6p-Hlg5*uP;XTuCsW_dD&2c3 zL({QP)P??l*?0t#b;Y<#Y2IZEU61Tdw<}E}Ep#$QYOE}&=AU+&Tbtu!2F~G>kiQZ= z@D#`e)^lPfI?^O}nfC6vMT(WC-6Qx_;Qw(Wg*04SOA*RP7}5Z0v+9aJP}9YY56O~y z^dr_##S?mBf8)+wciktZu%K-yF@8IH+lsg|95@ zb^a}b4^?PdB6uz0_lV2iz2RK|wZ96AUr|?WxSd?YqD;r_K%P=8sf0yfJNVP9P{F9r za_-wS`mAooXFG1*6rclRzcdC+1G7L!Jplf=>1T$$V`Wr$d(E9e$M~9oS;hYVWV&zx z)1BKVN)lWn?2#5BH(z)1lG_5HvTyH;n`C;fZzmyj)C;#<|7V}f9`@;ul8P!ICI$yU zp3?GiI+o$m&&*(S0MsP9*x->Y$&ejNRjCQ%3+kpZU==hU_j`nHPS~)mrDDf_ z&({#7o)-lEE;eB{09s5!qxtU1nV4m}XWAflrQtD#7V`s}_UIlgDpPVzWf$jHdH9ph z6WJW-^GzQqUxALy>Z0@QF|OnJVghG2NiWXE2j+!dyT*3ARZ*9b?nsKDsVNmOuplMG z(@bLrO#vi8&&UXLUdWJzpF0`A4cDdbLJIpdc8Low>?F9h+3B=*SK26kvp6j)F)oH9 z{#3r6xhZkSjuDI5H(bq6taT(+XA)GXo2)_)R|<&TH#8dy6@Z3FFULPJ`I1j`OyJzM zg)ed5GP2KlyluC?L6s3jd-xwOiS^OlyWnu|>9@LcWtQ^o3? zb;g-uEA`E5KKH%f(wCfra~)&)_&oqqxN5~6zXRS^{=IJCGB#l+z#fodjsvzQJ7_L1 z?$hP&eNie_&oN%Bfc7`h-7e1Wv9G*N2v8oJ#=ygeSIpB#T0ijkb5R5JXn<4O{Pe_9 zBL(Dd1ly~`#+5f_sTi_+>g$fyvhPTle6LmQSNO3-&Y}uN|C$>1p7-<0&-NdTUmsfpm$59FiJ1GJU~6}M5qi#=Y7J0Q^N(n9kkcC6#-IdvgY(_hr>>Gg%BT#j zn_Jc^yJ|Q0R7A+o=CQ2$?yjEpfexP%Av4M7q_xoP9W@Jn@(HUoD>)Pi=nZ@X_TIP2 zK|{K6@P|lpZEBpKFx5)0+PjON5-?-B`B@h@!iVMLVTfA;gXROmyRis;sDqi3%O<-x z`-W?lJ{kkn@6hMOenll)O`k;3DJM%NTKB$)$5-BDA>kyM!?#7U&w>tHN(sbeNO6S! z*f8W>1iZoL-&vxszV%FHI@{}@EQp(nN$-j6J!{uqcZ7SP=r=8Pj2|>Gy@1V5F0br| zh0)LVb{n?D!7Q3Qh`&xg>0yD{6A~4osefVDOl_TtuAlbUKtXs1yGte zop^GYb2aRdpgV+_{=&KVT#Cuh)3yFq zaDKvg4e>du2nUJ-kT_(^g;sgxy%(g7stMc)QK>xV!UM*83C1U56RthVo#?T;^Kw`1 z8n-6Gs}<84WMj3M4*S!{{lvuV-_kwflSE}bff~%_Mb0+o{#i%M*BIO^4AB~?VA%$t zqdt_G6O%=lNss=sFzoPAVuoF1H&IZsl!Fp8f>-sP>8{{eP&y>)1PEgvJq8f}+866& z*!SiF$NLg*{L=dlkrvL?4%;$cq$VXA2P`8=ULPp|BN z(QAZV7%aXggs$TJY(YF+`pe?7LyIs#$U2!vza8@~E8m?8fK#TE1#f}jpvOnuz2P~Z zkPp+G;%=W8dy%FHxr5OM*}G?a8wEt|HLC$KwQQQfV448P)e9~w=)kp#YH5FSVe59X z*$h01Jnm;ev~$RijAzuSbLjSC1M>kdv_!Ld>y9jk-pn{X{}@G~bnEbgMMUXGjE>7^ zc^rE-O6@c2?#c|}(sJe%jVXbvQ1$li5NEV~Nvi1OJrnI!mb_`6z6DRem70CI!O6fx z&6&@wv)Jv6>O2akb~&=QY6cr-n~HQlMmRC%dZjY22NZAYD4*(w$nPq0dT5@CTwOW| zho?L_mpz7T673rhJP1kczh2rUK88fSuCPW^#x7~PH0q=LJWX9?fwFgU9d0;LqgD9&PUD*epx@zCa}6b~#S0>kPJ2UlnA z;TkIsJjSX&l%Umyvx1tAFMM!dz)*G<677XQ<7v(Xa5{qD$H3C-39FN+aC=D8i&RIH zS0OzLj=N#?hG9(`MFx}oso)(yQnJLNmfS`ZGdo;KET1l`#;z{bNAcFYtTHz-GowS0 zk?}9lvj5xmT&>FNw9DLbrg9m~Od^t`1G=xKHbXA-FgkibQBpHVKTp51AttByEc5=H zzQ9{hWjD)Ra6g4W55g(9_;IKNB(K%b9je;sq4mU-VQij(-l&(`X-6xr`AZX}9(w+}|RZ{fJzeAuQCC-8M^5)wije)D=A9@3n4${}M1|2Ldqvv{g4%t4M#uBPrE;bDm5Gn2p z4q&06Bf)s%>+6hxi@%G@DPvoMF%Jv%$Y^z!iV2zFcmYtT|q;GnA9czyb0!KDJv4b~Rij`W(# z0+$xjjy<-@#wE{c_MSfbrbIvqk50Hmbl7-~PDZotTIx1?W3_y14mYZz+*BU=xQIR$ ziDa>WhKeJ#m*u>SlWXPltDQILlUurp^}%Y`VObe99eHexb1}u{w&{xGd7nk1f+Mr1 zCm)%3N8@$Q#mTM)87pAXX=1>kkox<{d+M!P9MYbksW*0xc^5McV))7He}p!un!;dN zkF}}I?bvy%HS61e*D3P1kMD+0hwI3^o&F4RO9fqblQX5O6(yAo0Z14ihw1^lSNjZn zb2t+sE$w-LjgPNdcniA1$R(Vpl5B$ab*SXjPVIBTq9zCL1ij$mj44q0U47VaDOr=u zzO*aptEkcP*MjZ>k`tsNIb4jrj_)|rJauah>`F8Bs}Ob>-l5Dbou16ogwHjIoXU~Z zPN_V36Td+$Ki?i*M2s|4?SRPcCIGPCQIkmWCwW5cx^t^7t^_Sl8W|&}j|S~W-P6$B zFm%rRChE)c`5lkO@M;4|6>sx>J+R#|-P9GdKE*^$| zKqlC>g0lQK`1!eL-hLYey^QHPM|vQV{h6)bB=!^F=l>oO;=Wo1d^P<1{3!ejb8|#| zeD&g95A)j1pNsg$SL<;}=h2A|~Sj&)7)fGgdbf&X) z0{S&%^(2;2sd0@oH$^ERzbs=>6zF5m;j2x)*}1C7XgZSh@~#1a0kYJ_Q14VjM``c+bLr#fcz5-8ha*O4esf$AO1J>|FJS_abaya%>P0 z0iurgDn#Pn{mzVy;wo_SMH41_3F+!%JQ;A-UBPjznM?R@5=7g}>^YG9J9=CHUwSPs_oC|{hT-m|A#^>_j zpzQ`|N3@Jtp2bMVoXUF+L((4CxL9n&eNI9~JKQDz?9$nggIB;v0+BfX8G>u_q9B80 zk?#IN=A5)twqn*%gM9rA`5q}%bocAec^Er0XW21T#8~*W4zp!Zv6I4Kji|diM!mny zNJs0X+*iA%uwV5V8*jXfH1v3XR(exEdGxq(A2^vRd4sftF>Y_AqVFO(@lYt|&Eq=e zCwzvwC@|)GW}PL&Z_4-85E*|>28R!Fve9nx()Tj?U<|%@nNuahievf#VBfsfXQAuL4lT#MFu0vg4 zryEGA?FPap)ZuIz2nU~%#bS|@=1_&Kjicl$UUQlYNOGmQ=xwD@tRX^J^0soT>X5YA zPcS`~KXv!$0wH9#!6S7<2E${zj`l|liuRY}u?dGmJ@?LY)4i1lwG#cCym>T%n^#+A zD|oJ-yH-zVM&t6v1DAf5uURRfr3Vb?dTV_Daw{NJB##|Q@GZ@IAbuB4N=e6x=Uqc@sD!Vv)H2rtpY1xj*)vx&(aOA!hJ(sU@X4LWqLrbFkRQigK4=PSd2!4sn!wtoCL@97iuRlWsW*uDi{?U8EYNxOeyk46YMP! zH{^?-40U9_CB1ZP)zCF^NRRwyxK`-Q&FAV3%l7HTbb}=J;4-F`th_iD!9AaI1!qRg z^s?mwwz?rMSRSc3XU+M-`GacrlVKn8AnMv^+wTVbkV-i^Iw(1w9TR_Foeq^VU8%IL zeXsIo!VfM=l$YoGqJ91U&Yv^=OV|AV#-zsfw&1Hz*W5lva3s7wZvS08#fL{c_FDgX znEqkJn5YWR*xfuE%~WgxWQ_S9rq%cIM~mx!WDs+HXi4c7>r#dxk|On)_o}(&<3;FZ-H9y??0`ev5KN7 z+bQ{s*S`?Xs~i$iPpqHqoC72q;E}t4eFWnwJ$vp!U52cJE(LFI7YnsbvNxSPUZ&qc z!**<+V=9F{amg$f0#E2#YSK1pkW3;-^_Dz3dO5Q2IrLB1#Yedc`=J^0Vcwn1RrMgy zrqat~<+`#@lg7{=sKWhiGE(*|VXZT*#depEMKp)F~6X`{C6 z=kybos6Gc^Y)awjzyI80uosLjNfACocMyo~1=5))D;OcJ`<-6<#_4blzL-CZhz(%mi6-3=1baMRu04L8kM_&neHe&>wypE!mN_jc{I)|~UY zewTBozm3YC$!tX9NYnLrFY|GxGxxM6_RL1uC~mis1#tZ3DQ06id6B+xp*2l7@sS!B zTn4p?`MQ%!*yKQKzVo0*CR&%1Gy?lcF5ZB4NIJQ+Zg9H+kY7{wcq`#9z>^_t)v0u)n>f{~v#jOSY+ASnH*#k4>S8G>25{U{2Y`m8x4$f$Qf|n)d;0AX1 z5N4V~o!Ta9DfB{zjw!z%{L!E$n+(?<7H8%!9-#oh<7f<4GEk9$K2d;J(Vv0#)M2)I z#X9$82s!?)v(l4HTr3FNQh=F*JB^`<(5Y=Z~7ig+rIeDBf&&8wOdWo^5FPY?MgY&4!lkJ)S7)8npR+$>BBeg)%4W46 zV!hXLE1ZJ9qTSqYJCP7Do2-55F0s<(Bz|RiAO;E}6sxF*_5I7DhC)=qzWO1lTM~Pc zkb^WCYN&3*pG_a@&F+B)RIB07%5e3k4u{2O7I;5=W8gtm$-w8G*v{3Kr#taIEOEjk zyvn}1awRTy{)(;?zL$t6$yzIWwE9&sC1DzE{<>O(-^F#4!#<&DkUo}UAH|9;9 zTY@N&KGvXQd={!HNh#+#znC%F40^REf-guNO7%Cs}G!pGyf)&KSXGO|D0!C|Kl}&2h z9!=Kjzc3n1*}|%~)NP$1+zde{Ng3Er0C(oY%Sr@2kA4NQ)Fe4a=jA?JLMf^q1u2F1 zImQmWtS^wKJu9M}$SKa=81XXgOwk?uFd2pecZ-{fK5VKJX|0Vz4M4QYIC5Hc&Rz*S8BK*%T7QH=7_-w(fQiK7)dA&6EdzByxiL>qfNZMvH!ugNlow})rUhU>Rn z3$(Da$9$?snnop5ANwopG8>Co9s*`N8oNDcX(Po+4S1zlD2x+0TEP;qC!B-x!xq$5 zy)|yOS^&1Pbb0mOn1qb2FUTfrA6$GS20qHN({2W;P)8)Kc8PO%i%>!|f9hmHUW49L z&4_b&k<@$InvU_G$T39qLg#a!WqvcY%lE*+wfyJBu zlVP+ZP^DC6ONAl)xu1Kd5}F7cFXg9~954iv41JTN)qfTy%DbJfAW;5BxzVgGZb9{i z7!O)AcG^QJfFQWVcMl-vIy|yY*^%CxdfANalIq%KmoCtptrdSls=e0BWscU_A zuihT6sg9(o!T)4%@OG#X1)E4KY$5G?QPqKKEA153H?J#5M{*d=oi&L1KY}Vlo z`aJ)xm8v@8!tRU=EtmZ{Ve;x7`iBo6z)AC~t_zDHMiyZJ?SvIvMZc`@B))vBl^GZ0 z+WD7ZCHd+>Qinl9AU^vIedhR%8ovv5lz6clW0nUdVvWJsO%byyEw?jc^1`Z${j$4b z#QsT3Kkb@5g@i~+T<*^LV5t6`nP%1#ahnDGJzWoO`%`qZzL1j1g;>}f(Ohn@2C~V9%$Mq-8dK=9Tposa%;yNH2kKuLB z3Kqdk5qQN%Y&KI;@wILVE~l9&lH89J#DV(y$T`$Rd`;ER0+Td)hDY_!j zAJYKHX!|-!>jUy@@wi(EVdT?DID0EaLw5|rc(M%fNby%(LV-HHzpDG5)A2RmK$jo( z@U!A7zjgR@RgIlD9`F#7CUuHI24;&dafx4~rq+rv;g)f~|97So%?>VUK*GhKU5Z$w z^4)}1ymQbU5o|f2+?Yza30AN5%e~2?!Ls*nnvI6eAmCh=)`QMQ`*IWmuWO|Lx+L5A zz=SIg|MlT!JM8avbZv~yz7W3S@*1OI51W;BJ=LW$0J8D4H)Q*ZfdRynM+}Tq)^QMj zvSee&T&eQ^=D_4xKh_+I;t}y4F$`8uz=TqE1G|*%v{hvJNN@RBiq1gmR2evdyCBuX zGW?ye{M9dt#nJ{AJko$_E<+~ou#62;w-CM+>%Vmd<#?5pg7kwqu^kI-t`YzX6{4lo zPtspt*Rqy7Bs4o>+{kJprmLrut_oTDrZ}~#Gls}^6>5Js1C}Z9c$pJB%!+i#{G7Vp zVrJ9FY`{0gd^nLeI7zG{9!XCFxJ_ul|8t+C;0`K>|WnZ$D zFj6xJFumH<*x|U2+5aY4%w7+n?!iDkk3_GNZrwkdCkjaU=GPX1E+}M>dE$9QakIw=2GO&%eK@{w6NMr<}CRH3B(kFcQvI#1q%fz6Ng zHQtME&DvhiLR7xz1QCPTaeCllloa&D*Ow?H_AFUT%c=-P-~!Z2+PEdz*nl&Pq=fG4#Y!k?JlT>Ch@ZatU5%=% zOz=5LbXm$97dJ#O2#8gG3?gTInZE#$8coV>Wcq1};8?Kknq9+HIxBeJ!q4~^ z)B`&IQy@u9HN4|;f>xoHAVwD^UNv1uCRT%*d-SJ=+T9>d1@d@3P1*RYS)7htM? zyc{j0RzZIjfTFbKlhI1LLdnAlGpFV3YR|-0(o3s3XgW-%cll-)nlo z3M>U@Ro=X?V5NvcDWOG|SbcF4_Qi!REu&p&>2-6;0NcrHP4R_QQA z0)k7=8a!>yUs7W-3GU~yPW@{)L2Sba&y?!a*!IscN@-af;B$%m+nyyP9-1JT~wsE2P~ZKhIh{Tb)A50b5_LNc-aF97Rcqkwv($nTt6xJ z3VGs2>FVBe){Ri=QM~ZJU{Y~-9@~X4DJL-sXqpN%n!1j5LLy)_4F*>)*O8+SBtDZQ z%00>AJ@k3dX=0$x*$P(j%E>1}Q-3F^!Jt8rt#zM}Rl}7rzKd*Q2&7H_GeO$Dq+n&Y z+oB}i2)yN+cAI1p+QmvNjnD00oyu#>+h<)9CZ+TPC)h}a1ZbO45hs4r(LFM^d$>4q z1Aj%o!;N&w40k6@kAuhfza@ZV?j!95=xxrERNiJzoXnpU^%LDtC*X@Ba`=~*v6^(2 zhI%e+asVAEqTJ%I!^?54Cha3{k?@*I*U^(^r8C?0&CHyu^(nIv2YcWo$M~9^$#qzM z_YrSm!??0oiNy6f{ViGCsro>6q2)P=GctX@WY;PW?X!YrwpIrE!&emyrmU-Z*Gb^& zA%PF&c~PHw)a?Lc89W2YMM3!ikzlMZgFWFAg6Dot^28n2@gt)y`+13I0v|SeHmmHt_DX8Sys13Qx3mF+E3@s&Xozf@W8mBgy1;% zFPSvjHj?6av)6#(#+wv$1wLk_;PX}RdBe(ilk~`|T6eJ;FROfdIU-ND7Q8i`3?N82 z*G7U2j9(xVR^>MepWuKzIU2YEv?~Tb5#W^9lxrW?v!TTA430udh|b z?2ieoSMH|PpWLf;fMvUu+QlTm43r(o2&ctUE8z^ejgGGH@-+|jvSVhF0vB8t)(art z=Xm*2W}aGpuvjL*qc|`9)HtjB^<9DE+DY4C6Rsl(fI=aWU}+Vm0qgjta?)&{2>)L- z+_RGBK)L{JmWgjT^U|8%uLF{XANNwz&C8BuaqCKqo2@|pYNn9GuaS~kM~}hmzO2Gp zZjZt*_

(ob-GpL~@~j<%~udA=x9MH*6HwNXrTw8DvEWYVABZ%NH_WO^6`3aj0B z)Z3So6i-p|?fJa8Jbnu4d#rumtLKWA>M5{ghh}EX;zn0kz(p5IV`6zOq*CoF4Y|3J zB!sJ45gA0U)inja|L4Z8^V*D7-ShNZOqO^+Q}Pyg6!BQ9F=JIWfQO1gqHx+N_HdF& ztYCC?-xyMC>AlZz893Vw(cWt^bEUazfR?~9-k*! z)ykR)Gs5nX$oow-I>i?|Y6GeV$fclBhrZX?T`DN_!kfHUtqZWP&P)lr7B>HXkUN37ZQ`YmOtwcYC7 z?)Dd5?oZcEU=FC%Mn`rDd1LNlIJ26`hm4LefxGRXr{K9DlN_&&pHWJxBS|1V=1G2t zL2x90jcN=q_C40%QadBl4gGkh)JV`#W;RvUwZ4nWZ6dWjmxNJPhxpr3#?WsIPtuj| zkb_C42neNCE3}Tc6CAZ0k%67Bd4BFH=YEz`U6Bl?b{KZCt?t-c8@-1;3YD{Pzo`}{qj#@Zyybg%B$RF* zD{roK=j|)crlbA_z0+g~wfAgc60REKZuY*P47c3+p!|dHgaMC2r>d^W^52zq50^hd z*Zy-6L9wPxXh-YKX^!PaQVCb2cK7Lr&hm=tr6jop!}pL4aDBT#(9HopGp!bn#VtYd zD8-?jbFI)ih^Cac0c1SMkHlg-9JV+4`&TL$0otC1fFSKq*|>l@KWbh7hu+YJNfM%n zjKNppif72*cxH%L$J`Q#<)l`Fl$Y9F z`C*LLDdKJ|ib7ygkqgKHjiF61lBKi)b?6q1MuR?qCsUo<%wYbXQz9ndpWU)?4FJb1 zd_zxmSKzjs+&w+D@wjfZ!FUb0zk;|j@u7E|pD;&R6lpIjp%#u_MTrV7RR$kNuN>z& z2SwMd4rXh---uOP2PT{xqe66ZeCzPEZEa)nCSMi~tT?OC!Q9bL7(4DyGON-cg(7bl z+b;{N!{;E6y-|jiO@?)RFJHPoG~Bf>Q=MjJO~?2m8-u)0&B_sZS$HY3=u+X_K0DYj z1bvVxfB;{xC$I;Dt1oM~F-cUZ60cB((J}KyBR15HrXLU&Sil5bhYGZZ{{dWoQ|0Ybajw0G0rSe`ta01YQw zB~F_-JF$Xxj5Mt{(pyneANu&J^md9YgVhy4#WaukO*H}VAO9g~FDu7JMzv^x$UoQWL+GY9JV2yf4)ZUZ@QkOV-+B z=ua5VLVH7hjlUo_CL_pKAA{wDUQOrFY&Mr#odt)wL;m{7%a_&8GnK}zSu=$*mjqF#jf_U7DZzY-O7*QijJo-Qj>{%1boIu3x=6AXN9 zy_ASUyOh0`bu7-tF1^tn*CS0$HBeU1F56}cC~;A572R3w>Et2H#f?=5wTWKw$0N7J zNw*3&uY5LcYY8EDzC(sEFQD@+72?7R2A5C7tkyFA0nT zsiBxJfU79{v_#yKUsvc|71Km|Wv^(8WnXuoml>v>+S>~T(4hFbx@pH|WwGE{xHB?# zX8~F|R7t+C8Uz1Zi9BF$%6(^Z=ue}dG}g1u_%yW@T6v&$8nAz&x`!Nqo>8niPhH#} z6PY^ji;|DWTaf5;bqL*~NTQGd6=I)P#k;Z3Cpi=#4`UvEqNf8zN3cmR7~Z|4I(sgp z%@Z>j7DTyhq%$559{60-ez6PM@7f7gQ5=3Bx0pV|>w9{+NqG431x z;YKU2aRY6~&VJ67oi^Zq;zPjH=0vbF=3u|UIcPY^IU+VHsL79qt-gBs9Hw0gdLg#3 zbZRjBL3vZp#CR}SjMz2P(N83diO%*(cv4;-zb9N4A2DKjqL*89;S>h7!)VMw)|$Tq zvolfN&Jhr7Zhld6+56uA4Y)WO>HgQt<={<8<>*7Nu?1JuT=Lx4vC~Y`P%*PrtBNZR_4o0y}tAm@zDa=ecOMVVboyV`V zU?qQ&`ye1tg8?eTI3|lKno`F@i7$%HM%3@7@~?b}ng|eM-sr0AiKBJ3!IiIM51W9u z%UCl~1NYNW?s@Qk*Y0HrugeZ6TUQY^4+|WSh=>JmckJ#L2-)|yRLER`8$~n|&zqot zAQ#({6>XRquDt%ZJB?3f8LX~@=0%}47evNJM}TE;dvVf4CMaHxiGFj#OtZ60p^`hr2%b2n%wnU zSY=|5pb-IKSLFW)dA~gXg5>{VS4^KA1gD&%t5%vI_j9hZQS3$^?p4urzL^mdk)+x% zmJ~a;k@%ji9GvL#AA-dV466BGfCX!i5U$`94 zn-$rztxgU5b917By-R@N$>+NyWG^wv7&fsxx#yabU4(y2TY$iBM;higGW>|!j*Ixu zzAD^}N#GfzzB&;V86A)ngMW-BXE)+b50uu#^naDs2u3L zXl=Ni`X7J=V8F#gojv$b8Rq-O%@XW3V1y@6I2VfcH3Izxcrgi$O_Y|NK99g}4=(5n z=nfPO4c0N5IhEa>=$47T0)qM^GeEvFFN`i`KaCG=FhYw8W_rd%{vUH9%kNUYlLLRP*yZlXXUk&EZ@zctpc)%#N^tFo^k8eXW28GHRzO}EJj7? z=Tc@G?dxNxy<^=!kdv>lx$Dn=gDusLneCB`^Z37y#}>;j(*b4^q#wu2;%LBW_2iMs z{O?IBzFo=tD7svXBNmJNU6CvxAU@uj6+J-SRre46MA{&w`DN=jQs?ma!~nm9NCh~J z;bsZIv8+#uZ_5D&L`u#Q$HR6iC;WR2@@Qm$6#LO41!cU~uAdyufz{qm#IEo54U%dV z9&NwqL^y39s9M|M;7*!8HOjhIs^aqGaWYtsIT+Y*zP5&GEFu`5GT_HS9(|L<_>2ke zzi(E)l#SY&)#4W6V-#CiIj2cSEtlD`znxS7E+q>`REf`=aQFH%m<3Cn7|2bdzh512 zkAX23P|j}DgrCBU(P{_Q+0=B+4{jj6c^D6q?K>O2x#D23S)H%9UU+1eV9nm`T=@dCo-)J^Nvp>zMcp&N)yh!&}9Pb#u;zg;Nv7{ zWS+{Zp;6CX&CKvGPyF_qI*$;AE|>7)9^lJ~bd%v7{u#Yo0A25!SU+hGsoHBvt3h?Q z>XP&%86xxmmRHJkolW_ES73JOmVdr=!lF#%j(1y__u3_RZ_B>wMKwu`zyilA;imBGbiRkqWDG64Dz{RkO7? zxM8TkUMl!5k&C(3@laNS^&Ps+iv7oh&IVw-TN@>iQRqcE++2p7*+f#<&96{cL_NH} zbJ<=11ytUrwh@6U#wbjvi9NLeDa^uzjOmIXx`W>(BgJjaBbNQ&rPw9<{_R_sFowV- zOBY}BWuEyR8!{+cy>t7zf@spWP1x87!}<4&b8?u+I|i2il%o=mt~KxZx{I zLnFv@Y^Kp2Pp!>HMw)r<)z)trRAg=^xiVPH$qwzL^WvD0(wt$IdgMH4Ej0 zGLDHy{;r!7ZPuvt2O%B4H(aW;2~%a1i;d&x^laEs&}zwRd1i9*qR^1<8X;n7Ro_`mr8+b42>4}g}KR0fp2u;|)mhfPm4W4ID# zxSijlZ`hv@=uF&f0UojOB3?0-mQjB*3)BAQb1+r^Co3jHzK*~{R+sdxt0g9k>>kF( zD6CXKfF#|*7YZIIBRiF)E*Cpb?E61mqc&}H&S|yAN-lt~z6QbYc)4^S0>nX&?&HUp zjZvXyapj1+=%S8T^t-&ZEwN9sICmHKt&I-f(GIB7Vn)6K_!8^bgSHYYWlmHvGruFJ z>L>}&l;WBM!SG%)v&Aq3emSO z@d)c|ZzMfv}7fhp4NQxhE6i2W;w{9e+*tv|}!JM0L`lh8y|-l1VL?b6K)| z`dZ@UDn_t4nIcR&XaM=>H3IfEB;?-^9#=XfGi*FgZ|0c%oA88)_GqU2r7j-6A=6-{ zdHNqzv;HsU7mR-=ok#TOwcn$lCf@Qz*a5z$dTz9|TLlMLGC1@xflGW5ppp)Z0`4ps z&~Ap8;nmMlvSVfZdZ8I-$9^69h)f&I#zHao5@wrxd$y&HbB`Ov^zgnONeW8G>zLUD zeQBwrV`y$Ljn5NL-{aGW)hg~?EkV6*H35hm0ME>?DuyTv;u3OmX*_(QJc9u zzP@A#NlrsJa!wP2vAn*cNW;()v#k7=^WfXSwJ{rEvkc&G=MBeage{3)t&<@;C5q>g zw^#adxAVzBB)W1JL#XC>^sAN9C8bYUU+Vk4lA|pp8Fi2#APG<%JnIIp;Rf6e{G)vk zW2AfXe)R!%@&G_6KZ1=+f&v{+kbVZspq!Z^NvQqKm@3P4+6GlZ#(j!aFLk+W+o_@L zlH+P8S|X=aU{)5TQEzkxU`GQQG!9@7g0z7f{tcSPPgex#rxNYuQWU3j@+2G~pHv&; zqQM8qA0i>sxzi7#X7clK*oq#CnIg2T730BI-t>#N^%zwz)Qig*Lko$=e1W$Vgm2)G z@V6osa7KpftNC|977}FkZ%%Zs2tNFtxiqNtI!3hj0BUMr7}vKhf*h4!HaH&M)>sDf z>VYkhFwsLgGj%toTfv@d^_Avp#PE2<+sR7qTfW(7Im481n>|bG-5_Hq_+#E$K}mDl z=;&$Lz^FNZnu zgMqo4Sw+a?P2Np!&G7}L80n&DsE#k=pTtYjMGB}!E8*e&4I4IvRMNns*_VBp2nH>= z;8?;>XDYuCH8rX1rG2q2jWIv|4Bi?mwv(2>!f>-@z%;Y!UjP#%VT*0cjenH-@6GKg z1~May1CC_zW_?&xRTYQHU~&dvphDPta7F)GhrS-w=FA7tFa&p9*o~N0GHBMup%uu% z$mb<;85lcu4UA@}b-@DMQ!=>qhbKn(R%PL%G`j|w-|NWTdV<2LjpKWrEqP*J%_rN^ zs0jGlD-w2Gdb~9FgD;+bK!%%b+2~9QE(ah@S$*z36WPs9q@z3){+-6d z2mR=tjml+aWEAx|76P+)2Wo2yasfoJK%3*oVh{$N09IRVhvVaY+}<5WILbrcK>aLk zRWkyKLER^~J)@?ynms2thdh_=QOR?}@)jeWAlTDps<34X&p)P_vHDWJU7%SaPOjcttAWpUiO% z2CGF$aJ`u#K=6nC&WLuS)_%gRod;-|e6r47Gj}C&P}!rVWAv-3A6w~CBwI7Bs-4zg ztI_n>AyBBVxd#Sy_(Lkqg4Tf%|HH&)2{;Tm^6c-1;BM-&2i%ilj2w6h8Hk*cpgjJw zsRcBe+^kh)-9~gf^}(-xHy6r;>KM}uQ4X4;Hdr&*k9o=?(u-5tcKUyrN zDvds-#eMzJLu%MurTOnHql=87v~`n&^gl9{xb4W2e+LSBP8Gf2fRoG^-&UYI>D_Wp zsqLH;vNk!I4KbVh9VRzny{aPeD6aw#z!l$4Cp5N z26zf$UdOFGM4N@iD@D?qe|5615vf(u`)-LmY&NjIZDYk~x?bm77NTCMQYOWv`hRo{ zP1f}+Yx01)bCVFCduRaA{c(EolWvy zH>roU+Hg^^sSd1J-CXUqDZ?bjK#c&Yky}HPfZaP*Y@l{&-m=yU>2r3f(N(n>b@H2F z2-f_EFg@Vp?zq#g=PK30<#pp=19$J3=tZ8WBl4HLKsySw8-Y=7@Q+0oq}{=*llJxN zC#0llPuOH5A|j$Wmu%|Wzhj&Za4p(y^y7mZ0Kiiw2Yxf!vr7=2aWZ33B5>g@EsYAo z2IM%h|AA@ZuB+pUxuzNqejCnA^PCIDe|RbRg47yQI1=JKzhd@qk6F7Y47!W7`*6g|3!&FpF__4O+T#~h$6*A7Oe z6_=cQT(T4!0#f5sSybe7XTLSf)byYX2PV2}wtG)mtL(asi~;NC8?tkX=yvMSM^*|> zW>?Z2VDWxQ`f%CqDj^|(aJU+skRTC4z@b)Y8X>&j*4751Gu)0=H#UsrJ^o5;0ggTp zo%Pk>-Oq9sh?GJ?c3Y@NA|xvEpd%fEc(T!O4l`AEOfxQts9!AkrgESn)i=0MtD3Y) zL`;^m=LPnMP?`rQUl@XnvC6g@-=cUHd!}1DX?V?bDo9e;2l_FVErGRO_Mus3pG_HW zL4vP3x@ULB|DB3DKd6C3r$OEQn`M(jX)R|20q2KK3|zT%E_)v;!Ypi%ov`+&K8yZ32lINawPxC=|;XX<4zF$7}kvv355N#{WOWY^J=`0HuqC+m>$Yit2N4 zFe)%)qV5y`8klqnZ%nav1HstfzyKNsMi`=yeO)W*yT8eSmN2FofZ-#~7TA>W?H`H5NL zvuaWFU#Yt$m$ObUvpm}9H}e!Z0H|plctC(D<4+JS>FpKx^<(w|fS^4GP(z{|WPliA z&}oc6-<_=Rz5^2x&qp%}fbaQLC;ZoZ7hFP*^Y^wpU0ciJKxg^t#jz7C&8A&6?|sXs zV)qNeq^oHhAoNN2C=3q?ygKB!Pu9w4&6#+?U>PM5${?qlwi8zQ-G^12m)53g$uQJG zJTWZDFEGB+@tQ%mi>XT%cUp{ko5V2X)#1iz!#&5;SToc5UhI!DGDy?DnsT^1&8RT6z(WB$3FRObe)R{W>M|W8@9^XA&(Jlh;KVFEV zw6loy9Uto=d*;B}Lb0_H+x-2myH%?sJW96+=+)A(T~Ac&v#(egxlenHaO^s7t)w zYs4ZN=S!Q%=?0{2dcU<%^0BW&t<&lxL_1}baan0UT?jvEK8T;CSXJLfO;r{dGSqZ{ zo>{CJbH9=p@l8h}fe^vcIL3BUz<*36cVX&OP~QJsr!)9vx5f?B_TI<~XKIA5{JYT* zF{8m68D5qqVNGB|y;y7z{SN4Vm_CqP2)g`mF#`%*%db>LZ1%|5L!0|nV6q6$@@hjS z`2&EniUWBVR*fxPlG~E`8;rBB5$(vG3P2{qw@sk5k+o?$pHOtE)o(}0q&5f!;cCm< z+h!vyz)1{rLnP{TgUQH*?>|FjJ+fHp1eRRdAzk*Tq)e}z?()5|Sz8ypTWV*oj}dbT}^u^_2U<54jZ!v}cc2gRl7EtA?fMip88)L@sAdos7As7nX1GgkBO@ z&LLZ2_tvsND;R61W|!61v9L9Z+Do=M3yBV+h?eCpd$>L{DsCTUQufB&_Y8Xd@?tT0FI`qTf#V;Xw3H^=Y%hlp!B-vdWdT*GZ3 z3&f9ghda=F@qq;tk?a8$G)mj4-Vs7A$f|iwOB(>T&P@5WqR*M5+n0+E_us*rUGzL1 zP=qQ^`BwvECOPo111{cUdLKFo|Fhpo7)8#Ki2m}(R1EfPJ1nF%cy*@VWKS#HZD^GvV z4klGKKv;dog#n5)O>0vNhmV&Xx^r%|F{~^f17_)eb@f%9P>>=W{YXRSep5J3pDOe~-oL zKv3%??ACBWMX38c@Y4rNJ=>+Vot<8=osz2m0&4#(tFhb{0RaL2kg0F~7Iu`H)}j8S zn|pd)osBfb#`ERDi8E-_xT}&-`_6SS^%SNdTJ1duf#g64ghX#}enuthrKw zx9}OY_%8|ZJZ}IG%zl5Ss!ONEd7r?&$qvH-`SFYZxU?Gir%}u!Wy3{$oSDZ{Bt_-`8*oH@tIf5A13Ka_Uc2M$hyK|QG_s=mLzBu-w@g?A=n-}H13uJ?Jr zaVsziK{WCL8se2Tbzn953P3YmJzv~xYH~Da!$i7hegMT2DvHt0_Fe8dZ==D&8Oi=!eR(~|u^-fo@OkaLID&5q` z&zanPOshu0VR%JFh0r}4@7(d@g(pa-!ASL>%lo@lk9I)t;Afa_+Lg{mKlpEcO*5^d z0hmL%!%<;;-nY|Vslkh2acHo6H!y2ey}Im*^SPtaUaN5wt!g5B$S%-+!<^!sabbH) zCH*Qw71{5}{Q#>$e^D0iVds}0SplvOgR^jdsuFosu={4@;jk$kWcD2QBo@s{$%$vl zGw*~LpXIBzFGV&41(e+$4vD>HJCTIxn($8X#KKk5x7IWPwWa*giCZf!wmYbIE}5ZR$X~hGRq+zj6NA+o_Oo5(t_OIj` zHnjZpkdntPz}hdP4cn78;)`Td@;7XVz{fZ|gUXl}1!Jl>on~fJ-Pzez3PYxx(w@6I zJB@Eg{Mk7RE`B_h*x9&Kh}@B79igJ+PBM}g&7lsTH11H=BJ5fW3I+1Y$GGPI;`F+n z2sHg#6&bM~q<(`)K{Rk{dcXtk!M6A*0dxgIHm`$6+dKTr|9;l-lF}b#Wc|H9h*i^X z5{hy17_=j2Ejf^fLLFvV6ZTpwWIQT2%1$uN^Zar9jkgzXEd8J);Hy}j$rdfeEam@BMg|xjONRk*bs6cKTG=;mAaPiN>7gX?TI^>HhinBa=gxtS_7J zwGXC#`fs$)uxqUF94Uy$VtMdtG(-|Ai=RN1WSt}AUHB^csT?*pJOV;wax&`MB8@5l zR$(~%d*6Gy?AFt7N6x+X?kA?jt0;-fxEb;EMRTRzev=(8a?OF(QLcn)N3Oi>>9FXz zb=*zh5>}FgCyOKR?iuGVpX#{Ug~p$pS`TW4{0h#&1g3FFz0JZVG~sS*x|oxNC9l$% z&NnCJ4FE4SHaMcSd{5>w)ul|3?gUzx%L*$}@c9OGf5?~(jVY{k?%cXdAOf%rt$l;* zOXs(t!A*9pp3csUFVs5`4X=`((HpuY@cBu%f+`CoB{N5v7-;mcG5X$Ce&iJYL~Z}t z8i&`bco+=IH<$CCzJwKlw!YWBX9t zUK3~DoH^Iz0A=1>ptN4+Nz+_#|7@28Ao$a;@IANp?TD5xEb1>~Ruyo)10X^bOC++j z6K%R^XM;hL6tmIN*XY%;fHAt{GoK`1V{bO7Th}Fb=)7Eoygsz$C_Pi126>p16${me z6+y$5t9HWsO(=K|wl1pVnf9S}pNMQu@9`$6WR1SYc?Nglv>g|{zuddcBcF={Uf%p& zi`7dPiUVtkw;)s?Zb>xootYF$7QBY3U7(^Q3VdLtXkb-s1BKeq(gE4qIe~-(Xjo&$ z5uAweGo*4M3!@^|I+rxI=k*)Qdme*d!W9w5`?Rb^w%B1z9TVein4-i-%3w4UdlOyuRB+3JK11njfjm(@m^&MEeeRP-?x% zBP}z=o~w1);}zC!FumduV6b`kvGFs?qGJg#7|ch7yk><2(J6O_D5^dg&a${_vLKAT zL_F$iCf}>|^z93KmoVP*{iSuu!mrm+Apx`~yDoaisrBe5)UH8EXw#M1)ZY>G6}6n_nJ=T8oAq2TvhUP zN=mkus3xQ3L`YW=-O)*wXnRsJafh^~;~nWxiuba;7Z1uOn-DpGO;-o_bqtaZ*SI3j z$lfmm$vH1~oI_l(BFcy_Bi(NB`CPHfh6CIuKR&`Z=YM1f5ZK-bbC1RyWR8|no)I?$ zvb5N2?#w^e7^9Q$`*ig=*w;2JxoO}&ip$on^ruCTq+D~{^p43dm59XHdqa47T1qrO zkydIB`m#nF>bb(AT2g$OIH8B-v{BqM>-k;Pa%77n=-h?{ zYU57{u#S+$C-BG@Pf1O-rW5!-p!Q7MJv7Wj)AAL_Ch#-l5BFN&Ga9c;Oj6p@xDwrG zu>Eq9TdT7~%xU(zv4VYNP zTQw#AhEQ#CTAmo3DygADF}u&3B7N;ccqHH6E7GKq`;RZWU!x^m5XpRisbD_0@UH$1k=)jM_mWJ#=F%=zg#H7Cc12QG^D z=))d-CjfvMN+J-LmPQKj8p+&tUn?uw199F+w)>+cfbu9Q(IPZ_zuWKm${pn#SVl~0R*`ppX(Wyx!F%lBQW9Ou^azQM23hj)HReduiK$1@;5kDA0rhPSv# zUXQ~@q}|@{J+qlvGBgQLDex#q(cSQ2nstx7vItvJ%)webxBQWiH_WzbTE&Y)$~RDQ z6ZUg>n`TL`Yfn}X%fV^HquED?r{@etXv9eaS!0@|M2AmureW)DflV~KlXZ26m9b;) zX?mT7%r)-)GlQ&Qhso?;IpIDk-Xbq`nt9jFw|kpx4)lKx-aGGMV1_zy8$O{;G!2f% z8FM5NhAr^FZowzhc{Mp`_vA-l;3ok32AK=rLC!im!9amc@4J`D-@psN!F#s6%=FNl zxq3sK$a;0tp27!ys)6qMWlQ_tdK0p8d38!if6%{JE4n;re)e{JMil?Tz@yM=pu&}! zDHcES9y(cu)Z=-*YW~DGGoHT`J0u_5i;CSyaMh8TCYdBN7LM6M4KY7<@Ih-p8ukkY zez`LuncZ=Gu5z&T@aIr$sa>z3{e;r*s3)`inH_4uF?5}(Rw9$HuSpw|Br-?KukRV} zk>*0siQ(Vy<0<@PBH4flMV-IefYlGsXDV8^T$UEx^>l}jk-dq2*Sh*lMiAqzT~er$ z^DS}=s|Q2}>6q1qojWT#8$is%N=go+u&Dv`e`lgd3WT2k4*sNt%)Lz162;>u@c@)1 zd|au^P<%cKDVeUGKmHM;yb9%oCZS_KL?nH2QImRB`n{wELY*CIcNEVBh=bij)LTPt zG91k`BFF@GTFR}JL|!i1%>BvGgo67|HTS9~fxiAv-M2p^Wmjf1XSt7#IAN?%VhttF zH`MU(N!SO)v<*6|S^^}3x}=TT(qEG*LU;(NUu`}wVoa%c5mbv+^#lenYGuqR<#Scp zy|DBTX&VY|nRw=93HjbMp@*n+P^1a~_LhU;N}cf6sOKWjj+bk_$TOV|_4S_8#YD;> zaBO6faG>dU^*HVd<28wuqfF9#y>hrka3 z`khrqV3&q}D^;W6sgm1{q6uAyPXA^=gp~RrkQ0GC3xrdNM=s_I7l$w{FoDOQjgf3@ zY`k3lPP#Rghl!4k&cixAN7X9vj7(?oW&*v&j$8}S=nv!Q;P+>RZW1$!Z2jk;*_yNV zH>q>6@!@TS5}HS|4oIJO&I6C|wFq1@`h` zLLf&t7po3;spDojkVUL^To-aJe+aWcS}6 zvtHM@Z9DQ-@)G+LLQS?OFfYewMQb)E6GAseGgQ)lM*knQMaS)q5&x*0U{6Pf}xwql<;Cc%`Cgi>iZ^fW}_P z9_Ynay)eVm2T!mto#dGry`zH%92!2#B9w-ht zPBxGwe{gHSvJ~`*8T2V!Q8E4I?Ib;*K39s_PCxc8OTP4Y&}e2)tutgR&Sve1E@n@P zIcEhLU4B6&0dxrkQt>_(Z_H-ceJyt0<;g4d*u6rVH`XhxeEoWzP806tIo@F${b~?K zn6OV!QDLF!bUCGBwzNKoUqU73jRtAo8<4cL(Nj!t1^L#^A}U$SW+Upe!_Mdjxbn+P z4OhprK0ktFMjB!xH2$oWcwT1M7)ZJ{eEOxLP@x6;f5>|4s4UxNeHbv1R=Rl*X#wdH zP`W`lmY3rron zG$^cdXj`e{j-O%4I{1g@8^`l6^BEm(PL{agk*FA7Z%!)@a6GGyZ^$t#Ar8)y_GUm2&d6zH))_ax-5r9+QXS8TQ{>dWEZ! z9TGnk_+z=Ivsc`=WtsiCqfYBZKL%REZ1=_Z%}AHy@s(5SRu|q3rm|qfWZZi4X&;{dPR{WF}4G7lkH#&}d zR}oj0J#`$2ClCFO)_tgwlLe|ksKL#}!*jY{(qenIC3CdgG7J#Z-NgoILSg|pRLO{+VAiG@}2NcTG< z>zU`d@$fX7X{r* z&2=KUqx}@e<`RTuSQLvH4cm$w>gMWIyG&l9EoAG1AbY=w41(-ZM>Hq9`o4#b%w_&W;Gg0n+MWaIjSIy7Ud3;uZBs<15(}d2{ z&qGk;N<}F#*=@6OVlC@GEL0#hT*Vy#Rjl?N2ME^n-Ptg$LS}D5V));uU0hztqCX&~ zb#>Z+n>$GtMq1m~dW2GE(^WdvRLEAW64KJ`K$#NEK>o_+Jf+evnpc*nvQN1wm73@V znkxEHE@EtqpxFjbzxsfZTc+i^{NiLVNzskMd=Z?)u8EtgJ#R<&;Xhy$Y4qzVg)ZtP z3j)qZys_$keKpICF7QZ{%!f0=@t2s`M=I;x#t z!5*x0I1M)PoI}wNQ}FHTnx)in2aTV{DW1ku;yap&uUW<(Mlmu6vg@W@BgU0?)i*CY z3@ykxR&g}2o4-d!Kl8jiXjQ!^$bg%Au9<#DR#1mUnx{%4#)=ZdzBlmGw(1j{nWa|h zVpvNZj{cS8CuRS!fjq9nHI--LBX5{@`%>Q4H~nCEEXYWUIO8PB--#ls?^}72l==Y|4 zvRpi?rdR3nURHJgIC#?~AvONa>IR+au{6fV`Cdpyc)Z;jl$BWj=({>#ln|94l6 zBfIwIn(m1LMu#6WM%Ru^hI37lXf@w&W2iPcGWqU< z=#g6IW{sA}NT?Uwj%FSzMZ$E?gm{roQl@h=cjL3il@D3e;?spuOnBv{W#R>mASaA$+nb6@;KzD9!fdAOywZ`MN^6+KTZiM4j$_|FFD&G^$s^Df6x62rHWb6lr6`i zE#f&?xgnD<6w#nDb2ozb9mM%nvoKkr%pn@M%$bRQ?!3gX;%uLMA9Li(TRA3>^!1>( zTU-3S-X@W!)O@O=0*ZHJUxZN6jAe7XI9Sv>w=^9d8rHE-%`XT-Iff4nz+Vul+?-8Y zxsDoFIy-Z}Gj%aS#$kUu@pW@A>5J&l;!s9u$W)V6{bYt>Y2G?n7eA4F@i&7!m`yCowq!FX_(?!PLx>Za<^7@WbSIInn=#-Sa`55UFJ(mcJ zfyuPWzcG+)P3ML_t={~$$r5!hPJsozKsE2J{6|KEPR@AE|vD0CFnvh6;Z`#qXy)RNEP zS)n}oMta?wy)V@*H2T7BZ%7(%**ICL4P(dz>7hJug|4OHzwowRCSzJy%ea5jV9$!4 z);kD6i7X7%gJh5=hF(1>Iyzi}lWF|sf|&CJ5&gKIsYSld)*wof^7?E$2W+*3bvZz! zbs;nG308Kk6&dIowS`yIpZrk;1<I8AGm(8+jdqDF1ne?{whO+k_L3{U1a7?nN{6swixB{t}+hd}L zF$!A?^tHnbCu>P@@zz=Hbsqyz%eS|)xCrz|(F%R|@L_03_V4wRq$<(vj@6(GFdTS$ zN8bR<(COcTN<>=|5)8fi-C~^E|r7+GWty3P(+yZ%*>o7dn9n^AbpRO|q_RKx- z+r%6NKT^`riMH_IP8C{CMKehn5Wi_SaDgLnD*ERgqdJ7!Ab(xy$1)vy&wRW0OeHwa zS|FA}ky7*mrddern$0<3{mv7}tX`1_Gng|8J%KrP25u*pqr6;z{|womW<~!_uUbru zg2%YA+Tjm$LU5d%HN+{YurjiAe6pBI@%J$Kff(`>*5t)biCTC~^>Ns># z#<<|znfq=2MQBLRjCj`wDVp(gYRE?;DZZdEgWh_QL<|?y50E{a>uMW|kjWd1{`+_Q zejoj7UcQX6IksHJj3)S02H#EBQ3Jh1I|u(bnA?q1)y9sjavcB(vyZnXRug zB?}>o$lnvx4EAcndZaC`xK&<5Hutz?ni2?+vcE(!{mU}eUagPF3MVJ7JYMNin+_nUH$)c4EykR#3BdebV3+4iEMv zz37lU?_T19@=uH8EOkImXwnrS=^rGx{XL?p_CsIeJxS~(08nS15*?|4$K6-&0BIl( z;^O7a7;Rj zvEkw8=vg%uE>3u0Sv_+z=aqAt}7&$@b! zC({NKQ9Pf1Xu(vzYSz1-Heci&OeA{zSt!#r)f=?h1#NJSmG#0;(*q%T21L2Fx=OQsvJb8=@at3Oifa!Cbt;m51*jZPR{=TlTM+h1g$@@`=vlh zw;)&qyia3>x4TP{+^j3g#!A9OJLHVquh07OLU_WC28!lm++sMumpty>`7&EetG&rb zj7ENh!PBnZnY|y>KN@B8+@v?Ggj&dkbYgq;_W=cJzM4cjjmeyti3bM<03eVH;=eD! zB@FcgAUkXq#@1j0)TP3+16Dr6At0nGaHx+BC;kY+S-x}YJVU)^jSx^hVGKYG*T0EH zOXQ6M)nucV$a7S)z(9CVRI3+-ZO+S;S!;>zYr{LaW}}<>I`MZTODwxy;8JiNk~301 zBVtv|uCWrmPhWDGp2c$ZhJ;xFBIFs7zM|pOXS09OFEp$UpjP=HjGCoLr^B<8K0v-Uf3>wv_NwPiEDQ@kBY89nr*AN}V zkkC+C`BXR{ymW4g+eSc=6@2j%V+I0#SaXjVt>5km67c{daglLtbkEO+Hu_V}h%Azt zNIPS{%_D&k`<T??}&0Z>U#aPR@-WxF- z@;5qIf`0pxk6Q2d20^39X7QR@(8!k8k{Sfk zWbQf(u40uIsFHRdq1AiW*VmuGYKjTd3o{v(5^?awes^p2zym*!c~wwD-dRlWq*GwM zV`nuy-r-;~)~4#|2@I0?y5NEqJIxcKDrw# zqbz=2c_f3z)f-VjfY_&EfBHo>iNm?kaDQonKDaLB3ZD|We$xte)X>MTK+kjXH zA)h{)^`+P`y?Fnr=74Q8iQ)#Td-;zg0THmZcpZq)z~uaRP!C}e5+b(({=3fYx?GnP z7gi8m!71nN4MGZ3jZIjAl*2%{{6jVuds?60jdr}05 zs_BZ6yRKgt#)qyVvf0gZ3>Bl9y@MT$tVfSxX+pV(+><`SkJsV5kHhM2R$5{Dk}m8@ z(;##-_*ZAMkH+|a;&(I?ynDa7)a*^>e)5)0;$gPmkuNMPglz@|_*&xoZxQGuJTOUi z_EtParn1}%__47I#-A#DC*(YKcO2tlCDc@O@OCIz9$E|G2)umXd zn*Ao#(>DsM3gu3^o$y%w(eR2HDI^7e4!@tk8*9}70+FTB!D{YEsF25j^n0H+=>QmC zi)SX)v;h!*$3QRAXKp(ivs|hg zP|I%1E#aBBmGw#klfa#k6i}fyRHKjF(KxEo1d!V?z!-09J2^U1y)W=)g}o+n;TSq) zrp~)b9r`uG0P#~Sj6yV^$N7hnJ2Y;cv&{VA$M%s; zY1x;lV|2HvwCBjr%=zr&JOqljmNLYfw#`8-PUVodIGP9gmNDl%Ash2(Lq=b&&rv18 zijF5MVBdtg9G0@MtSTA5WT;_igRYV^ZAa0z_!3pnxrtG1=NpfnK$|Q=8Y;iXYML+7 zn~tNC4GTQ9I50(NeS89#GP?dL$rHyhUar}>xl>>!*wz*RtP60-aI???FkqaRgmvib zPf(sox5H~I{8OVhp2chKD`0`w`E?TkUlS{x@)X%5xUI6C>BXyCt)9un7+O157X43T zqB8pfu>@K)+H>BA`?5Ar!(KaRev~A?g^qXKvQy_$ccKPHJFI+c2-jjaUSg2M(-(R? zin4Zi&B7cwtYZFk>LJ6W=BR2wC()wlMt*L|H#h3d&4Esb9K1)S8JeqTuaZIgPrXF~ z%}OFFNeYDYVrH5ZYQ`S?hquwq2Qon;efvzv>Kq^a{a9D+xR0+~71+vP0QSwf<>c*A z1BAj-BP;ii$XP%Mrh>8=7G^7Ms?EAFEdHR` z<^P(WF>p6y%5HClp-+YGLkSb1e7&Ft_yCpmLM)mvj_P~QNB4L6QpvRh@@~h}UyUM# zT)QJ074yTTTHKGJ9?rrk>fdWX6~@Nm>gU5fVYYS22e-SsPbf_q&kYD%ce?;zhfUzcJm z8y5N`fM0GmjUM(YDk>6y73W~zmPp2Es!GAAF`NDVRA`pe@ANS{vd4c(L!Xxro>0;L zbRDM(he3&;DC-=t#~Y=*>t*utxYb>~Rz5$dPG67v{)p>`j6yThs=KNau3%0wu^jLA zqfbt8p3W4E`?Ofwq|Nsl%OD&&%JqJ_tC`#4VYb7OL3D zA|O9~b(SN_Lq5mbQ_Zq9!z%g%dLH0OWg8e<}-%O(0}mi=<*J`m~VxZ3!)0?|9Ba z69Y*M-c7B9@X5ZiSk{D<@3y7+n3mzREo>`O&uOIx@+CP>(j2%p-oh7Yw! zk3!QXP#gAoPZbO)`igBqMPqAJyKM8#vAPf0Ogl285v0ad>QS>Vh;%=JDd_Hq@Y5`g zQb!}DZ@n9)dpbWCLER$9$Ko2#{xN&P2rpmsom#+i0)d(y<$e#Gjn<}Q1(u0VQtN~9 zU`Jy`-739^(>fW;#U3Upm2bMRM2c6DNlM8_PzY&-&$i|rFOTevmC83L3|nBzW>dm? zOh2!2u*r)6?CS>0&btQ&LI9gPUS+0=%cPx15jn&Ft4pnTJw0>P&L*cxcrR~$P}OuJ zqx$G|{lk5|IUO6{ez9Li#(^3)KY!=ZdCOFBKh!lC0}~WfX7<>nA+5BAp$y>H{5Vx^ zBw(p#7%Jv)35_fsJ>7op8Dq{3|6%k_R+?Y}Sq`s59SX4YzS^Q&32CX0(e^|FvZ_?S zng`F19Lr7Z;*VNyGIQ39O@|8SEOHOETT{8=-(*v>LbqD3?mhRlm2VYL8K$1lQ`~zk z?gxlBhgludtc{bV3CmFS{D>+&1dV9jN~pQm19aK*3~X$xaD`fOSj=@!6=|r|*;1-M zapHpKvfp`Gq*2qoxJUxTOxZFC+TVbbf(dlsot>RN?Y<}#_PYw+J$QlvHJ?-p1pG9i z93eQQ$qv2WLm=B-dANQ9hZY_JYxgyF>jd^Zx$~LWB2tD2#&<1brQT$sWv6mF;J4$o znM-L%ABq%CMRL>!NT=X6=z-%FBV&3e`heGFG4)#wqlTA5ic>~F#gkQ}K(|w<%ht_J z#^_na*Lg3>*|qV6HAh(=YU(k&Wq~`}qtYb@mbd~L0+mKQ9h@VtUxI^wdizn4uL8}= zoY3-(ULcO^RbFaJdi38IOKdA$nY)pNzfq3lozD(F_~U4ejEb5GmYB`!$luSF9Qs=hUNM zfUtb`dWOPcwxmO%}>{Ur+;&A`C|aEj8OpT`u~ zj~~f)9OfSRXL`Edl)IdeqeB|J8glqj+{dwdXM7hP^0b!Lf& zMX{XeSWOzL&%WG0oVjtFka-EFUwDuic8f||&PVMYCg>Vwc0V3HnPd9g7TADsp0A(J zp=TP3JCMIfXjk>B#|tuUyN?;h=i%`%tK2&lIg8VhQLHG!#>3#bG~3xp@A>j~j4^=v z0EZ_z z%qbL_W3%2p+&ERJ#(H;uuj4X2k*5gm|J&*2?(Vhd_P^yW6-~4x00`0I4HB>IPIqL! zQyX#cxxH+=!Rh&2asJ{mEXM6x3uWPSHe=FM=iARCZ`W0GExVu=kNKYSQKDF8$0uoR z%)^=)DzpS6bsQ}o)1*XFip9$)S<|sN#9R&?snGFiO^GRwsnFN5=ssQ4V^GM&-H{V< zkxI+=k)Z}`4YwQlfvLdbji>dHdw;d<@J7-7WP*-hsNsiI*<2htSz*mJz>#l`!$>7~q- zl`oo_n#tb=ySjYA9>9o*2yN%#fL9bSkM8Nk$`6mnco=o`;)H`%i(J6+`T%yKHuRvW}4A7~8RW zubSLYZCK|8v`UfXA`24Yk_Met^Rd@Zc!lwEt3~>QgVvT5hb;H&2xA8x58j>O9D0tI zuS%AY<#b`6$$`jryTK@Y#SmE<^nu-ndUqNjRw7M)WnJ4pZqt9wbnk<)peOR%m$t6Q*Zg&=M2PH8ZL7eOP?mWOlN=23z4BHuef*K3UgC7#Z8kOe9d-A z+jGnm^NJ{`_gc{@cYNo%s7#BvFjk-(3uTJL;QDgBaMm>p(DJO;^knZ7EiPOHw!jBq zF&#p8ea5VN3m>+KlzHEdGjNwnsf@hQ??}R0^-5sUT!I}>PBdkv<5v&VxXuEpV!txm zuiya@f`DCpx={nPweI>jVjaU3JD1NHMVIxg%Pc?V52EGgg#!e32nax6;K14#X*tD? zT|SqG408f{`Mx$|f0E3eT|hwrJvlk~a3d}zrdL(f1+P6&k9 z8ChE_{HwBPRUv*OW&@ILa?5Nxd=9ztK~*VESwA!Q(rl2<)vCjM{pI!+>!F|0Sja4Mge$b2HnzD*UUHLrt@(UKpuaepPC>g%%9IOS>R)Y3Fm2Zlg zVj_mqIn=cXVNeu}^V>Ya4wVTX-KD%0r3_KDOUUx$fSD_p3n?m_gg^_@JUqmlR5N99 zf61>5)co!G*?1=Zst7!qpOqClNIs2(EQ>Aq|0m*yiajD{=wJJ4-;<)1){dy>@ z@Vb!RqCe(C#`wwpLxx+kEyXXSo2nz6GKa5r{n~Cyxoql5VR75&;g3;;WN6UE{M^*H~(1u@8EKGxTA!ZWMso2 zt;6NYry;c5ouZ%-vb8QPkuotciGl@wU|ZUd&Te0kW#?eD z@s*w-s16~HRq1FECzd}nMt)n~wEKa2>xKlNu2BJpY{!m>;i{Xaozz9?-CaTt9ao=d zUKaEShRwsijgLjvb`y_hF|s-O9kcz?GdAC&?9muiVqlO=^r>s(&DLYt<V0&M@iE7QY ziA=vcBn=p^W=R$QCG(ez;HfPu?3X+&wOpmQ`KxwM)Z8aT^WQ=O!z8~rKW05$LduX@ zo;xRrEek&B_Zqt%cRHcl@k#RDv|HvSwoX6_c6^oa(<{0TNuS?Jv`Nwz&4p=NsGXqE zkjRN5U7i*j)lw`oXIav36;ZU;~3-!bF77oEo7P{zO;gf~n&YVmZk9m)3t;XjcfG|96 zs+quX>!#@VO=cF$R;MM$LS5pgp2Y+m)0+0SiDMbk;+`d=xk*Z&Y~gg3+^a%)M7IUg z?YX{i*_?ITb5n%&?F=FBs$X~)3sibm3U5@qJ;}ta`~H&XKwSs{&HSrVu6R23lt;Mx zmICnv6*8l?0WGe&&#dkr$rktyM~##DZfRMCySk`Owh#CYmTkarxv}x8%KKVE9gpd? zI-9XE_JLdIy8@?YaPsw~M3IO$E2dxem+HSuNzZ-z2_n#PN(G=Y5kcBVF4Jmu`w04S zN0cIwVF`6Oc6-%X<#v}&kXs!alfZ%cvWWFpc<{N0pOZ_19R~rRJd%lW^(>r{nGZX< zJvLufh(>QwR2^FW(Mu8cU%|ziP`bo)szQOd-1vKw+5S6-lo5or@KM2DokZWrKF!b@ zQ;mPR@)APvHo@~}I^`nhryS4^8wP&etJ0{CB{8$suWX#&#U*?1p+ZLhu>6#X!c3!Xur1#S2h^_Paw3A8x`k8KL^Vu!^ zZ@3Kpl_Zn%3xng2k_}`P5;}c|v51oJ`wo5`!IAqH^_K-w5GEqSZ;zu-RMoEb85I=A zu61q2`c!Gfg+CJmA=Q`u7V6Pmdsq`p%8j;+S|R1ueiU znJK!Rv7y!Hta~of1a{XGRBx5c?45e> zFgKaylO?R1DS!4Y4IQ{-ql1fF)fvT#UjL)F8adT;V;Nb-N*hJL-V*#@H^U|oNPEX& zK!oU|l_}kIcTO-9kVG_GYBm2Yf8y;x=kNE^QM+4{VsCF8IDZc<D!lTj>HE{1w=i@Zkfr|O zk;S@uxfjH6gdH#>Qq(ArhCCd_4f3Wi!!A?&ja5 zQLS5Hoz`l=7S=S!G@#q)nHadrI^%NQqlyHZy4>`TIbyOy_LmdYH_^-%8&0{R$jxd5 zOcrke{dhBxn+u{1lc4< z)$t^*IbuA6i};ix98(Tq#bPpXZ>Zy)!q!rSDvXOz`zxsy48WM(@|1h$*)0o~KgHPY zqqeB?O-@<~A)HLq#(CLbs^pj&l$Z7H>ftUjQcvE`imw^at32-O8naPsTW-%Sf)Yr( zD1W3ypJ5_jb@{esEm9G`!hwvJX&El{Q<O*w_0wZZ%-L-HRn$)^R5l^UdTd4ml zuB%gjnX+nH_QH=x7qoob>EUs%a0BeHg^(!Cof=4zNV{PymsKQlY) zY<^FuaM2b0yR8UcELSNd)0Ru95w=sgjIrnFrxRyON4Q}Rf8&d7>K;kOAn4XDvkdbZ4CrOq{z1l zwj56Ah$*jr^g))ef$h)G;bAmMlv_ zLeiEH>EzE0Z?oGb^|2-Xllq~YuiQ)?>NDF_+sFUB3HoGLZFlcM1Lr=cv{`}9j%EsU zRi_EU*eM%)zf^RuLbQ%v(|bm5w$1`c88kkqE29yL&TsUb>|| zDqsR%I!e^-Q!RyzX8tz7JbiNw62q@hNYu?koAS0fkTlj2>R2A;#s8B41RG;PrqgS6 z2c6PdMVkyWJFCZ5UDm)Ox;wGVvSZ8YhTh;n3x8YN?uCG2R%SMqtdICJiJ`T z_`yHhTFS2cZ=1I?nrX%jiii2>6vHzCYB+hiXyd9mBZP@x-l{Ow9iGGBuaT!;^a>4~ zQ$(c+cf9NJn74}sGPiR#0rjQ>Q3sq*@+4hpz7F2$tU4ApiBwI?gTZxR#ZHA`D$vX* zH)8HC=0>y?+L@YJ!1YPttPmiH}*Kn54VPV!`O4 zvK^rK2h<1^4?E*Lv_4KXyK0(cVSp~OSZYhWS2)a1np`WP5Hf$A+8YEj(Ez$&tr*0Z=Kq&_7KSktKLG@3&@x-@rk>7x#w#M@cjhg z-RD)-$1mCC366=C%@tU{;z8Zzs(CmzdNm&ji})`F`Jfw>Hf0eYp8qq{8shDg;EH45 zG8i+1Pqb9;M00tF?b%@Qe=(6t?1bZ;Va@BNzq_}6Xr@I%Ep27|&_tSn! zO`3<7Oq$fbtcyDP6%0>O-Muv7l;AUnI8jes)NNyCvs6wdO_}cL8oUf0Am?Te)lt1F-(3-bql@Y7>4aynsbnv7 zumUe&V8$+%tq7Nim&oIALx|Q1uWA2ngQMRcBlMrylWW(HMXm-q84gT5>|t>L^`HJz z!R(G){pa+?6)F6)jTK@K1*2Xu3uQ_j>rnQkW_Xj_XGv_W#`v*{@8Q~Z&WXvM!yPn6ER7JA=4?iQ>?DM=NPwvP&;}EdC!QhwYz^m2MHIWRI zFzXh(Kgz}e5^R3Ft*r_Z`=cw(z$*?RxdqB9F6{SVE17U`L7!{V^2c9-!)Km@kLmx4 z(trbAj~$-hLyOxFMe@X27RQVSg8M_WR*3ybP%<$V+aV51z87L?-#rfV&mQn(5=rcKqa8EHjeezG%Ku~ z6(XbSf^958n;-}b!_>O{oad+lI=2bQfD>HHdJOudlC$czp`#g~`Fy98l~J0nCJ=-m zuF~?e|9a#XO$T+^cGM90YFl{kVF#DEjR`gnHIJWz&A;JtHOC^6o~W;V(NA+?0CE9^ zM>xYHUcq`5DGyf-z&NM*BvdRp;Og)VPOu_MOq=|%GU$h$GKW7a=xqp-Vp@*OzXJ0K zcJ+Ct#sjWWHPiJ3l(ijf@6-sXedj;)ymFuK@Kd`4x_=0@8dfM!6aH)HeM7y}ry=Gz z`PV%2(rO}DaQsAQ`ud^YAcUkbC^pxJm}GcjCg9h7Jj+AyRxDuwxBDhMpIFh#dGv=S zGg@rqo2kOipynhSP*Hh&Wz%}N^9R(`i0gEd2W3HN^*4<7Zwu?l@MQdx`qe!6T33KI zdgE&+<(=S@Qr7b9I*mcdpB5SN$L3%*TpaQL*lU>*8l?X1 z2Yq^9f%Jl(kjw3GPW7aoVP#D1z6R41IAB%yp@fiOBHvM#FBR)kL$}G=#IdQv&|kO;^K08 zp1l%!g)?F{W19|GPdA<3yl0Eiz5jg*iRds!d%>cNR z=sAUpJB`~lrrZ6kn4E_`gAMEq;?J}*#?+jQq$H?{cF z6hOoCSQlSq#0bNeO#b8-nk46RHxX|?r?z&j+;$#?ec|KXBD zkq!FduwrTd!6FBlD{ii-yqLe>6DjVb$zdI~(YS4<3DyY;>EH=Qse|1AUh5~rEh^NM znICN#^Iy!Cx-+-5EKRT+UQTDvPpmNw=NP&dx@2v2f~_5W;P8CTsPMuQg9{9xJJ zMFcq_qF8re${lsNH25i>2AG2Ut+Yv5htLK4wQ_;(#)+1joiqK3$t(t8+(&w?98gka z7b{Y(T(?FRO6cx3F}#;V&hXP$i*J~8+j_v07|*t&Id}`OKqFUvT+t!6eolWD$0oR1 zQdoHCxXBl}{tF5K6BK~7Dvfml)uaSEI{JSc|NPv1YtOtNLpC@XiUkKE`Sbf`A_lYH z!Uf}HUlu?4-8KHm{d})l2X?{40x{(>M{%fR+L!$tV4I_S zJ!t6*&-iDoPQPN}!zv2UC~_Rqg$ag<$@VY3 zt%0GTyGiUAV=iu!y7I?7HwXD^onJ_Su+X8XVRd|Au2K9HW>U5^&(ulU5cVTo z^n-Np!c{^UyE07&OW*bJ7%zlj=*>k_3g>i<_BEkLA4tB8#_gX&ysgE0{E2{TX@71m z?Y`aT(o&N<@!64|zc1UrIn#6uU$c<+B8lGM)&p3XzX$kghN&Zc_m;5PtCMN(>(zqP zZQ%T;UwiS($x_F202p9S-@QYKmi&{m%$DX}LpZDMJ}RbXO9#d;7)_5Bz)jF-d_U2t zY@Odfg|WJ#{RUn_yYk_6B)g?$W@98!(3!G-LEJhu^#WQ|2SB#bwGUZbBbRjQ;FyP z(x0D*s63T%KQo=Bl})LXECh4RD~}G{+@gTiATORxavnRq(qh%9`7zz1uj15xq#ksf zRT!7Hbf?JA-Y&$-8^T?7&ps9sr{E5xt=RZb>O4*Lu`r_JMi*^+Ba+hXp zqqT5|AKTV;q$CWi&XRfchiBJ8)}uH$VVxR=C=#K+GCQRlcnDN^YB7UkSZcSwBxgh2*dADXSFHj z+^Gbr|7$Uq7?EuL+_BiOie2i!r>b~kqLNJGN<9IFE^xXKVQ6nm;~+}NjIXSH>Du_g zA4RM8d4CB|m{*qf=WVzLbdg1_ z!=hT-5ZC!ylE?31*M#E?o+uNNlPD$k%PP$l;pk-o8`zxd2%l0@fz2fMiz+Gxs}UQ| zVdP{s$|&avn^T)?$y8I%6(6aPvt)OQiNt((-p+N%KbV*r|Rs60H%EWIcXs9zjZ8> zkN?E5r=M-Kul-p8K`6|8vv=JU&Yn)m4{0)9FMFtd$ag0pr19NvFWe(k#;H)jn3AQe zW77kzFrOrYGa&)EeBP)w@Co7^1PRnpv2rbjdiEX=6(C6>>xz#aP1w?<974f>Q5&i| zr(#i~M4Zj9>OsI?2jXYYF_cs0zv8Ec^*(zoAtaSjhJ0QZt! z9d@S;{B=5`_0WHqeSU7d0Eha(X+5?KT~GUP#nq8vy5jmf6~dE1Ck<0x<<{=r(?1Sz zMQ#8Kep}ZN_k=uWBuyw|e5^ZzF$M2NyabAa59t~GNh_xgHEjs#8ZVF0W?#bozccd0 zF*saGZ|h2i_^j#qha^!-0+wtBT$LOD_(A{`avZd@me9LPNKLP784qTHm|`@aF?{~u zgg{X3LA{CuGOj?irSyJzmyY}TBNwh)iWRyQ`CD3ez!oazb7nL-?V5vS1xXjhoeR2F zy*8K6QiT1(vWqA4)|FP{l(Qe3Jny~l-?r2wrK@OHUgq}vDy<+!6OemF&mpGQzNsGHEzcvfc?-NE-t0;{PCR!Nz;o7obYET{7z`AqTEjwsw}r;^j|G~#HsJE9j|?i09P&Sdm?HdQnyK^Qg_Pu%<5dP? zv>`5M=z9AmzD^Z$c8T#~e-y#@*9v;I*ml8noR5?ekzW3Btf89uW3vT+BF%Ivv6jn@ z&+fjtQqaz^`TgFJ0h(yx?C$czRdV23_EE_(09@#VO@1saxUy}j^hp1DH@~X;0aaQV z@NPPWCjR%APBP8-9LDwvk{VSWU69QsswCxaxb17}AuB%2^*=;{OTVDUGd$0cDPt*h zuu5LG*}6^ofQap6vo;OJz}OEwAj=pgapQ$E-`@QS;i;A#D3}ft_*LHGh%n)v;Z-^#7bveBhKqqrbo2uW2%7 zQ-9w`jL%+#g>Jhxftv(fk=<4VhGBbL(LMr9^hDK!ivO| zvsQR2);?U$yz>vK;gJ2{@_~eg_SU^0X*HNxBeSV=MO@rdh}b$?N$jvl^(D=br8c|y z|B&9!hJAo8Nnh(S=#n$z6BJyZHf#Z?l)Fa*x`r7M2mHQ(_(sqMDg6iBG=vHFal{@vkD`H`ID2 zUk4`k7>u>#ft^K%lGWVe1yAc5Z-U9HN+i55Z-x+5onD3sGvNlVWo1-2d*LZI=uAbv z`FmJ3f?nx=X)wXYTQGTIU-hcu>k&U2A;a}4FU+~y7`y>{$4B5D4{?zC_kj5rCo(lI z!0J78Jk{jD%S93kv*${3dl;+W=~sEclfPjO16C(%mN)v)W>OLQclDAK(#kiJ5~G*8SQ%Z?@)lb&9fiU1Z6RxKLV4rQ1PcCwhmF}CEwG7IZ4u*l?g)d zHSoqtRWuX=7G7C#4+WaQGhKl}ycwR615dNNHBcza?>sxdrz%#kIeq3I=QK+8UEz{( zpkO`>VQO}{38Hr{gYKJ@mExo!txPpsd2aCFWNiB;B`H22BalHLnkd9OFjV_&VtTRG z{mNgKLM9;~uP)4b zWMoAWX!2Sk;i_nN{sEFKVF!Pf5XOtVr88Dx^SviPkw-Z+PQRqvID3cbR=4PAU_(labWhxN!3!VD!^m}JP?g>mg@@Fy{eSepDu zl?Wwn=#f`K2K&b}W;Y&PcB0Fao}X0#^&-gSC&8pj$MzKbl+h*A=K7~Y-kI4s`^q`M zY&oxSk(F=9zc#Kw;B1VgFLyvL66rt^Ehr*#iwW!37QNjIJxfzM&)-BLZ$^$_zx)>6 zp=-pf7$-koM*RIFL|JF5JNe3)F+JCT_d}0wFXe&z6`I8ED=W8y-@kCEPZa*kHf{Jg zVhqF3130(VW^biQ%3=aaxj+E9T?o;~SLOX&U+?UshVi)QDNRp4fT0rjqa|e@i(G*x zuHuqxvqawrj%NL+9oUHxh?#X{4K11qli125FEIkS>w#5)kR`?!NQz#{IrA z?md4H2WfC?89QozchBR-PO zOe?2y!NFHbV69Kxo7Jj95KW(AC=s*JeLOh^ITf@u>v}hLWHc4Nyh0`>EN|8{z28R= zJ9m?3G^CE#A8fq=J{$^K+wehJj@!hL#aQUy6P*&tPX}=L^IWC&T8W^|gVU=>&SX_Q z>=R7a(Fpdra|ARD1q{#KZNt1^qZyy0^^17$U?E>TxjY)@~@?eij z(>FMrP&cQoqRZFk6Zk0CpEWeIMgNxj@iSg&-EP;N#FD>))hkq|){4oV8YRy#Jagrk z%+RD>x$bgHP}u(u_x&^4Me%!qa;}UNPmx7L+>N&jSvc0iX@w7t`Odw9`M=fbM=c@ zKAseWDv1;#av^)e%^G5J_CSGkv+;aB_j}>&`u2gqEUnVyZy7p3*2){3_m-;km6EP& z`sJCm7SsF9@k#Z{DrQAv57~&%-wa0r7PmL^X%}^sbcNI77?8mrSzW(tr_9?DflKz% zZ}C^AB$ zGjYYK6TdyJ;fl!csPB$E-0bf_fu}@R2^ez^a90c6Bc4;HnT8@cfTc6`D3gYoUL3SD zyC(llw1rERjA=KU^IeVf0Cf?4K`x4PVOOTFECGm!_N}+cGa>l3+LY%H)=_(^ly28- z^tXH&to~(tNogJ4LP2SpvzZwRqeggfro;}X#4ki&hla|9}7&uo}ysC++vMwlCTWqlu55ojB(fj0(5 z9Ds4i`XA%4*i`s~?*E%{m;n$&L-F3!!p(hW`0i#_PB^l>__v4z+#Y0bN@q*WZM>(T*@E+8^(UMSwq9tfWVW^qoALqw1cvr@ z6n-|rcqLZuas*?h5^`h*Ef%Iz{OjFL267rEg`u~}?GrQ)5^n4y2?Z__M&#LyRl3~% zVIND^AKhVZ1X6Pduu{8z#~?|~U93h4X>Ebb=JzT2J?8C4rBS##vK2<`UZlfuZk+7$ z6^?VMrd?trDyLUlIVFjT0~cGaNp|`l87i7WwK;ZXMzE2B(V|XTTD=PMFPXIvkPf}Y zbXBQbzP~@Z;DEke2B-+{Gl*(!ck4Qv#A`VS?!xYUrC6BTMY?kq;G9BVI z-VG7h+unR@O!b>Ec3WaiiMb;KR%&zzOIAm1afI6wf{`zgr8G_7rmMfPTtZ7S!$uBy zh=t4$kI|4atZ{wzV~M6?{ggzr;|gl3Q7)D?b+5y%}SsP;Gi`! zX{D#9m$Rt_hi`7?2w>~G@@C@#Qww&$(b-A;#$OXIy=O(vfX=qJ;Hsaj@qpqWsYtWj zbKG5XwSaOm4ro2qjd^2%Dr?9ikvx3GeAQM`v&D({5Q{EBO7fkfHmQzLBqLBMpQE$d zuK-HqZER)t<6}A~Zw@l-b@26lC;TvP@RiX}v|#-X)t^V$X$%X=`ApBWIUb}~5(53j zp2F+RTrs|7w&7yWy?YFaXF(r>b9`CL3=?iPx$+D&2*9w0jG1{i z?Lb9MZ3p;glv)QH6Wxsj=$DUl5FnnGI`rUfG*>Alt3BRmIaUWqT5XQmP&GGyRs0z` z7wRHg9QL3!Yw5Ji>OtuFZz*eW;CEK7njd9oJ*ary`bOwvriIFxPEA78tjgUk$4qso z>ZY5YQJhfG=JxH1bP2cqo%X3cIn&4}eDW8T0ZV1<3We-d*Ewz5(`+$^ZOsI4R zHG(_DTv3aQi)I5dVq#Co$>&=0_4M?%c6Y;+s$U9rx&OUBXrW9;qeT~f|^|p z|3y+KJ!>n-ummWzhjdaNn$CcK-y;x+r8kf@MJqG9c$l2AR^j?V4h&>J$N0sU6Y$!- zk&gd)eK)UY=bYsu$%vRb0?nSn@KnAM_b%5iuj5OFLJF@5%UlBwQDJ3Op~`7j}9XHHRb6;srtr%spi)=fV9tMlJgaFt1?;u0T%BN0L+jBmV&d3l94Xdu_V!L-^&AQ;kqbIGkDeqd!%ykNFHYv~CW+vCDcE zvbv;UaWYant?vU~M?KlfbZwDzG9cCZ`HX=&*f>Sdc=L$Og&+UDkG9g&wL4d7FFD ziDmco93S^bR*T6YoM@9g%_GewLNn@GfB%jGnV|xYi*w3+VEiGG@sa>DU?#l#fKIca zvvW;KN@20CmtiI@Jtr#0P@VEJ#mJM*dhN=Xc^livp}DQeKUSH9;mgPsjE$FO)LS`# z$wb3e2nIkVDfhDH2Pv(>LZT01=G&$G=_yzyxBBnf->%mo1dfDXp_UScHB zu4zk$Kz&4iFwIc0p&=!z8#iwA-akCi(1PVC?NpYlBks0L!2HQhZNYinx%!A*w~7JZ zb?@#%H@Ae1uLm2o7kxlq!J}0d9r*e>n#B~)bTDV?PqArPSs8McadB})ao9aa!KRS> z;=H$vL#qzK?hTUR2y{0#2p{AU5w3HN)&QG-@J~KveVB`!e&ZTI(1ENyf_i}|LBs?o zjlf&M(bKaF47{ZC3426Xu)mYODO42~#h8h!nP(6Al=BqfOvxGXfwkn{;Ru84w-;edsJ`N0*WEE)rMG?X$M=~nNcyk3)FNL9hi33zcQFIoc$ zRmYS@ftYR3?HZ+As>56)(}*8qH;Xkk5}*&OYkPb za?>2*CE+lr5foGanPH#p5*(1W+T!kMg(-{r{6*T&ig>3J7uRrg_l$MUO5w$xD*x|zmXJ_5)GItWx5-v zJxMNic?f>tlOel1eJlvPT;8U_T!Ndec+`^}Vfl#Q?#96{&avHENF>M8w6qz0<1YUo zgnadvbE5={8k=aWW{2RYgpVm%*MX`kB~|**i2Jg?yqJ?!X<}U*cqq=4`UW${zvFJ+ z5hG;FnFVY;!n2MLxh|Z90E z6m?n3R!8?qOuvJ?kRem=ykt)9irksg*Vv#9lwt{fo1>n)e>5jg2#=XVD|EG%X~VOlgl->Ft#N1Krl?fE$51uDGzO9< z^QbM7Kf8ZxgwKOVtsvOvP_TL#r{t}+9)t{9b-YLPE2mh_8(IP?^6!x$L*u}8bY)Y* zE2%7+<9^KjR*;_jjbr<{3UPqsEhCq-AV!v4KHH9x8y~!^hGudm_eB%Dvx?YVW;jO8 z=vp?O2FEWAd__YsJxG`-^1axmXGUxwki10Wp)fe}>V8$SS(SdghLW2F3!TJ>2+DECx_jYNzoh+)AQ)ntS2IhDg)bj^sGqHs{Qtkt(-;>8YuwH0^Sn z&bRj`lCJSjccpwwZ^F03YsW9tn%@gh_L{(=Sdz_TR#V$g&&(y$5xZ?Wae@iF(XR)P zM!Yk`CPgkUDRj?I+}^4Qnov2)livL!y8TfS7Tye`zWIc%bc3Mg?3#XVBpQC0pELH$lCLvQfi zKa3{llJ#MZ!Ym;=Xli~?%9x1+@N|*KU98rRxj2B;LX;29Eo=)|vDiI+N*y9J(Vo9{CAL&i_ zT;}LZr_oFzBE2+LF;pN+P;$7N{w?6@6R|DZv7#8K2WP#@1@fr_OQJ(2<@i_~DTmj1 z=z6@m(d}Nrh%ujXOkicCrR=TXvfpB-alaA4*qxu&_T3yjN8I@F!5n=Wdsr; zD__fsFB&F7o#lbs^46E?PGYgwaQ5jPlQHV~>6Sm;6@3+wZ<#qBf#%j!`#`L(xM*Lt zw453xYw4=g%?4)vTLlcj?8yXHqx~P0sgn@k@iGDR!0vT}-=)yL8}6vX^I|quU|# zD26G?PEYdJ^HYoQG~h;FyT$`@Pr(dKrp414gf#SWS-zsuKNQ3Fp41Jc{5<^WaMc5R z7;>X-wXs(ybT)oU-DR%ftcW)+-C(MmwlZN0BZnbB&$W}Rtnl=-J$tWV--23Z2|ndH z-9*;59nk{nFD*KbxiaL_&N)x_?f%z87-vx#zlbUJ&NY?3BKx)K0a=Fq&tCQg-o)eh z^2P?CN?!@dx<5ZXq4As{-N=7qpn~{e(@WD*8#+?7V)@q3!o`bfDfh+G`13i2lKBAv z5InIwck|kWAI1V~Z0y^Iv16G;4jivB%mjb9!2=Lg^DCx|g~1XdU+k$@otP+-1gZl2RzZzR^PxyZ$Hp2DqWq z+8Hvepq_)=wr)My7OhTCi>@r>_3|sfj~(B#$VaVmd~yy-r#23SI#W@!uA@1mpP~QW zILqQG*s!G04k|~9ye4&rN&)mrS)0{wBQaoc@4th^O_$PZ5^Xni%bR2@EiQ%gOyYHh zpF~qzFe2;e*+usUYnD>MB-zh#3Foup(}UNe6yCByrWKklVKko0a%yW%;LF}qK}jub ziR$4|X0tFiae$PyNN}Sm{j+}O361S#27fFjC8h@g?!zVPI4GcuGwIz*GBp{tlc?+_ zGoe3C;^HF%gWVUlbr!3TT~*3goX3M~X=Fe`H+*TSj*Kh&l<_)r- zjV542h?f7crIp8M`5kh)R8bqp*%5~>a`aVFswP+VAes=_{N%f-VsB{*hs|hgGI7`U zrD@GfLt@#Qc;h9Lvm2N!rZvYEdd=tPGDI)=y)p7@jOssL{8Z3>j6;2+Rn<&g*92`S zzg9D|HTUi1OCJ}hsib2x?ZXSXuTW52s(siH1a{!x7J>_5n~MpyDYaR%xP<~}vZMmWDadNQ!&&md4b!48!_lCIRvDd0uYZBR zKgCl;_|Zh?QqN;0)}yGxKnnnHgxUzFn{1On&==*jdJRWQT0=rK6*bo-odU@m)l*|_5KWu@vBznvQWk>FSLZxbL5SNn ze)Hwlw{J|}aBP}y3q^&KMxZVnlH8{o-ii5i zlwzUD2c!S)lv{YMkrTng61*uwC*pw6K-M)ewP?vmC6OC~9vKU`60|^msH0=p;YAd* z$Zo>k+%+*!8Nr|QMQyu_ha=C2~kqT#$$Z{Y#I?Slql9O_9)NmoVz_wkl056n=DAJ3Hm z@{bhUDhd%2?Kg=oY!BkQupp*EaWkE3W z&U5jhflx}P=vbbuU&OmhFQ4_> zVU6_>Uf%3#-Yit`epPAx(E7a3Z`}nGf)>YM9 zc*{2Pxq*TYdw5Moh{kRCV&fNO)jT5`{~n9(Su%8A3G6@|Q+19g2?CVQHHnU_79p+Z zi9DD$37dR8Fm3?A4M_0VtRD+F2O_$BKOOAlr2$z*E|)8t2ZWH+Oo@e?`_}S3RNbdn z(UrZ!(5^#b&3auNW%6W`^+zaE?0Tc{R&#i0N3HEcBPNL^C3FACa2iBBM)-DP@ch!| z9;kHA)V*81T~*ha`KE?;G;|yky!-SHc#Ab_uU;+!ejjxs6T^i$^J!|?R(Gf%*#$VPhU{IJBkdnA!qc| zwU>5P1)&5kMtefn-jDa9;rU*s)JHq5--B>V#=wn>LY9U`N3HfTEW3WxZ$csJ`mi(f ze*Vt38#t2-WZ38P7K0*7v4gR;PB-TmmCmO=Da97$y1;SylqHXPjVMAW;{$oD4E>uw z93Kz|IZ(3Bm7o@8&G!zLZ%xQ9UHoQ69!cWGAco<#!A8fvQtML z{N#I!mOnJ2`vxma(O;!4d*SmGTrJs;VCNaMxGw2n%@8!#caQlnez*mf(y;Lf zJGL!zQCeMc6$hmUm+-_cztEo7Xz5Mk-v8W*d>+TotU(qLlpYsN$4UFn@x^e+3aoV@Sq#VjRQQnc&^SI`@ z8n&`cwozUsE_R&^YRxKog_m@OK(3tLfAAsApvh8Nx+IXG z&%X2xRvhQSwo6;2cQ>!cesKc#lgE>D2Z}kj+9P>S{``e%b-dfYk)=-HesMNDlrHsw z$w<>(CQW>^9<#fKg67?2geZqrQh`ys>b&%Xw23$e6t(@M`hxp#@3;_CQ6CTs0sBbF z;-=6S*&k5T?kP2AfrXZg9eSkGPwQ$qdi{&RlCI>NF??e?rbWZg$@}O zHTgevd#%fIx`^kA#OgsFn{I@TIMaaaPc)t(nyL+DDW#<^5!Z8mkbeyT)AI9{7!4={ zwe0N0s_&i!q!>e*Z*x$U%`ka!ebBul=}=#>D+-q-M*To)?i)6)ag65=+;%^DLb zI``8;@_p8M=b=6myBAx$^>inJUwW5XEG^qtVIr+B?~WFi>XF{^3rb4xez~bdG;#h# z&DB}^QI}yvj_LSS8EQ3X7U4XTr4E1S;u@rRGAR3}E}W&aLN7;t2{%rk)0&aT)u`Ay zSVJ|Jxq7uCM=2&@f7cGa;a*!>K~_Be^bZ*T1@?PJK00PMN5`wKQ}=~`vzM6nLh4aP zr~eUG;()kP81o--r5A`R>KB((CMWjK2`Q1-R(tQpi(%!QnY=c1n&>J+s9Eze#?X4? z8Fog0>V6cZ*3vW;-4nJXuHUpjuN9u_yKq4gXqu|X%`Q0fv*lWVw1l=g4mhD4cgt;X zUM@)>M6fW~V1JZZ{Q-iydipu@v%y42N=jt+&G|zW;B@G>dagtN@G&@Ry;B$}(BHZJ z9dSl9@*GT$0Y3AKS{^BepjW!C_xmFVlBL#cIzu`?>y&x;-QP4$k||-unL{zngjxNT zhkvlVkPs!5vx-VTO!WVkE)mNExnxx~dbpj34A|K}1$2+ri^y|S?VmPdcI@q2X}2C) z9R8y9h4MjNMarFXr>nsX(1jR|j%BDdRjV;oCkp4UEBQ3ESoQ{YNTASy{JH)N$}3s^ zJ3pAZ)y4t>^o=I%U=XWv*Alr-aKi4zt~vczM&MS;%%rx7ILL4>Vtm7bI6pSuATl0f zVq(!XyO{Ss&!M7dGJ)Q%Og=+9y9Z`xk~5pUtnsp zZt!(+QQDoF6HlF^Zr^1np=zDPH4zT(Td-nKsX3kT@^8J;wy5$S5zU=RLYBA(9m2yAE624_#yCJFC-bVv8@7HY` zb?J1@vKdyWA^rUX#Rhb|W}{NN%RAlAa7*m;MUOZdQYjd~CdqmI%p1VINwpg{O2%sa zD!o`>pZnS07h#(lQ8X2#Vsl_!vOxN85d-rt{-hrZDbG6)+f?fb`<`A6o94BRIa+U5 z)3Vt6sn#@HlOtoch8p8R(oqF|`g zq0yVj5g?J&`$lzl#lrn`pJZBh4-~c;Ua}a%lJH+1x`s`L3xJAVn_cU!3CBzanlyR7 z3y#;SgMS-hVFac2Cl8phot*l~8Q)Y^db!rb+gVXCkb$X&*f#{)E%WBH-PxG2cQ4uQ z*%G;67p->lZK&3IOG+_eNVsW?j~{C(*SPMlI~`Z};TAb`_Yb|!i>r1?sL7L0TOHfk zg(5#eZK7(c@5II^p$IZ2O}ptskp&E9@DJT2{QVU{NmNg}^tyUw=EaVvD$>X-OY388 zlLHbp)6?Qu6Ib;SK-J8dcKPD(T+NP?Z-VzMB|CR~aO?p+NQH--XV}T4Da!xsitfXJ z1ARLi`g5DtGz>K1cBQme=)X7)tky54;x z2-|a#o@>8wI5baB;6^41x{VhYwVlk`uLc*`U+0}pOqE8bOSMATe$?| z$C>sA1$%d!zoXINy{8T2J1Y&H563;O|An|KPH(HO_5#U31St?R4#!|ErH4;hq&|H5 zfD4K&vgtmRe0$QPZa*AW9PZ&I`a}oEY~>R6mZ-PB*l@Z>BDG>J!628VI`M@mL7H~B z?MC0%%RbeUhMQeK+rs4fIhnK_CE&3{Ff|Rd54=XplK&kmOO*()nyT*~i1_Tob}XY= z-}Wfu?w>Eo2tFBB_udcCYY-EcSU3r&Bq(<3w#jvov3XgV{`~`WYmBY@_n6gg4W&5E zRddU$OsV8OpIt5=uEBe*DcoD~T!*F(GetK0wJU2Gl{s%-#7wTsmKc@fnJLMMwEE32 z($_7UT*vPaNdSKi;JyF>*3aA6@*m_jx@qWO;#C@Y#xw->f1pi>bYxtP{_wp+*>i%( z4%+b#TBSk2@E;*cJ4vajDZP#59iVR6Gm=rJ@n$|JF#Gi zIvS!ZD;q`tuQE11!P#hWJX%DXy+-jklT)(+#SmZxA~mr|5~~qgTc3rZUs5nI zoD3Osb^kNgo>m8ihRg3QI^rt=LPad^6JUkU87&QMx#e@<92CwSu!uO}JQNm}C;h{G zR*(HEu`P|t!m=|e_XIq5rA>563zm(B0vIPm?3GG+%8cUHN6Q70_`NjUl8|XM#F`JA zlXX`CxDYwVLNe+XTJ6@KJ34SdGGtEJO5$4)?UFEn{l@QS)fJwrW3cw0BHa767 z5sqdwU~@aR)s&H#EySc?BY*l-Hcy=$)cqsjDV;jHyMw^6!20y??f&|h1Oh<_w?z(( z{`?Gz?N>FfM^UWigy1kZ1tuTNX1_m|n2%T=ZO>ID#Iy)xNXP4fJ#!e18f$(A>9%N= ze469w;Z|rqnMmL)^2vPt{F0S&5%>fI1vU%PdFtgq!Nj+qsHlA<%U3}|86mM9IYjjz!eQvH8yao(AEzZ zDZ1}O#lw@ZK32KYOyWUr+?QIF5ZFRyQcS3rgRn@t@T|wGPn+1%Wg>Iw8o+ST=>>&yn(pw;9 zs%K^{b@XDqp(0yWdaXp~ocV znvAuq(Scu#iiw%uvlS$Et|+cG8!lALRtf+S{363n!sES_NN*-=C%)_fd2kL&myEvh z3Ot<3Y?tn%W6bVw>=|;C>$dJjjq@8{z88RcbkrZq%LN#Elz# z6A*uUqXpzIEk+-EoS!-|lLafo8pa_Zx#+0H8LM`Qgg2>UX&Dq5sZ87@Ia>nnxzJ?b zIjiNke|R`n1OSV-Sd&?khbrBZBy3le>+FqdGRSx1M557=~b zAXHQ)Cnq0wzjD{EIa%j~NFjB8dgQdbhy~L`AWgm(Ouvu|@2bGZJ4uF}F_O`YUf{N1 zvpp*Y%cudC(YCV*X`~x{9nz8qssGoS?~U;Y?G=owYK5&aai{pK7p$PGvbFAKMw(iM z`nN$Fw)O0`FBdK$p*YB{BPSXwD=Vz%2&7;%=;p%TgC@(h>(}9rE0dCvT3K5s+pqn3 z$m{-)k}~7+ZXkB)zzzE2GrYfzO(FYDn-A_y2-F65kat66%MnkT|8H=-XUR1D@So`T zMDxEUF@M!RvUjjC{Qu(T{|MIqc7OPNl>gSuLhdK|mtJlSE_Fjg4`AE0wT1Q8_!!We z+Msdk#C;cjgzhpy7YtkmHAHaR^WuM3P{81Y{=g6nb5b)hj8@J;l^v$riSYbBt7quT zqw|J~VjGVqQXU=;n-kmP=4)y7b%fM}o{Qr9DP7a>sY`wTBIi~8xke_r?bNFVA74WG z7{1TA?>=7R!y-4773CLwK*1g?T9tVR%RlUm7{$nuMuWp?ld{@k+u^qJ5AB7xZuZ23 z6O$@-BN4&b1J#;es6IX|9x|Gm#JRb-9UUD#0|Sj9-RSG@pZfKyNtOUM7MAM0H8x)# z(ceNsLcw8Sp7m2-a&r7ND(!oFdr^OMbljnh`~=hFJ`qtngzCkmB~B)c z7^{f#F$~D z6vUJE3ia_hwWn6fnLIhzKnaVC+?j4fhfJUz<~cGx(9s0}mdt+jcOB#bVxpqjuC8%g zTW{5AAD|Q!75y3?|7K%9Rcq>6w{6t*v4x<27y)e0-?j?BU2oEG{mdnU{yrai;2y0#B%KV6e43 zKn=ziLaM3+_4V~S?Q(F_bv`~mp1r*(BAs9?;m^=?c;>#dyQF}Pi))}x8|id$UhV7S zLl5{-J{xNr8>!c?!x@^Q1_zajtmoQ3Z!E2>F#QEPQgGhK;oA4D>RgEEtJp3+fXJ;p?zB9LA z#nur_CUV8RcES?2Qv(D7G2ba7D0u$xtXWJ@@Mm68QD|8io1u}>*2x(T9^SNlCAf0c zE$jq`gxudfg-HSUNnVYj+FFv*k$~nI9TO9@+6l}bi;K^Ujg3DA4$o}$jEoR{ubhJFdX>^p&2?@mbK>-2CY`{w2%F!_jz*k@FN?|i@XE?q1gZIfRH8u4ci3ko> zu$SD_Q&Li$$k0#$2?=zi>~I#-!EdfdL5W29LlT05*Urw)1mR03pju-cs`IsKr)@dj za>S3;xDmy6Ho=WZXE0e^vnr_4q+?-Wc?d$ST6!>}-)#g32lMISeIl1_pc&jySA*dZ zLCz^p4KuSBv8?9D${xbPH+T|*e0^`*uaB}XsAmuObuXYVyX?&0P2_P)PD*-bw=#&j z33=wXrnum_QOh9TpM6$jmHgZoc+j z7oUhoPh0zOX7`kp72FkMR-eW!GQNEI3uM`+wjA*Z36t~k)*}aLsi=?}x}uVjH3ab+ zH*UN!HNEP-N{nhVf6&eF3JdGVWl4z}zN8@3)Tn4_)030m!<}#M?7%duwHIRsY+Jl~%p%uTI01+}r?I03i_(!U6(U0|EljojvsQ$Os4s_!5zDTU(B$)z#V7 zP)dCxqawEx`n^Kh21k!(!yIDU*SjY3oGYql5=v#HZ%x2ySS8tLB!nLoW!FDAD$fv_%D?KyFAaTQ;`rm<6jD~MiR0WN<3J+1dWaQ?!=y3L0iXZVQT zdL9RJ2R{6=$VqnjQ^@PVC-|Ns1ViM<^UF_I3h;S)4LOX+&y!Qk#;9iq*=shC5TKxl M2}uj)@oT^TKcT=z;Q#;t diff --git a/output_20_0.png b/output_20_0.png deleted file mode 100644 index 2c2802769905bef5bc429a6a9d9021366aae101d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 96456 zcmd>lg;!Ny)GZ()AcAzG(hbs$D3`t<-Q6kOjnqZDySuwfkZz>AK}tYM>f8Rl@!oj< z!#jf*gK;?boORY-Ypyxx4*e`E{tA@{6%G#Wm868I0vsHC68MfpMgo7)-|uq4c%hmtV*P(lVE$rn z%0jzOU;r+HVk@EU00)Pm|L+^VNVw1(4jv9pQdC6AHSOrZEzT&^YcACL1naJ2yW>l} zqtjf6qq20uw?IKI3RVom03)~VkWqw4CmusWM$0OZlna7Cz3?7?*0c3@-;>;^X7sE6ca9lyLYLaVg9A}o zkMZ9@F|7Vxk-s*r0+j}|9G072bP#r=kIZ*SBQZghbp}?FRMxH}UK3qe^gNOHq0z}x1r@-8R0I8%z z;kJnm=1&VtDo}qo#YGhPfCI7O(&QY%MC`^Qc^PJk27*rnGfychfmIyB%@jeDXGovt zs@Td*m!XE`&^E2ukf6Vap;Y%b)IUShn*k?_QCUnnc}WkIp35j=MrqK0e+M(TG?kg& zzB*n?6Y@&YV+D6B5u+4tOHaoMUSez@c&$$T98gDX@o5gUp84vGn%JfzQHU*l4!NX4 zy?hqd^M9AOW2;8&%c)SB((UQ#sjIJ_{P|NUQAuToKn`Y0@Bhp*PrvKm9dCi;2y4+N zK!WAy5g-MAgojT5QlTmSY2*C&A{|j&Ss4cc&)8jE#lsB3z{3_FrtrcdPRALIqPcQJ9n-W&1SfwG-`OlkmNK~rmFOwG!%aJ2;Xq81ukYyo` z|6Pp_WGe~mxR!~({*|!g>xhfp_BY*_kTVMCvxIduH4+jKM|7F|q6%}Ou87SVRYZpg zV&_~1n^u&un;Ra#555Hj1(82(|6OaI_}{srJG+|6ZENLfkBno#XHjK^GW)mA^irr{ zIiKm{OE4q;y-E*5ly5&eio9xkrmUoyX!4O1G3fmjd42LV$Nq(41>C%WT!zxX+W1=O zwG#+NJdpJ6azX*XU=d*jiAeE&fQK zEien)dk${Ld0VoU=`J6Wu6!#(@5+F?n+`8*CbJkh!WgP|X4elw9%(xtr^Yn?39%Oc z4mVB8$PgvsNB=AEuMM9=HLer~*24GR`!9siphV~sD0jby#)34n4sSs0-&F6@7%+nO zB&er_*%!slJC`Awd}+XN8mjqLQnK9ck*H8C%9TnLI~X-+G_ZF;3-hly9B-S@5D-?w z{PsiKMDv&at}%r5Md6iKqH#0P#(qmg#i5*4SOYmpSS*Z+b^QH{bZcH@6+{Qus~YMe z*W;h=8&+$%R|4(2cr^IZdKrrJbk&oS@*t1f+uNPm>5i#bgE6xrJrJL@cJ{Tm{d*@o z=4uERBntdXIp!Ll6d3*ADk<7r@~vKc7cmLHV&F+wD*R!mhce>OE349XsdJ!^jp={c zCdw*)uw1(=#3YNA&?P`4VBV0w8Z8zmMmlHkq-K+e*B=gU4!(7?AtXl)H{IO;!Wz6q zi#eimw0o62zL%VmvN@8>uGxV0?_BY2tfa{I^&L!dDc0tB<1pOrG%Jg86i01SYwK`! z(=oNHDLkhha1LFNewO)S#-R>TGI{CsSs8MHos!VAn)?l=Zu`4B9{PkX&yo4acsr(W z#`8JNri>SUyv+2NHcWT*i4A2aj2U04Sl>`I;GbW!KmBHeu#P|L$L&7aYpeG+Os-Tv zdLgYRL`^c=m>&)9vtMw3^e0S@s9(efpFg?M4`iffHR3LzY2iY`)|K_bVN;MkDCEAQ zCKM#-hP4YQS9~yErg_j2;|N zQNcWXd|?;_UIu}9J=3<0l?A@l8 zOV+@Tej6M5;L@|@nyvyFG#PTQ5tnVaZ5mS}A|gs!4auX|&$jv*nV6~@8dSnImDCp_Q~} z?_%TPc3{VT{@9s38aY(de`m+IufN}pheQ*x-==Zyp82o6KC9D0 zE|svJrp4&TyOC5NDU@kyXBS;jQPJYz!I6VxNPsjvJZw~}K9(sg=izY|9jWfN(ybSz z$10(#`zECzS}I?H5^H31^gSD!fB#l749ZHd%$96(W)z{Rcf}r18@mp2n1=Xp$;H1| zlnF%P?99&H-Tjw$gnQut><2k0=s01JHl5RmO?!gqq?x!(H)wShe8;Vch2x%9j+Mxk^i*92v38e~8AfHQ-kWDF}>?mKQjcf8xV zxw&SSQ?k*~(LaCwu(Go&CT^YJr;ds_IIx4ieNaE5fAvgSTG}i{?Ct9!)QIstemm~e zNa@t`X`yQ!9Z)H4K$>cUpy(ed4OEiq@P|rMzUtAlw~uLV=GAfCc+SVir>3b{dN_K{ zI(Oj6XKrbkTV7tCVo`=Xw!BONm;JfuuW;j%7r6}=SVknOjxI^aCM=*}6qs+?@|4u_ z&Xn%d8jRV=(9Zhv@U;Slw_`u;Ew}s;G+rQPl zbvCiE5Ne)c#74Mz#&dXhC?hLNK5Wm~f)e=AsqOsXqD_o7yrWuJ(pF4N?DyS+qq8$P zvcGYMiYa&w_#@6Gh1)3ZoTWor$YXf;tCN*haSo!Lp?C&O)L$MbBl;Gsm!hu`@4bb+ zJ2O{TbsV*6(q*wD`_;9yjI6BCL|#ugk%9oy;w;WdrMhb`P48wQ)W!{*UG<{AB&H)9 z=?^gt`znC0f~9UG-+Ned@zIpPcPu1w)kOGNxya(j)yT9$Obl5MdE#!R9Q@(q+DA16 zhmj-GhWuy*ha`y}4k$GZO>%nr&e1}xqobqec8Z(^Xecq1)}dM)&@F%^9*8sDyloYPi+0q!zLvCADXuqGdyVv0TzniDT+Bn}C zZXHV!ummN1{`l&b6tVBe?9aGqi}76Xv;&6^X7pylpxAm&F#_0kf8ygcaQc`Syi8(c zKo@OjLlKaDC{tb#g}9G;ryj9q_Nv7krAb}VBpPwTSMm7WYO31Dnc>Wph${RZR*(y5 z^?}Guq_nqaU%s)_{yo8ggL>l^F7^CrL~7=mADijsB7f|&vMO>kKY`>wE5Gt`i&@&c zVy@pK1Z9)0{;DL#NqnWIa>vCf*#ge@uyq(r>k_yidP&Crq1D7l3TNS*sy{vCtlkn z(bZ(NZdNFg<}(>ant{Y24B0s(4K?U4?+RwOabk5S0x!hafKFC&CRrV7-_e-tG0Y41 zU5CcBl^nUtUSL?$Fzo)#nn%}6w~9hDmgpqDwvfC#eRTUDnjoyL?~oC6D)B4lq+MLN zgY=d7f2ydey8YS5bZ+&M4o>OWm_JjaDMq>wez?!7xbXOfjXohkjGCO}i+|0z2}`P6ySP1)mM$HnGGPR1WYTN5{uON+`S zx&2WNS^YK7G@;0hqZC!3s1Cfyx`HnD#i4mi3W94o7rD+02;>viLm8!goG>2smv2le z<1Wpe$y)MTR;qC^CDk~?6S$Wb57GTInFp}HX6LQZ`R6VhPwo!i?rJUXcRL^9nM5$S zW$W#>lwNSlHez3$u;kAcp*LuBgKRY25p-!?d864~jabl4GCSnTA0DA+(P>s-&L$`b z+6qUZTxP||2Y%#n#s3NwCVDVR@UV4jNlA#&U8nS-ghtCgloIY{b;F1-xltd<(~^g7)L|=9;sPgo-xAh@lh;iYKqUi;$nL~ z<|6K9XjQEdVE)SeH?K917290!;y@zD&yPV%)0Q)qXRV}lF9fafUTTqAeVTiv1T}ph zy>r%Qak*E4Q6EiL(l&wnE?)JfbCqOkQo;XeL-!s(Xz}~MSIc0^*UUCA)>Z4!d&8lT zXX#SZ9h|wP#@LrD9@*r4yx7n69Xz{;l8Gj|rEyz&A!aumE$n-{$2CA0TAkkMAKu#T zZ)I%rCT;ba)PkW*R8bN8v+O68U);pR#AYdd>HIDwn6f_{%cGSL3$pe-51+WDJO)NB z$Un*b9KKU5T^5-6{z9=7M>)N;T^~GY1xCYW6e8D@TT3be$6Z<(rGw*FFP>wzauM#^ zoS`2bc;~R7?8CCc3mL}59}+n03O)=NyJ2;K0(F6H^OTs7nP&D@RBC}$35V>)ONo*DJ0epIZl*459gi^KJ>LJkdXYbgIRe0rgM&jFpA+ol zSt!e$xu1tZPS@>K@#&2Y^0ESFs(e71^I- z4M%k+J4GB)di0+R0m2lQ3OyDTR5bD+J>3#L_Mkw1lTvZ{=Z_wN*vzxSS;z8*PsgkU zmIdbLmBCw#CQdrPknNxB{41gYE|sDS(1jaK4YiI@a(;1Xd?cHVRWF#Eny2(z4M_~$ zL4-5q|JcUc@HHns_Zq*IT!y)yu7nRDhl8uvHm%=Eh|%g0lQrcg$*L~;%$nI>bsg5( zRaZXmVRb7m3|*L^^ll8;5lzS+)rjoZ-}vzF;>X8H4;6LCxf|5u$KmJ=oE~g2F#Vpz_N~(4Xr4P4R z0xSTRkZbVkKHG`s8Z@#GJ4l&3T$##l$UNy>5Dhhwe<7kr7rkd7m(u(f%G~wD^sKHFD2eA_W zYQBCB&wAU}>4iPYdd6d=MQF7%&2nX%U6~9PXUOKHaO4ZzBpT~co>kFgr~@vBluXy}7O5ajy~6;V<%kB(o31 z8q{h=x-fA0x{>V48AE9Ck^*Jjd2!$3Ja#M|*`2hlmRGzsNuz-M2*M3j>RBJsV@TQ& z^Yw5zj8kfNF9*G7UIM>KU_wfAQccFl9K-Ea1S;*|BkfzX7OtP-2zdbYm;#1?vBxd3 z4I9Ym`e6CGG0T@xUcqVVd7xTB*JU=>Dw%E$)qXbnW>2r^jHCDAwa$yK)0&H7{MP1) zx$j_6%DQ~TxFl>OCkUgdnQloG%d4XQd3aM&V*m8$HFdx-SD{TofX2qjseGO4VvTq~ ziC$}Tu{9>Io4aCDn4h2jH%k#TVt>W=+NIj&TNk%#vUu|YhY~qo8NV;PXW(_dYJ~PO zw|rI#2fzU&Zsc67l@aU@_nj+ir>xvh@hx7RkI%h>s=M|=up#=dMm_(ktB#cQR& z`JAggg>usY^PG>4mgrwAk5^KH(j?HawWpMHuz*IC`wIy^G60nD9oGckrLpt_N@};G zn%?FLa1Dj_Aqm z*a(j#a^Se-T%uSK2tryU zi>aG)P?0@PMVgDV+VW~qf}sYy(VuYi-X(OKCx+&~q_l^CLdWr9na3zv*wqK7Rsh!p zR{G=h(?(~%@ml-KY1VIEGs8F#k!cPF$d#RG<3a-9vXTl0LGQ!H#zsR&pITbF!|Y6U z*S+&5PYM8Zo_MZvK2%jzwb?mI=He-XM5MQu=D>>5p^O@>!tt-$7p^gypp={LdA4Uz z9YhhzN+N)k2DZ+j4^p~u{lw;fHHQ@MTJ$G2U1AlLa&%r?5SyPmgv^DG8=E?p zlc?7PxBub1otMbl54lOwl$KZGkimXjGPzD#(%*yMNf>&EV%%+x+T>an_f}KM z45j5Dbf)-eQE@5_&MTzm1o&yZkjnnobl+;m=DuE{%A>q51<1^&Zj?EZBgU z$lFb4R-BsHAv`sx(LTmP6L)Lh=bwQkmTkhZo1UhxA?!_T6R;)b^FFoayHcvRQDceo z^KI`kEnc3vQiLzr6f$7F{pIowF4W2|t6zjoHHUq3EBtI{v~+M9%XWHZTO0>*%t<_1 zU2+QZimid5bk@(XYCf4YF5pSV5T%gw zk7!BK#~Zl15>(E$Qc*ReyXUPn)M_FE8g6=edi&z`7i#=N9%@D~GEzoGQU`ZzmvL-J z3l*Y#ujmJCD-Lljvy`B@as_%ineswH)Ft(K3Cv;3KVMfEso3^|LdVT}sKUyOUd|gw zXB1@yhI2H>NLA!*)=5&6}~a*($*B8~ET@-vy*B3g+Rwb#_ISDrD@l8Pc&I5M7U$pcyT2ERBoj2y(*px$hqiFq zB^hklo2mXMQ9@wP#;@~!DNAb}lGRD3bMdO577?v1e1{W#4J=upOANfsnYX8p?oyEG{kW5*^XrFtI(Cn0(6<276 zZ)!xPAMR{&;=Qf;ubKtdKhTvRE~8hxYRKK^V@~aDjT9GuyZLC&Qbhfr)|q31W3|>gM$-|f))Gd;hq7P< zTit~NAbigw)ppUyQQ6pnQ?ll>0fn|63~>%=*!p|?;Jy9g=Vh!Fuxxm&u!8jMy^6xE z5w`UnjK3U|!K8u1GmTlmd1TBP-9sJPTML1ei0L{+ zVNk37t9jpUFd=^aIcIw8>D0)-8J2D?99x4t-5x0Xi&!p6sAD`~1X9hofm z(-P6gRC>iquvVATP3Km(op{wN!O0b5yE5FQMe2Yd`V^@}%!Y>9lmd09uy6fafcgf+ z4d|2Fb96YUPU_+I3T`Rnd<|(o_G+Ss=*kM51khs>`2x!FPywdUI<_?MeD62@ZmU`v zZTyF8G5f&E!YkRvU^5gR$vx?`6J&}|g#4I~9eL|63%?gWOye#-IP>{4E3NcWOA92e z!RZO6@7en>xa=7c1WC%pX72jFh*UJOs`UfiEIZHKm1L*SHzFjmA?igcWi`$?TjQfX z@i|z%)QMY;V)tnW$gx8Vhyu>5ZgrwNO!0_*sfA1O90Ae~Od}PP0}S*vlxM$86#aUr z?dmIW6MFzZ8AjV>!4~-`fv$weviMvo1u(juzd!BWgfct}_I@hIS#apPT1a?+y(IYp z8{vSG344zKQS;&9;m`H;oBf{oBJ$3Eddv{Ou2-b;%CKahc#MsWmAK7;<~e8-)41kM zTsYlq%sC{VXrIB6(HCxHAt)|8^P07Km|Q>6ml>JT9+kQEn>n&x3dgPXR{^e7?>d>V zwa{VaE$0QgBBE0nMnxqjk{Sus`JSJ<%aY>r!xpmdGMEq`ZRjYGj8!ShC>|trh|6_| zf>uUhO-EP@Ibs5eUB-!SU)ZJ0QQdi_$;7xvN}@oG7WI@R8z~1@YsnGP@YiWWC+?{& zH439Q40|sM&x}!L_r*CK5VEc$Tv*Lg*Ym-}%~`{;E_rROM;~?B*-PmVY+giivz6J{ z5Esdum9})B@1~?Eb@Xz3pG*U`#V&8HTjcq!dM{QIv_X^bjblx_LcdvDXKyT`*fa;3 zfa?dK0Rc8%c|1B`B81#05a>l(%=nEqEABaATQ*7~t$69sB#~rMzo`0HlHMPeL zX55TBMr%m8hVfdFH^&U+ci?HEqd=$MkJ?*EPred`C$kzG>~%mL6(X(_y05aCB6gl4 zdX@c)T3h}NctY?VmXmefX)+cDQV8Mid87>D;pPb81KujE8jVSWr7~iK0(oMIB#U#u zTR+j&#~?5#=RI4e{4rUowzOSGBVjO&_ipjy-$Q99GdwD6v)NdR1Iu62jd@2NMgE{B2`#rVl5x!b(R?Y zg9XsjxT;&C*ft$DYa|(a*(7p4sQwh!mG;fau^Zdf^A-#rrj8o091;3k)nQ*>iSmP$ zcL~=RR5%+>NgvCoQ^BOtM;VX#;SbUwZ3+z1$Tr>D~SZ6kI04Je&@o}Otx zen3R!^9l?1LKy}z+{5|h5Azk0mDV~IJIJ{5d&=wG#lvlg+tr!W2)Vt1yWc zt0c0s7!`a?lW30O3g9uT40faTs)3oaby4`*L+R5BcKUk^shzuqH-3YA7b=JsW%4Wx zTd47=X1S;j@yK8`0{txHhk;gyXR-vPLZac^R-XzZ9+;EF=A3L++Xk1ubhek;lKv4~ zJ0!BCnPCV=1P#MgVC?&MgxuU*zy|#~8kIespz#wEXZ<4AKM8$S2>saAOO4`cO-;38 z1jLl8=ClF}6drXs)7$K6YtN?*a+}t#U(+oE%5iYQ4`vXPb6~VxFG)pK(`gG=K9ap4 zYaQ8AYj)yYceZVz0E$;CsV+Ubq=BPdz~(NNv>%!(k|v>M$eDp0JG%PYS~n}s0_enZL5phAyMXN4RZ-02&PDT;OFPcXi)TVGQHjlai7J$sei|vz$1zNd z;QkDqT!+T;03oR=W(0E>2LN6xvsv8BX`(*>pKO;3KZLfp_mYU})hv|Zb_+0&7&Yv? zRT8Kt#_a}XqyqD{%UMkx5_BEVIa>t7=W++$g#BppxMrR-i*wi;n^}>&XYDW1wiae( z^(`rxao+!5oy_k;7Cnzp=IQ*jxtw8)k0(=DPI8kK0?Z_a;edzAFKP)s=WC8d(nmK= zX~nMLfh_{BQSU_r*;N8vF}&yQ?n6;Y$K)fh65RP^YL-$_jDEoFH}sfHPu!GhCHI z-{nr^>p=Q$mhCx`#wQ7dg|B54V4|oFWLh!I;p7yq=eJX#Ye zAa%Fw7E4ySBDtqL|NgLfJjwLQXFj~OEFMicf&fXsG`??oyBRA&!?lXrJbveMj(kjL&lo1yhF zQcL6a6SWfZGs!Ch`qTtZxTb5ztaxD^+gm-I(Wa5*DTih~}=(0@I@U_5yj zu=hcazLrT*Q4!cF#?pAFt8hfyDUz(XhJXKNarh3?n6J{8wy;h}v4fBzWZd@*~~d;q)otQ=lZ zlxbAa`ynh7qd=u&B7c!=wd@x?%5|ko2AQW2* zbD;$&6#twcj;Dn=h3Vnp2xy%cseB@hHC_qF&&>_(eDkvIh_%Eql=_WJ z<`xz?pwcg*r%O;05E2#>xhNwR>KspmS9Hsi?Sf3uDqh~nH$!TUfqn94$9%*4<81<+ zZGm8Kz%36qQcAK8G>V@7e&X}Xuu#U>QaXQT4=3ZNdOwrZrEkbGJpecDUj4DSOq)Z} zbh{L3-Wq0>29pEx+{ahg-4p6ieC|Xw?|IzahT&zt6<7gr+93?^GhOw{ z{&I?jv8vocn#0nnVj(YKes;HbKOoUqd(D`U(UJem3%>;l@<$wZhu)fkuZ`>Xv4L_kvz5*SPJi@}lK+jt|o~UW-tkj_R zVsko5g~_${sZl$ph_LR4Bm_Z#+2p;SN@f6e;cW91>GrCD{{^X#$`n;v&4=2xA0I4z zUpO36+EYoDh>)kQIR<>Se1K}2h*zN3DUp)HSNv&Ipe;^2hUJ(el@2lrwGRCDZ2QX& zoEPww&sI2^y-UJ9;RSf*JkC`UbUnS7~u=K|Y#Uov7 z-}0RzE#_sjn&hr)TXX^E{>IAS&iNmo*hmL$Oz$)72eUxN(~div`rX-qh2jUupPi3raEm^-4N2)Z><9@({n9SDlaI=9RrPWA;tx5j0?5CD?C1q>Q z8M@4_;jHa{2h^Wwyz`obk#hq%>}#&p?{Heqp?81vaXGjcjPf!^rD^Psy*`I<6a z71=Efz~Po$?~b#J%x-g*HB=| z7ahnGz$C=QMuoS@TX7XAuN;0MXv{ruT{z^F@NxySL%3Pt(gs*{My@TWuPXmERwWGC zRq(@BsO1%u5D|k+he=JghUsMMrOPO5fPz0wiV5alXLTdjmbP9tMOtxQAZ;|U*A9Kw zBmlx2z3TTJg@Z^l&A)`b7;d;w$XLJftf86k5{s;g(

GbAh zVtJpPu@E5gO~C(m>zP5!Z3BASq5X2M)>bWScn1{jEsEobfA%>UnRVdB<1Q2P62r%O zj#}dP*0&@X7ztVttIIw%HXoPyK-b%F9>}vt zrAB%qQ?8`z;m`$DRfJ2_-c|5<35+n_C&9YgX*9vskw5bRMl3Ea*7(90FEz8c1PU`O z=QT27gDd_q&1Jo=Uvb_*8PUjl+o**EcV}0@(14Kn^K&-9%x9IBhA9@x9^Yn{tvIQi zUQ#b98i9d^-{k}ZuG#HkH(L>5-11);1GT;3)A;CU^r%Vo((!(acOK35F&azWXU=Dm zujOS(3(N0Wx1EMW+qe?y5xCU*n7=!g^nR`lTTqLrlHLR)Aw=1jQ#p%iyN^y95a%%? z@j!`C;VzG={KKh?ulteLUOmM4pI*OJ^$wP0NsX~P96fA7FITnD<1u|mkoqa9Fy&dD z6?3KI02US0RG%VT8~yC0myJt(TSokARi##@r;7m!l)H5LsfIFUEU{@~=^HeGmYyCs z3NYRz?im`%Z#N1*eY$VfG71)uv!r@ZQniI?A{_n-G2T|6R3U)58J`lUT@k}5u8n5*S^&!hxJ1VK?G`}g` zX|DpSGMX|JjE*aGE~l%4qSbA9#*U6S%F2ypwP)__!R{;tvku4~7rNzVp36L&f{?;L zlYjjl8c=*GkS;3rVub{P$##*1yXUHwFE3I{8EvAgSnxO@O8*8{DT%a9KPCG<% zaM|sd-464DF0X#mQiX%Uf_fQU>pt4mLyv*3=kQ5Zk7&g<4pGs+8 z-T6FodQ7avR~rxTepcC{^twO{`(d64Y;Tm?bg7vunVS8GCu0?M4eZ~y!qJ$45z$YD zQhvSiexFL{(!fQ#jMJh$jDFIbE45sV2Z$0gf3?7N4RzEW)~lJD=;8RiuVpw3ia9mE z&$146WIw_fGsoG%;(Uv|+~RcjVY)edc~&b_571p*fB(9#B$xr(symtz1^C|NDK~S7A`k0^gR zuvW*AXE3~7Iq;a9cb|G#jV#d{_u`{NKVt~+J)p+GGw1xUO4h;Uv?0_dDFjRZ*6zId{FEvs7S6!|1!)ZZmwnC2qlp*O4Si>^SOe0tVrYF zP6jImzCoJJg~J!-aT>YC-w(mkh}v97F%sgvk&Iz&TrD9sNne-IVO06Q64@re5cJ2Q zUbBqm7lk&hvZ=DCEHSXg(3$h$-)SUihQ5#NSC!JkrT z?4$J56P~m z1?jVb^*J?##nN#@4oum>e9k+ZbDDa<%Ab^x(Pz`>@bLGtMR;;XQ4c6-CfpWZ)Bs^^ zmZAdf|6k7@@J`PVC#;={<3Pw5jVBzRNz%@}*>2X0&S9~JEZdGk6iJ+F$&c!0 zh_PDo-K;Xe*QJRkCnm_{X~Pd68N2J78ZLub3EW-0^0-*OhlPs+xXNSK9GK&HK)5_t zkYlf$9a%tJc4oe8{LhKd#@Jh1_f_D2R`(tU^Jx|-rSKi=QZY2xq;|mqQDbRLXDNI4 z%(bNSFO#47>&tU%Hw^?u2Dtb*0^9YtdG81x9AL#VFz^SS_QjjV@tm@h8g1L9WfUczRHe2$yjPi0uejoMGc0Q(FJRg?(HDe}t0D}=UMFt` zM+5r7E}I3Wv4vttM1656$u&Fm!7c18-VcZt*k}#$$4Q3C2=bj_E*2y#5crB$^*~cK zmP=B~$X82wOqjsyzCEfJ@xHsr{C<3677GJgjKadVKFm2CIo~BXUl~-ZdFcT_zH91p zWqNRW+P`7@d)4FA4*1?FW^{e_T)cyQZZMwSff+`t$=1*3T<#HNu2R=$bKK`pb8XY- zLH9{@cW*CLEcgDW+ylRU+y+lILT%6q z1D9+_ia3ElL{ebH11*&Lz_CR`ri|v_VvRT_N|&WMK0dB%Y*c+Y2HZZy7-X?SrAc6G z+&5Zj+5xj5$pPaR(;pHLmzjxA$ElhoHuk#RQ^L~U2_=QvW%o3yug|$!D}H8n3|5~X zu&rS52VzLvbE%RDeShE3(9mes0epty+P9}r?|DAYe}!C)s8QRfNbnmajK`YoixB-? zQ{L`eG@@Ua7t^MmrVe51fAR#D1W14u>nQbyM>WG~HZOC2Az1hn9@z8iAP%+!h^ zj8sMg>>s~`YVI5kZ&uKO``Tn~dWLJ;u_Gjha3&k-+xfVry{q~(5}P^VN8u7h8sEMc z2a(?feriD5zZVi3!|?w7%x0}))TQ%ow{# zzX*EnFzDV6jCbDdrna3AF?gOhWIoGkY)tID!G9t@ZMzur8}ryi1g1P3h0Hft zPAEmPi~@apliP*KN^oujIV-R^3k#0}-Hw2WD5tQn@bBs@1KVPR^0qL~<)fg0mK0d7 zE#~CIT%J0FwiFCRHO2A@I0F8#6{;$N@hRLohhm1_5sjcyFL@O#LN-V^u(_Hzz8`Dv zw?j%1=&jvRng=sGHiM)Ff{j&;M3=Rpdp?L}o#Y=;FHM`r#JiMc!CDwJfoBD?k8#I5 zT&$^)w-9R>XGn+>9v@p8hq)Zv}5@4a4tC`V;AG;H^%LE{0`eJhfD%L^Ej}D4tHrotg4}*@8?gP7|OHr zVHWP*!-pz_Tyr9@g{^nXu0p5%FJ@z(SbnB6e?<;080N501FzDj>w!J!!b~ujHblZd zw1gNq6c7CU8BvN-WW?C3_#t^8BO0Q@JgY-;@N7}355CD(=h;`&d|$$5piSupJev}9 z&t8|^rnPrzOBz%O`PqX|cftiNEkaw~{V!*VQ;vWKc!#`$%Y417GKq!_odnLH$<6rN zZj-nv!n4WgZSmLZlM1&yp<2-&#zag$70()i5f%7gfZ42m^xe2)cCYYX>C6prmaF4K zFY{i31(EqLunIE8dtm6^Z+VPPZcRwQ>+96vQva zVzW+~Hbr*8Sp2ojrg?lG`2;CWwKT$;kv_nStZx{^R8$dnDw^0ai!o|exZGGF=t%A; zm11bW1`4^r>cGUxc0Y5Ns24M=q^~}kixmp;qB;`U}?= zlF_7rW*jg|Nw6GjZZBqLW@u(ZI{(g8o(Hmc`gPtXKC!{EwEw|s){5vnSA9hFxjubd z@#=Kxr)I6MWrF1ZuOjhdoQ9lVaaq+DbMp&-df-^6?F3p{BI}Yqd-DE+A-MdOf zFj(Kh7%e*k3L7LoqN|E94E?hXs^_a58jM9!`045}5s zS5CbXGw%m8%XE4`576%Tlh1N|&ow^YWaAb}7bA z+!BK+zdUC;FryWyVzvF89^rnPid=Uf9YZ_fv1E<+nD9>2o~3|X?XdVHXFlC#?){o6 z{kLo7i`Sth*fVCKx-kB*JU%%&+0ET?_6knuZejd<^ow__bRx5|qLJ>yFV)*4Q(=#+ z>ti*<0%zQyx5xuE%T=2mOyamn$K0pK*@x3+0jp3wu-^|XV=AmrTL3D(Fygq_{J|Fa zHqd*&_UMm+Juq4C<}@fO8ydJ)-S$WU9}4yc0XtR}pwrXwLPdo(OV1e<l1+vkG2G-1!@kGPK#)BX7P_!l=}?=5ccXCkj}!q;wI0U-sbB%8IF4~$Ri zZ|(!0rC-l07}d*-${AuB@1z9_%283xE-#M&zeZIqjGNEjZR!jT2Q`cz}NOriFCroXg5E2PGE>_LC!;^G1#>35q(RZH#-+a`TtVj@XFm!0xF zshtgjo@JS6zwFfiq3XZmx$eI|a6F@uy+R_gLiWyej{c`FNhkIrnw=%<$-MIR8ZV5K)$fd2Zw9$Z37ke<)n= zR^gMD;%d+Gq3$eUavfc-*JT1f%1p|1+gdgI#O9N9hN1CoX-;`<@kjPbzI?u=8R~5N}>oCR))Jq4SK1 zi2+U7&c@~|yf;$JqcbvSKzf3?Jy(UHOs`RjjYM!C{EzvzBzFKLriqbBPD$C=*%3Nq zuWLnM0LR_{Fu8hoI9L%SCM6k}nwo|yRLt-BujZr#Wm?`jXbP+LqUMn&Xk-Fs*vi6G z;5#EyIC3&wW>FP*D|)EBBsfjg6FWdwk0Sx|~EArCsLonD~ zb1r=j`AvTi^A=z9p!PQYFxOB`-Lrd6L>Vtn-OH2zo8y+PDSGw4v_kKCd)K1!+ge2D zRlJG^s^zIdhZiaf&_Y}YomOp|-|M1ht1-x)l8lWYN>nMTF3*VQG)5#~SaLP&c}r0% zv@>>beVuZT^)#TFYgKUql63nX-%3_?uc($m4$G&$hn$EkRv@o9tfi39oj{mM^0$`n z;F)QqWH2yG%VD&DZ>=>xzch5cr~IbneF`8Hbgd5y6e!b~siu3~;w0#ld?sLoCpdmK z#B0OvC21m*l*hTbcGd4|S|J}`-dZwa`KgzENSg!hMM8o>71>!WjXt^d}d0zG*) z(|1+vV`yrM3gJBp6mh?gJFe47>(zZl)`TNTe>yo*p{`mnWxs8{ov+5IUWd8&1O(!; z7B3K@r7X3A5v_#doBNCuCml00jDdA6Edy~+HPJ%qu$#sjy)qv$(4_Qhq%{|v6?ZK; z8COiiPo}68{Z+FLnl1|YT59pss>qr6L4IflT{N@x1Z_ZSb_`?ezJMv_ETtBQ6Q4rE zHg&`j*Fd?zd%#x#p6X28%%tk*KBMRK^)NZPa1))Inv}4x92Ga<*YK zLm{xWiyMNo3fG(16&0O)zRXDYlgK@~_cB!TTe;P#h1bRoU z5zOjq76EK6s;H;?o-Pso`JmFF_4~3Ry5ZhE!#~oad2{)+I#}ej^ZeYX@`aB!BrX75 z0Jc#*-s%_uQ|7_vSTL(U4J;y7G9fZA;4vHFf{YkrbMtqQ{{op1Ub!ig%Gy~T-?$X= z3kqOlg$NB`wl=Rj3rop&62cf%^6V~TcxR;mSk84np^NFkMGtm_Ob~Mi>x|@w>^?4| zOA+PflbAYeSOj8B1s$L_wu+%ICKap0>fm}Mb0735`!f9F7acP`WNWVB38pPC3`YAJ zRkxZ(A4uTKYjC3PJPs=Ax9icoNCDH7lw4bcIFS`boLzXc;=}Xk-t%-zH;PHm#{-iC zXkZB-jIAvE%Uyr(*=<5S07>x&iNFqYgd=>z@O*AIh0WSu=~i*EMt=k2(-7oA9Q$azWcxby?-((fi}PDx>Qaw z@!HQA`ua8-{V@E}no?(#jL0crXGdUC>zkY2i-W=#|M}>e%ue!+7i-{)`TiXhe7xF? z5U3$Nur2@2{18q{z00*`tOnbj%vUamWwa8{*f zb8au4Z1ZdWOMWGjtMy@xZ~76`NJr4zHZmO=+NT9tzkGS5yBT^oAYt~db6M6O10jQN zNOlx3P2~yo%zs&Wn;|)J-fZpU^@p&Om5dgi?+(7ZF#`NAcZ2)Qrx&rcWPEVncouE~i(au#d$~SCr7M3wbe{X(%>brhKx_vS zk6W^^@ah^4OhIf?W(yEIQR^~1Ip|Nhv%;$CPmG{0X{5*ga|!&b6bH1zkTh9 zT$bb`WB$Qx7x$#8UV^kxvpSL;M?^T;e;i?`uC;l65!j zzHzyNSf9mJx+g(azT84)6ax0!SM?n&pLC_Lu-Gzv1Vs5$90y`dszH_$wjV= zyB_&(!{%P}3kxd@K9IPaSIAwxzQV}(#xnkd-{ZfihoRx&fd41_q@<)o(EBeMy}u@{ z3>6_dcXhp`z=gu#%8{3;mhelvja(;V#1YAm#R4@acuoQL7akqG&>y9ito`z(4dBE7 zNz@(K@7Tn)ZFAc~>=HuXNhk>jVtx6u=#PyH6EWuSJSMU%95xU9N-g3J!$|0HG7>Yb z?^H^-edUNB`y`2%f|g%K9m-Z4y^`n7`Z4|pv&Pf&OJZ(^#geTBY9kYyU<&G=yfR8! z^@2u*H(e|hsofky+I|!3Xg)7Y!x3^8LR8!6HmPFK&iYq`l-n)`S5fDi$9@YVtcM={ zo4=z9jxyd-qMcp&K`aYIRKd#=*lP-+kwM4+{PNpd+{`B%_Sv|usiC1aPcGrTRF2NI54Gm-_V26Oii&o~ zUV`|VC5W85xIX0m*1b*Rpf+c7@?*zcv(vn8G9_o`WxT2+z{{duUsdpXZT`98xpsVi z+((ixHe}bq^1L`R`lroTiFNd6UOv`A2^Z8&&nkZO2cVr&bR7s_#q%73SGSYpUX!pk z5876wHweEO=vRJrj9r_z7*ypR>RP-FUEzaP1Z`+!yWr_!PVR%$oeykP$$z>GY*#>V z+M8vtXY`5Yo-*Oa_V#CY49FLNt6yTI+Ird>;%JN?DC3-@P?d~7s$5$Bp4&~Tx2!~i z56u(t2v-S1ft2Gbyg~`IKuX80-^{u!nzND36z;_dqq}?pJ||4zQNPQ-+9eb?8Ifl0 zz{pzxdQ?Km$GB)}Awo};ilyy39_bClPG8@~{aIPKp7?^QFga8lzdKGIRbI4>A)LOU zM@41jbwPMS!}AZ!dEl>IZGWC>3(_{tPXg!oBQ_6YI}dN=jz7jb=0|I=>yCauO{c7; z4pUd=#tOaFGyU{Zq%U$*`UTC5ink0d|1$Vp2Cpl!<}8d3Wb=_lGP~7k_q|U_dH`%F ze&{1^Gq+DvH&wd+0c(_jAa{p9fU~{6wPoV$T$zQU5#mK2CzIh1E=c*KcI@N!#qCc?3MVo+$n83u9I&Mq zNpS>~ib1~4AuU#jLcYLe!LvWl$1uTm2U3r7otrCld$&elnWX(3a5`cdx>3d2mJWcn zglhba?SnNbLF z3N=PaCZZA+*3wZ_Y<{1rR2FHHclXec1GOU62xsXBJJ#=Ka27@pT@h0hOuJ$n(>4a8Ho?5K@j`ANU)nB9E>KP>8h6H z%qsBcFY24vHHa8w2+#fv`h|)3ED-`--gV+L>yT1O9|q|Wf$fw~g~ph1fdcw3=V~!N zuUI(4VQ}dYjik9Go7?mF72myk(>UOh0W-*@pFcOPMtwj!>bMN3TL8ider`0cgF;$Q zo9SFtE};sP5`rgw(W!_Cq^RK}hbjquFuLA&Xs5BD=l-n@w%VU_f>uF6M#fVV{&^XPInJ)dQi%JqPP5D&r-1+ z>J3<<+*QBnA$qhSM@#Ij%*nke*E~Y#g$NG$4jQ)!)gy@cb3W%eU;fBw?NrizaEnKe zN9j!X%g(5Mz#C`K;2zh1`LZ81Kc?uSf*5~V*6|fTwT(i5Q~D4S3(M}{anYsfNVT}b zqq*>_rpU0f+y4hhJA)}$s^4MqAI=}+Y^(>svxrf1>6Sd%g}nKJom z((va5Sy`+EIPQm0p`DRtRV->sksro_Tq@Lf4)lB@$KuYe=3p9*I}azRgp7#y25cQm zc_ms3ak0KCs|R}&^u}ChdQ&&Gp5I)g@{m<_UrG_Z3Cvz_newt5q5nx2e!0~8m-_YU zbBANMN8?{iI#qHWt-06hg7C`PM0#h>+SwT&n(g~3FX`XT+RvY|a6q2aiyf@ON0NT( z>h=CN!W*vM(hjk`16505hSmwsvHx=r`%rxVo13`0`tR}aEgna7;0j4}SWLG#^=|vj{rKrl;YExIO9TLa8G|#>l znYV~E$V(5&wB)i^#xBBtK3$CgQRP}ARbj&bB>u?D+ZucQ$ba@n48Pqj0WzEZa$STL zU|h1c?sr`7%L(b|Pdk;`6ulPNVzyUGj*V`Dx<1~ zqQiYuHb<}2@!PXtN%I{cFAtBqE_(gE$+!+#)g+V0?hMi&xMkc3h(RLLQ8{fBM-ytv zrEO#|YR&ah0=QuYsPb118K!WIw$2w||!|xCj@T0vg_cUq5B9iy43PA5TatR2L7K(GocHVKw1i7rPvgjzpthnhu>wTl^wBxl z6voNxFUU(Lj_f=ZcB&2Pe03*<#yCdex`)-*T-vFq>GzUsl-Sa3a{<7Rfx5X>rd$85 z#%A2o+L{Xd*cT^u`uXG-%=HyK>z$_)?<~4SnL33^N_p3dld!UjAZ7~2I}ev2ODGD)ahn4<0)NnM&7}en3!nj=a&w)zEC(l)D(@6kX5xZlloR_UCX(tuH1js zVv1mpxeqzp(gqpD*FB*|ON`AyN$7~QuOryU0N1{}-jjId>|)Ylh3`9`ocidN9!fTF zuVXcO`FIDVzYotd4XtqvNdFYH6;x`9fevYGSr6!p%7exvY8hD)yi+{=T_}?1(OzF! z_`j!kHs82rBUFaA%15k+OwmI$S}T6jTYiadaQ2P(EYIK{Erc-|ocC%brlu}G@mqXy zb~S%wroT44Sh8!kHD`PWs+ z-?jm=-1k~|d+(>8is}E$G?S2ImY46f1s{TODmnk)`eF}qz<3?zKI%Ad%$9HdRRJKW`bPTF|Lyeplk^uGb z(4=4~*Dig!ZJb24b&emM#X*ScmDxAz*x!-6jUvBo5n`C9-IkbUfdXMi?IyMNs zs2UWjE&PT57uRtb+Lv{EbmIg`zYS^qMJ0oWGe^lEtHQVWZs%8CIPfxx*Zuc^O8k$@ z5u`c5Z~=n_^ymm5MeFretNs_cF-T&8W;TQ+77+3xCP7&3-s7c8JEjQ$@?oal<*vdA*kD3%C>BpIN=oaLrk>kMvMHGhE4OipnYuV_ ztY(BG1I`m|zZeT`U*rg#J-@E3Wqw*jtZa&=d8XFtfz-Q9@jr8~Q;BtiW->lTF<8%# zy;u3=%2SCBbsnLD1Onf3KfUEZgRqJ#HFUh80e0T z-MRYs8X%B?LDnz5QnR$OGP1R`?P}$O7&ZS3hnt8&|Ldd61&Zs(P=PKZS`T<%s>cB^ zZgZFaCN#|OPfv=}$Oab(JpKp!x~*>@ldZWORWt%l9iKOD|6`3G{IB*x4kJLJxz2^oSsYhDVu3M@43tE0qUHD|W~= zNMd-o+F*58JGz~Y*X4j|R_rd+nu0z>8P*{@$3O9y&+Q*pG)0PYdHH_U^*CQ}NxR&% zV5L}Z$QXy;6BWD<&h;}Phb($@kY;>aJK|=# z?SUK6W6FUr8miyKH*bnY{O4q~wfz85&cOIqZ@sZHv+HeZy9Gk7wKz@vEU3Y+g+G>U z!DkTymIUw$D--6Gjr-v9{oFIOrR_6sQ^7WnN9kZM*PK3 zklR?=*a+<3i6u}C3MdV}mZ$3g949gravOwhn|paB-Nkt{G%}*9aLVPZDw@alb^PGz z_}KV(orAKyTGTunrtsMx6e!YAGzA^I_Z<1)pMzl92#U);ccHibFObkSF7H#+3)I$m ze_P&2Z|9+u-S65&6}lQosJNJ1&4RBOATmD7BpDey<*gAZIOe0#XvYk_g+huMF(viB zrnv*Hp}UUmF!T*9DU+x%sUe+-ODE!W58M|Ib~=lS>RmE^-Pg>{LK&JIjKn1byZ zG{YKAL+(|SZ$$Fp=Kg9?aK!IZ$8y3UXCu~$VeEMx%y<5lZSQ5R8am7}Y zo0J&Hw6kq=p{C(?+>0(V7eCPsRR4PwN~VMj{?nf7gDsra}@m^Xa-2 z5$fu1&ItmoRi56C*qaO18~Ot8-i)f=+64(JF-XaSs9kmSl2yH$7GB3DhRP+T!@aec zhO+T~oc|B?3cUQnVrTf}FvXQ}%_9L3k=B*dp|P<}ikkz9qmtHtC8;9*>5-Axek+=O z!3GyK1|WM`5b>cW3I!Md-UK7&@7m{5G%{5AJ?3>2A>m9|qGOm6@|Yvvmtq+T z`4zRkZ+U<#nJ#<-pB#y})bDO+>htf^MhUj^pUvM}@O+Yt0xSWY_I?TzLU?cBx$?Jc zymt0fYW&z5rE6w}3|;iQYYlki+O*xZa2U^BLpqda6GrH6G76AuCX0)A4$l32;a$Qidkw2$z@wsKOC(=#-pu0t&?y~;PPju^UOBR!S7{$&Bh=Q#j9`(stEQy7nJiD z?Q^*L+jqA`LngX-7^Cg9^~M(*7!acf=c{!y@7H?B8;i%1@qH^W*>_c9R;QDdw5iQp zKy&=nbp!wC=m<-JwY~jz{%>SMk>Blc58ZOoqZyGkicsKpaN78lx9L9H;XF#^pY`$& zaH60Pa%=y&cJ#zp&wq#X7zP_Ig^L$ynI}I^XvE8i9nYN53Ubg_!(&I&U8zkJo69{AoH(YMb2EmrSlvW>u5S$Hf+LCjSM^ z!|l|*;aXW;?V636|Ep)!z45ep@AKh;RW1VU^4V(+$+wzm@~UFtl@PtBWBoeLok zNyBuvNOeOvR>Um2h1Whg<6p^^$>K&w!~`a>`7ym-g6iDWwOadb@wn=&k*aB2WGl>w z!?Ux^E55~-Hz9idl>`x%c_-e@hz#_7iyH9fs5;a32}Bf43tA%`Id%igACECm4Gp zz`3Qn9g)2S=`rO;&!ykDo=~%n?$qr5&S&a7B=B`$oPNY;On@DNGs^Bc!<~2)d+YGL z>3;iYkawf@Zl^v%TLtQiG540R(-Xg<*NzV#$AWQa*%_g;^4iEt*!;I3U>ViQAz0tk zboo89wHbAljXP0F>2Q2*0$8keLtL$R#N$&^0-UnMh4)x~x~;v_#q)76L#(PH8glfj zNMm^dTzOPfQ#`KO??wbYahNp9qT-pI7Sj0SgxqPm#cvhZWC&gVJy+aip?NmDP4#P9 zLV3)SjpE6A?a^^YeI(P^+7I3H&pW4_FAtiFY<&tp*OmkQo6Cn1&{k$uXpwiv1Q154 z=-hWo7JGF6x1Ru3wZMLY5JnF4z?Y}b{Y%%+UkiioYc|6c8^7JwA=FPLtW3jjvwg%b znE(~3aaK`UTDk_K7=Ko6I}8PYlZK*kf;B(bR*~Mp)h=;sL<0AAZvSsnSXu*_t%bQF zeHy*VMxT01CTNiwnLaVoe_mDimxF&4D#+K$$@qybdo&a^38Z#OQ8>BCPdzgrbB=nZh9B!_L zC071KqqF>BPRJa4`l+ZPph9cwlLR0uWR((Bnx?{Kl=p@fi7XF&lJo{0Yj}H`&)ry# zr98>{zC<(be{6LmNN8@U3k%BcK9SqmR`Brfa66$R3TGD(=mSPEn&z<#KFsAs<-}7C z-UG5x+;0lhmqQL&wa48Ms|JKK)&MOzySi>jT`Ht{*(m1ibI_!WT&3fiqwyAJaX`x< zpy;$>Q^s!C%hBp}3k!bsFmau^qW-3RzVVnL&FSBRw+mIWWdGSElM0n1r>3u$&z`u1WHP-aI z8#Rf0s&AVB&7Sb->bk<(}vl%Y? zuq%NKVPBdF)%*NgDO4uwbkUTVDs$DkqppHHQPJiv)!Z(z>ziKJ(=W!NN@-L!O{^Mu zK9=-o8%R1~GdTM`HxL`L@O6_CI|M~0dVObymJB~;DYEsgyQ4dm|Hxwcx z2fj)VVCU`Z%+y`xWw^63R5V zXkf~jdIn`>qOFQ2%1R>cWM^t-CF9qoOz1!SL&fhkif1R^To5e=^X@fo5J^N z!sX`HynOQEnd8?{{KSIp6GAP!5Y1*-U$QjU>;nbW@!wx7zx^NzvOd`> zaP|IAAn>6?vm76NCoR%4mRyuJ@WF!zMs{{~^W#++OW@hOE^JbQYWxHP8Hl))kGEaL zC5TLM<^L)~wdXcSYVm%kTu)pPGG$45AvKIk?_XyslPj_*HjHVWVDc6#4MPY|rJid1 zZt^(>>nZQwnn$3LWDAO~sp3UJL4lPz3I#&1&u|q+(1M?zQ6A{_Q9t0VXmaIg!-7b?kW-N9Z2W{3+8_y zBCkSo!Jddc9svHt7aoPy$xV!_Fx2jCm_;fqwjkqC0IY&$Ms;omIF@Io$Zxoq9*k?TC zsABg!s5&Xip+t80zyxQ*WnpJGJVWY4Jm>jf8(e0zU#iK02 zsep?rk3@s2t9Vy21f`sqP+f9_P*yTnSNJ0=XfXwUiIKyzZwJrJ%*Qzk!`k!G(ZE%4 zE|+2ZbEeNd5>kP=P|XE^896y|hs-`OFd*Q3NCfNcl^we*tJM;XU-{TyoJe4y;y01f z3OzkUU~FtyflWx(!C{Xe;}a<}+w{kb!8I>nk4pL;<2+?~nZaWQqI^KR!JF80dDsV( z0`K-}^R&~`X+kDp)4GCxuF7WAC7J6hr>gk9ax4lcTqZ8b{v&K!(UPgyyiqUE4A|cG z?POKtvx2sLGPdT+7OC(AR%4#%2{%Kr%2ufF!hbq zry$%0JxYGj0Rc$x=%J8Z{#Cl+LYVsQp(4X(tg~*MnARhKR#mrqE#T&Z9FX0X>$%o* z-kUoh|Ly^k0(IJr1o}_0{}PB`6j!Kth3G7O+(m@?(ae2))9U8D!y&D2tV9!MMxb@N z0!RFRY#QhQm}`m(ngbEI-)f4(;g5$7j-ciOIXU3kA^g9)f}8cHZ3rs*gX1$dQyQDT zJ5RHlpRZbJn491#!`?$y9GxjMfv7hL@s?=AyHo}3QW{1=>GVFGh3MjV0`Cr7QE$K< z&{eZdhOJVW551?4U7gCQ{#wt z0)x#T1nUDubozL&e_-IS?&f5EH74T{p#SV5pBxP}a>v|Jcl$)`#*iVR_#rsD?M8TXW>UGMC5Etu6snq-wU9$7vp4Cm zwXzF0`DpMuxFC*%>#i>0eR9k+Q>u1nqJf6WrjscftP0AB0dVIi9@4GA$Ng(+s(1e8 z!arkdOdX7w=Sw2jCLBpW0|rkKz6e&ogYe5m)@!O;2p8vhkjNQI%Te0iKG-%_LdVa} z2mRAqPfxEOl{cS|_Lv^Ft(C4!0P%Pc!ScV2YOu%C@%r){rBvOMRF0b<6hiZg%jCEg z90BhBd7c|F95LghftNV7#pkh021~ji$m+E)1tc;3x6TdRQBZLnsS)Ez^arxWvN`xHR*|EXR@n%M7cDIG_ z(Steftd{aB-#My zO$&Q_>=7J>i@#(g%7?0Y|WT&1sV+m1}aMV@`_x|Z$6tIKSB!V z<2eq~S5C~aG(}VR4ZdQ_UBOS9^LY!53Dr^R#HBcUb)w8dD;?1cNmojHvu~x)l1gOR zGHO64j8sV*kzKr0(f1-yw9SkWVdJns-6M&J&a1=gyTW0fm^nsmbe>;QAs zyXg+{kdwoJ+ehF!ZQKCB)&tgSNjC~(AwKtjXO>}1k3PDb?t=LTO|wk**=Q5&9Q9ef zz!5hy5oIHh7(Z?Z#~_nOAczQZf5IiP3ZHz`C;Yh?+uy6xd04rr?{{uShAquaVOKZJ z&NCteZ>2MTackk&dt+;BdNJDzApgz4?%w{g^yx1j!)H;iPhR7rBKf-9Z?#XHpvju4 zw7nJh^2E0&x6c)&lYX$CBtKM-NR0bED6M5lk3y*u?~scet%yO{r7 z$n5Abt(tt7N0%W1h5-zNGvu4gj2oBiVawS_pKW9moueBiS%a~GPl&Cg(6))+AaABo z0cHc<6Cjnm4muA%P0h^c&PE#a`GFk|L(N8`cHAkT0pkOp$`KKGXsC$mF} zP|Z!r6?tg(`;G-l{LmqQm}W7!fd*V(x13G?{4pi1OhEl5MC8Sf7&m~xI_n`_gYw+7 zcl5E6?<)7v0^iVwCMHK3sSr^Sr1IcJIma$}^uX`7m4q)YR?%c_j&ouHQ-xcr=3CIe zcBki0zTzU4jHUsUuI}=Db8|D&PZ1Fe1SM#4(9gZ^`1yI3KiJ;_0s>GBxjj?`jra&D-UZK3`J_90jPf@{JQ(kpFd?gQ_~+Yj<3L& zYpXUMY4Ft%X@slpv+O+VM;vp}q)HB(uuPV!cqK9J=Bn2PD+f<69*~d}3Tt&4S8T?( z(cnKOjR3pr=I+KYeL7+L<#5n_5QJs)Mdm*wNx3+8GjTahw4{2E9EkL9^*P4~?x)*G z>YR|sQAvxHqUQH$1PiU+7Fq;a$ra;~_EwBWEnK*AzLFYgWT)&5UpirHr~gIEr(%=# z^51qBfMdDPIDchdGd977iQrTY0Sexr7V%&G`CxaxwRL3>;Ytbu9!2E3>*j1o&OvF0 zS1FoCHc#bvo-+v(&TadOGh+KeLvGq8EgN9tARk+DZ>&p<=dP5qt3v}m3yPuEt5<&j za0gfBg^>LU$uWYn2dyA*ZEnoID}BuwtcrH7s$i`HLKZxD|Ng39T=!OjU_$4(hd)VP z!{hmV^xF_Z%iS<(b#Fn&xWLB8gAS4+Opvj)z8Q{`{^A;TBZ#T&Nu&(x&JQ&QRRBaz z9!U;k0^TZWN^QXCphILzgM?lzR(G?`9r{EISB(ef;&lu29h-|;MqLN&s`X0!ZC*S5 za&C5m>%)Ze^NbrW=r4M~#C-m{t_2Z3=^h7$w<{P4$X_o#oNwE3)u>{<&xmt4eRD~f z$`=r2mZZyax9$I9GO2qgE(FNrqvnwsZs+mIn6Lv-S3^NS5B`=#O0j8%tsxUy`uVft z@uoVkFE0sKL>E=$_|wc`UW4m>vdW?aSts>I+wMN< zw$HPMDrRlnjSK!RUv&~{bpo40sD=`v@O?-Oa38T~2}~DGYxcf9r@T8Tln%)s>UTJ3 z)jRg8?P|GFUf|DcVo-&JHnc=)V+3Ab`w>bOU1P&sTgkL^;7K1RE1ixdfOb*CWItMe zsuNVymED(do|It(4aodu|GX*Kal?sO52eAyHuml2^73`Zd^iClXxJdy$o&OzSi|zw zaRC`FBR8RWWpf#8&Ch~GLJi8|;Y$4Ow9$v2f{4Z}gwb<6KOZ~1xEK=$N0l+o^L!-% zcxl*V3d|Qwf(1bCTXM-#;(BHet-lMX_F@Jy1@w4`*m~xomNaYL8e>&2Pu%|yH6I@V zK=0QZ6k&rYQTW07Fg2m%@Tfbr|Zjb;AQT|(G`rF#$57Z~O ziQgc5$w`qK6c)l@s05aDdZ(=KSu4U?nuw2r$Vl?IYP>l#xbCCQxRF4UXO2sGlT8nB zT8X`bD|1MVxdvhI|F+p7e(Q|0*x~MHDN|28#c+$o!{fw8I;6ZHp8?h#aO-(4{fOB7 z^=qU+3CLYhnCTH{F7ks2DG1llY52H0uKM~Q;~J^K$hrQBM4isk6A`zFfyi3D!DiJR zAVQe2P~tL5m>vkaZ4x48@VAb}#>h~^?x*DZKF5~Z*>m95GZl`%i=>7Eo+a9`HmjK8 zBQ{7VxQ9$>|mRTtiZnf~V#CPO=;Yh-) zbC^dgQ2{g^3^qX!?mj{`a}|D?yPjWbm3gQQ z5h8F-!0DG`rF|@Qy1&q|c|2{)lRdnyDzjuueCqFEfh6-b+kDX}Uh-9RpIujF^)o@M z3~jR54cC<23|NaEs702sr>#N0j)o_S<88qztYk3GepM6z<$|=dF_}KM; zoE#RRGY|J0RX*$zvaC0#s`%JJXU6v!`3MRIT&IY5lZG1>lC*u~x(oKr_mFb&v9&k$0h)a$? zR(|#vy^d05a^gY^$y2dsMcEyfP%aC=x->brMSH=gfFHW);Sf6Nc7 z!_Z(+ydiNP!DY5qx)mOx^;_u15^gcuCe)czlS`S9elM}GeNoC?%HdAnVhLm^C5r)21=O1ljK*2 z{MatcM37%5k+8Et$HpN`@^NW5>Ht>&K|v%({G55c+9pK~r%!46VL_S;G zE~uyYwhf4`;=*m-20rvSgTolVh5zO6sTB<3@E2;H-`Z->uPeyw6>Kk3Eg&H$FYRNm ztI9y5%NTS4$QP8Fpmdq%IHI<-KbZ|bR*P)?C*TjM7u=|sV-^Li+}%=&IWJWptjtvA zJ6$+z%WRsMeLKSPIQwXKng3SR)&uP;MO~hI5+yaL z@da!*jqIxTiB(RK1ye4l%8W_w3|s!C9*!8_>RdZQXeQjAezv_|=*Ec|(sB3Sc4B_0 zQS#-<-n=-sWT3r|SG*)#=|2d2Q=?FiWws(_gB5%8vMD7t(U>4RR+F8M7?->aB%R>t8UwU29Oz0 z)c^=vPIQFBKhIJ7rCsFgrYS%#9t~nSooT12kmge9ebnAIDMI=dr+{7pPcZ<<3+uw27Fo}z0kKW-rj@2zl1#() z388^+XtfiYz2v8FDYI2Dz5k~-szchD|09_Fg7fSP{?Cz7s;xS%W_?z1adDD&2jr&H z*QY}puEN!Cys95HK>KtLUy$nC|akzF7B%t+}(9rW4={BqrGr*P~Q4H$E1Yb$24GsfWcJ8*qgHV z+bT;=51YeJyP;uBh;bZZOR8qODZsakklu3n)#JlzA zU3Z>;UhX5KkTFaon$F|D*?g)Ai-R{(Fgt@@Urw;y)Gg(trVK2q?=V*Bm%HptalpVbCil2FzgAcG={#iSaJrwsq+;W-Vg2WbJ~2Po z>X`Oifs24p3>EKfI!n@+9NVjt%T7W&2NE&d{jW4M?L71X$ykdT+cq~^R#8HV+oeOSKg8 z;!>7Q?U+#4x1K{0G_RV3Q#z2{x1LF5KVq~CQv2R@Uc?kE8>I8p>w4*Fol_6~T0Y0? z?U#2v3cAC)3Lu@(fBC|jjO6dMOgcQWb=J3idDu4@a$6+tLaAivE8ooh4*hpuE#X7{ zbkM&tbE+Qqtv+14#XKPwq>eARG!NPDAU9ZX-stG%JYhDWf{>de&%)G8iyFxjzKZd{ zKaiRwk)td>^7_Ar=3^1Nci)$LMFi(SmnO0KG1@niMr~o4zZOEiV+)pCy#R1#B(p7E zM1@bz&8@=f^^dXLUK;mSckX`x(co97AgP>oxRk(6`BCWSI9ANy&8ghwiDvomZ_M4# z_emnXi)?UXZ?ni-6md25Vc|cfFle+YQS;H|n0N8~ z6mS00#-oC%J8sicm!nSeNaE7|hpN#`*!Q$C!4>la=c;g}QvB1#NqRN-ip55-lKY8T zFGCW(FuiDP>G+u5=k%JUM;aRk@1T{JV<(esy@hWXWL>2i;m@-~LH6=AVfP@o#7!#a znM3H(TS49Xj&!=*Aa;di2_+=(|fa(FTKOAkl&!@TN%Bo?R6gX!JMteMU9bF z6(?K>&idkF;QvV5^rO%0OZsJ3`bTDBLmBgerJMOUL|)~mGtzy&b%9>*4#fBrWuqln z5=>yAf|y>AMWr|3^v3Wh3Bz;)`8$ymBG-|XQ%c^uLEq;d`}-%B7c&yG>d%~}k+~)s z*tnlf`XAqK@pZsTVB)}ciU~WLEOw_KONrgI>y6+^f*ob0_yte4PoK&mk3X^%XgOkU z4cQ1FVbNMXdl5Yuf!rm9|N3Z`R7y$f?7L;yr}0k3`cQh&qB*I7uqK|y0D3es()V~6 z4Mn3mGy2oFGha>{)2)~o6|_q*N-(X9^I~2fm7JdO8Z<{zwrw16u|6V&it(;0=0V8* znc{)|SigQI?5KdAc7HYgN4bIiVsI9&L#am6hlYLnA*&k8dqgZf;^X++ze#u)<$2`^ zwIph7Ju7Ln(a_#cO#b*5|H(;)YNsrK>YnAhP)3ZmzKkXZA@~0oa2dqc8JsE;p#rXd zQJfO=3b#o|5c_7;O1AU$1mb|!`CBP5t~d{Ye%rootJ?Qp^Hjluk0~@4@lXuLqOSba z1h5!{w<>sVFi2JcH-~YlyBJ-9+5p`po zKVhwojrr?8%C6uIrUc^J#9oPe=W5#I5oxk9DSbR>qPGT=aE3N5Q`28mRjRh{IaO$V zc6O=1Ejqfl3J=%1N?|BR#mfB))7NJ0%wOxcINlGGg4r6FcWu?!m|k_Ov$;haJ3q`Q zcJ!u-ph0&$`dxfwAdTOj5)G+EfrY~wRhc(#Z2e*>mQ?%+V=y?35=bpNp z7HMvWLi_ZbQTpBDPfUqtTqM-@PomH--k;52duC3`MPt-+BoNmnO&1^jdmU*a&c32}NsKFWz{=zg7Lp;30$Hchso3P%n@ zO*S&Rha5JesYujb$(MX@_oD2Y>Zf7)--eGiV*B=MLYB87`fk?#wDI1m){iRds5n_# z>3@2JofcssB9{2;;{JfNgGP5FNhmbuZ zgzUXZ_9lDpO~}gV_w@Pxj^qC0zU#RC;kvHZ>p33hdFE~ZG>_7@5=Y)uh{!Q_!tMXq z{vWTi8n&~rm&tp(0UJl=MTsb4UKa{D+{L7S=0k??9mM_X_fqO31UM-!bwH~wAUhS9!h>A?v4 zQ9RE$^K;~KiVoYnqDCy3S&)N4N`L?5-{b88r+&vzh)KRx0jG^Y<0tJ;ZQ@Je4y$*A zqofDAZz$S>P4usi)eB+HzrFn)mq`Ib^|=={mFnV-NkB{r*YYOT&2OrH@3+CnboH$K zBs3xRtpaw@wC-_RcGOSzF5;W(FRSy^5dRbudHvTE?p+3gn>(-~TnGE2i{32K~Y_0K#H8ov3J3DVR@P)$fk^R;so*eo3HnByhpbfD5y}1TiK%79`2zAH8Bnws3___SZ z3iRC8u;8uB$+6$-2vf^%gN3IOaoZxAQ1DLAzwP;^UTS?k8p;zwCm(I+lFDf#CVhWT z64h9Ku7^ze77m62J+=j5vILrwxyp9a(k(eG^-iw%eVk)%=1@fB zFh#-JT&3>u@p=x&?2)=eq?m%@SC1JySF3BoQ702l8QZFU7`lJ2o|q_z#Bx7BnGNi$ zh`Wb3I4TEcjYe;beHUF=cz*+K9Rrgr3I`>5`sm&pW_qai2u{1|A2r=+w*1n4zKP_R zFC{YnwJ+iP-%2;gGfjjjO>>6nNKRnPM#z}oCO|J5e2-lL$E~KZwx{IFgG_0@ScbtN zd8C+Up08OVvu}{0rg^OoBG|Q_WkI62na4?BmOacY+Pxv1SsE)tta-a#Y~{_C;M+E8 z3Exe-aN!NK5ln5N-R%=LEYM5C%+NgXgpw4EDgtwa$D%@O-%@mtNz+Tifmcy5H53hX z-&)|rD|6KH$u<3r-qQB;MdxOjMBdX7%#rmO7`cRkC$yN?eMQ!m&poC$>vyh%6_}mf z6nVS5Hn6)taJ_tn=his9Q1)-txsYw`R%c8SA|PXCmU-DB=+nuk^Qnx!*P1izjxJoS zhYAS^EzALikwrYezhM{6c~mcW|LMf1oHgJfGqWuV8qa!Z<5K;%xp7Q`rB{RHr&)=u zZ0{{rL6RTBRqytE9?+(RWI5NA>NJ-d+?+hVR3vx#MN&+2W@yMx4yGCc%Tk6+u+pae z2Vl0Ns@bFdKt9lI_qx@%U-5NKlNw-*Vgzy~Ep+-wZv2z2 z94ul5FdY89B$X_sbt(v3IvOrP=#=(uMl#2Q`)J20-Q1@Kth^e{TykQXw`89+yOew` zHtdR}p_3w{D#9xo56#}*sFi3K%~C5Ee1uktTIoHgxA_^b%=i3A>q$d2dJ9O8pgZB4 zb6wVD!}|L$etmN6!hWenn$u(10_Pk6!5ZjEx=b9XS?j0=1X}8e@UpcE9AH)OW0A8X zg4%nDY;Z)1^PS)p)Q$mxf#7IRQu2tGkMD+_I@z6uFA2Q$g2jyV9rik|j#2&{tvCH# zE1cz1I5Ww{BqFBJmFxLB`RG5ssq$I@!5EBJ30O)^6jico6mNGDB)?1slj|%%VlJ^+9%r+Ir zK7+muH~w+iD~mTq$i7j%3SQ#lM{)UdcR3%ZZMsaEpmK$nm#B<95s6&s*NR-Gzq3}E z_mCo-Hi)!F=B{{T@cC0GXH?YNX>`yz;*5-uaeFMq`!dsL8fd0ZqTV+VO)ntpq~m!U z?KIJoU>tbsA=7|x%gZQ)q#lr;B94zb@$!A$9`as|gbPFHPqJpAGTdAb!-FUL6e^Or(F;|z|gqT%k-bFL=z zUij!T$Gpp%oL*ITBj^scu5bgCuMTim4wb0fJuaf1!WwoL`Whb7jl(4lTrHaGJ@Hd!b=?-Cw`)F!J#EDLz zga#4PP?R2khC>}-czatUOyA203 zYMc?%jh4JgH-keZV!$Hq&zEE!c@-V-1MHom5NI`Cs8lpw<9e|4%8yD|8hymJs>c18 zB?@7Gu+;X>rt_41jWy&sV>E4~+(E>@5x%p`Y4L1jQKte~NxpB+i|tXkT_otPn}fG> zXW=9Dt?8r7Elz_9G9?7}h%)GJ0$EU*ZZ16*DP`Z+;f+s4yj?NmAG4k#{PcwKe(>2A z8QmTy-NkNEBPhOqvMb}KV*YQ(gmbNfK9RY!_nC^3aaF$*-Aeheiuh7n!fg}jm6q69 z#vb?)i07Wm{p2AC2UkuBp_Qzuoi~n8BG8f6aPS8muFWvAYZ{r+bU)*HmNjY0LuQhx zvHa&}t4SsWMqW?bumbvfZleDRIabNA>&T=eY8sWrJ|oJ_0?XBnvW89QC>P!cG%GY1 zw;C}FF)Ct{W?<>I+D0T~`v<@Geg7X!O%Z-~o+}z^a?4F$4RhMpi7`fb<=E7n)>I+y z0!j;G91xxHkmCYUBPb{cr!FLYoc7&KZQuLHL4Jy{gMQI)nFRMIR6;lFL(lRY; zD`L(01a4yNn52i2U#`jS@SWf9SH}Oz_0W-(V#ckyPmdATRp3kmij&&Ow7zghuB4n4~bY%SLDSpvhfRA&gIk!95 z+^T_7*=@6wdXHB6#}4){^g)7yTrSGl*kwMpq%TEDq_t=c0~8W`Y#R*vnx+5h=NH4W7yNX=($$JKOCT){El$i(Dl334tpVC#k5eDJpY;91$TQqQRa zem%}B+JFBiEsS_q@V|&5SXsXFR?Jcc{oB81>t`O``}+{EbPf-$u>-J5S9YRaQ8&(5 zQ}8$Jg@{?$zL>pv^SgQ6HP(U0|G5wFu`{-OultkT7>hgo7~`*ZUIVKOY8TXspL10C z=h*+No8U+-9uS|QC&0t3sZsknIixw08;Rp~;Qo$BKsVg%#V;*Nl{>cVc7g@v@$;=i zi~J$hJx2p}I}UKy=AVw;2zc=MpCsP&+lf_gue01KSkdFw9ijb<{8G)m<83^qU^2am zA&Hr3O`4C>j)L}157wHrO&Iq zZT>|=!51k)f2}0hySxr;JFlKRN&Gtdn4gQ-xZve#=SyF{wViI$e4TawV4nG{K4(T{ zTD1^drx7C|lC^8Igpo{pmAD^Pj!*jKzgjr)Tngi5|6*8h_Onp7b)NX|7gioh)ZUNJ zCQG6sT1|0w`9IRN8KV$%cTuuU4L4k5m75vWx}#D^0vj`6Sys{C%D%= zdo4uub`Aa5J>~hA=Cw6O@H3fTUpeO&(4{8rI<)`OEd1R{1kX11#u}w}|KIigO%!1L zYo?8c{}sX1)qW}v7Im|tgJT)OqL_%WpN<{RMNA!J8gVq!#K=&_>l|0phAeq7b~OA* zU{Xv)L`n&j?DW{ZJ7?J~eAi%E)?-fBLUDKcTgcCYNHo!+ZiSi_&!W}xR~GgzEUhpt z9@)eXC>*hVYeDw6@w{6$5M#p}1ID7gHamnTxx|)iwtpV{?)ns$NiU5ZgMl*mSPpxX zF|4v(rqL)Vq74PBwtY2AC;+`oo5aY6oiYUv?tQF&zN&w1dc%iNE1C*l&A^i2K#xRDe{+1*;b1A0Ls%*Iy8JanVmN?C z7!>2{{VADh`4D59I(2^9?(ygxw{-z1VmJiY_3DEL);)|S1XCohxR^`GDTA4 zXzYV0DrKKSx;piWxwCV-vf(fRbqM0HZ;sB>JO4+?B3g}BoNKeZz)H4;6~Uix7kQ!d zFYJk>#Z*n?dW>>@8SoPR>n;qJI&e-8Pdg-#f!RhUH;mTNL-Zh6HM&8TNz} zhY=rI4jc7q&Xm<__sD2tm!9-7%U4zw_c$;Y;1-1Mjhl!}?TF;k_I`~_v`0f_3X5z# zXKH&nvR}b$;y=Dlv8(=G(>iNGi<41FJjnM0Mq7U!b&8k>Fc-od4a!|#6*l}1sb>C$f;4&|t`rJ(^cH5-Qe@XeJ zZr<)2i#skc#>Th6LoDIf3*G$2r{IY5`)xWIbr!~z3)H*MXcFWEO;FJSs)nXJu0U;Z_XkBlYgpMStX}QEve~xTDgPs>@)Hz5{XVd`L(t&hP2knHD=epRk;?h>LR5sfNABa1@}Kax|3 z_;5Sf608WptZotY>1#~q!#@{S5XvLzUybLt=kfgyYf|InxPCd>5x?@I{c-vG3*2ev zIN+Ict$LFrbbhpcKC>d;U9T{SWh`^~pQkeG7*8>swDrL+$@;D7}t5M2ezC2)wP( z0+)W){sy5g&ZYv3OS^yT<7dOG=<9aI_SCjjNd^PAtRCwdn$fIn*h^y9?#&Ux$10d~TmuiH_@n&l)xYy3YTj__*-4&b2@i;$!tzE}deFPFe2X zj{oSP$$TP;Mq7y7ODAKDPT*u^t;1@Dc#rk?ERP4j`-6y;i!Q@i&l3xW+b(dun+Oc5uCyuz{a>zxWgFN0~9YCAV>hn zID7qx7$NLYC%-J1KQmUltEzz0@$E7B*;A^$br$nlwjcN5>wOga9RI`I&ezT_E&Su| zHeAIFIueAUl|AwZ(c)m=fUe!q`lqd%cU0VUN>N`lHmMp4k+c)b*RvY@L z9*$0#EU4fYiCNw9duW`C4`)VrcA576j`39!XX@H<4Q{{^Zx`2!W0|fktl5}Vl6t?Q z^zKcls?x1wO>DpurizpMxz9lU$0*@n>ngsh>PvEQt@JUtN{_yR1-XOj5Mhb1mp$xb`>z=Mi-{%FEL_G9|4oe|In*6 zaL?v|Um^9&OY^kob;!5`J5310fD<=)3tXjzMrbe7{As<*COs{cuS71&L@qjGC!pvl z-T%kI!66c3)%Y~E2e=M8oYpt>%8+&IQ?GoF{0i+iBHpv76eN4bHa1}(_HUq9xYB%& z^|yqtWv5{0uUJ1*Le-2u$6?dIjv_(S6Xk}!yP0?PY_T4K8-!u2|d0J=g z;v9aD3C7j<#k2SIYi#y6P^s>}X5#*(jmIDjwT*Dqk0i$=UYsYC?FF6i1C_s5FyDfO zap%h!2@BH~Jkz>3t?3#z!@qV;+3%oGKj8^7d+?A_hOm+8t)T) zn66R-TA-wc)Qtat>-I|7K#RM1r;U61G7 z6=TvRc*!Sn@;nhl=`%jL)@Vg6nNoyd;Q`|eksr~j|Ih@|Nt+mnV$gfRYti_$s!#GY zj03wJ4O#r=b{t+ed>q)`3O4O7cW&h+EwfgMH`SD)3nJWL#F`i=MrfF4%YS#uXBU$; z<3iAcm;!bRBN%o4cO;OWDMZCY6#wkk_gf}M}K!1v(c;6 z4|`3FSMue52=l>!lsI3W&TF7?vQ2|UtT_`tnvZ0RJ?Gf4xx9y?L5SWjZ}z*In6zp) zFI~ls{tlg8?~M`1&98SBJJHa7)n}HGb!_S(MM!BpYc#IMCo!Mr1>&9gz=sAd#dCbj z!N(6mw_csn%9o{ESzgt1UVh7(oX|P=7-wy4ck#+4SCo-(VY^E0B}s5*>m8%peCL)U zLv-4`F%M(|-5eX=cQ6PV1Q=Dwb8VRBOsz;UcFrajbTP&zJ)}^0<2H#wket%{#?2n{ zwyOo>i-LlZn(2i@Wgns!O16djT(MZc+x>)?0*rfcJ`^KAiAAb)G#ArssG3_b>czdE zjQ$WQo`h+~K8T>o>d&kt$vOBUEymMh9uutUgNgn*WRfhA*_J`<|!F7FnSc~IlgE=ZN zIR>p})hLCkK6n0rM0KqZdgZJXxYQv4pEawOIv$#DHO#;3|gkCZx1{-*jQ9uGTfPm`-hB zj%xO|(B{~gkn){8rfUtx51lp*dFu^|Qc~ z%V~n~Nu_|mc-+pcTgliG>}5Ty&>4pbR3L@35Jn>p=@8A6!8`$`F!PAd7B9<;gk_F# z$@`ABgkT<+Gho zm6cR!r?z8K|DzkqsnQIZM`N$dpgf4Q+|*zVtY>-6G@_!d3k4}>NS#G~&QIvGx zJE(${?5sW_F2Ao@J){hAaBSGoS^oj$&GD4qqb3Ta*e-Q#SK9-pC!zR@AS*eGh8n}JI%3h|^1tSp`o{!=7}i3%KWjw_u6!<&ET4F?UF z;M|m;i+m%M3Y5AI`;8qFm^4#&9nmEHeBCB1*y+4z@GNQF$NZdU8ER2q8h#RApkkK~ zgjC&P-qy~E=6!6iydB}E=b^?{nvz1fwzl??*nhbrLa=qTBUdZ0@7}-ZChr89%vL$x z-b=NFV3YS*&qLb-8sftlU%9h$VuNgng&|` zia>;z*LDHc<8K-5I@ptS&eluymTB$ujS){U4faRI7s!1T_*z_duQ7CI3+cim5O2Pe zX_Zea#F)jIslRS`nKe85MBrh^zS>K~kdMOtnBYf-7eOJ4D+doJk zQ$P#GY=E7+f!yl`jpaduUW=^T^_-DEGHbs*7If9+qUV8R} z9*hEC=*5f>SpZK_6Vr?W1_D^)Snj?#S``zi*j86d*pQCx+Oj0y9| zs4xu8xk6>jiSg5F6ZT${M{=PFa`B_SxFd~?%1(2wHC;IR`v*2?q6@#whjS16<+9JG zCz!xc#HnV>Ji#Pkyl&5)vtoETqYB@KmW7e~1Ld|T3^txqb?g};-@c{l&l zYZ_|w{P*@X=Ku}pdO&>Qj5tZlQqvHbV{7>{8VCuiS)kS5N!_2L?jCudFxU7l$*80g zdQpfxUR^Z>Vpa-4h}l@xbCh)1d;j`_Msw>y3zl}>;{auXLiW`ZV+kT!y4!pqh)1v& zEYW^#M$^t(rCyADiHHP}(9`yQ*>^Ky6R(%{wFsT~)}G@Le-I?*FHfbaU{* zY{tRLEvHw5tA0SknvU{0*JCm1j9ksn6qFc7ctcuVRXv5a#9j77I(_QWAL@0qr&=<* zpH7?H?IEn55;QAA>jD<$mM<YTHO4QHMPJ<9H~%?hUL`cAU_kSd4{n+A(? zT;1io6F%NJ7dHzQ@yz^@4f2hE;JgV(Ayop4Z45e;T2oro*joX2VohJ>s=U;})+?Hq z7NDG6IBULG4{dlQ6;(dKv%O0f51DwbLJC#WrXC(ikV{n0u{Y(R%ID#OQi_b0$?7!W zy4O_(6jgn_TqfjBnj2`6f*S{F8Kc+3ga-?CY^8W~sTKNng%D1AVO|L!```W63yiim z@&5YLUzU$=SRK&lPm~z037nF?t>%mtAD0&hXxm)m+|FX$ z{B&Qs)Z9v7v@#rl%^VeE=%XKF0eTxy#0~D5e`Zy^)T_c(;$xEokrx6%H}{&abw_fZ zkRKn5pDrGLy})rN_A!q_ikWlmd zZCGL|FmQ2kxyc}f?^RAtj$b7G+U;T}&;`N~1PVfhmkRQeJS{4_V`8`lN45`Hcxo|X z%=}tk0K|c=8hfTTz}=`a5E*=SkcS;>YGqqMVoi2w6*|4qa7u(*{p3mP4^Fly+8cHk zwd9sMX{EUn53GfMX+)Vfw-)Gae}8GS^p+JStrcoqMW&Y2tndgwESjjvvemF)B{EnUyNA0>v`5j$ED z4-#1)zv&{}E!@-5R|WKHrM!!!fE`ehY#N%|uk5Ew`4^lW&wZZ0s;P)t?-fgwZRloL zQGEh)!m+U@f(a7DX!Uua5|Yc8Cgf>bMvwFjtL99UgMJ%$#6`wO%xWbW74-di_E~Kl zv7_`!i~#xV?PC>j#sxKZLSE2D0JfWGXyp8uWmG_~2(zjq)I#ILb`DLpbZ-1|_3A?g zvkD6dc)I}p>@@Q-4s_07YVze}kgL$1%CsT{MuR%~-`!DpYMf79CY(5}v~KK3ovo{nvlUMtTdWN6W>js(5|3k3tk0nFG_ZvRV(5#o^h>UKOQ@WTG$3KhA|x}#!K7>;Nj z`odo|j&1V7)-&Y2x~fKBTuQeoKiN{nWWhV$?sw&r2FPc*7OW^xeOs$0CR2nO(>T~< zb#~k{JwLhRr55Dsd|nvxYa6w(9;w?g}QJ^JDqwy0`lfJn_Wi&I?8O+1GE-A5|-t?19ZYMRwzn9*P}x-A^n zY2F*yQQ+{p)%JG5TK-QIs=Y#z-+3V~(m$X6mIlm9&NSm2dxGnr?9X*Gm(1qi5}x@9 z)cF*uAVNI%+^X7dV5iOpjKAkaI9nV1DnLEr$#F$VAh?-G$Ux~+eS=rIv^&bXDMVwWie+m)qPBy;iG1k8SV zz?8$dR`%$mW*l49S8sZ0f>T~1gGDqV>1Fdkl?Uo|pG*==+W}^F5$-sM$1G=;#H5SI z0_0ikt}`4L?9wz8ck%JazJ-Y8TiJUw1Pw5hX_)_BQt|ES5odfwJEt+R*sGDOlhtQg zA}X-bn$`J$RAYkEzQ~ zNd~ViN*^Y>qRI=g?#W3_fs}sX^yZOI!JF!QeP+?n!bHksC4V?P0p-mQ6*;-X|C-Q? z(|y6QmMiFN7O~CP&oQb2IaIp?Q@0^R3~M+`^pn}w4o@OkMO$E1KT|P!_7cM7wcdO z#jO>EDm0A`huSE51f6*NR#UKVBsk_#F6!$rOvu{hGE7S{s%X<0kZdcE@?1K@f>Sho zyv?@3M%|)@uEr8GLUwKA*~cKo)qYDK_d3~z*{rcG&X{0(kH-VKCB#vP!BHHwBh|6c zN}JMKI`L%b(2xF)+b1iM&Cc3Xa2`30%&n|Do8|RU9>MKC=C!lg%aE#E)8yJQeXO4~ zc`<|S{Kmu6^WqwVw#f3X!QZD)WMMt^>55eOT%(f^Zo8ctCZPgV0H-AyFbr!2sVsl| zH*eb(?9v3I9Hhrds7vyp57Y7)rct2z)aZoKqZ%U7c!;-PO5j#L&mby>Y2FI8ZOlUSOK8p`WECd-i{_DcP?D3RhOBufD#lH;bSbOo4!U<$#Y7DR ztkgwnEd*jlj0bSRN7MIhb=wG|td$IPSl?3p0l|tXy+cw;kPbegqGFMYRWH zv8Z?7C6aZNpqLdkO?xq^YJA5nMB9vusD1lbpm^V~50&3OOZg zwf%J_71*1dW_rS?f);;2`(V`2cOHz$lU>vXvHuLt^i!QKVaaXuXYy^Bttu@nv%X$Ld-`!$i{CRbmqtE%?~Zy6d2v0FniQ zAydtRIIw(|1xw?kAQEssPEQNgk+3lQI${A)YmF~OD+h4Qf4`PJe@W!tRk{<{JD(J%^qMzRQ%^U(x4L&{QZ zP1p)nsU4Pk`27Vkw%6ceiUVp*hm4)GGijA92t2t6L_k|a1su)k_z+HXO`oo>-u+3b z_qz^$Kw^^H;7S7)#3C4byOjC&(wEy#txneH!0%f5CuWvEJg$SHCF9q|!Yc+#8_KG@ zV%5#!8XYlw13F4G9s;8r%$K0m(H^n(3Jo{2Ltz{th^=Jp%y@>}dd)&)SoX^R!RTjE zs`gE3KT!phg#_2v)_+s(gZjE-J^#~YwVL4YXJwg-O1fAX?`84d{Aa6^@hn%Xt1|fYc-rG)Xb(fkjCB*-md^+OsVuT0cvI7v(H`bzxVaA6%e}?}iRa*02 zq|OF+Fu1iZ+hbol~~?pNx@7M}KDR>`k&+nGdqdT1{}rddh}H z>HX0wR41ntK;zb`Tn=h<&1*NSpZ-0)k4lmmsdO)K=k>1VEt*zJCKMyM!uJ}3PVPyqFko=Z5v*~TKRKtLB@Ds5We zX*-$AlM=gP&eEHI$_I?P7EJBG=J^+try}@@IZ=qt%O7tjD~Q-y*V} zN5{;MO8o)%;C8`Ht$P7tegadjd_AhCB@F9lW15 z=eFoax7$Y)IP2=_09{Ri*rmnRKmu_B>8RAr{CDU zpFdA*jcuyXS~z?8xhC0Wj^y{ZozL57^(=P1yA^2Rw6cV@;_byqhdSr*a71#O-p$g= z^mnz%TGbA(rX=4%_0t)hGB@fMhH#aHY^kL@X$6cbn~Ol3QDkEk*7ae}W8xJTw;a+G zhZ#vufNG=-^35dWj0rpZdnGR!x&wrXSm$!D!7gquDnyy1W0QKq@({^0+d0zW>FixHsh?fiNYb@)4dFnjLt19`MfE4p#3$5XZ9NW$lk9Fwij7imh+Q{2Wz zGNks(g{KSQb8uEh`TJCr{nD#xWcVt5Ny*&;eEVS$305~iZRP6B*$Lh2dKCrb{6OOe zFo*oA!lINvn!MG%f9l<_e+e=|)Q>rnblSSQrYX=p(h~eh z&%-|D>nX3r@VA5kSG)|y1j}Q7?#PU>u?dsR002ylyEq+_#64}%`#34t z%D=dN>XQ2ab$*@*9Xn66&D)KOoJGltP^_=l&}BuC|K6y1bS>akHwwDEr+#Vt?{ za~(XTlo?>;Ty`w0*Ug^XjS9v{-nzE{%7*efjGXo;kgOo@c8A$27Jc`((E3hd8SXV% zlZ&I@WYgruLbTW)@J^9K{mccbp*#m5HwNbx-U zv9AW8AiL&|@}2b;dlfukslK-+dcE$X=85%AgM7+LzW)GH?Sp&rCH3?n;RP+BxPzs8;A0j0EAsgh^jl8OSHo5HGQIm16VpM5##8xChR= z;+X6t-4u<%J~74*vQfqFQ)Gz538f|BUXKm_JM+Pl9oklcCJ@G~|CRBPkX&zjfvS?E zD~C|HC;9Cyn;FI>s9MSuI!H@+LbxI&P$L6u+P=_bvLV;R!5T`u~6iV=%N z`Me&X+s5mI^giI-21urIm2=+!!Pvp2Gwv*Df8OwCIF;v~%;7I*umzFI88Io-%sFHs z4ZZOugT~}{UDHL~#hSwYdf8Rj{2A{5vSi>{c11ItgFB{kf11d@&gFj#c-QZ}&+z`y z_Vo0CZT$hb5XMqpFH(CgZSRMzv$P2Hk;ze?Q&9yGkWCFW@>6UMt)9FdP#nOju{f|BS=X(Lg*@%vRJ zFeAYYk;iS>d1<@(u}#QzmL)IajblNOZM-$H)wj}Js>!{rM({81qB4kc71kVI_V?>iGKP~L4(xYu(h~0%*)iFtdlsu1hU!p>RF>> zlZEvSwOyZzro4D#%mS4g{HL?tm_{)CX-hzkn#Dm)l~=%?SQuSYnad-{yCS&IlGSOw zH}&(^kVz0Gj8GZrn+@nXtr|$z4u*(#3;X@M5U1mBAF=WCd z2v+mn`-fs2Y`~0Q`=^Fv-12Q~xja?Y(|!slIzT%cm%O1KPP z*7w+bd?PqYys=GPx-r{32dUCi;p1FIdk_Okrfyw*FnFT45l9_i$glsrZgve~Q5J99 zSdG2UL11`eM1C*uiObFeeOEMy*kB;32hK33@AmhJq4<_iRaH^Fxh6oa@Tt!%?Hj|` z-qt0s^x8<hzpQ>p!V85FKzgRrEOV$~5O2 zJzy-O5Z|)#;AF#od?F|*GG<37na4C)RqR;_x&0p5 zB6laO&*eV5J~K7W`6-jTJ9AOeg8!D6#RP=~F6&rZTAAU-w(Flkx~l$HE_9&d{ry8M zvByKpB8O@COvS%%mK@K)w0TUjt}?!rlT9Luwp59_l=)z{u2K@Wx%b(}0%hDZS=t3q zB}cjUh2QC^`YFu7VfN4D;qN=J)>1vlS@El@csF zZO>`uU)|;xdD^UfcRC0~C%NB9qd2OF@Xi!Tza$>s@7?o<^B%6Bsz{G;&=9^})HWu> z((TJpqWJD#6<{Ha9uSbd8UKEI^+!SNCt~!wL#eu^sFy|af?nybx6+67n<1KljDo@= zZ{4d&i9POyqlMD!Vrm|IY79N8ku+F8gpDh5R>^K~A^1x`i|z$=lp@!uU4!I^(0p!$ zM#)b-V!;ydsKfiR1G?PnRyax`ocr$HXMeLd^F;XH`2ea*1_e3!(z@5)`Wcv7p6~Nt zGXX1r1Ah>_y{q>SOwGqOv)ge__I&8_4qT<-+JYc3Zeii; z)M1u^QeOfzAK1cA?N)O4dJ`VPeY0S9-A*l7kMo{8^N~(o60|&?6?ZgTRolpZMKHd= zX-6#=s4b&!s?uA5X$OU@AaGz0DNmGa%fZ#gZdX$(r;Gp}4GNY9mU`wlo;+QfVz1`PZTQ=OfN3 zU`;z#dBgt*UN~l*a8)o?Ejn5nfo$T zPN19Fg%5l+5aQx|Y*43wfWa$5=F2$ambpMF!ojXUO1q2*e5I39O8Y7m!WnCt^bjPK zM6dKYkUNf!2nr*sDqm)70}T~&o2}b;P@xkZ=D`-R+BCQ=g{v(u1tC*FF3EL!uYlx1 zgj*y@f~9OnLG6hu`)kHw4N|mvcDXXKhEY=lfy3H!s<>X+z%nV{<`mVW8I8Ou0s^2C zF*0a4AKDY){(Y%B8kt&CVlv%XVU zuI{lEC#>3Dz%sM-A4de@xzI%6@P;{a)Xz68a{1E+{A-et2r%iP&!w3xjti3fqHJf} z?WLEDRjj-H(r&x@k_(Fli_Z5}t?gnIy3+{NUY*MQC_2AY)E?l32Cd(IE9^h8H15-+ zna8`^2notS<(rwAJ$UfIHN#OTeSn7mO0cJiJK`3*vxGD!rtt``W6JpwwssRCSN-B*qML zq}=UMfT^RDP~Jz`sE2~@&prK2o>eq(a{}09lrsh!1{W;@gCl3aGlt}QeDLtvcMz(1 zRg{K3&~0St+-WW6EdJ(#{2bnO93$Ux`&FdajZw$w<8M{0*1Ka+Alcg$bV46!+omV? z_mICYTq1LpVL?^1OC8QKqW`A%CC26Hh%AsjKUbBpE@oj!GqL|=c(^m5;pYqCx%h!c z#7FeE+GL`QR1J^>>4TLU4@kSxDdelZz2y<8^`B=O8Ir?C(|#*gnJ-Ro7mZ-Hv_S$z zm|D0fqUp~IN#;12`4->(%-nlZ*OSmsfW-gd6Ne8@0`JntJzqk~3s`5ib4z=^8@nDH z93$_~hWKA0EXC$C;cvVb^r<+%Dp< zi4HzfBB_&igvagvMTT){eXTp3K4D)Cp@8de;arQ;e);|Wwh5gV9O1C+$MStz^+4f+ z#uU4t>d>$Y!2Ut9`Pv_Ie!z9^)Vd&A_`K$e=nFsPq=c^#qdGn>HgDnfWeo2S-gQ5% zk!=LukCF0Eh)5Z`PU^$F{@3^?oe#<7Xru_$Nq59*5{sg+LFRdlp{Kg&f52agFpB5D z7ta^>mj7w$+S=hg(V`nQk&5PXZnh5Tky4~i6ijY*E)Hr zeq^kvRWV>BVq9=O8vAjN`wm~g*Nktrmu8s7Loak&)5nH_F@&lSk+HUf4y@(QJ(YaL z*7rUlrt0sHprHm`=u{J%&cCVCDgf30O-3cGkiwtn3Q>8RT)eij3I(fR`<;oBw-0f= zGJ{CWh}|{)Q8s8Ncf3BNEM4z7w&-jbcs}$j>(bf# z@GZ<)b5GdL1$*KDK`T8HAWVGx^_4>Q(-10O#`kZ?6uSVGW4QeQS^>6L)ClwoAm8Mq z1U;R>;&yi}QrSFlNmOd;aB2|kX0rDv*(0;JHMw&afKB*?@{DMip5ax~c~6CC*l}0^ zWdOoi1f7`6-Fq)|CSp^!Vbe8ZuKa793w|GR6eC$f8ax9&-L+}6$T}0AN8yP^-F=`L zsWEvNPB}U%*LwGHl@>K#sI7s%8pZ*5^-e-5s-H{W|f*YS7U`_+)DkLw2k`n!8E8hq~Ozw!R)QA^t) zTOIg+GS(mjSEs4HeH2Jmut6@UV@82JUFRDjMoEQ>64|rvtao@>$x^ncWy*;oM&JP2 z`=VJ}zaEkBjKyVm$_6Fk6|+=0N576^z2F%mO_$Wp>{G|9FF#46essu|5T>UYTQv=a zya%oeU`N0``AXK~9!~$8j$TW;{wtC#^k_a;mXj)vlgUx5|#K?4|K5TOG z!c(m+!OJy3U3ncK+eh8J`P%QzrZeyJR4QTzjEbgg9oo$cTG;U;s#$-^UvL>79;)Y#-^ z4y_<;(ZJ(i&Yg4%u($C>2p^UG0Ot0Kz_fD|&x<&(gzwi=H-D9VJ-jwJ(pJi@C%*Rr zgPsqFr)ih-o3L>GSM&XB>dyH|p6~z+lE0tGen)Cqx_Iv8AMW*U?KXX#1PV>z)>|{L z{l$^-^(p+oS3fErbO?w9iF>eRPxUP2N{W{sRQ8e+*iIznZtDvHo@9K}E3e;nj zVkI&%Fz`_;5*JFNO&hx1@GTwCCdfrfQB7MB|9gD1^v1O$jw<$8H4IZCen>U&??Q4~ zkkUKHKNnfW>kQ~!zEm%SUIlH`YSpPlN+!f(#dI2Kd?>-C6oz+FZ{~<$`s90aH3*@QpeO_` zN^YehH<~K@NDDc&Hw{j>Tz^rz-WSyR=~72Nw#fAX!AfSph_>}mG$^%+HtGLZIHhc? ziA59x|D!eI98+l+5HB4;q6TJ==PO2SR4+a02QU#8g~2Ic3RI7s2!-c~f%FXhrxeq- zgdDf>m-Oq#tl8!2mX+_G6;BntO%AYs*VGPoTb!B`-}Bhz^>WZ_4JFabW1!s?C;a6V zj1X&n%9voq>Ytm`9qCPn8Y1W?25BW>HD@|JZ|dd-29kJCkbMWeZpx|GFVU|IyTTql z_;xHR@tp}Yo*N?dk8|Q6bM_XGibXE4eA|v*q}u#@2e~FpbU5qFZ<%ZZeP)*Z;a@c^(0YQ!8`{<$x%RXBY?s3tAKtL& z)fLPpexzubm%vet0Ev=7_Y7KU7d2c&-X@ZUPFYe7Bck}_4|^_{-d48vi{Pj2WR7gx z718ox**MVk`j)W!vI$3|hld)3T5^_S9dco#eL;6sqzVi*hzVWbhv~)qPR%jWT}+I2 za10Af)Bp0l*vXYH9k(60`rjT&3g>qrs5lXpoqD2^NakXY*=e*K5yyNE_ynXXCTX_p$F_E0 z%$G^=rO2sA%mbvzS?>()!gfY*s7~GtX~a6IC)0bJLm3b0wOGW^^|_*ZY1bUb*+|^g z&fLMD=YvrofHSBF==*7>X%6f>#0l~_K*ZiwuEL)G8j|jxigVq+e?K8U-lfa%Y$wO# z?^xQ#_0=VqLWGVY!hhc;aYM?hSBvx2k4}5tA19`)9$UIpxGS*6e7|hCVTVAK3_X7B%V5SC^I{w4*q%zOAHEdItmH|0t=0g&b5uLXi~YC;U6@ z+6(C;lb{P$F0KPHBn%PM-Qu99XG9~cEjsUI0&lw0JEs36tV!^JWlXNlk`w%F;x~ll zA>97hNO|%xp??zwB?`EohmrhPbxIKH?yEZ}0qHTZwBPm)iS~kB80^#d1c>rVNYN#( zknn>CWc;HH6Fibr<0WYb)NtfdzDxnk&zO^7qvnznphy6h5WojUGq6WH&cg9wkp4e4 z9hKtpuwID6v}D7`6Y`VS`LhR?p$$5A19K&PZ`_!^<}Za(^{szMv;;D2yza_xy=Ym% z^iH<2IW&TjeJ_lw^Ghc?^R z4sVC>paOs_0gpoJpHRs3gWwzs-3nPXxdl0$yq=bzKeLk;|RITz`6 z%6Xk0WsB*Uc^mbd;qmP)8tC9X!{u8q&r)4w`wyOwoKT>Gu5E@9Z08G%KYOvB3?jI% zcVlZ0=rzvUxIB82)@u+>ARPGsYF3zv@|m)ZJF@&{f% zi(nBG%Dd1KfnS}rYb=bKZMykcPkFdoW8a=zM3^-|TRH&A_Go}&T{WRs;(?3GV&Yu- zNCnTsf^w`lM#bWq_(6#Xs=IeTlJ?DEc8lUJpBVW$z3KWDsj*l9j`>`3K8pLI-iE}& z0qilgKP)o9A;}SoX`jcF9Dcq4jPB7bA{gJ&sc6*`1P02r^C2%k^}kS((CX>jSBsDuWl*kSJwyarCn*a-hNafL!?GrEvSw^_*9d z*U_tM6d#J$WmC851sCnKLZYlh|L*Mn^9|qR|1l3H1I-c%P?oIsL=71|JU%V+N_nW` z^3jI(UuxHxvpa-CCi6Q6nQ{JYuVlG77xsvXNkQ$KqjoA}8WrUUz-_Q=i_j(xxOeNk zD$(QUC%}fA5)b2F@ZP`ekZa#eyq7Y14WSrMZBJXGB#QF7Wj~Gpe^>ltN0~WcRDv&!P zGCpaeooG7VN~W}S3oxfkzBVtf0a?Z_E3}K64Fp~G#`nbu0o#OgRA?DT8YV;QjKC`LfJNvVk_L~lOA@%KdZ*TpNdKwQ9l1WgH zd4&1h(l>`VPGlnYgj1iYnp$^VTUjDX0iG)e ztn4i5g0v!r<%8X(+BYL@8!b-~WN|;(7;AkSFJ~+l!CzrXAz#MhIB2>HW@YFmAqW@B zx)a00&P67QE+2F-s1UQU*C;& zy^M8)Cwz!^+ZxR3=C33CXVV-|w60+ceofa7tI)KWQyq^}RVelr9lh)0`T>~N(?zmz z5DF&C>px3Z{MK=D)^)uy8H0fcZY_k~84IZNc)oggMm7S=Z6tmPS^R1Kaze1ox5r=9W!sLJ~lM&@UMTmT?i#kr`kv z`am(C*QH!cXaO!3;4CVYw!6^me0lm~BOgRUMk9pB)!J;zZ(YlOJuu2epicYMB5=#0j&uc6>&W8Nq zkvaDumoO08-ylgQ4^?`%>%jC8E_&mS);^Lk!x(cu=q=QJ4j5x<$`IPx_kxGX^H9>1 z2>pBGg0)wa5fL&AXug#39Nj;hNC$dg%hqUiKqXgFEjdH>hmUv2-VQ8f_iO3ZVLEl+ z>-YVOk;hkxo>x;|S1fPsK5nx9u(Y{yG_!KO(N?I>xRNzL4uDccf`rc{+9t>bz=a2+nNjCP z>j^_}fm}QYhjL9QQ4wGtiO42wPui$pjB`@o-H8A*1^xh*0alIqrwLe2j#V{Uw0Nh= z*3~oglSDF~k}oh@(AJ)*i06XdwoylnhlzByu{_Xth9d$12ZfZ!8+*uB0}6YFJ=ig7 zaizH&F`<+X&h)NB8|3p;e}b9GBnyHoBx8U*d-&lkeqo8npNo;Km!JWbXzZKcV1_!H zGSD(MagZ&~uPt6GKPcEB>+@7j`4@)gf9zdYJ7LRY%@UEC(#vmE2`g{wVnRNC?7NDq zvoaC(c+W&cqN$KX(+yGUsTzM#_n`XeXVBpS+d_*2P}yzOuZ>Y|HThZvqUDy_)l2`j z@eTqtzrh+2@Pd$&YHDKpPhkY~?Y+56GIK>bjMBIet9BbQ3V--VT+oGZghwN|!+;D( z*dpIAAno#YDgEEZ2)LNK=V%FUm-)mZtgNm1E6;#h`D$R|Nb%6x@*4go(46~#(bm@1 z_KNfU-E(Izw-m3dn0I94K^0mBfaPFK3_F@^ZA<8eX)&yRN=RzO{ijCR3#V z2c_P8f0n+-Gklez*>6=8dLPaO8=bniz{iITe8Mp~i~G30>yr&9QB`q8v0esZ!=$&} zY}9%JqrLvSPWD92_cbtV&-9@Gl(?T(2ypWUBF&?#qNSf?af!n}^mIOD{K>F)M#fXd zWPLlY&bc7-M_xmkXLfogkNwG`q#IsOxKR2B9Id7 zKLFEnW9*s8@!up4bk!(@y228X1DM=dGfzmPBebnYM<{Y6{Kv9T1PWg?Wo4bz^8kLP z-JPCkV0qCb;bC4?@%k?CzTr;`MyTIdVgIHRQ=PHy>cNeqqd=wnY7PiEBAQ(DH=p#w zk4lFO>*gHke?trGp5AlM($AGU$+5ro?_V9rvU1>mBtVV@X&2DL3p)4YELhuvTnUoT zK1RtxXYTKH?td}eCDi%;YV!TnXL;t|WNKi-e~xwy2sikO07+&gLHl55qNv?~ttF0`hzzJwqFU`s^LI;&fZrnObACxIBM z(qIl>5aN(q#=u;+{U15#qI03wD!s~`Jn<9P6gGLzNJlnW+u^%q?dtkFQK(I-QA{^LK&Ex&<_PR)OJqv zPVBDwj2++x{%X!16Nq~Xq^XGa3m(&jvi=_3kpXn5u$%zgn@$~5^UUK#xU#nct2v&7 zriOCWS^3?&FjdZJwVsmFFvcLuHzfI$-EI{MMSnaEg&rmbj>!lBpU<-@WU+{w{g8s; zf<#C43GN9S_90~-dl}36Ed%$jMMCh{vqksUMx4YHtM+S=)Kt=9JQ*bkFkj~XD(K6` zgjP_eXP)~xq$T1bh47z1=QD5fy1B66oeIOQ)S`~ko9BSIZQDEs$mpY|d##~36Y^l3QaHY2aD)Clv#L>725tt~SUtpp+ zm$4sjkL4Y@HNE2OFXMjxuT1wG4;bI^a{lHui9|Fijg!sy_F5e#$q5^c2EWxL-E-2N%G4Tx$*FEj$)F4dvp_;^xgT9tWO4j}7WbvF_ldUoUtZEJ6txI*=bB;tG9^#SAUIx=2pxW&f^f!n;pP zcw+0(VU3ZP*(yihV%?XWwOuX$vB2R=&WlGHPHbeyD~d)Aw+S6@E2XqJY3C!H0N`kiMBlBd6 zLRW+r-0{xQkicq+&dQNS2H zM=cSh&!0Hh>lB#(M&I?1errBU(Q9M!QK;gkZVfC>F91IhUWjDID7|JD;x|HWJq1=kzxJq0j(#=tRRG zp+aWjBld(q*dUiJ={gsFdFjhGiN+;{L&KrS*jF3l>2apdj^?Iqlyz53wB^8dCizKP z()~H=JXP9L^(&_diV9_OSZ2mL7Y?!kBV8PKdf#;p_LCqofTo-iBU9&dOprvAp^Xu1 z=hZLz*n2=mlFAypCpIZ-g^4AhK3xFAoxls##6%`GDrw5lQqkd(bYiCoN)$NA{ER72 zu1z%wy><<=zOmvj{y{$r^uA31f4Pmt4n#H$ZS9}XRvmPU&h>e-;G=>LICCT)(O2lf z`%USrxnFiLXa}}GOi%=eP2bSRoZnVtz=OYy828Qd8@#L{AJX=jd6zWr{P_}E>BIg~ zXPC&q?-3(&D8zx4^mqOSd`y663b5ugzB{n#pHbBa6cH3zE6gl<>icWEEA#Gbk6= zoMD__Qh2LO&%JCC{B)d}HfZPS84R5qtnjQ$K1-^eQ7^2xV3%n<*;0j3TE7*(tNwgx z|6hI!w(q@%6`W8$%!E>EFF0uG?RF$0Iy`W}w=N@0ZV2(#{;91yTl-|PFc`i!Z+J9% zgyl@~I+Z|}0zMAVdmkwT9y&Ork@b&c@LpI%fu&L_!rY0o5Z>!X`OQl?$$yxK4(xdP zHR^dqNiGC9ak2odM(?_spRK;}G~gVtZVD{?isELJ__ax~oH1B)D!u6C^lodGOuV1> zQr7UO!`nzC1ftl_^Hptc|S5bZqphKy)l za4u&|ZVit+sGaRi!#W#$hOl6FdS^vg>+~pFT^NG4Kz{AC%d}rc0FKWD%aFG@3OOUT zNDRI@F_0f)cIGsz6Svpzl6&8vJ5nTPG4r+gYimKI*LyKNy1g^)T^04=7b)aujty0e2$>toa^Bv80Yhv6IQCyOMg@xgoV zwwd1=YhgEPqBVsyLQrOTxvELytP#bkVbXO3n!shxPeGu>krg2_vq748**NDRRxTSa@t>fzyk>X%@TIYjhRU6xIMmMZ+0sv z1(_#pS`Tx7CF7#oE)zWByjN*7^QKdcTkwGpMu{U_rH zYr&4jfmr*_IIHA28fQz!#|J=K0Hv@?_mE6;uNiywdm5;*VGw;_t84+LIXY%t!#P@}P+gp~jEk@PW!4igx(+Lzx({vM!{N zAU53QGD~>6hxiB+t5cm}JipG$qrAW}8q%MxPJNDNU_cX*jq#aW+E2>gW9#dWRfUd( zO>b@e0c-pODM@Va5~WAqB^^%|&lWfJ1On(~Rd$$mN(e~_o>xfwbXSb{uf|!68&D8B z&?kWCkeO*V?dqZceJ+NZ?R#*joxgj@K*pz}hRDGRIc()fjc2ve;vSy_>2*{^aqlJd z97LM$(iBpTPB29azKAnqd;ItKyA{ecArZCB_(M0f?_0 z$1J%Y$%eQHgiT%U&!>BuC3b=u@3)JgF&+}fu=fDiGPov%6z$9%IXxi@>c`Z3=I4!nvzLGu zJ2PGL%l*Cq&|#K$e3LmS4u+nBl7_plF{?tm6z{0vPfsR{GM~t1f`!+~@%}Rt4Q{q0 zu+VrbJ*T>z9&HMxA+s3^yI2pk~(tA7S&QnzqsGrTFPQP2qrs-=VG1e zCJj98AEL!8xWxC({mKt`Wo*J4CR;lZewp110f!52XfWLB?X;ZGm0lnH7aR3jyRsXc zHHp@GX4;d^;I^|yQnZQm12=g!ZDNB?ex*+F3{!bQaa6P)o~WOpXh`aJ`I`(Oc6?LU zJfA`-&}k9 ztys)dd1r4)wJmiOp4W<>q>XzQ3qr2!s`{=%Bduhc6gT!uQa=S_+)uU5RV0Y4wua%uj|jQ;tgYFI3et}lKJd65}4aT zNF~jkqqP0}E$z}X+mk3+U4ko$o}3Ab!`m^KL!)P!(s?22yo?MtkyaD$h2-md)X z-C0JGN1C5fK|9P#${BYnHkbe#=XK0;9k0c3hRMCJ49=k~^-&?Jn1PXLD#G9VJz}_@ zJv^=>#IP0dVFv|B<2{LwPuozE?kyz+x~Rf;ntP|XY$@h}+wTu5@Zbkag$Rx+H1jK~ zwVejN?09=aC$#<6?y@VAD(2FS3f=9hFnS;!``~h3Me9uNHpy={7|WD0Fx?+;f3VNm zFL^kO9{feClR9{PxAuIk-#ca4gePd}u6#3u;+=?~m(fQtOn^u4cBIlJm)%yc%?`6u zn9NSRh=KR3bg$s36Bd%n`rN^e8{EHk%*#mNsog?Bvt;Jg=QCz2=WH_X~>iJ@Ca65zgPN)uT z0Sf#_qS(BgM4Q(pf$A*-ui5(*8l*Y5?lYoOePa&1oO2Ar@PqU)i9FdXLrSSg44T(( zT^5)*+r%QM(ECizpo6<{VDH=hgrUY~x88k!|KwapUxN^OW(cl=e3t~oH~6ofI%qFV z$sh)F7$`8vE8=s?uR$wZ|CSj9Ij-sJqt4B5=zRnH$f3U_{}MuBZE?r_ zCxh-v*5j)!$-{3+X|=Vr@hK^{$e&x;PV;Y2&;CbE{wZiyy7p3W|9vcY zN@4D&&L1+AGi}tf*p&?E`33@1)y7IzIkY}@*DoIe@DUp=%p5uKd;Dm3{d%O>*Qt=C z@j)F4I2H2s-ms>_nI3->eHcg(A7whvzSVG@{tGxHI74f5ImoaS-#G#iGUr!N7U!Mc z5p9SLoOtp)Fc}ex70bIq`d~r{miw4T7EG5lQMOpJjZV~DQ4opr)g}VxhnGtvXna*W)kI9)8YUSVv^fuzjsu2y7q?SX8zt8w^q&zPrOeXmHUS~`&}k#NNk zvb9euN6#`BW>QiX`}n>K4-U>e`l9z4FhmENS;9mn5<|r%LyoDN%?Gqvqod zlMTZ|{juLzX$RA7X%0Hl$6l{hf9WM)C9Niqh-I$2Tl1Py`->R{FWYua{E6lnrW|gH z?YCIx=*sDQ6@=j3Cb9&a0gRLyGO|)l~AUp6gWm09}A_;vRls2k%7Tw7CCV;v8Vv-iB zaKhkc2H_S3=QLls=mXTjRBtg^B(+N+x-X?nd zcyl=8Wp!QM*!Xz%^xi8uIl87lG*KvNL;gdX&r3{4`>b@yB)IxWujKNMf;cJ$va<$_ ze{OA6D|t^9s-pX^_Ksk6bC5_%yr`byAIVomR}eEld%m@k)bza6Rx{sG<8_e=x_rk2 z31!CjC+yhCHEZurpPQXMCyEcC^Nl0)B`g!~5~2INq@UTdn@$x=@e-xWR2>17$10(V{-ycZOo5|@w8=5q<0Kj_ zx{B<@HYq8cmknp@wInk<*eaUU18x|hLif8QURM82aj}$u-{V?O3Bd@GI@ zxYF4H?aH4_R9=+oQnQOA-3{Sq`r+bt-9z+=Mwr|p6)7epJf~6Zap|O1qIoL0@GQFV4UqZp=Wdh=PJ*6R7*t5n;Tr%Y{59Pt zwIbE_&J`Pq2MEH~Z9=ub9#cg2+pQWAg=%7E@$+(sZL*T8kF4iV$?OTSkrh^i_gmO?=09cf106~5-pYx98sw?;5`od8ESM)?K842w;$NjYx12^hD!mB zNr<#UJ-H39%0P{fxP4`J^Y6hUUgIR~UJnkUGgqNs zY_3jqXzpIlW_0w z)o(Ctz(q z?zlXY786zBkGtoqAkVMcny;*k|08qi3qvejjLbT_c?f=eP0BI%V|HCC=~X~|i&5fC zmg(L|(hj9sK^6@Ncg11rA-T3BAjX@#-a_(`H9w%$(z+HW^48o zuB@^2W>8QDRrjyH26vpsj`Z=T+~0~l8k#z#OZs}nIC}!w8tyFZ)!-;(2bu=+4j|83 ztUo_mpjA*q$Ak13dn4X<`1uwwEh>zm5+#{l3cpM=eDBA|wB(Pm^Aa1g$CjG0-%(fD z&7HK;ryx>ArrBLklgVs%p^|PfkG(IYI=sM>!7GBuSmw+skdkZIdDqQd^Xx^^bLFb~ z!O)&`aq0&$zs#+*C8!@TmOA6uXz~ehm;6J&!sM7ua81yR`|MVSQ6kZ?c#Sg3p>I-{ zkY0I(C_4M@?Q{sgK@a*`1X9Ibv1E$C7GIcRUdG6~tVv_)7=|z1gaI^F=VUaP;r;an zXyv(FEn=LZQzq?JT(&Npa-1n`yX6^bDC6~vd*tyOt4_lHl3Bcr5+w74*do{}6#3oj zKb?%nLR#`w5hx<0a-Xf+y=^WI3%9mZc^jNHvi0q4@DMd@Sk8az8&nYOf_chjRf#@k zy3v`%ha!3OL^+ab^{}3jTlePg6fDwsQxsrP=5l?pSx{2aBvRzHR7PuY$VObOT>u5PTFKKkwTb3>HS~4|xq7L!NlThM1TFmGaQsz2S7kjOXYOJ`9 z7St&F0uNc?Ro4uasVH*R2xTm>XC)6}#~*y%9Hu+3(HGqHYVbiSTFjkHDi!r<9ycp| zSxU^RyTPJeEk@DE;i0}StK^aC?=ovqVtK_Xvpq5q)M?b{kt?v(gcAq%)x&9F){nfj zpNfi{5rRd1r;0`M#terork``p87*^emnWT0_e(gCa5b&r?7US&rpc1IedzGPesn19 zo_0vCu(6|w8SPm~aN2XLi<$KHRjF-Ryq@7Ieuq_FCL92dH%o0Wb}F9%LwGltW_4SD zz9wd;a+DG0Sw8)P1VCH#xIBa0uXmHh z32#hyfTen|^X7XmfD{5d492IX?8oGJ4kNriKa&?TcpKYUbh*UnmGfQV~g4)c;Ukajebk30^SLqfeD+u8R%+!}91cZ4}EYE2&wTtpV50 zw5tQYVq}0R>d`;HrT&p9MK!L=;X+k0<)clqWSN%eZ-^R;%b66h>Wf>(4*Y{Iyggsf z5`&%$QlDB2IN|;1-cwAMF4Mnhp{j7e^q&#YY6+ak|CxhF`z#Q*$MR#=(pD) zkFXh{C(7gyC(C@H4-g4#x)NpH$zN%B`n0}8f<%COk47-U0W(EHy!3VEpfPoFKmGHz zLH>s*~JSMt935q_kQjZd8)>7~5uR@8~ps{zg}kIrzgxK-M%g)Imq=MVOdc z){7#gk5oyyh4-Ygl>$B^Fy|p65isn~8#>i!GI4QnLDn{1X$Q>fZi|Q)8R=w~E&{1l z*2Z?VO6)@f#AVQgaJ^VDumMTPBR zSz3Jj^70Sg>YAF7`S}pKAQ`{Dg!zsphksPM7YBKV>Y-v$&;I(@s&TvWvT~N}G49bk zO7SEeQSn=`Nqno=YB*syx=W1N5wlv?Wny5%u89+-Dr8}C*pon?;X+a+`bIxb>7dqt zZKs_0)Xt=Lnv)^XByUr+`3qA?4PFQhFL7TKLy$VUCW&d~8wZk8x!v-x9`&yVgCpGjfH!MQTCEm| zmlrp8;(eRJFo!@&<|GqODbXpvgC^IxyJD3%~}q^x}J8Y@pK zBsES~KJGF0-I}CnL5j!6W)t+x7N=i&Hi#bdIFE}fwx_FB9BOh*Z(9N*0*K~nI zjwEVzE;bsW4u1x&$rKc5;i^MNGURmqb^geNJprHA2c=Rx(2{NF`Xj|VO+@&OLp1X~ zYt|7osdb1^l>`L071O@K=3`^NnNKl6L{3qY#%jvX^4kpSN%Mf$U=7cfyV^~fKnyeN zlj~)qCT5rzoU=dAU82KCXt}du3ykiH;S?#p%23aIjc{aM*+3~&hp70)nagqTVu~9{ zw8f&vphnZ&%8EK^fZkwiZmtOZX*0Pliy}Us&GMZYODEAFSyvBJdgj}5W#+5n?mdEs zU%KeMr{vD%Xrg3H_hxI}U7Xc@AE-1wZoJDE$JqS{=;3dWHlRD*I(6gc=hr#qf}8K9 zKPIrm)f=6d)QV0W=bHbmy=3`av>86ST7?(Zkq}~Pe!|DcZ%R=PUxYRTct6x=dn`rS z68Z^bpw1f5VZiiFY}QNOlKU}jFg&_kbNfO^O)0dP)5NjZvMbH-e}gj4g-X=7OM>Rj z`m|X9R5d|atlb=3p1}e`?BqjH{e)(x&jU=4KCPNl^K@>q+PX6en6m2#`OSG4Bolsr zl(ryXZ~JhIxQNUR$wosy+uk)SRIVy_VyO9}wDIpzi}8w5CK0Hw&eh{pO1;}GTMRkq zXSgsF5V^={f2b#3CnP+HKgE7`GAZ2|VX++|LpgyIobmw&((tPZKPK2>=v!Jri}{54y1 zteHk7{cmCE>X9($gIxY@=V?H!Dx4+-IN}jW@0%0MID74f1f6F$;V%b+Af?>yrwo+F zH|OCu-5f&#ZGe_ysV{2tc^D5?B?LOmt~`*8S2!Q&lHPn5vqLYcq@ z_pZ&{fO?3VnBpot%Xl?j@1idVyOz0Wm z5!7LtClwhHF{GE&xV}+HJjsQ)L`lsImXem0y zkM=jtr>of!m4wI0(L6 z&bPWvhO5$#QS!b_^hI;V7I6xVGF?TtX{M){E4I1h*WXsFlocy7QG--&9(!rV~86W8SI|uJT4_xtWF*F@FKETvA9^<@N z0*OFQause&bd%lw!=z85MY*r(4?BvUZ~tx*s_GtlA{}WEA*b^Ki_XWQr&i*sg=HUC0BEE`%g_aZ5VzyZ$Fe0 z@fsiX9`w7dmrFOE&8H>rQ`!icx!(sot!&^*h>MbAA~ONEYtv{!w=zG>vbj5xzwYh*9s>1=)ib+LfF z<6?`m<9{QHL74$E*y>6Lu^a{xCR5NRKzUG`vlpSp7(?`+6Q2#{R_aTHdN%BxqsUkn z27zmaPt-Us7-$YXoH(rRy85+SkK)O0n*E;M;v;^N+)Z&Olo`*erfL-Q-SH`E7Lq_Z}wRro`alA6mE6AiQ27cngRg@g{xEUvZ?8FQ& zJNf1)H_Jks;v^?HE$bo}KphfcL-kQJr`4!JDH4g3{-e9JHQ|WGc=d;&=CnA92hiCj zE6}E-q+}~S199)|$P!FD>LqH%rejl6k_9Sm%7J}Ne-`^7PW}6lzwo~mpWr@Ip<`ll zj}ygI*Np^@#m{Cnnv=yEFWJfc zEGH-Dr{lxp@KA;0L$43js|v2>O;LgBv4m+UnRK@9ob5p-UL80wV+MM*OCWxYJ@hOASTFN~#36-cnldbL1Yv>(tdWQryX{8pYk} z%!vmC&mX2Oe9~bs9jg2Lh@CZ%#4|oRYMWy+gwW!%CYKBOHXeBTvx+C2}^lw(uhoq`jIX__L1ZZJBmJh|=j2qm;~`vbz{{^LvT%%?XXt z&hSp8m;e@xmE@Y+ji{i-&g@(h!57U_&BFbZaAs%bkaWJgtFTn-#@xMm+>3n#lPd6X zXlVs69Y8_>b3EOK9gh}$Oro>AR3ugN&DDYZp9SaRcDz^R`fYy4<)dR|Kf|8yFK76Z z8(g0KD$^k0z3rZj`(kaut9smY;Bi1!YWe_T57 z(v~#1^J<@T8BO?FP$DIk;8ek&0G-_b^L|3B2XDlWeC4X_5!q(-NVHnRF?D%2PWqVD zUaiz2x@a-vjR%3ytXyV1p^_#HajPRJ(d^*hxOe?pz*h#Fbq7N%ia2(HPs-FD>ezi0$K@TwY_;fG{oJj*O7PIlR@ z$r#Ib%`lBNkfw}c!BxoCm{V(8S;5|&Mc{ZDiLyuY@-v;|IBx}!quDq;`vv7#AbOG3 zKLX}n3}(EP(?wL#P^v1}P=tjltW_l$6?rNeIPhmUeEe*>_|Ax3+B8KLr#dHeG3eQc zBE`P1XCz{ZnUm%#MpV*GbDdibZwm}38cG-o?b&b?*hylXZN~x`nSEOV3((;*Adt6{ z)TpJRcT8A$P3EsLR8b)fK>>;>Xn8XM3VEgRq?%KN`PjX|&v#vRzWjS{G5XF%V<5!O zxJou|!KaC;B75=&8m&(>RiInA@BT+@S<-oY8A`Vr)X+Ny%%A6qJJu?nWKcd0g4<;D z9!`pkNM!moI_f`DGywk&ZLWcnhnEbKgp?G;zl}`DJzl9mWdy+^!-@0flOZGa9$2bx zGBMu(Hm&1!0e;-LbhYmjg!W&?<^J~@&)Y_(Sd9S>@5p)3x{iSv4dd}kQ`ghkYsdPY@~)h8GLF7O@a>! z-D4LYE~|ReE%>#TGs8%beHBruQR*ht+3*}-TxJm?!kVarl-p^pfB8dSOuE&2bZoVX za)Vu_U8Gsvz=b_TvCNnov+2(np1*i#orwcV$YcPY*Az7g zS=xQ3r14cC4nevw%bhW#jAKb3%O?)*bzYKaij9hxDXr>@9e;ZFsj{uHB5IM0(hw-m>1LbO^SW^ohY-ui$Q$#TsBpym71?4oD4dM`q zBrPfUP7O-YmG0@lAk6q^$vncJ97B`f@;;4pzioJPeO2rgViYV}*Jol2h&=Oh3~2H@ z%_B^8t1UYC^OFB4Sxfw$kuNqo!VSscICT<4Tw&A<4I0$samotY77I!} z%s;vgM&wpNiZbJ(hk?F2`cX*VpkY?;&^wP07}{5Oz4C39$XK*Al=(<^ebw5IXjm2y zm5q+X6Fr?i#FykD-P(#%ow8*-pex@gJ7T6MPqazVnU zkxV+Q143C!?>&Pkj4l1C*y?{#xE@4A^H@b7oqw_WW6{@vZeBV_D&us4llNkWyvwXm=- zZOKh-Tlz1VqsJyNr}E#gn-8)6y1b@Zx_X zlBZ_tE+E(Zx^N30(N(Pz#_gD^JoKcfTJ}sYYtob(Tl7QYJrHYoUPkZu8NkuE=Ad!{SG93l;I5lX=e? zrcoA?g+)e_yQ(4a5{0sWvE(k_T+X*Ft&#P$-)2O%G?Vq6R)%!=c~6&H%(<$Z^@3EH zg#22~`LCRuPW|hP7y4Ez=#YI=#cLF(kSgy*h}C|QE>lG6%zP8|EZQc)(fyC0sh7_` zhv;LaYRzBog8B+{p4Z*e%u!OU7D)@m{!#hPo(eai?oR@hw7~hYulub*{m1>s>$Cqy z*IP$bnSbx!Bch@L3If6*R7$!#rMp8~x2Yu3z~8JC=M-|zR{`+8m1wyC_#n^oDEVvv59LYzhtBEJ3Wmn7_hNKLi0u_>k5 z%nE75RFphBZNEyqGQ?|N{-A&7c5CF7@<;M8GcgNB!Mw@Z>39n7F1U?f?g_QHQIz{W z&!vQ~*o-eGhw)pPgOL5-#TMes7_}* zZS!fq>`#Q0Cbtt%F^I)APmu!$(znAyoGAuO>qNLiz;sqPP(&bMGo-Ry2$YSaCi zVRk67XD;~j#$(OA#K&Ge@k0bq)Ij$fBvlB%Oi%IjLs`>@5+OMy^Wwu2b@mU}zxRNI zaAg>O{F4)AUxCq0<<+iNF63QRD)TZO)>Fpg_riOREY<1we&~6WNmA$1BKgZN_Ae(w z9Ob=!%9p)=@hoerqi@gN%__q`Go&%rp{em}gl2(gSS3h><*Go59_vyI$kMyP3;~ZVXyI#=F(`^zSweV3jI91Ta_3?83N-_Rzblxk`==b zgfCd0T%Y!yA(?$Uhq+gLdi-7|oYiFCDkRb3fNhl@HA*qi(NJUZ8QqB{v?pzUxm}Kj z75yu1U7Srh-os=I`TBXnunFrn9d*x7>eh+j0^Dp1hVWigrsvk2vS7EbRURtG1(caz5J-Tf@{U-lFaf65W};fGRI-|~_aE7qV(;#%1%rOMWdd+Jzv}Rjo_D^=P*uDRZOEq1dES{Z>`i*#hJ<6;(aQxVE@4luX zB$=w>Ax|ZqRyP-&cA3sWbNB_d4Ga9OJ>L%QNg9^ z+0?2lvrcq=T8k1pjdDv!;5(#GkK(t^;Apgi2^L{yNe~F_pjSOt36PBK+b z@=FNjc+>k-K3q2gL_s4j?v}ojZXWpF5ro|V8}1>GPHjw` z1)KE+rM9QluN^f1%+%iIVd0UHNw*^Sts_DgE4?MXA!{m!t5}-S8GS)&b-0i$zux~i zbPD#wou_|L(=LqDHYVaFbo{ToGgUlZ1|&w>_3W+=He;xo!$wbRTITSxAE_JuI03oNRt-bGiiyF2Lbs0Qsp{^ z8gg%K+k#apbNmECX=EBLY_$gTrk;66MFho#?jEIT3I_#=t%p&OPzxS2QCL@X=NzC@ zQO(IASG^ucNs2L4IOok;WAv)UQ+~&nQh$Gs!Hbb1&ggxJ0JNZc#29o^l4NNy3By9v zc~)jy#+i>^+m2alsqcTupJc%w9OEyF@Y42A>g=cCWV+8(8WZ9W`*!flFJ9Ltbx$2s zEEuU&C^P8C*!d!m#a(usw64@J@>oR>LlGQzKt5jEvZl32@U0`fRiSlJHe>Mpc=pD8 zSIu`L`!Jj^6|&s;T{iPSI-KWs#JVlM_8QHYa1#@z;y42JvsuGJqG&R8Zw`~s#Y=Ep z{+%V=^TmTd{or%cwFxe)_88LnEcs|^{@7FkYgmXrsMna`wM(ALT?`BiI!>y)PE>cB zMM~v=Q(*X9UzU!XHv3VpJMn)0{P~j>1H-Gfi3Bx>tn-0yN7m(h79(N9cW(ass)n#}kqCiMr9R5?{byy%MeN)D1epDv zt-1|8LhxU~-V>$yB4IL_!}Hclf$?Q2nfN(jLUku)bSUtsU#Um-zZkJ(e!zYY4d#!X z`Lko*Y+w3QOsbo1UA^s+&zp@DDK+0pM{Adj9z9i(@7^hM%^5Ey!lL@UpfF(gq|bPx z9x-k;9WIX~ilWs1x^8A@T<_XAV`k)-5meE$Fp&}|)zrWg)QR9rrOLChW#JqSnzufB?riD#GiET#WWx=eP}$Y=oq4LX4exoi=RD$h2J^%^ z8;-nbKS4LqHS1$nd-~@+UExE)?sLs zisjArw|!^%dE<_RiZM-W4m(tXGtWY!2L>g4{WTTnn2o1O4z!Oih82n$|LxTZy{3mjJ4cR3>hr%3etWnJd!P4M zl{#v;ghHo1DR><+_sbuyKLXR);7>r>#d z3NgF)fsK4ORez5t)XA|q3YKQ*qX)?ZW#jhYi_5cDq2WG#c5vdx+@Q~QJr~OUENyrK zAckdo3;2HT|0368+K!5fGO5xE?p;eBHs7H6>B2bH?DlgtQP=)EoZi?d2hHQ9Eig$v zy#;Hi=vT=xL<4Bz%X?rq!?-10+HfF*4(6%3pSTqSzCMQzp4NXtNzj- zUhUo*Dam4IZTtq~Xgk%fZTatPbENmhKa9zLcmIVf?=*=ELn7W;V2>*LH8bAELB*8H{Ikw;v4n^)CGl(iS1Ui%eK!hue2Kx5$q?6c}EU zP5U>NY&{;PC!*~jO;(Lt{Ya;-r3;CR;i$u=ka}(|p;StsHEX~hS4_KA6>md(lfBmo zu5%FMtIu%H@4T07m_ywUfkki+!5z;a$*5D8y0t}U|AT`LaLVLJi(*&Z5Nh@hkBH_U z*p7^E97B1`-VT6%~i?ls7dP-ON}dbYSOgywt##d;dnCC=65ab(u0PKkfnl2 zkH^93-g&9{;d;>;Ehb$|zj&m4j(CTWxuLbDLn5aKFbCplyk3$;v@*DZ2tiEr4JO8> z&D9>Wm~wMtc2~@V|7;em=O+0Ty(1naP4~GlL}-?7&ZYBw&`G)#CK9x43v(a`TaNBr zuZF{`r(qMS?I|rZEHQnLGW*B0Ckd1pu0bS02sm+Fj^yRZzA0t=_B6gPdH~O|($$!I zXWZIsoc@{t`hMUGpZ8Dz5|QfT2AE&&4oQq@V%&Giupdh#h!m{s#W9s$Ird(2`qUPX z==#-fM-7Vnb--&Dkt?5kaqSW)8T2kU`-?f(_fM(P8xrpiFuDB6nzf}w;&*+h%MmzD zSGk%Q%VDO}aXF=>_mc*Zu~c#d>k^HXl~Lfj0~$99c_@2lr)ehx1~N;Iy`*LO&54pL`E4`p^(LGbymo`8Im*gzubNXJ}`* zlEEaIx;3@+G7g`ehM3Q$e?64_W|YxABrfBP=RuoOAD zN*%PUdpjBBK`cjC-sjX%jrC+tv+$AjT5!LVAN4M~?c?@{u0)(B(}+B#sMCx(lks7i z)pcFkahVO)LzxUdnd?#=PJEiX{exf-Xh|{ouxZ~V#tPgNcB!#q}ymp6;A@8XWr)9wR+|!vL!+t zXEd5A=pjHxz--X+l=%yQ^C-woQ_mohCKNTBS@Pa*{UG{`nwq-t&xBml*=E`q-zC}%D`kH;dvg}#woHogBeafH_IRmP&MMR{0=Wo(|a?Y}|SCt)IT z78%4c@nhEN_(ww6HDv8#CmpJCw|Xe77|bb}L`%pq?DR{ce1w!JQ;az1_GLA>z2}4} zx4PiP12EiC2eW0)S=CDD6Jagz2PDL4g{?gSgT_x|`r&s+uUD2d)hx4NN}S+Q@iZvC z?iO7joht%A%!isXA#q$f(2_1prYL8AU%9&#i0Xb53N;$d;4g=g%x@mygy#0aGfUkn zuyneYzQ&iP5;SX%>R90?h?snj%+3)ed}*x@nnjh1$b3rOEDzEBqIi=|B&VC#`$N|C z4WKwS?uQ4&iPzwQ+SO0Kekf7PN6Kh$zco%qT&Cl-W*&}gF{e%~pCDJ zpn0^N7gcSy$aS^lcV%G^l4vndH)}9>{`IdA)8}n+K=x7gEgqNchtTKq+L0VXR6^6m z;b7DGujZzM9^$6!tMjIoMj4B1+GrlP~`5))ky=)eeK)M z%(-5F4WGB&9KF66Jv(o|_WpVh=}yCiSD;$*#ayp+nhp!i0`Y+ViMWdK-;g)~Z;#{^ zw`0w@Pi59FHGUq5_GRg~6&a2cB#eLsdkbcbW=5xM){p;&E3Q?g(3vZv-#}Fy?;&($gnZW)Oxe9hAA04F=41E_s@zI1=+5HOh23nx!F> z&cJ{v`lq@uMNOL{vuCT08h!GVD~zl-=}xev=I3@SR;1%~if*+Jzo2H$ov>8Cj|+fr zojOVd(JVddL*A&+ngP4sSzdchiF#;71rw}MBPAuhuc`;^{WegH(C5wB9+mQw3j3z- zRy0R0+BZiu@3)=5e^XIXLhB>+gx_uN+u#?S430{=Yzv9C=swBNHVE#M% z>v#S4sBX%6gjm*aGq&IKwCl-L2RwYJ8wB(OIp)@Q{{5CX2&%k@ccc%5K!q`1>2=k#wfG zAkgefS35PgIB@0hXhLzpWEMBxr!F8S6+v3l+41hX72*wcIyGZXxOCj$kTi!}hrMW? zW=tQx488;dA0t;>BzTfkqEEZ61*@b9A>9a!a6cce+Q0(fxf+WHkf#84Ic8}`A~LeV z%F6xl?t=DqPzYNS|H6Fd0(!m4TXt2ye*P@T%k%fY^B~iWdtz>`FT?$7|CaEz=SJ0Q zh|ESwJbNqc*8=5#mW~4Pli7r!bT~sTZ|W7kazs5A0*4s?aW6UCY*=!-pY+Q2jJCX4 zLWPn9n_dC!{nKy9UZY-bLD^pY{k^Mu%`v=9GLx5Yq{1W*STOwNv=N;mfdG5%I7Yl3 zBCM*GeqpuA;hU+F0cc?Q0GkPTx>erko#N4mZLDnEk3sGlM z5{Roj<<_43vDNX766A7%teZ*GZ*|JeftUi$L`1o&cDyTxXoWjW5z5bJu`$B?fss0( zj3Myz!yJ4BdKNU>_2gpF!@U^6+##RycHZzs<#;q*ymAS8xX%2#>ci||n@##zMqlK^ zTuK?J6X3mt{f3;w6tKTdUtfP}dU||jrXDT_Q_~M$zZ%R`=!Y%aXU*EcA<%fTV1qi< z&mhKb_C6gGU|2`P+>at8J%2TADV__!FlW^Fg#GLF)nEFk%WrptVdv52YmD3eMQ@gg zBe-ij;Hk)RZ&@Qn)gc4DK;>*;Xja0vv+>l^L{t7Tx~WLm^Pr5Y^lK544UyEw;TZe=WD?q=SuR zOciurq~Oq6bn-JwMn(q4uhqQm3YRPg4umz0_vW9>bj=B(8&o{y{WcUyGVGasHDy(7 zRcfUKjm3G9xioAzGHe3)z2*}*4qA9NghBHi1Jn-!V!JcHI&P4+<#%@VsfXLPNr#OF zN>Ji1*akQ&iNMDtW%`Y2{~eb6kYPGKBFIDmkoT#61BC3?kM=Bf-KRvx_IGgQ9E`Shnb2LhkEl^`OU{3R}{<+R?{@82(p5p-?3v6MJr$mG;ilw;DC zD{OE>)s36Ey@XCGjGKdFY+>PZHqvZ3l@m^3&sK9=+i>^x^JTp^$I};ZO`qR-f_=IE zT)5vPO0WkQ*1sQBdNtm8`ai@DQsN&6f(hl@^8DR-$Mf`i5SV!M+?QQ#zqX{5R($>u zPfE4%Y6;Hy^>z4$aiV(tSN5}J^^H?p_=X{&7=JM0rT4NW&B)sF8~C2HE-yu9>Sxt4 z+4&f6Cvtm9o81QjLT2Nhhn?gQJOAxy=1+A@_hG1%=e+RdCFl7z(S4ICn|KXhrCp zJdmfmQlZ z4M2BmeFDlCRK;_G7XSTO9r+xpom{}F899P?{KoB36FED-2&qsJR*=jcI(+Zjh1xn> zrj~qS-W`&DG{{u*2XO}s-(7HmkS{vy#i=kToh8a{GiG^P@XOgK`Ki0m9Z5GYS1eH` z$Wp;H*V5KDzpn1McHj9KghOwf9;`u+=k|4#jg_^Nb5^el(2gF|rh*#d>+9a%DWg7t zQe>VVEHXU<6B83(zOg?J-ctyq32ixD4GW!v5b}zqO$5|#L-7AP4-oWKYe;xn#Eotx zP~45`bzX>!2eui;e#PbGf@|bIOgZ`=dEfD9X^sMiq%n8@4Ry12MnHiBvF8>3j*Z1T z;k^2~T_8-OdzQpM1H=DjkWrf*qTMm2q{KLy81vbzL`zoXdl!~wOeuza?*PB*LDwVB zA(1x=P`jyhVco0+cU9T=Ac&|rIWimMzAC^%ym=)1?p3K~&g4h>$lX5(&afYPAL58e zZgZ+tVU~#AZI&6GOMh5r-ayofaFL{Vt|-|@AS?Sg*>;g)Ol3D8OyQ^f^Et9NnhI;0 z-APcUs0e>mnS9DGojLQP^DL8Qg&L*Bf9Lu(!nR!ypW#!V3FqTf5PIG#S>%{}Jk@M> znn9ggA`l`U*>4#O9#nWf3tl$dmfpHQ7w%PSjm7-u_PEVd@~|Xg*&IC~FwaDVZ#Nx% zO&gatWLm*VznDf;CLVhEq1#w+Z9MTYd~&iYmD9$7FXPB-7~ZT|eRoo@%Wqf!z{9(PoyH8#%U)9V-(zAAs=z^w@*f;= zHhlG>-*HJrxuOP4h`H@e!L%|>eoaiOf(HVi`CuX=s#=E;0lcrcC)yWYHp-tGODspkNDmW5`?7KMGxvm~-t9<`S ziq#}?*yvu8kfi1+ROU9e9&EFgb2SWC$AQz6JG1m`h#%^M>bLA0a+{>kH zx@;P$cpl3X&D6JVHfG)E;z-(GwnwB{|1E3Ra%{cskwXfr<sapIQ+T0f;^yk@+A3qwQ1G~|ra285m@eMV;MU`9a z5UPUmq3GMG`PP8P5*8z^!sTlS{@Xt%Cx;{MZE+|o0`cn>oT5q30sb~HOmSdP#>wb0 zJw`+XLXi*TsN>Ai%>l{@-ufqq)xYo}|LDk8t)!hLL>I|yhKJqKz`RSaqBNlJ=2a{PEnt-*At3q+ugiZM^DNW7s&T$+EElTN-s<4%5$)kcS*a=%%O zyQDofrUIR_Sb%7V2X$qm{7siB9u%#&817+5{iUA)yCzfcP0bghv5!_*JVY3h@Yhd- zE|$~Qkr4s-#94enFsu=bZV_lBiE8;eKqgP3mu)eN)&q@-UcyN7L+1RMry9_+q-$=Yf zk(!haZSFVL*49v7MU7I;?{3Yn&TsYI_`vr&*c zXqEJ}cv-HqJ&-}YN`dhGZ7l0jzMHfybEr0$Utimv;{ZBPqq1<^BqmCOYCc$%u{aw2 zhDxmRv+PMLULi8@+MAo%yuI0Fv~a;isV&IeFZY;{&d?Y+rveK^`{D zQrjpGehv>}%xxu2X%#Xs{rvfpgM%aekk>gQ^!fAW;55fqK-*gN=1&5I5k?93 z$i|(*wBKhw0)NKDwtONqt~@@XIU^`xCuOA)P8#rXT=q+So5N|Sq1#<_G>rEz$YZ_* zJT~Zn{b+7Kb^bH6a4sAftqju3=>~zy!}#@+H)}DWq+(5++NGLC<1aYWI?P#}+0s2E zQq6KG$wP4kO`frxsRl%2yeFyB+plu8<;V|)#EG2#=Sri^Ws*9V*s`eUrN*Y{i_A$> zon%Wrber*JC(VtbfVLFr4YolW2I=>qx!K=Olhec48zgipRVIHl7^};Wq)F5CT5!c- zXD!R`dwc-zIs^&8?`zIQw1nv09+HbN99k0SuDO}F)HJ+juemwt8HM3KDelO3Du785>c@r)P;a%tXT*T)) zMNP%aqra}KW@y?{Daw%aYlTt-0<*h;FM_nNBQFIA6PYYj05b*5vR2aLRto4WvOabU-IR$X zL?DdeMnip35aWGc4;KCYube$hYR_+N&A2|xy7okBI{^34O^qAU^6}_sK3fYHfb{U^ zCnt`!E~#xH(gCg4AI+b{s3*Ri%r$Kq;@kzQbURk!`0&%(90&OFguFhw)03GE3-Q<4 z(<5`Wc%Q7*t1|RUNoLeBh31M^X&GD6DYEg?Tf&u=?}XyUD4xxKa;~T(>~rR%PxXOr z*D0-@Mq{oM20M%f^tU;|1r@ltzEFEgDz2uj{{BVSiio{A!N!=hbpPqQl%*8uSVU2P zdPRp8jbevcdGP~AtKTdvI7lll!--%mc}ZJM_Fl!nl+c3l;`PqqJQJryx4hXNb+#ab zyuyAH7#TTRnx+C^m}wY0t-vHnp$%ZYecG*N895~unY5M2QEK-neDN5q`o116WrdOdc8|q#Eyd#ekuQwgSZt`|NwKKo~C$26`jBCiAscj~E#li!N>n zBpf+w+m0Za!)as%ygx;~vR&+ItD+qCeXQ?%(efXYuBuX-7I}&3BFZL6+x!&3J1`k& z=4Hafh@7359%L1|ggqYRt$J1XlP+O9Ef_b0!jeAi4Mg}@9`GvPb+|B1h7SE?$SUTx z76D7%%#YwLSxm*A@sAn|c7Ny$Yzh1$Hx$TR5Uvt$wIc@KQ_9GTt8#dkC)d%jH8HFm zprw2%i!QUdkNS1$Ayz>LsC7|`jAl`iVK2sEp&)^E2>ifNFrKj?N)M-RW{8l@uK79~ zLzKmxAvp}ao7w@UPTjq7$%qdf{nDWhY=i$Ibw1xNgdAP?T@CSJy_ZFTcu&l4<8jrE zXQLy4Cy^YyQS6%fiO_=05FJ0OsXD?{;b`|`D(tttzWN`}y|A$0>8E56W?a?x=T9v; z4_$)n{CuNc1-msaP1s<{6b*X{CTe}1Y>x7`s$R0RhUeM|0U{cP26sk<&KY2E~>o@?M|&k{%0Sawr_ z2Qo~3ivk`wGq@1UHi1*IamdSQo`Y86^o?KlUvrIOv2p%;;nv6dhl$qkeBuSC3uI`kO!NZ}NZ==@5W!>St_;zWtX*T-g zUH}g`h2;_%ataGKIkT?4Quw0X#58hWbWOgL22_TT!0)Y~m?Z*Ld()$%4dfaOLs zCmNUCfh#?0&|)c!fRS&5*JpH&Bg*~wz{C9sT$~BNDx8YI7iXf7mSrrH-|YT=N&csi zV{6*D@_QITdA}HO!inDg@j#PA&~CeIqkAYa$JV>%bDfjNRJO+WDqA);AurJ|3y~ZQ z&kp7lLOncfsS~G~`yb2g@v;)1POGdLvn7%zFaibn#dz!nuJ;{-`p8Hf#q{*T9{Z

r_Y& zI0R$X*xX!k@Ng(Ty`pEW1KrkE_1w_kJ#WaXgE<;h&a9Q}zup zcnn!HRqEJzie0&U+%U@)>r%sarZD@vDOrit-X+fhK?5u=3DvFD(QFpbz^W_3`$q~9D=t=lHR)7aqd0AnAmGrt4Bc0 zQHi5A-Ni5%5H}*o*yc%MwN_0T{GS#(XoZK%zr0-{^VR@MEr#b&h(M{14V{}e9E&7G zDVluCnjBudYzWQBCok(yd07~qIVE!*Y1uK`+65Y-2ZJ*6tOosWYJIT)H;O|L`YWYl!uxrC@DRFTR5%Z zKZ1L=g#P3_UZ~^gF8uJnff1UxTThK1%R}P$(-3sDmocqs^D5 z3-PqX#EH9H8#j0XCmWbgcbbK_faZVg(sGYpPvM$ClV7ym`JFjeTlpr#ir1A!udmUq z6GD-$huOJ`dB$7mI~Pu>8<4XEI1W#Y5hY$;>x}+)>%FRN$F!;K2EC~TxiZ(99bB*H497x>QQGKD+3j&ET?$-}iq_g^(eU>t9O#zpRk zj@#dUztO|n56t}|VU!3Sv83CgWws9E{0aGAt)A(}TOQAEBQV#h5eEwqbC^0X&%54g zEgiE_dj00m>j%+R7zmmWeCFa3uf-6kSd>>-DCzjtw~n{~ZU8Cae=1O_ewkDfZv7^t zo4}q&$Fh~8PKSiSU7_g$7|RMozO9Ba3l(IkdcLUGBmeERWfAS4_~knbOb-O<6>h3k z;kB>ucjSDRssFWCBE6uuq9W$Lf(~Q?n8qbVS$(jb1D3-9!I|C%Q!UQu`VLV>kJ&hd zG z!jC7W9R2gpG`FUK*d7pAS(iQgh>eAraTH zwC@cX1>};VL-TIC(stQGcBaA0t$u40O?9LeM6IxiML$R@`X3_$JEzqYHRWRSWDjpf0tF`sc!$s%Y)k7yCPz(>EXLE%39V4ZE9>uU2u6BRK}urv!ClT&`N!PEHpTizaG#$eGmr8EYucyx0rsEnT-x9ZVqfjUx(1Qrx;~jQ&H^zrz_gCtkD{fo>3PZMU=q%rx;5fYY|IMgN!Y3 zA_x~yNkX&&unzIEhXGZ#myXanS%{LyZSCCjM}3wz{Y5Z!6auj1fS(;S|57~3LZ%1| z=HxdHT*VEU;o8T#5qvWZvk#TFcsMu;IB?>lR%LU=f$eFS4pu~gc{TOiXrC%t12e0v z_^kDTNHk;-^`A9}N#22^rISS%*nL$6uh#%zc_Jn>q@S+OIXcDD_?a_rL-`ooUrT)7(UhjV|9wMx@pgS86qoJ!tp?UNI4 zz%ZLYkcGYWFDhq`UiuxsT=G5t$-$Y?>ajg}FvLFk8|CE$MHfh1&+VL`xfahOtE_ey z{h@@Gmem9J3c9Ib{v;@Tm?iI zx=68u@5qKz=v+(c(a{qz>X+Yu?GpI9+&g(E==TED#`B?)Z#P^uDRCyK@Ncq@qk$)Z zgd{!xf3rJ?SCfN;ydI)a`Gch89I+}6x0)Ps;{^ca5DvMjcP-Ve6~mSCCW~2Hhb-*O zY97QH$gxqRnGwj6gVUFU>@MwQx?5Z(FnhQu0u(vuotF11mxCqC%>~$OwpPA#I+Djr zydW6FS1^z)jEfh)TPG{=@hPsN`S{0abUjVUE?P}a&t%#4;KIY&*`}26B1i4vWGtOf z37jyQCvnpDC;Urz@(SUPXP!t19@=(Ow^S?kTnZ5c>uen?O zsqt&qwoCe&NlmY&nJxk%oyZ}&!g9*m?O0vs!hNO*jJK%pjRI$R@i>@%AzdD2kJuq! z!+BT=)IG{9tFlH(C`XGu1ksIhd^RB#5EyzN=Or!;y*rcHclvm7>NP9L!c|+S|B$>j z%o*&)HxDB%t@5I}@{BevaZ}L1wx%cZ?NmHGB7>8JkI2lbHEi4=6^@<|k3i|qAG*r6 zo?N+5$=T3v2@Yt}TCDQ;w1N2J;_jYR)#&rn=GEHE_J8_y()e(_rqM8L+0y4W}h9oSGjd{|C>U$p6Ea);<6x598G+G z01M4*%c6b7Z(zNvMuaY7^KrX(;F~q8&w(bg=?8j#?3KgfH7k+GY_r~+d1V%`2WaO- z`HP`Um{o+e=oGZ_x9tJ~!WON&_gPFPZ2Ad8Nr>;NtX0PjKc>Ivh2AoXMkYKcPL^l! zb4nhMO66>0b{pa?wGxFIB1Re)JzIBVb4TcA88SActyz+&kr0^WH;} zE9RwoRD77v?lR|M0<5nC3 zze6JMg$H5c4qHJTCADd{(jc+!<;#}=&PO&dyCcL9GU?9%SP8yZ^>t1@$qupCXx0QA>+p@30>{!9H){P@tMLhjO8`vMm(_ zbOQgA!KFn9fG>ZVIJx6YMwVI$9vn4|%l42wg7yNmYGxARwU?u$D&~4nP9`w=em